Attrition_Stor_retrieval.ipynb

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      "cell_type": "markdown",
      "source": [
        "# ***Attrition Prediction of IBM Employees***\n",
        "Attrition is a major risk to service-providing organizations where trained and experienced people are the assets of the company. Using this application, we would like to identify the factors which influence the attrition of employees."
      ],
      "metadata": {
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    {
      "cell_type": "markdown",
      "source": [
        "# **Importing Libraries**"
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        "id": "WExUQLSkOqWN"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import tensorflow as tf\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "from patsy import dmatrices\n",
        "import sklearn\n",
        "import seaborn as sns"
      ],
      "metadata": {
        "id": "tyDVdGkyCZdQ"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# ***Loading the Data***"
      ],
      "metadata": {
        "id": "ARuoad4JOfLc"
      }
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              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
              "//\n",
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              "// See the License for the specific language governing permissions and\n",
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          "text": [
            "Saving WA_Fn-UseC_-HR-Employee-Attrition.csv to WA_Fn-UseC_-HR-Employee-Attrition.csv\n"
          ]
        }
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    {
      "cell_type": "code",
      "source": [
        "dataframe=pd.read_csv(\"WA_Fn-UseC_-HR-Employee-Attrition.csv\")"
      ],
      "metadata": {
        "id": "0M9JOMckEivU"
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      "execution_count": 4,
      "outputs": []
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    {
      "cell_type": "markdown",
      "source": [
        "# ***Data Exploration***"
      ],
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        "id": "V9pd7S0vOCgE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataframe.head()"
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      "execution_count": 5,
      "outputs": [
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              "   Age Attrition     BusinessTravel  DailyRate              Department  \\\n",
              "0   41       Yes      Travel_Rarely       1102                   Sales   \n",
              "1   49        No  Travel_Frequently        279  Research & Development   \n",
              "2   37       Yes      Travel_Rarely       1373  Research & Development   \n",
              "3   33        No  Travel_Frequently       1392  Research & Development   \n",
              "4   27        No      Travel_Rarely        591  Research & Development   \n",
              "\n",
              "   DistanceFromHome  Education EducationField  EmployeeCount  EmployeeNumber  \\\n",
              "0                 1          2  Life Sciences              1               1   \n",
              "1                 8          1  Life Sciences              1               2   \n",
              "2                 2          2          Other              1               4   \n",
              "3                 3          4  Life Sciences              1               5   \n",
              "4                 2          1        Medical              1               7   \n",
              "\n",
              "   ...  RelationshipSatisfaction StandardHours  StockOptionLevel  \\\n",
              "0  ...                         1            80                 0   \n",
              "1  ...                         4            80                 1   \n",
              "2  ...                         2            80                 0   \n",
              "3  ...                         3            80                 0   \n",
              "4  ...                         4            80                 1   \n",
              "\n",
              "   TotalWorkingYears  TrainingTimesLastYear WorkLifeBalance  YearsAtCompany  \\\n",
              "0                  8                      0               1               6   \n",
              "1                 10                      3               3              10   \n",
              "2                  7                      3               3               0   \n",
              "3                  8                      3               3               8   \n",
              "4                  6                      3               3               2   \n",
              "\n",
              "  YearsInCurrentRole  YearsSinceLastPromotion  YearsWithCurrManager  \n",
              "0                  4                        0                     5  \n",
              "1                  7                        1                     7  \n",
              "2                  0                        0                     0  \n",
              "3                  7                        3                     0  \n",
              "4                  2                        2                     2  \n",
              "\n",
              "[5 rows x 35 columns]"
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              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-e2ba2533-c445-4825-bb58-f66177a67d0b\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-e2ba2533-c445-4825-bb58-f66177a67d0b')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-e2ba2533-c445-4825-bb58-f66177a67d0b button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataframe.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "CjwO2mY2ErmQ",
