CreditScoreEval.ipynb

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        "# Importing libraries\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from sklearn.model_selection import train_test_split, GridSearchCV, cross_val_score\n",
        "from sklearn.preprocessing import StandardScaler, LabelEncoder\n",
        "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n",
        "from sklearn.metrics import classification_report, confusion_matrix, accuracy_score, roc_auc_score, roc_curve"
      ]
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        "# Load the dataset\n",
        "data = pd.read_csv('/content/Preprocessed_Missing_dataset.csv')\n",
        "# Display the first few rows of the dataset\n",
        "data.head()"
      ],
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          "data": {
            "text/plain": [
              "       ID Customer_ID     Month           Name  Age          SSN Occupation  \\\n",
              "0  0x1602   CUS_0xd40   January  Aaron Maashoh   23  821-00-0265  Scientist   \n",
              "1  0x1603   CUS_0xd40  February  Aaron Maashoh   23  821-00-0265  Scientist   \n",
              "2  0x1604   CUS_0xd40     March  Aaron Maashoh   23  821-00-0265  Scientist   \n",
              "3  0x1605   CUS_0xd40     April  Aaron Maashoh   23  821-00-0265  Scientist   \n",
              "4  0x1606   CUS_0xd40       May  Aaron Maashoh   23  821-00-0265  Scientist   \n",
              "\n",
              "   Annual_Income  Monthly_Inhand_Salary  Num_Bank_Accounts  ...  Credit_Mix  \\\n",
              "0       19114.12            1824.843333                  3  ...        Good   \n",
              "1       19114.12            1824.843333                  3  ...        Good   \n",
              "2       19114.12            1824.843333                  3  ...        Good   \n",
              "3       19114.12            1824.843333                  3  ...        Good   \n",
              "4       19114.12            1824.843333                  3  ...        Good   \n",
              "\n",
              "   Outstanding_Debt  Credit_Utilization_Ratio     Credit_History_Age  \\\n",
              "0            809.98                 26.822620  22 Years and 1 Months   \n",
              "1            809.98                 31.944960  22 Years and 2 Months   \n",
              "2            809.98                 28.609352  22 Years and 3 Months   \n",
              "3            809.98                 31.377862  22 Years and 4 Months   \n",
              "4            809.98                 24.797347  22 Years and 5 Months   \n",
              "\n",
              "   Payment_of_Min_Amount  Total_EMI_per_month  Amount_invested_monthly  \\\n",
              "0                     No            49.574949                80.415295   \n",
              "1                     No            49.574949               118.280222   \n",
              "2                     No            49.574949                81.699521   \n",
              "3                     No            49.574949               199.458074   \n",
              "4                     No            49.574949                41.420153   \n",
              "\n",
              "                  Payment_Behaviour Monthly_Balance  Credit_Score  \n",
              "0   High_spent_Small_value_payments      312.494089          Good  \n",
              "1    Low_spent_Large_value_payments      284.629162          Good  \n",
              "2   Low_spent_Medium_value_payments      331.209863          Good  \n",
              "3    Low_spent_Small_value_payments      223.451310          Good  \n",
              "4  High_spent_Medium_value_payments      341.489231          Good  \n",
              "\n",
              "[5 rows x 28 columns]"
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              "      <th></th>\n",
              "      <th>ID</th>\n",
              "      <th>Customer_ID</th>\n",
              "      <th>Month</th>\n",
              "      <th>Name</th>\n",
              "      <th>Age</th>\n",
              "      <th>SSN</th>\n",
              "      <th>Occupation</th>\n",
              "      <th>Annual_Income</th>\n",
              "      <th>Monthly_Inhand_Salary</th>\n",
              "      <th>Num_Bank_Accounts</th>\n",
              "      <th>...</th>\n",
              "      <th>Credit_Mix</th>\n",
              "      <th>Outstanding_Debt</th>\n",
              "      <th>Credit_Utilization_Ratio</th>\n",
              "      <th>Credit_History_Age</th>\n",
