Oracle.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "#Random Forest"
      ],
      "metadata": {
        "id": "xoOTM_ulJeK5"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "NaDgNUUS0Mb-"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.metrics import classification_report, confusion_matrix"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Training Data"
      ],
      "metadata": {
        "id": "Amv6yfKhJiMe"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#load the dataset\n",
        "data=pd.read_csv(\"/content/Training set.csv\")\n",
        "data.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 322
        },
        "id": "z_8W29DL03Lh",
        "outputId": "c0117de0-2a2e-4bca-e31c-a10905c8d15e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Unnamed: 0  Unnamed: 0.1  Monthly_Inhand_Salary   Accounts of user  \\\n",
              "0        5279          5279             4377.072500                10   \n",
              "1         473           473             2184.576667                 8   \n",
              "2        1355          1355             1837.084167                 3   \n",
              "3        1546          1546             6867.951667                 5   \n",
              "4        1323          1323             1089.858750                 4   \n",
              "\n",
              "   Credit cards user have  Interest Rate  Num_of_Loan  Delay_from_due_date  \\\n",
              "0                       6             27            6                   35   \n",
              "1                       6             32            7                   51   \n",
              "2                       7              3            2                   14   \n",
              "3                       4              9            1                    6   \n",
              "4                       7              4            2                   12   \n",
              "\n",
              "   Num_of_Delayed_Payment  Changed_Credit_Limit  Outstanding_Debt  \\\n",
              "0                      18                 16.66           2950.80   \n",
              "1                      19                 25.17           2989.13   \n",
              "2                       8                  3.37           1336.73   \n",
              "3                      12                 10.36            625.32   \n",
              "4                       5                 11.90           1439.09   \n",
              "\n",
              "   Total_EMI_per_month  Amount_invested_monthly  Monthly_Balance  \\\n",
              "0           154.172426               301.593795       271.941029   \n",
              "1           132.481128                71.016720       294.959819   \n",
              "2            26.746701                31.027274       375.934441   \n",
              "3            66.457710               176.267359       704.070097   \n",
              "4            14.350146                50.840361       303.795367   \n",
              "\n",
              "   Utlization Ratio  Credit Inquiries  Cumulative Balance  Cash Flow  \\\n",
              "0                76                15                4009       4251   \n",
              "1                75                19                2425       1073   \n",
              "2                94                 0                1731       3322   \n",
              "3                86                 8                1984       1614   \n",
              "4                93                 0                2765       3986   \n",
              "\n",
              "  Credit Score  \n",
              "0         Best  \n",
              "1         Best  \n",
              "2         Good  \n",
              "3     Standard  \n",
              "4         Good  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-5dc4f383-2f01-40e5-a179-3b93846a1f45\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Unnamed: 0</th>\n",
              "      <th>Unnamed: 0.1</th>\n",
              "      <th>Monthly_Inhand_Salary</th>\n",
              "      <th>Accounts of user</th>\n",
              "      <th>Credit cards user have</th>\n",
              "      <th>Interest Rate</th>\n",
              "      <th>Num_of_Loan</th>\n",
              "      <th>Delay_from_due_date</th>\n",
              "      <th>Num_of_Delayed_Payment</th>\n",
              "      <th>Changed_Credit_Limit</th>\n",
              "      <th>Outstanding_Debt</th>\n",
              "      <th>Total_EMI_per_month</th>\n",
              "      <th>Amount_invested_monthly</th>\n",
              "      <th>Monthly_Balance</th>\n",
              "      <th>Utlization Ratio</th>\n",
              "      <th>Credit Inquiries</th>\n",
              "      <th>Cumulative Balance</th>\n",
              "      <th>Cash Flow</th>\n",
              "      <th>Credit Score</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>5279</td>\n",
              "      <td>5279</td>\n",
              "      <td>4377.072500</td>\n",
              "      <td>10</td>\n",
              "      <td>6</td>\n",
              "      <td>27</td>\n",
              "      <td>6</td>\n",
              "      <td>35</td>\n",
              "      <td>18</td>\n",
              "      <td>16.66</td>\n",
              "      <td>2950.80</td>\n",
              "      <td>154.172426</td>\n",
              "      <td>301.593795</td>\n",
              "      <td>271.941029</td>\n",
              "      <td>76</td>\n",
              "      <td>15</td>\n",
              "      <td>4009</td>\n",
              "      <td>4251</td>\n",