        "outputId": "177c9cab-3220-4a94-c843-f8b6bc84191d"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1470, 35)"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataframe.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "2Yk2hIrQEyA0",
        "outputId": "b454a83b-a087-429c-825d-ed3dbdfe5d8e"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 1470 entries, 0 to 1469\n",
            "Data columns (total 35 columns):\n",
            " #   Column                    Non-Null Count  Dtype \n",
            "---  ------                    --------------  ----- \n",
            " 0   Age                       1470 non-null   int64 \n",
            " 1   Attrition                 1470 non-null   object\n",
            " 2   BusinessTravel            1470 non-null   object\n",
            " 3   DailyRate                 1470 non-null   int64 \n",
            " 4   Department                1470 non-null   object\n",
            " 5   DistanceFromHome          1470 non-null   int64 \n",
            " 6   Education                 1470 non-null   int64 \n",
            " 7   EducationField            1470 non-null   object\n",
            " 8   EmployeeCount             1470 non-null   int64 \n",
            " 9   EmployeeNumber            1470 non-null   int64 \n",
            " 10  EnvironmentSatisfaction   1470 non-null   int64 \n",
            " 11  Gender                    1470 non-null   object\n",
            " 12  HourlyRate                1470 non-null   int64 \n",
            " 13  JobInvolvement            1470 non-null   int64 \n",
            " 14  JobLevel                  1470 non-null   int64 \n",
            " 15  JobRole                   1470 non-null   object\n",
            " 16  JobSatisfaction           1470 non-null   int64 \n",
            " 17  MaritalStatus             1470 non-null   object\n",
            " 18  MonthlyIncome             1470 non-null   int64 \n",
            " 19  MonthlyRate               1470 non-null   int64 \n",
            " 20  NumCompaniesWorked        1470 non-null   int64 \n",
            " 21  Over18                    1470 non-null   object\n",
            " 22  OverTime                  1470 non-null   object\n",
            " 23  PercentSalaryHike         1470 non-null   int64 \n",
            " 24  PerformanceRating         1470 non-null   int64 \n",
            " 25  RelationshipSatisfaction  1470 non-null   int64 \n",
            " 26  StandardHours             1470 non-null   int64 \n",
            " 27  StockOptionLevel          1470 non-null   int64 \n",
            " 28  TotalWorkingYears         1470 non-null   int64 \n",
            " 29  TrainingTimesLastYear     1470 non-null   int64 \n",
            " 30  WorkLifeBalance           1470 non-null   int64 \n",
            " 31  YearsAtCompany            1470 non-null   int64 \n",
            " 32  YearsInCurrentRole        1470 non-null   int64 \n",
            " 33  YearsSinceLastPromotion   1470 non-null   int64 \n",
            " 34  YearsWithCurrManager      1470 non-null   int64 \n",
            "dtypes: int64(26), object(9)\n",
            "memory usage: 402.1+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataframe.describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 349
        },
        "id": "iTccGQmJE3TF",
        "outputId": "980e536e-c248-4cd1-9b42-d65fa76f8512"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "               Age    DailyRate  DistanceFromHome    Education  EmployeeCount  \\\n",
              "count  1470.000000  1470.000000       1470.000000  1470.000000         1470.0   \n",
              "mean     36.923810   802.485714          9.192517     2.912925            1.0   \n",
              "std       9.135373   403.509100          8.106864     1.024165            0.0   \n",
              "min      18.000000   102.000000          1.000000     1.000000            1.0   \n",
              "25%      30.000000   465.000000          2.000000     2.000000            1.0   \n",
              "50%      36.000000   802.000000          7.000000     3.000000            1.0   \n",
              "75%      43.000000  1157.000000         14.000000     4.000000            1.0   \n",
              "max      60.000000  1499.000000         29.000000     5.000000            1.0   \n",
              "\n",
              "       EmployeeNumber  EnvironmentSatisfaction   HourlyRate  JobInvolvement  \\\n",
              "count     1470.000000              1470.000000  1470.000000     1470.000000   \n",
              "mean      1024.865306                 2.721769    65.891156        2.729932   \n",
              "std        602.024335                 1.093082    20.329428        0.711561   \n",
              "min          1.000000                 1.000000    30.000000        1.000000   \n",
              "25%        491.250000                 2.000000    48.000000        2.000000   \n",
              "50%       1020.500000                 3.000000    66.000000        3.000000   \n",
              "75%       1555.750000                 4.000000    83.750000        3.000000   \n",
              "max       2068.000000                 4.000000   100.000000        4.000000   \n",
              "\n",
              "          JobLevel  ...  RelationshipSatisfaction  StandardHours  \\\n",
              "count  1470.000000  ...               1470.000000         1470.0   \n",
              "mean      2.063946  ...                  2.712245           80.0   \n",
              "std       1.106940  ...                  1.081209            0.0   \n",
              "min       1.000000  ...                  1.000000           80.0   \n",
              "25%       1.000000  ...                  2.000000           80.0   \n",
              "50%       2.000000  ...                  3.000000           80.0   \n",
              "75%       3.000000  ...                  4.000000           80.0   \n",
              "max       5.000000  ...                  4.000000           80.0   \n",
              "\n",