              "      <th>Payment_of_Min_Amount</th>\n",
              "      <th>Total_EMI_per_month</th>\n",
              "      <th>Amount_invested_monthly</th>\n",
              "      <th>Payment_Behaviour</th>\n",
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              "      <th>0</th>\n",
              "      <td>0x1602</td>\n",
              "      <td>CUS_0xd40</td>\n",
              "      <td>January</td>\n",
              "      <td>Aaron Maashoh</td>\n",
              "      <td>23</td>\n",
              "      <td>821-00-0265</td>\n",
              "      <td>Scientist</td>\n",
              "      <td>19114.12</td>\n",
              "      <td>1824.843333</td>\n",
              "      <td>3</td>\n",
              "      <td>...</td>\n",
              "      <td>Good</td>\n",
              "      <td>809.98</td>\n",
              "      <td>26.822620</td>\n",
              "      <td>22 Years and 1 Months</td>\n",
              "      <td>No</td>\n",
              "      <td>49.574949</td>\n",
              "      <td>80.415295</td>\n",
              "      <td>High_spent_Small_value_payments</td>\n",
              "      <td>312.494089</td>\n",
              "      <td>Good</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0x1603</td>\n",
              "      <td>CUS_0xd40</td>\n",
              "      <td>February</td>\n",
              "      <td>Aaron Maashoh</td>\n",
              "      <td>23</td>\n",
              "      <td>821-00-0265</td>\n",
              "      <td>Scientist</td>\n",
              "      <td>19114.12</td>\n",
              "      <td>1824.843333</td>\n",
              "      <td>3</td>\n",
              "      <td>...</td>\n",
              "      <td>Good</td>\n",
              "      <td>809.98</td>\n",
              "      <td>31.944960</td>\n",
              "      <td>22 Years and 2 Months</td>\n",
              "      <td>No</td>\n",
              "      <td>49.574949</td>\n",
              "      <td>118.280222</td>\n",
              "      <td>Low_spent_Large_value_payments</td>\n",
              "      <td>284.629162</td>\n",
              "      <td>Good</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0x1604</td>\n",
              "      <td>CUS_0xd40</td>\n",
              "      <td>March</td>\n",
              "      <td>Aaron Maashoh</td>\n",
              "      <td>23</td>\n",
              "      <td>821-00-0265</td>\n",
              "      <td>Scientist</td>\n",
              "      <td>19114.12</td>\n",
              "      <td>1824.843333</td>\n",
              "      <td>3</td>\n",
              "      <td>...</td>\n",
              "      <td>Good</td>\n",
              "      <td>809.98</td>\n",
              "      <td>28.609352</td>\n",
              "      <td>22 Years and 3 Months</td>\n",
              "      <td>No</td>\n",
              "      <td>49.574949</td>\n",
              "      <td>81.699521</td>\n",
              "      <td>Low_spent_Medium_value_payments</td>\n",
              "      <td>331.209863</td>\n",
              "      <td>Good</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0x1605</td>\n",
              "      <td>CUS_0xd40</td>\n",
              "      <td>April</td>\n",
              "      <td>Aaron Maashoh</td>\n",
              "      <td>23</td>\n",
              "      <td>821-00-0265</td>\n",
              "      <td>Scientist</td>\n",
              "      <td>19114.12</td>\n",
              "      <td>1824.843333</td>\n",
              "      <td>3</td>\n",
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              "      <td>Good</td>\n",
              "      <td>809.98</td>\n",
              "      <td>31.377862</td>\n",
              "      <td>22 Years and 4 Months</td>\n",
              "      <td>No</td>\n",
              "      <td>49.574949</td>\n",
              "      <td>199.458074</td>\n",
              "      <td>Low_spent_Small_value_payments</td>\n",
              "      <td>223.451310</td>\n",
              "      <td>Good</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0x1606</td>\n",
              "      <td>CUS_0xd40</td>\n",
              "      <td>May</td>\n",
              "      <td>Aaron Maashoh</td>\n",
              "      <td>23</td>\n",
              "      <td>821-00-0265</td>\n",
              "      <td>Scientist</td>\n",
              "      <td>19114.12</td>\n",
              "      <td>1824.843333</td>\n",
              "      <td>3</td>\n",
              "      <td>...</td>\n",