              "      <td>Best</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>473</td>\n",
              "      <td>473</td>\n",
              "      <td>2184.576667</td>\n",
              "      <td>8</td>\n",
              "      <td>6</td>\n",
              "      <td>32</td>\n",
              "      <td>7</td>\n",
              "      <td>51</td>\n",
              "      <td>19</td>\n",
              "      <td>25.17</td>\n",
              "      <td>2989.13</td>\n",
              "      <td>132.481128</td>\n",
              "      <td>71.016720</td>\n",
              "      <td>294.959819</td>\n",
              "      <td>75</td>\n",
              "      <td>19</td>\n",
              "      <td>2425</td>\n",
              "      <td>1073</td>\n",
              "      <td>Best</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1355</td>\n",
              "      <td>1355</td>\n",
              "      <td>1837.084167</td>\n",
              "      <td>3</td>\n",
              "      <td>7</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>14</td>\n",
              "      <td>8</td>\n",
              "      <td>3.37</td>\n",
              "      <td>1336.73</td>\n",
              "      <td>26.746701</td>\n",
              "      <td>31.027274</td>\n",
              "      <td>375.934441</td>\n",
              "      <td>94</td>\n",
              "      <td>0</td>\n",
              "      <td>1731</td>\n",
              "      <td>3322</td>\n",
              "      <td>Good</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1546</td>\n",
              "      <td>1546</td>\n",
              "      <td>6867.951667</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>9</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>12</td>\n",
              "      <td>10.36</td>\n",
              "      <td>625.32</td>\n",
              "      <td>66.457710</td>\n",
              "      <td>176.267359</td>\n",
              "      <td>704.070097</td>\n",
              "      <td>86</td>\n",
              "      <td>8</td>\n",
              "      <td>1984</td>\n",
              "      <td>1614</td>\n",
              "      <td>Standard</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1323</td>\n",
              "      <td>1323</td>\n",
              "      <td>1089.858750</td>\n",
              "      <td>4</td>\n",
              "      <td>7</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>12</td>\n",
              "      <td>5</td>\n",
              "      <td>11.90</td>\n",
              "      <td>1439.09</td>\n",
              "      <td>14.350146</td>\n",
              "      <td>50.840361</td>\n",
              "      <td>303.795367</td>\n",
              "      <td>93</td>\n",
              "      <td>0</td>\n",
              "      <td>2765</td>\n",
              "      <td>3986</td>\n",
              "      <td>Good</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5dc4f383-2f01-40e5-a179-3b93846a1f45')\"\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 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\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",
              "    [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-5dc4f383-2f01-40e5-a179-3b93846a1f45 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-5dc4f383-2f01-40e5-a179-3b93846a1f45');\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",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 113
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gBrxUgRLqTVo",
        "outputId": "aa75b41a-7fb5-4792-ece3-83cc09748167"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(6094, 19)"
            ]
          },
          "metadata": {},
          "execution_count": 114
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X = data.drop('Credit Score', axis=1).values\n",
        "y = data['Credit Score'].values"
      ],
      "metadata": {
        "id": "PeMhSOlw08Nx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#split the data into training and testing data\n",
        "X_train, X_test, y_train, y_test=train_test_split(X,y,test_size=0.2,random_state=45)"
      ],
      "metadata": {
        "id": "3srkfh6H0_ye"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "fitting the model"
      ],
      "metadata": {
        "id": "ZSMub6ha1P3s"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model = RandomForestClassifier(n_estimators=15,criterion='entropy')\n",
        "model.fit(X_train, y_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DqwBx8oz1Ru9",
        "outputId": "22af77a5-5d09-45fd-bc5c-c7e964576dbb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "RandomForestClassifier(criterion='entropy', n_estimators=15)"
            ]
          },
          "metadata": {},
          "execution_count": 117
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#scaling the testing data\n",
        "y_pred = model.predict(X_test)"
      ],
      "metadata": {
        "id": "z4uCBZTH1Va6"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.score(X_train, y_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "W1Dd9Egy1bXi",
        "outputId": "ba54ed43-5c63-423f-9749-9ee1ac703030"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.9989743589743589"
            ]
          },
          "metadata": {},
          "execution_count": 119
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.score(X_test, y_test)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ez1mLLHv1eg-",
        "outputId": "f68d697b-e945-4d28-dda3-60c177adcfa4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.9368334700574241"
            ]
          },