              "       StockOptionLevel  TotalWorkingYears  TrainingTimesLastYear  \\\n",
              "count       1470.000000        1470.000000            1470.000000   \n",
              "mean           0.793878          11.279592               2.799320   \n",
              "std            0.852077           7.780782               1.289271   \n",
              "min            0.000000           0.000000               0.000000   \n",
              "25%            0.000000           6.000000               2.000000   \n",
              "50%            1.000000          10.000000               3.000000   \n",
              "75%            1.000000          15.000000               3.000000   \n",
              "max            3.000000          40.000000               6.000000   \n",
              "\n",
              "       WorkLifeBalance  YearsAtCompany  YearsInCurrentRole  \\\n",
              "count      1470.000000     1470.000000         1470.000000   \n",
              "mean          2.761224        7.008163            4.229252   \n",
              "std           0.706476        6.126525            3.623137   \n",
              "min           1.000000        0.000000            0.000000   \n",
              "25%           2.000000        3.000000            2.000000   \n",
              "50%           3.000000        5.000000            3.000000   \n",
              "75%           3.000000        9.000000            7.000000   \n",
              "max           4.000000       40.000000           18.000000   \n",
              "\n",
              "       YearsSinceLastPromotion  YearsWithCurrManager  \n",
              "count              1470.000000           1470.000000  \n",
              "mean                  2.187755              4.123129  \n",
              "std                   3.222430              3.568136  \n",
              "min                   0.000000              0.000000  \n",
              "25%                   0.000000              2.000000  \n",
              "50%                   1.000000              3.000000  \n",
              "75%                   3.000000              7.000000  \n",
              "max                  15.000000             17.000000  \n",
              "\n",
              "[8 rows x 26 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-2c5d4b48-b257-4761-85f5-f7d19a0596e7\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Age</th>\n",
              "      <th>DailyRate</th>\n",
              "      <th>DistanceFromHome</th>\n",
              "      <th>Education</th>\n",
              "      <th>EmployeeCount</th>\n",
              "      <th>EmployeeNumber</th>\n",
              "      <th>EnvironmentSatisfaction</th>\n",
              "      <th>HourlyRate</th>\n",
              "      <th>JobInvolvement</th>\n",
              "      <th>JobLevel</th>\n",
              "      <th>...</th>\n",
              "      <th>RelationshipSatisfaction</th>\n",
              "      <th>StandardHours</th>\n",
              "      <th>StockOptionLevel</th>\n",
              "      <th>TotalWorkingYears</th>\n",
              "      <th>TrainingTimesLastYear</th>\n",
              "      <th>WorkLifeBalance</th>\n",
              "      <th>YearsAtCompany</th>\n",
              "      <th>YearsInCurrentRole</th>\n",
              "      <th>YearsSinceLastPromotion</th>\n",
              "      <th>YearsWithCurrManager</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>1470.000000</td>\n",
              "      <td>1470.000000</td>\n",
              "      <td>1470.000000</td>\n",
              "      <td>1470.000000</td>\n",
              "      <td>1470.0</td>\n",
              "      <td>1470.000000</td>\n",
              "      <td>1470.000000</td>\n",
              "      <td>1470.000000</td>\n",
              "      <td>1470.000000</td>\n",
              "      <td>1470.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>1470.000000</td>\n",
              "      <td>1470.0</td>\n",
              "      <td>1470.000000</td>\n",
              "      <td>1470.000000</td>\n",
              "      <td>1470.000000</td>\n",
              "      <td>1470.000000</td>\n",
              "      <td>1470.000000</td>\n",
              "      <td>1470.000000</td>\n",
              "      <td>1470.000000</td>\n",
              "      <td>1470.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>36.923810</td>\n",
              "      <td>802.485714</td>\n",
              "      <td>9.192517</td>\n",
              "      <td>2.912925</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1024.865306</td>\n",
              "      <td>2.721769</td>\n",
              "      <td>65.891156</td>\n",
              "      <td>2.729932</td>\n",
              "      <td>2.063946</td>\n",
              "      <td>...</td>\n",
              "      <td>2.712245</td>\n",
              "      <td>80.0</td>\n",
              "      <td>0.793878</td>\n",
              "      <td>11.279592</td>\n",
              "      <td>2.799320</td>\n",
              "      <td>2.761224</td>\n",
              "      <td>7.008163</td>\n",
              "      <td>4.229252</td>\n",
              "      <td>2.187755</td>\n",
              "      <td>4.123129</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>9.135373</td>\n",
              "      <td>403.509100</td>\n",
              "      <td>8.106864</td>\n",
              "      <td>1.024165</td>\n",
              "      <td>0.0</td>\n",
              "      <td>602.024335</td>\n",
              "      <td>1.093082</td>\n",
              "      <td>20.329428</td>\n",
              "      <td>0.711561</td>\n",
              "      <td>1.106940</td>\n",
              "      <td>...</td>\n",
              "      <td>1.081209</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.852077</td>\n",
              "      <td>7.780782</td>\n",
              "      <td>1.289271</td>\n",