              "      <td>Good</td>\n",
              "      <td>809.98</td>\n",
              "      <td>24.797347</td>\n",
              "      <td>22 Years and 5 Months</td>\n",
              "      <td>No</td>\n",
              "      <td>49.574949</td>\n",
              "      <td>41.420153</td>\n",
              "      <td>High_spent_Medium_value_payments</td>\n",
              "      <td>341.489231</td>\n",
              "      <td>Good</td>\n",
              "    </tr>\n",
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              "<p>5 rows × 28 columns</p>\n",
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      "source": [
        "# Display summary statistics\n",
        "print(data.describe())\n",
        "\n",
        "# Check data types and info\n",
        "print(data.info())\n",
        "\n",
        "# Check for unique values in each column\n",
        "print(data.nunique())"
      ],
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          "text": [
            "                 Age  Annual_Income  Monthly_Inhand_Salary  Num_Bank_Accounts  \\\n",
            "count  100000.000000  100000.000000          100000.000000      100000.000000   \n",
            "mean       33.303370   50505.123449            4199.890282           5.368800   \n",
            "std        10.764915   38299.422093            3188.480516           2.593248   \n",
            "min        14.000000    7005.930000             303.645417           0.000000   \n",
            "25%        24.000000   19342.972500            1626.761667           3.000000   \n",
            "50%        33.000000   36999.705000            3096.836667           5.000000   \n",
            "75%        42.000000   71683.470000            5964.883333           7.000000   \n",
            "max        56.000000  179987.280000           15204.633333          11.000000   \n",
            "\n",
            "       Num_Credit_Card  Interest_Rate    Num_of_Loan  Delay_from_due_date  \\\n",
            "count     100000.00000  100000.000000  100000.000000        100000.000000   \n",
            "mean          22.47443      72.466040       3.532880            21.092680   \n",
            "std          129.05741     466.422621       2.446356            14.826122   \n",
            "min            0.00000       1.000000       0.000000             0.000000   \n",
            "25%            4.00000       8.000000       2.000000            10.000000   \n",
            "50%            5.00000      13.000000       3.000000            18.000000   \n",
            "75%            7.00000      20.000000       5.000000            28.000000   \n",
            "max         1499.00000    5797.000000       9.000000            67.000000   \n",
            "\n",
            "       Num_of_Delayed_Payment  Changed_Credit_Limit  Num_Credit_Inquiries  \\\n",
            "count           100000.000000         100000.000000         100000.000000   \n",
            "mean                29.699670             10.505943              5.778590   \n",
            "std                218.025908              6.632173              3.861341   \n",
            "min                  0.000000              0.000000              0.000000   \n",
            "25%                  9.000000              5.460000              3.000000   \n",
            "50%                 14.000000              9.420000              5.000000   \n",
            "75%                 18.000000             14.850000              8.000000   \n",
            "max               4397.000000             36.970000             17.000000   \n",
            "\n",
            "       Outstanding_Debt  Credit_Utilization_Ratio  Total_EMI_per_month  \\\n",
            "count     100000.000000             100000.000000        100000.000000   \n",
            "mean        1426.220376                 32.285173          1563.673641   \n",
            "std         1155.129026                  5.116875          8515.389108   \n",
            "min            0.230000                 20.000000             4.462837   \n",
            "25%          566.072500                 28.052567            44.720548   \n",
            "50%         1166.155000                 32.305784            90.725478   \n",
            "75%         1945.962500                 36.496663           209.033260   \n",
            "max         4998.070000                 50.000000         82163.000000   \n",
            "\n",
            "       Amount_invested_monthly  Monthly_Balance  \n",
            "count            100000.000000    100000.000000  \n",