          "metadata": {},
          "execution_count": 120
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#confusion matrix\n",
        "confusion_matrix(y_test, y_pred)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Me9JuDVT1hl-",
        "outputId": "8bbf34a4-bbe2-42ec-97fd-cf2d0480e0ef"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[759,   3,  28],\n",
              "       [  5, 132,  12],\n",
              "       [ 23,   6, 251]])"
            ]
          },
          "metadata": {},
          "execution_count": 121
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(classification_report(y_test, y_pred))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oJwr_kjm1oFx",
        "outputId": "a09a27d5-0948-4107-bb3c-d1481c236f11"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "        Best       0.96      0.96      0.96       790\n",
            "        Good       0.94      0.89      0.91       149\n",
            "    Standard       0.86      0.90      0.88       280\n",
            "\n",
            "    accuracy                           0.94      1219\n",
            "   macro avg       0.92      0.91      0.92      1219\n",
            "weighted avg       0.94      0.94      0.94      1219\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Testing Data"
      ],
      "metadata": {
        "id": "CgD1LlU5Jlqa"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#load the dataset\n",
        "data1=pd.read_csv(\"/content/Test SET.csv\")\n",
        "data1.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 322
        },
        "id": "5Dl7i8RV_Nuj",
        "outputId": "9be1ab12-c9f6-479b-83fc-e51117467b68"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Unnamed: 0  Unnamed: 0.1  Monthly_Inhand_Salary   Accounts of user  \\\n",
              "0        7531          7531             3520.621667                 7   \n",
              "1        1914          1914             2455.479851                 3   \n",
              "2        1282          1282              592.179167                 6   \n",
              "3        5517          5517             4976.090000                 9   \n",
              "4        3610          3610             1720.165833                 7   \n",
              "\n",
              "   Credit cards user have  Interest Rate  Num_of_Loan  Delay_from_due_date  \\\n",
              "0                       6             28            9                   32   \n",
              "1                       5              5            3                    9   \n",
              "2                       5             29            3                   41   \n",
              "3                       7             30            9                   26   \n",
              "4                       9             32            4                   47   \n",
              "\n",
              "   Num_of_Delayed_Payment  Changed_Credit_Limit  Outstanding_Debt  \\\n",
              "0                      16                 27.12           4838.26   \n",
              "1                      16                  9.48            595.94   \n",
              "2                      22                 -0.34           2688.12   \n",
              "3                      15                 25.00           3680.62   \n",
              "4                      19                  7.41           1457.54   \n",
              "\n",
              "   Total_EMI_per_month  Amount_invested_monthly  Monthly_Balance  \\\n",
              "0           220.401498               120.909497       260.751172   \n",
              "1           183.764870                48.938091       380.803605   \n",
              "2             9.575855                46.471450       283.170612   \n",
              "3           432.581034               298.322639        36.705328   \n",
              "4            62.671262               100.880899       268.464422   \n",
              "\n",
              "   Utlization Ratio  Credit Inquiries  Cumulative Balance  Cash Flow  \n",
              "0                85                19                3630       3229  \n",
              "1                80                 0                4401       1920  \n",
              "2                73                 8                1688       4100  \n",
              "3                71                15                4304        402  \n",
              "4                89                10                1528        645  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-860ce0f6-cb67-47d1-984c-2cc79ff69711\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Unnamed: 0</th>\n",
              "      <th>Unnamed: 0.1</th>\n",
              "      <th>Monthly_Inhand_Salary</th>\n",
              "      <th>Accounts of user</th>\n",
              "      <th>Credit cards user have</th>\n",
              "      <th>Interest Rate</th>\n",
              "      <th>Num_of_Loan</th>\n",
              "      <th>Delay_from_due_date</th>\n",
              "      <th>Num_of_Delayed_Payment</th>\n",
              "      <th>Changed_Credit_Limit</th>\n",
              "      <th>Outstanding_Debt</th>\n",
              "      <th>Total_EMI_per_month</th>\n",
              "      <th>Amount_invested_monthly</th>\n",
              "      <th>Monthly_Balance</th>\n",
              "      <th>Utlization Ratio</th>\n",
              "      <th>Credit Inquiries</th>\n",
              "      <th>Cumulative Balance</th>\n",
              "      <th>Cash Flow</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>7531</td>\n",
              "      <td>7531</td>\n",