              "      <td>0.706476</td>\n",
              "      <td>6.126525</td>\n",
              "      <td>3.623137</td>\n",
              "      <td>3.222430</td>\n",
              "      <td>3.568136</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>18.000000</td>\n",
              "      <td>102.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>30.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>80.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>30.000000</td>\n",
              "      <td>465.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>491.250000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>48.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>80.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>36.000000</td>\n",
              "      <td>802.000000</td>\n",
              "      <td>7.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1020.500000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>66.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>3.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>43.000000</td>\n",
              "      <td>1157.000000</td>\n",
              "      <td>14.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1555.750000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>83.750000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>80.0</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>15.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>7.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>7.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>60.000000</td>\n",
              "      <td>1499.000000</td>\n",
              "      <td>29.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2068.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>100.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>80.0</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>40.000000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>40.000000</td>\n",
              "      <td>18.000000</td>\n",
              "      <td>15.000000</td>\n",
              "      <td>17.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>8 rows × 26 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2c5d4b48-b257-4761-85f5-f7d19a0596e7')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-2c5d4b48-b257-4761-85f5-f7d19a0596e7 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-2c5d4b48-b257-4761-85f5-f7d19a0596e7');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-9c5d6f2a-ec6d-478c-af36-8b30685af52d\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-9c5d6f2a-ec6d-478c-af36-8b30685af52d')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-9c5d6f2a-ec6d-478c-af36-8b30685af52d button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "column_names = dataframe.columns.values\n",
        "print(column_names)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "oUKPmue9FDGa",
        "outputId": "c4ae8f6a-511f-431a-9caf-0f7743fbf7a6"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['Age' 'Attrition' 'BusinessTravel' 'DailyRate' 'Department'\n",
            " 'DistanceFromHome' 'Education' 'EducationField' 'EmployeeCount'\n",
            " 'EmployeeNumber' 'EnvironmentSatisfaction' 'Gender' 'HourlyRate'\n",
            " 'JobInvolvement' 'JobLevel' 'JobRole' 'JobSatisfaction' 'MaritalStatus'\n",
            " 'MonthlyIncome' 'MonthlyRate' 'NumCompaniesWorked' 'Over18' 'OverTime'\n",
            " 'PercentSalaryHike' 'PerformanceRating' 'RelationshipSatisfaction'\n",
            " 'StandardHours' 'StockOptionLevel' 'TotalWorkingYears'\n",
            " 'TrainingTimesLastYear' 'WorkLifeBalance' 'YearsAtCompany'\n",
            " 'YearsInCurrentRole' 'YearsSinceLastPromotion' 'YearsWithCurrManager']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataframe.std()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "n18p6DgTFJt_",
        "outputId": "0cfac04b-574f-4bd5-8f04-0d2c1d22a7be"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-10-90bdd6cc73ba>:1: FutureWarning: The default value of numeric_only in DataFrame.std is deprecated. In a future version, it will default to False. In addition, specifying 'numeric_only=None' is deprecated. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
            "  dataframe.std()\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Age                            9.135373\n",
              "DailyRate                    403.509100\n",
              "DistanceFromHome               8.106864\n",
              "Education                      1.024165\n",
              "EmployeeCount                  0.000000\n",
              "EmployeeNumber               602.024335\n",
              "EnvironmentSatisfaction        1.093082\n",
              "HourlyRate                    20.329428\n",
              "JobInvolvement                 0.711561\n",
              "JobLevel                       1.106940\n",
              "JobSatisfaction                1.102846\n",
              "MonthlyIncome               4707.956783\n",
              "MonthlyRate                 7117.786044\n",
              "NumCompaniesWorked             2.498009\n",
              "PercentSalaryHike              3.659938\n",
              "PerformanceRating              0.360824\n",
              "RelationshipSatisfaction       1.081209\n",
              "StandardHours                  0.000000\n",
              "StockOptionLevel               0.852077\n",
              "TotalWorkingYears              7.780782\n",
              "TrainingTimesLastYear          1.289271\n",
              "WorkLifeBalance                0.706476\n",
              "YearsAtCompany                 6.126525\n",
              "YearsInCurrentRole             3.623137\n",
              "YearsSinceLastPromotion        3.222430\n",
              "YearsWithCurrManager           3.568136\n",
              "dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# ***Data Visualisation***"