            "mean                189.722364       403.120320  \n",
            "std                 193.936757       214.014558  \n",
            "min                   5.013080         0.007760  \n",
            "25%                  70.374459       270.189030  \n",
            "50%                 125.912586       337.114461  \n",
            "75%                 229.576196       471.570652  \n",
            "max                1977.326102      1602.040519  \n",
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 100000 entries, 0 to 99999\n",
            "Data columns (total 28 columns):\n",
            " #   Column                    Non-Null Count   Dtype  \n",
            "---  ------                    --------------   -----  \n",
            " 0   ID                        100000 non-null  object \n",
            " 1   Customer_ID               100000 non-null  object \n",
            " 2   Month                     100000 non-null  object \n",
            " 3   Name                      100000 non-null  object \n",
            " 4   Age                       100000 non-null  int64  \n",
            " 5   SSN                       100000 non-null  object \n",
            " 6   Occupation                100000 non-null  object \n",
            " 7   Annual_Income             100000 non-null  float64\n",
            " 8   Monthly_Inhand_Salary     100000 non-null  float64\n",
            " 9   Num_Bank_Accounts         100000 non-null  int64  \n",
            " 10  Num_Credit_Card           100000 non-null  int64  \n",
            " 11  Interest_Rate             100000 non-null  int64  \n",
            " 12  Num_of_Loan               100000 non-null  int64  \n",
            " 13  Type_of_Loan              100000 non-null  object \n",
            " 14  Delay_from_due_date       100000 non-null  int64  \n",
            " 15  Num_of_Delayed_Payment    100000 non-null  int64  \n",
            " 16  Changed_Credit_Limit      100000 non-null  float64\n",
            " 17  Num_Credit_Inquiries      100000 non-null  float64\n",
            " 18  Credit_Mix                100000 non-null  object \n",
            " 19  Outstanding_Debt          100000 non-null  float64\n",
            " 20  Credit_Utilization_Ratio  100000 non-null  float64\n",
            " 21  Credit_History_Age        100000 non-null  object \n",
            " 22  Payment_of_Min_Amount     100000 non-null  object \n",
            " 23  Total_EMI_per_month       100000 non-null  float64\n",
            " 24  Amount_invested_monthly   100000 non-null  float64\n",
            " 25  Payment_Behaviour         100000 non-null  object \n",
            " 26  Monthly_Balance           100000 non-null  float64\n",
            " 27  Credit_Score              100000 non-null  object \n",
            "dtypes: float64(9), int64(7), object(12)\n",
            "memory usage: 21.4+ MB\n",
            "None\n",
            "ID                          100000\n",
            "Customer_ID                  12500\n",
            "Month                            8\n",
            "Name                         10139\n",
            "Age                             43\n",
            "SSN                          12500\n",
            "Occupation                      15\n",
            "Annual_Income                12488\n",
            "Monthly_Inhand_Salary        13235\n",
            "Num_Bank_Accounts               12\n",
            "Num_Credit_Card               1179\n",
            "Interest_Rate                 1750\n",
            "Num_of_Loan                     10\n",
            "Type_of_Loan                  6260\n",
            "Delay_from_due_date             68\n",
            "Num_of_Delayed_Payment         708\n",
            "Changed_Credit_Limit          3716\n",
            "Num_Credit_Inquiries            18\n",
            "Credit_Mix                       3\n",
            "Outstanding_Debt             12203\n",
            "Credit_Utilization_Ratio    100000\n",
            "Credit_History_Age             414\n",
            "Payment_of_Min_Amount            3\n",
            "Total_EMI_per_month          12191\n",
            "Amount_invested_monthly      97607\n",
            "Payment_Behaviour                6\n",
            "Monthly_Balance              99759\n",
            "Credit_Score                     3\n",
            "dtype: int64\n"
          ]
        }
      ]
    },
    {
      "source": [
        "# Plotting histograms for all features\n",