              "      <td>3520.621667</td>\n",
              "      <td>7</td>\n",
              "      <td>6</td>\n",
              "      <td>28</td>\n",
              "      <td>9</td>\n",
              "      <td>32</td>\n",
              "      <td>16</td>\n",
              "      <td>27.12</td>\n",
              "      <td>4838.26</td>\n",
              "      <td>220.401498</td>\n",
              "      <td>120.909497</td>\n",
              "      <td>260.751172</td>\n",
              "      <td>85</td>\n",
              "      <td>19</td>\n",
              "      <td>3630</td>\n",
              "      <td>3229</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1914</td>\n",
              "      <td>1914</td>\n",
              "      <td>2455.479851</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>9</td>\n",
              "      <td>16</td>\n",
              "      <td>9.48</td>\n",
              "      <td>595.94</td>\n",
              "      <td>183.764870</td>\n",
              "      <td>48.938091</td>\n",
              "      <td>380.803605</td>\n",
              "      <td>80</td>\n",
              "      <td>0</td>\n",
              "      <td>4401</td>\n",
              "      <td>1920</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1282</td>\n",
              "      <td>1282</td>\n",
              "      <td>592.179167</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>29</td>\n",
              "      <td>3</td>\n",
              "      <td>41</td>\n",
              "      <td>22</td>\n",
              "      <td>-0.34</td>\n",
              "      <td>2688.12</td>\n",
              "      <td>9.575855</td>\n",
              "      <td>46.471450</td>\n",
              "      <td>283.170612</td>\n",
              "      <td>73</td>\n",
              "      <td>8</td>\n",
              "      <td>1688</td>\n",
              "      <td>4100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>5517</td>\n",
              "      <td>5517</td>\n",
              "      <td>4976.090000</td>\n",
              "      <td>9</td>\n",
              "      <td>7</td>\n",
              "      <td>30</td>\n",
              "      <td>9</td>\n",
              "      <td>26</td>\n",
              "      <td>15</td>\n",
              "      <td>25.00</td>\n",
              "      <td>3680.62</td>\n",
              "      <td>432.581034</td>\n",
              "      <td>298.322639</td>\n",
              "      <td>36.705328</td>\n",
              "      <td>71</td>\n",
              "      <td>15</td>\n",
              "      <td>4304</td>\n",
              "      <td>402</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>3610</td>\n",
              "      <td>3610</td>\n",
              "      <td>1720.165833</td>\n",
              "      <td>7</td>\n",
              "      <td>9</td>\n",
              "      <td>32</td>\n",
              "      <td>4</td>\n",
              "      <td>47</td>\n",
              "      <td>19</td>\n",
              "      <td>7.41</td>\n",
              "      <td>1457.54</td>\n",
              "      <td>62.671262</td>\n",
              "      <td>100.880899</td>\n",
              "      <td>268.464422</td>\n",
              "      <td>89</td>\n",
              "      <td>10</td>\n",
              "      <td>1528</td>\n",
              "      <td>645</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-860ce0f6-cb67-47d1-984c-2cc79ff69711')\"\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 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\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",
              "    [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-860ce0f6-cb67-47d1-984c-2cc79ff69711 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-860ce0f6-cb67-47d1-984c-2cc79ff69711');\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",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 123
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data1.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lc4CUVXh_UKV",
        "outputId": "066ccb9b-b0dc-4d5e-e64d-09848074efb4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1524, 18)"
            ]
          },
          "metadata": {},
          "execution_count": 124
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data1"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 540
        },
        "id": "G6lvMLoyBd8z",
        "outputId": "de44205c-dfc9-4083-a150-e345aa48e240"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      Unnamed: 0  Unnamed: 0.1  Monthly_Inhand_Salary   Accounts of user  \\\n",
              "0           7531          7531             3520.621667                 7   \n",
              "1           1914          1914             2455.479851                 3   \n",
              "2           1282          1282              592.179167                 6   \n",
              "3           5517          5517             4976.090000                 9   \n",
              "4           3610          3610             1720.165833                 7   \n",
              "...          ...           ...                     ...               ...   \n",
              "1519        7258          7258            11418.936670                 4   \n",
              "1520         280           280             2582.813333                 7   \n",
              "1521        3285          3285             1637.780833                 2   \n",
              "1522        5567          5567             4622.948333                 5   \n",
              "1523          51            51             1512.361667                 6   \n",