      ],
      "metadata": {
        "id": "LbQ9zoYlN2Si"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# making a heat map\n",
        "plt.title('Heatmap for the Dataset', fontsize=25)\n",
        "plt.rcParams['figure.figsize'] = (25, 20)\n",
        "plt.style.use('ggplot')\n",
        "sns.heatmap(dataframe.corr(numeric_only=True), annot=True, cmap='YlOrRd')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "aZTUHnE0TygY",
        "outputId": "1d5b31ae-7bcd-4a31-e0b8-64d1477f2ef1"
      },
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2500x2000 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Age distribution of Employees\n",
        "plt.figure(figsize=(12,10))\n",
        "dataframe['Age'].hist(bins=80)\n",
        "plt.title(\"Age distribution of Employees\")\n",
        "plt.xlabel(\"Age\")\n",
        "plt.ylabel(\"Number of Employees\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 877
        },
        "id": "IiWX6EwnFq4o",
        "outputId": "975c8b2c-9835-4b6d-9247-bc3960e0e0b0"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1000 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Attrition distribution of Employees\n",
        "plt.figure(figsize=(12,10))\n",
        "dataframe['Attrition'].hist(bins=80)\n",
        "plt.title(\"Attrition distribution of Employees\")\n",
        "plt.xlabel(\"Attrition\")\n",
        "plt.ylabel(\"Number of Employees\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 877
        },
        "id": "6G3O7r4-F80l",
        "outputId": "84f2cd7e-0373-4987-e88c-b387b6cddb4d"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1000 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# explore data for Education Field distribution\n",
        "plt.figure(figsize=(12,10))\n",
        "dataframe.EducationField.value_counts().plot(kind='bar',color='r',alpha=.85)\n",
        "plt.title(\"Education Field Distribution\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 965
        },
        "id": "YnKLzIdfGDWd",
        "outputId": "0baf9d1f-5e62-479a-c856-cf392216e974"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1000 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# explore data for Department\n",
        "\n",
        "plt.figure(figsize=(6,5))\n",
        "dataframe.Department.value_counts().plot(kind='pie', colors = ['red','green','blue'])\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "id": "y_ATNU_KGcyd",
        "outputId": "9c89e933-db4f-42bc-b616-c92059d759c9"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# ***Modelling***"
      ],
      "metadata": {
        "id": "pV_khQ7iNmGJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataframe['Attrition'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "6p3Kmb6zGop8",
        "outputId": "4fa5e6cf-f264-449a-d3f5-051c51221efa"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "No     1233\n",
              "Yes     237\n",
              "Name: Attrition, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataframe['Attrition'].dtypes\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "hsqDyWlTGt89",
        "outputId": "8a29b9ce-0dde-46fd-f174-80e11de5b3b9"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "dtype('O')"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataframe['Attrition'].replace('Yes',1, inplace=True)\n",
        "dataframe['Attrition'].replace('No',0, inplace=True)\n",
        "dataframe['Attrition'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "wUThGvtHGyNI",
        "outputId": "05ee7ee9-9e04-49d4-c1f1-ed269bb74919"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    1233\n",
              "1     237\n",
              "Name: Attrition, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataframe['EducationField'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "k5Amm56yG8m9",
        "outputId": "0cc334fd-cba3-4ecf-f1a7-63d03a9252a0"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Life Sciences       606\n",
              "Medical             464\n",
              "Marketing           159\n",
              "Technical Degree    132\n",
              "Other                82\n",
              "Human Resources      27\n",
              "Name: EducationField, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataframe['EducationField'].replace('Human Resources', 1, inplace=True)\n",
        "dataframe['EducationField'].replace('Life Sciences',2, inplace=True)\n",
        "dataframe['EducationField'].replace('Marketing',3, inplace=True)\n",
        "dataframe['EducationField'].replace('Medical',4, inplace=True)\n",
        "dataframe['EducationField'].replace('Other',5, inplace=True)\n",
        "dataframe['EducationField'].replace('Technical Degree',6, inplace=True)\n",
        "dataframe['EducationField'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "JDzbm64PHAS8",
        "outputId": "96ad5520-25ee-4cec-c4ba-516310faca05"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "2    606\n",
              "4    464\n",
              "3    159\n",
              "6    132\n",
              "5     82\n",
              "1     27\n",
              "Name: EducationField, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataframe['Department'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "2kkJEKNYHLY9",
        "outputId": "84da9213-5a84-487a-9b66-3e3a230e2ccd"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Research & Development    961\n",
              "Sales                     446\n",
              "Human Resources            63\n",
              "Name: Department, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataframe['Department'].replace('Human Resources',1, inplace=True)\n",
        "dataframe['Department'].replace('Research & Development',2, inplace=True)\n",
        "dataframe['Department'].replace('Sales',3, inplace=True)\n",