        "data.hist(bins=30, figsize=(15, 10))\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "# Correlation heatmap\n",
        "numeric_data = data.select_dtypes(include=[np.number])\n",
        "plt.figure(figsize=(10, 8))\n",
        "sns.heatmap(numeric_data.corr(), annot=True, cmap='coolwarm')\n",
        "plt.show()\n"
      ],
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1020
        },
        "id": "ISBYgC4jA60t",
        "outputId": "e6bdc27f-adbf-4004-cbb4-634a97d1bab4"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1000 with 16 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Assuming 'Credit_Score' is the target column (adjust as needed)\n",
        "sns.countplot(data['Credit_Score'])\n",
        "plt.title('Distribution of Credit Scores')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "HDVvGF_e_3Os",
        "outputId": "f8a85532-8cc3-4eff-ceef-a240a8f0e4fa"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Identify categorical columns\n",
        "categorical_columns = data.select_dtypes(include=['object']).columns\n",
        "print(\"Categorical columns:\", categorical_columns)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "dSKwmhL2_5T6",
        "outputId": "9430553e-e8d7-45c5-c2fe-217a8fab6621"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Categorical columns: Index(['ID', 'Customer_ID', 'Month', 'Name', 'SSN', 'Occupation',\n",
            "       'Type_of_Loan', 'Credit_Mix', 'Credit_History_Age',\n",
            "       'Payment_of_Min_Amount', 'Payment_Behaviour', 'Credit_Score'],\n",
            "      dtype='object')\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.preprocessing import LabelEncoder\n",
        "\n",
        "# Example of encoding multiple categorical columns\n",
        "label_encoder = LabelEncoder()\n",
        "for col in categorical_columns:\n",
        "    data[col] = label_encoder.fit_transform(data[col])"
      ],
      "metadata": {
        "id": "e2BbqT8aBMPl"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.preprocessing import LabelEncoder\n",
        "\n",
        "# Encoding specific categorical columns\n",
        "label_encoder = LabelEncoder()\n",
        "for col in ['Occupation', 'Type_of_Loan', 'Credit_Mix', 'Payment_of_Min_Amount', 'Payment_Behaviour']:  # Replace with actual categorical column names\n",
        "    data[col] = label_encoder.fit_transform(data[col])\n",
        "\n",
        "# Continue with your analysis and modeling\n",
        "print(data.head())\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "vkWUeN7UBbKu",
        "outputId": "3f23bf86-7d82-4c53-d11b-d107f2169c08"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "      ID  Customer_ID  Month  Name  Age    SSN  Occupation  Annual_Income  \\\n",
            "0  16406        12320      3    84   23  10204          12       19114.12   \n",
            "1  16417        12320      2    84   23  10204          12       19114.12   \n",
            "2  16428        12320      6    84   23  10204          12       19114.12   \n",
            "3  16441        12320      0    84   23  10204          12       19114.12   \n",
            "4  16452        12320      7    84   23  10204          12       19114.12   \n",
            "\n",
            "   Monthly_Inhand_Salary  Num_Bank_Accounts  ...  Credit_Mix  \\\n",
            "0            1824.843333                  3  ...           1   \n",
            "1            1824.843333                  3  ...           1   \n",
            "2            1824.843333                  3  ...           1   \n",
            "3            1824.843333                  3  ...           1   \n",
            "4            1824.843333                  3  ...           1   \n",
            "\n",
            "   Outstanding_Debt  Credit_Utilization_Ratio  Credit_History_Age  \\\n",
            "0            809.98                 26.822620                 186   \n",
            "1            809.98                 31.944960                 189   \n",
            "2            809.98                 28.609352                 190   \n",
            "3            809.98                 31.377862                 191   \n",
            "4            809.98                 24.797347                 192   \n",
            "\n",
            "   Payment_of_Min_Amount  Total_EMI_per_month  Amount_invested_monthly  \\\n",
            "0                      1            49.574949                80.415295   \n",
            "1                      1            49.574949               118.280222   \n",