        "dataframe['Department'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "KUni7iXAHTa2",
        "outputId": "0bed6085-422f-4d38-bbc4-c03b1d4d6c06"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "2    961\n",
              "3    446\n",
              "1     63\n",
              "Name: Department, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataframe['MaritalStatus'].replace('Divorced',1, inplace=True)\n",
        "dataframe['MaritalStatus'].replace('Married',2, inplace=True)\n",
        "dataframe['MaritalStatus'].replace('Single',3, inplace=True)\n",
        "dataframe['MaritalStatus'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "bPy5d1ELHW-x",
        "outputId": "4c0dc4a7-920a-4cb0-a230-ed3ebd06aacf"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "2    673\n",
              "3    470\n",
              "1    327\n",
              "Name: MaritalStatus, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# building up a logistic regression model\n",
        "X = dataframe.drop(['Attrition'],axis=1)\n",
        "X.head()\n",
        "Y = dataframe['Attrition']\n",
        "Y.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "ihu20RFXHup6",
        "outputId": "d4b9fdae-e8a7-4bed-c6d3-109ba5bc274a"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    1\n",
              "1    0\n",
              "2    1\n",
              "3    0\n",
              "4    0\n",
              "Name: Attrition, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y, x = dmatrices('Attrition ~ Age + Department + PerformanceRating + \\\n",
        "                  TotalWorkingYears + Education + EducationField + YearsAtCompany + MonthlyIncome + JobSatisfaction',\n",
        "                  dataframe, return_type=\"dataframe\")\n",
        "print (x.columns)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "jZ2p1OKOH-eT",
        "outputId": "ec288e60-6ef0-4c28-84b8-5e10a7d4b653"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Index(['Intercept', 'Age', 'Department', 'PerformanceRating',\n",
            "       'TotalWorkingYears', 'Education', 'EducationField', 'YearsAtCompany',\n",
            "       'MonthlyIncome', 'JobSatisfaction'],\n",
            "      dtype='object')\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y = np.ravel(y)\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "\n",
        "model = LogisticRegression()\n",
        "model = model.fit(x, y)"
      ],
      "metadata": {
        "id": "neSGPvb_IHz9"
      },
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## ***Accuracy of the Model***"
      ],
      "metadata": {
        "id": "o6mmoWoGIOJl"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model.score(x, y)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "HUCTRvi5IaoH",
        "outputId": "b0c49f31-c06c-4ccb-d095-b1c359f690fa"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.8387755102040816"
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y.mean()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "f8c--_HnImpf",
        "outputId": "e0005ea2-1c48-4e6f-9c3f-b03a577e17c4"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.16122448979591836"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_train,X_test,y_train,y_test=sklearn.model_selection.train_test_split(x,y, test_size=0.2)\n",
        "model_t=LogisticRegression()\n",
        "model_t.fit(X_train, y_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "Khq5enLaIuxl",
        "outputId": "4611e085-da1f-49bf-ac69-8d841b79dc2b"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LogisticRegression()"
            ],
            "text/html": [
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            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "predicted= model_t.predict(X_test)\n",
        "print(predicted)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "OauaEK1VI2sJ",
        "outputId": "7d7155d9-c67c-470b-e421-d12cd1d2f664"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0.]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "probs = model_t.predict_proba(X_test)\n",
        "print (probs)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "K3uQ0p8ZI7X5",
        "outputId": "d7a57a2c-4d8e-4b53-b95a-788545352d14"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[0.89622374 0.10377626]\n",
            " [0.75086471 0.24913529]\n",
            " [0.90228824 0.09771176]\n",
            " [0.97300423 0.02699577]\n",
            " [0.81823334 0.18176666]\n",
            " [0.88504143 0.11495857]\n",
            " [0.95679738 0.04320262]\n",
            " [0.80187927 0.19812073]\n",
            " [0.92076695 0.07923305]\n",
            " [0.69966076 0.30033924]\n",
            " [0.89508537 0.10491463]\n",
            " [0.85874646 0.14125354]\n",
            " [0.92127632 0.07872368]\n",
            " [0.92201969 0.07798031]\n",
            " [0.79590546 0.20409454]\n",
            " [0.90363336 0.09636664]\n",
            " [0.89498563 0.10501437]\n",
            " [0.85155373 0.14844627]\n",
            " [0.9206252  0.0793748 ]\n",
            " [0.84782324 0.15217676]\n",
            " [0.84122242 0.15877758]\n",
            " [0.85675026 0.14324974]\n",
            " [0.89165495 0.10834505]\n",
            " [0.95093592 0.04906408]\n",
            " [0.77775542 0.22224458]\n",
            " [0.96312295 0.03687705]\n",
            " [0.94933709 0.05066291]\n",
            " [0.92414788 0.07585212]\n",
            " [0.82104194 0.17895806]\n",
            " [0.9112294  0.0887706 ]\n",
            " [0.96178884 0.03821116]\n",
            " [0.80403382 0.19596618]\n",
            " [0.95404217 0.04595783]\n",
            " [0.77015196 0.22984804]\n",
            " [0.87731653 0.12268347]\n",
            " [0.80841972 0.19158028]\n",
            " [0.88765638 0.11234362]\n",
            " [0.64253504 0.35746496]\n",
            " [0.92179426 0.07820574]\n",
            " [0.86883315 0.13116685]\n",
            " [0.76832551 0.23167449]\n",
            " [0.85225667 0.14774333]\n",
            " [0.85411214 0.14588786]\n",
            " [0.95382822 0.04617178]\n",
            " [0.89311377 0.10688623]\n",
            " [0.84076746 0.15923254]\n",
            " [0.71954196 0.28045804]\n",
            " [0.667522   0.332478  ]\n",
            " [0.74397873 0.25602127]\n",
            " [0.89078093 0.10921907]\n",
            " [0.98200485 0.01799515]\n",
            " [0.81413164 0.18586836]\n",
            " [0.85006214 0.14993786]\n",
            " [0.96647796 0.03352204]\n",
            " [0.87829404 0.12170596]\n",
            " [0.95829366 0.04170634]\n",
            " [0.84094939 0.15905061]\n",
            " [0.78149619 0.21850381]\n",
            " [0.70797174 0.29202826]\n",
            " [0.92467092 0.07532908]\n",
            " [0.82650216 0.17349784]\n",
            " [0.88956426 0.11043574]\n",
            " [0.76250898 0.23749102]\n",
            " [0.90919159 0.09080841]\n",
            " [0.83510674 0.16489326]\n",
            " [0.8451813  0.1548187 ]\n",
            " [0.74997978 0.25002022]\n",
            " [0.84144135 0.15855865]\n",
            " [0.8585386  0.1414614 ]\n",
            " [0.91834024 0.08165976]\n",
            " [0.89397145 0.10602855]\n",
            " [0.80194767 0.19805233]\n",
            " [0.88571759 0.11428241]\n",
            " [0.98121871 0.01878129]\n",
            " [0.91771358 0.08228642]\n",
            " [0.75335766 0.24664234]\n",
            " [0.78037662 0.21962338]\n",
            " [0.9640044  0.0359956 ]\n",
            " [0.68908127 0.31091873]\n",
            " [0.88019358 0.11980642]\n",
            " [0.80532789 0.19467211]\n",
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            " [0.93367746 0.06632254]\n",
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            " [0.67405118 0.32594882]\n",
            " [0.899826   0.100174  ]\n",
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            " [0.79117908 0.20882092]\n",
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            " [0.76923863 0.23076137]\n",
            " [0.8441872  0.1558128 ]\n",
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            " [0.94796161 0.05203839]\n",
            " [0.81138518 0.18861482]\n",
            " [0.68331679 0.31668321]\n",
            " [0.89405479 0.10594521]\n",
            " [0.75828627 0.24171373]\n",
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            " [0.60380921 0.39619079]\n",
            " [0.86397653 0.13602347]\n",
            " [0.86640449 0.13359551]\n",
            " [0.66067093 0.33932907]\n",
            " [0.80568564 0.19431436]\n",
            " [0.89097247 0.10902753]\n",
            " [0.89409098 0.10590902]\n",
            " [0.9672435  0.0327565 ]\n",
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            " [0.61796026 0.38203974]\n",
            " [0.82806112 0.17193888]\n",
            " [0.89773453 0.10226547]\n",
            " [0.90571979 0.09428021]\n",
            " [0.68057645 0.31942355]\n",
            " [0.77916919 0.22083081]\n",
            " [0.79844822 0.20155178]\n",
            " [0.8974793  0.1025207 ]\n",
            " [0.86479388 0.13520612]\n",
            " [0.89327724 0.10672276]\n",
            " [0.90472747 0.09527253]\n",
            " [0.97383211 0.02616789]\n",
            " [0.68305114 0.31694886]\n",
            " [0.98492984 0.01507016]\n",
            " [0.87213831 0.12786169]\n",
            " [0.85802821 0.14197179]\n",
            " [0.94768787 0.05231213]\n",
            " [0.82531758 0.17468242]\n",
            " [0.7650769  0.2349231 ]\n",
            " [0.82112958 0.17887042]\n",
            " [0.90783962 0.09216038]\n",
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            " [0.66501589 0.33498411]\n",
            " [0.77394761 0.22605239]\n",
            " [0.79237836 0.20762164]\n",
            " [0.75985365 0.24014635]\n",
            " [0.8362138  0.1637862 ]\n",
            " [0.84676453 0.15323547]\n",
            " [0.87171668 0.12828332]\n",
            " [0.83927126 0.16072874]\n",
            " [0.70402448 0.29597552]\n",
            " [0.78323395 0.21676605]\n",
            " [0.78069116 0.21930884]\n",
            " [0.95220013 0.04779987]\n",
            " [0.7507093  0.2492907 ]\n",
            " [0.86594547 0.13405453]\n",
            " [0.70724785 0.29275215]\n",
            " [0.85177935 0.14822065]\n",
            " [0.93101852 0.06898148]\n",
            " [0.91900898 0.08099102]\n",
            " [0.91099263 0.08900737]\n",
            " [0.95218744 0.04781256]\n",
            " [0.79548107 0.20451893]\n",
            " [0.92977504 0.07022496]\n",
            " [0.89769039 0.10230961]\n",
            " [0.75662541 0.24337459]\n",
            " [0.90768686 0.09231314]\n",
            " [0.79137808 0.20862192]\n",
            " [0.91607969 0.08392031]\n",
            " [0.86536058 0.13463942]\n",
            " [0.948344   0.051656  ]\n",
            " [0.9130924  0.0869076 ]\n",
            " [0.87740807 0.12259193]\n",
            " [0.8751388  0.1248612 ]\n",
            " [0.8450965  0.1549035 ]\n",
            " [0.92977984 0.07022016]\n",
            " [0.81428285 0.18571715]\n",
            " [0.84774376 0.15225624]\n",
            " [0.93847268 0.06152732]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn import metrics\n",
        "\n",
        "print(metrics.accuracy_score(y_test, predicted))\n",
        "print(metrics.roc_auc_score(y_test, probs[:, 1]))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "F0ZCupL6JBbn",
        "outputId": "f5b7374b-f60d-4af4-ecf2-3b137364794b"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.8537414965986394\n",
            "0.6866487538219216\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# ***Confusion Matrix***"
      ],
      "metadata": {