            "2                      1            49.574949                81.699521   \n",
            "3                      1            49.574949               199.458074   \n",
            "4                      1            49.574949                41.420153   \n",
            "\n",
            "   Payment_Behaviour  Monthly_Balance  Credit_Score  \n",
            "0                  2       312.494089             0  \n",
            "1                  3       284.629162             0  \n",
            "2                  4       331.209863             0  \n",
            "3                  5       223.451310             0  \n",
            "4                  1       341.489231             0  \n",
            "\n",
            "[5 rows x 28 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the features (X) and target (y)\n",
        "X = data.drop('Credit_Score', axis=1)  # All columns except the target\n",
        "y = data['Credit_Score']  # The target column\n",
        "\n",
        "# Check the shape of X and y to confirm the split\n",
        "print(f'Shape of X: {X.shape}')\n",
        "print(f'Shape of y: {y.shape}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "h0GprsjTBcvI",
        "outputId": "0d210b6a-dbb6-40f3-a6ec-2d582363a15d"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Shape of X: (100000, 27)\n",
            "Shape of y: (100000,)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)"
      ],
      "metadata": {
        "id": "xVIx-78eBw2S"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "scaler = StandardScaler()\n",
        "X_train = scaler.fit_transform(X_train)\n",
        "X_test = scaler.transform(X_test)"
      ],
      "metadata": {
        "id": "NN5mVjWJGXw-"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Initialize RandomForest Classifier\n",
        "rf = RandomForestClassifier(random_state=42)\n",
        "\n",
        "# Define hyperparameters grid for tuning\n",
        "param_grid = {\n",
        "    'n_estimators': [100, 300],\n",
        "    'max_features': ['auto', 'sqrt', 'log2'],\n",
        "    'max_depth': [4, 6, 10],\n",
        "    'criterion': ['gini', 'entropy']\n",
        "}\n",
        "\n",
        "# Setup GridSearchCV for hyperparameter tuning\n",
        "grid_search = GridSearchCV(estimator=rf, param_grid=param_grid, cv=5, n_jobs=-1, scoring='accuracy')\n",
        "\n",
        "# Fit the model\n",
        "grid_search.fit(X_train, y_train)\n",
        "\n",
        "# Print best parameters and best score\n",
        "print(f\"Best parameters: {grid_search.best_params_}\")\n",
        "print(f\"Best accuracy: {grid_search.best_score_}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "Q0g94SLLGZaV",
        "outputId": "dda2e2a0-1a39-4cb9-f969-3a9f16b8383f"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_validation.py:425: FitFailedWarning: \n",
            "60 fits failed out of a total of 180.\n",
            "The score on these train-test partitions for these parameters will be set to nan.\n",
            "If these failures are not expected, you can try to debug them by setting error_score='raise'.\n",
            "\n",
            "Below are more details about the failures:\n",
            "--------------------------------------------------------------------------------\n",
            "37 fits failed with the following error:\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_validation.py\", line 729, in _fit_and_score\n",
            "    estimator.fit(X_train, y_train, **fit_params)\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/sklearn/base.py\", line 1145, in wrapper\n",
            "    estimator._validate_params()\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/sklearn/base.py\", line 638, in _validate_params\n",
            "    validate_parameter_constraints(\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/sklearn/utils/_param_validation.py\", line 96, in validate_parameter_constraints\n",
            "    raise InvalidParameterError(\n",
            "sklearn.utils._param_validation.InvalidParameterError: The 'max_features' parameter of RandomForestClassifier must be an int in the range [1, inf), a float in the range (0.0, 1.0], a str among {'log2', 'sqrt'} or None. Got 'auto' instead.\n",
            "\n",
            "--------------------------------------------------------------------------------\n",
            "23 fits failed with the following error:\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_validation.py\", line 729, in _fit_and_score\n",
            "    estimator.fit(X_train, y_train, **fit_params)\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/sklearn/base.py\", line 1145, in wrapper\n",
            "    estimator._validate_params()\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/sklearn/base.py\", line 638, in _validate_params\n",
            "    validate_parameter_constraints(\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/sklearn/utils/_param_validation.py\", line 96, in validate_parameter_constraints\n",
            "    raise InvalidParameterError(\n",
            "sklearn.utils._param_validation.InvalidParameterError: The 'max_features' parameter of RandomForestClassifier must be an int in the range [1, inf), a float in the range (0.0, 1.0], a str among {'sqrt', 'log2'} or None. Got 'auto' instead.\n",
            "\n",
            "  warnings.warn(some_fits_failed_message, FitFailedWarning)\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_search.py:979: UserWarning: One or more of the test scores are non-finite: [       nan        nan 0.65787143 0.65705714 0.65338571 0.65172857\n",
            "        nan        nan 0.68964286 0.69231429 0.68578571 0.68507143\n",
            "        nan        nan 0.7306     0.73062857 0.72905714 0.72962857\n",
            "        nan        nan 0.65748571 0.65747143 0.65221429 0.6519\n",
            "        nan        nan 0.68828571 0.68762857 0.67322857 0.67075714\n",
            "        nan        nan 0.725      0.72568571 0.72592857 0.72552857]\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Best parameters: {'criterion': 'gini', 'max_depth': 10, 'max_features': 'sqrt', 'n_estimators': 300}\n",
            "Best accuracy: 0.7306285714285713\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Initialize Gradient Boosting Classifier\n",
        "gbc = GradientBoostingClassifier(random_state=42)\n",
        "\n",
        "# Define hyperparameters grid for tuning\n",
        "gbc_param_grid = {\n",
        "    'n_estimators': [100, 150],\n",
        "    'learning_rate': [0.05, 0.1],\n",
        "    'max_depth': [3, 4]\n",
        "}\n",
        "\n",
        "# Setup GridSearchCV for Gradient Boosting\n",
        "# gbc_grid_search = GridSearchCV(estimator=gbc, param_grid=gbc_param_grid, cv=5, n_jobs=-1, scoring='accuracy')\n",
        "gbc_grid_search = GridSearchCV(\n",
        "    estimator=gbc,\n",
        "    param_grid=gbc_param_grid,\n",
        "    cv=3,  # Reduce number of folds\n",
        "    n_jobs=-1,\n",
        "    scoring='accuracy'\n",
        ")\n",
        "# Fit the model\n",
        "gbc_grid_search.fit(X_train, y_train)\n",
        "\n",
        "# Print best parameters and best score for Gradient Boosting\n",
        "print(f\"Best parameters for GBC: {gbc_grid_search.best_params_}\")\n",
        "print(f\"Best accuracy for GBC: {gbc_grid_search.best_score_}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "agECXDNDcIA2",
        "outputId": "01f5555d-b503-4426-ad61-30d8daaf4cbf"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Best parameters for GBC: {'learning_rate': 0.1, 'max_depth': 4, 'n_estimators': 150}\n",
            "Best accuracy for GBC: 0.729885666625124\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Predictions using the best RandomForest model\n",
        "rf_best = grid_search.best_estimator_\n",
        "y_pred_rf = rf_best.predict(X_test)\n",
        "\n",
        "# Performance metrics for RandomForest\n",
        "print(\"RandomForest Model Accuracy:\", accuracy_score(y_test, y_pred_rf))\n",
        "print(\"Confusion Matrix:\\n\", confusion_matrix(y_test, y_pred_rf))\n",
        "print(\"Classification Report:\\n\", classification_report(y_test, y_pred_rf))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "DjRG82wsbVYQ",
        "outputId": "59d97a53-de24-4847-a881-cc3017b650a8"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "RandomForest Model Accuracy: 0.7298\n",
            "Confusion Matrix:\n",
            " [[ 4044    82  1196]\n",
            " [  678  6030  2097]\n",
            " [ 2229  1824 11820]]\n",
            "Classification Report:\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.58      0.76      0.66      5322\n",
            "           1       0.76      0.68      0.72      8805\n",
            "           2       0.78      0.74      0.76     15873\n",
            "\n",
            "    accuracy                           0.73     30000\n",
            "   macro avg       0.71      0.73      0.71     30000\n",