        "id": "TSlLF6DNJLCb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "cm = metrics.confusion_matrix(y_test, predicted)\n",
        "fig, conf = plt.subplots()\n",
        "label=[0,1]\n",
        "t = np.arange(len(label))\n",
        "plt.xticks(t, label)\n",
        "plt.yticks(t, label)\n",
        "sns.heatmap(pd.DataFrame(cm), annot=True, cmap=\"YlOrRd\" ,fmt='g')\n",
        "plt.tight_layout()\n",
        "plt.title('Confusion Matrix')\n",
        "plt.ylabel('Actual')\n",
        "plt.xlabel('Predicted')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1163
        },
        "id": "PnXyZICvJWoP",
        "outputId": "129059db-ef27-48f1-b1d8-81980ce63316"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 190.7222222222222, 'Predicted')"
            ]
          },
          "metadata": {},
          "execution_count": 35
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2500x2000 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(metrics.classification_report(y_test, predicted, zero_division=1))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "EkvVa7G_Jx2O",
        "outputId": "70eb2519-02fd-41ef-fe13-ea5eaee925e0"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "         0.0       0.85      1.00      0.92       251\n",
            "         1.0       1.00      0.00      0.00        43\n",
            "\n",
            "    accuracy                           0.85       294\n",
            "   macro avg       0.93      0.50      0.46       294\n",
            "weighted avg       0.88      0.85      0.79       294\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(X_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "VFYaAptuKdAq",
        "outputId": "6bf52a36-7588-4911-bb14-f3ed28db155f"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "      Intercept   Age  Department  PerformanceRating  TotalWorkingYears  \\\n",
            "277         1.0  38.0         3.0                4.0                8.0   \n",
            "1204        1.0  48.0         3.0                3.0               19.0   \n",
            "728         1.0  54.0         2.0                3.0               22.0   \n",
            "1233        1.0  30.0         2.0                3.0               10.0   \n",
            "1026        1.0  32.0         3.0                3.0                7.0   \n",
            "...         ...   ...         ...                ...                ...   \n",
            "1315        1.0  36.0         2.0                4.0               15.0   \n",
            "165         1.0  50.0         2.0                3.0               21.0   \n",
            "1133        1.0  43.0         2.0                3.0                8.0   \n",
            "827         1.0  28.0         2.0                3.0                3.0   \n",
            "45          1.0  41.0         2.0                3.0               23.0   \n",
            "\n",
            "      Education  EducationField  YearsAtCompany  MonthlyIncome  \\\n",
            "277         2.0             4.0             8.0         5605.0   \n",
            "1204        2.0             4.0             9.0         2655.0   \n",
            "728         3.0             6.0            10.0        10739.0   \n",
            "1233        1.0             2.0            10.0         2862.0   \n",
            "1026        5.0             3.0             4.0         9204.0   \n",
            "...         ...             ...             ...            ...   \n",
            "1315        4.0             5.0             1.0         6962.0   \n",
            "165         3.0             2.0             5.0        19926.0   \n",
            "1133        3.0             6.0             6.0         4876.0   \n",
            "827         3.0             2.0             3.0         2703.0   \n",
            "45          3.0             6.0            22.0        19545.0   \n",
            "\n",
            "      JobSatisfaction  \n",
            "277               1.0  \n",
            "1204              3.0  \n",
            "728               3.0  \n",
            "1233              4.0  \n",
            "1026              4.0  \n",
            "...               ...  \n",
            "1315              2.0  \n",
            "165               2.0  \n",
            "1133              2.0  \n",
            "827               3.0  \n",
            "45                3.0  \n",
            "\n",
            "[1176 rows x 10 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# ***Application of the Project***"
      ],
      "metadata": {
        "id": "HpnawB3EKm9l"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Age, Department, PerformanceRating, TotalWorkingYears, Education, EducationField, YearsAtCompany, MonthlyIncome, JobSatisfaction\n",
        "predict=[[1.0, 49.0, 1.0, 4.0, 10.0, 1.0, 1.0, 10.0, 5130.0, 2.0]]\n",
        "print(model.predict_proba(predict))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "Ly345J2qKsQP",
        "outputId": "d521b562-7eb1-4cd5-8e2c-2799cca885d7"
      },
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[0.90261575 0.09738425]]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning: X does not have valid feature names, but LogisticRegression was fitted with feature names\n",
            "  warnings.warn(\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "predict=[[1.0, 28.0, 1.0, 3.0, 6.0, 3.0, 1.0, 4.0, 2028.0, 3.0]]\n",
        "print(model.predict_proba(predict))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "JRmiACYPLvdt",
        "outputId": "c92193ac-bc74-4187-a7c9-a9e75bfe75d9"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[0.81983299 0.18016701]]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/base.py:439: UserWarning: X does not have valid feature names, but LogisticRegression was fitted with feature names\n",
            "  warnings.warn(\n"
          ]
        }
      ]
    }
  ]
}