            "weighted avg       0.74      0.73      0.73     30000\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Predictions using the best GradientBoosting model\n",
        "gbc_best = gbc_grid_search.best_estimator_\n",
        "y_pred_gbc = gbc_best.predict(X_test)\n",
        "\n",
        "# Performance metrics for Gradient Boosting\n",
        "print(\"Gradient Boosting Model Accuracy:\", accuracy_score(y_test, y_pred_gbc))\n",
        "print(\"Confusion Matrix:\\n\", confusion_matrix(y_test, y_pred_gbc))\n",
        "print(\"Classification Report:\\n\", classification_report(y_test, y_pred_gbc))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "R0MN7wiQHspD",
        "outputId": "82b2d6ef-910f-4e66-99c1-2af45500accf"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Gradient Boosting Model Accuracy: 0.7317333333333333\n",
            "Confusion Matrix:\n",
            " [[ 3763    86  1473]\n",
            " [  493  5982  2330]\n",
            " [ 1764  1902 12207]]\n",
            "Classification Report:\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.63      0.71      0.66      5322\n",
            "           1       0.75      0.68      0.71      8805\n",
            "           2       0.76      0.77      0.77     15873\n",
            "\n",
            "    accuracy                           0.73     30000\n",
            "   macro avg       0.71      0.72      0.71     30000\n",
            "weighted avg       0.73      0.73      0.73     30000\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import roc_auc_score, roc_curve\n",
        "\n",
        "# Calculate ROC-AUC using multi-class setting\n",
        "rf_roc_auc = roc_auc_score(y_test, rf_best.predict_proba(X_test), multi_class='ovr')\n",
        "gbc_roc_auc = roc_auc_score(y_test, gbc_best.predict_proba(X_test), multi_class='ovr')\n",
        "\n",
        "print(f\"Random Forest ROC-AUC: {rf_roc_auc}\")\n",
        "print(f\"Gradient Boosting ROC-AUC: {gbc_roc_auc}\")\n",
        "\n",
        "# Since you are dealing with multi-class classification, plotting ROC curves separately for each class\n",
        "for i in range(len(rf_best.classes_)):\n",
        "    rf_fpr, rf_tpr, _ = roc_curve(y_test, rf_best.predict_proba(X_test)[:, i], pos_label=rf_best.classes_[i])\n",
        "    gbc_fpr, gbc_tpr, _ = roc_curve(y_test, gbc_best.predict_proba(X_test)[:, i], pos_label=gbc_best.classes_[i])\n",
        "\n",
        "    plt.plot(rf_fpr, rf_tpr, label=f'Random Forest (Class {i}, AUC = {rf_roc_auc:.2f})')\n",
        "    plt.plot(gbc_fpr, gbc_tpr, label=f'Gradient Boosting (Class {i}, AUC = {gbc_roc_auc:.2f})')\n",
        "\n",
        "plt.plot([0, 1], [0, 1], 'k--')\n",
        "plt.xlabel('False Positive Rate')\n",
        "plt.ylabel('True Positive Rate')\n",
        "plt.title('ROC Curve (Multi-Class)')\n",
        "plt.legend(loc='lower right')\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 508
        },
        "id": "KLt_pR5icWjb",
        "outputId": "c182033c-2e74-4179-f146-f25e75c468f2"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Random Forest ROC-AUC: 0.8728681390457836\n",
            "Gradient Boosting ROC-AUC: 0.8739737432153131\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pickle\n",
        "\n",
        "# Save the best RandomForest model\n",
        "with open('random_forest_credit_score_model.pkl', 'wb') as file:\n",
        "    pickle.dump(rf_best, file)\n",
        "\n",
        "# Save the best GradientBoosting model\n",
        "with open('gradient_boosting_credit_score_model.pkl', 'wb') as file:\n",
        "    pickle.dump(gbc_best, file)\n"
      ],
      "metadata": {
        "id": "EoucXYPBQX2Q"
      },
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import files\n",
        "\n",
        "# Download RandomForest model\n",
        "files.download('random_forest_credit_score_model.pkl')\n",
        "\n",
        "# Download GradientBoosting model\n",
        "files.download('gradient_boosting_credit_score_model.pkl')\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "fF-vzgm_fMrU",
        "outputId": "520a671c-2f15-444f-bed7-345b89f4163a"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "download(\"download_a209793c-0c01-4d0b-a9ae-9d38a3973145\", \"random_forest_credit_score_model.pkl\", 28711297)"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "download(\"download_42189693-6583-4d23-ad3a-4a25025f7203\", \"gradient_boosting_credit_score_model.pkl\", 1087563)"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "XTGgmnr_fOqG"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}