              "\n",
              "      Credit cards user have  Interest Rate  Num_of_Loan  Delay_from_due_date  \\\n",
              "0                          6             28            9                   32   \n",
              "1                          5              5            3                    9   \n",
              "2                          5             29            3                   41   \n",
              "3                          7             30            9                   26   \n",
              "4                          9             32            4                   47   \n",
              "...                      ...            ...          ...                  ...   \n",
              "1519                       4             18            2                   30   \n",
              "1520                       3              5            1                   16   \n",
              "1521                       5              3            2                    2   \n",
              "1522                       7             15            4                   26   \n",
              "1523                       7             17            5                   51   \n",
              "\n",
              "      Num_of_Delayed_Payment  Changed_Credit_Limit  Outstanding_Debt  \\\n",
              "0                         16                 27.12           4838.26   \n",
              "1                         16                  9.48            595.94   \n",
              "2                         22                 -0.34           2688.12   \n",
              "3                         15                 25.00           3680.62   \n",
              "4                         19                  7.41           1457.54   \n",
              "...                      ...                   ...               ...   \n",
              "1519                      18                 11.19            695.12   \n",
              "1520                      10                  0.32           1237.46   \n",
              "1521                       2                  3.58            288.32   \n",
              "1522                       5                 11.18            112.36   \n",
              "1523                      18                  9.95           2430.21   \n",
              "\n",
              "      Total_EMI_per_month  Amount_invested_monthly  Monthly_Balance  \\\n",
              "0              220.401498               120.909497       260.751172   \n",
              "1              183.764870                48.938091       380.803605   \n",
              "2                9.575855                46.471450       283.170612   \n",
              "3              432.581034               298.322639        36.705328   \n",
              "4               62.671262               100.880899       268.464422   \n",
              "...                   ...                      ...              ...   \n",
              "1519           206.557194               550.114615       645.221858   \n",
              "1520            22.688178               182.033671       323.559484   \n",
              "1521            30.628576               100.871837       292.277671   \n",
              "1522           127.790700               184.219006       410.285127   \n",
              "1523            49.572062                55.298213       306.365891   \n",
              "\n",
              "      Utlization Ratio  Credit Inquiries  Cumulative Balance  Cash Flow  \n",
              "0                   85                19                3630       3229  \n",
              "1                   80                 0                4401       1920  \n",
              "2                   73                 8                1688       4100  \n",
              "3                   71                15                4304        402  \n",
              "4                   89                10                1528        645  \n",
              "...                ...               ...                 ...        ...  \n",
              "1519                89                16                1800       4505  \n",
              "1520                72                19                1898       2997  \n",
              "1521                82                18                1354        272  \n",
              "1522                78                16                1304        149  \n",
              "1523                80                 8                2418        229  \n",
              "\n",
              "[1524 rows x 18 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-482f4f22-3ead-44e0-ada1-1d755096c090\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Unnamed: 0</th>\n",
              "      <th>Unnamed: 0.1</th>\n",
              "      <th>Monthly_Inhand_Salary</th>\n",
              "      <th>Accounts of user</th>\n",
              "      <th>Credit cards user have</th>\n",
              "      <th>Interest Rate</th>\n",
              "      <th>Num_of_Loan</th>\n",
              "      <th>Delay_from_due_date</th>\n",
              "      <th>Num_of_Delayed_Payment</th>\n",
              "      <th>Changed_Credit_Limit</th>\n",
              "      <th>Outstanding_Debt</th>\n",
              "      <th>Total_EMI_per_month</th>\n",
              "      <th>Amount_invested_monthly</th>\n",
              "      <th>Monthly_Balance</th>\n",
              "      <th>Utlization Ratio</th>\n",
              "      <th>Credit Inquiries</th>\n",
              "      <th>Cumulative Balance</th>\n",
              "      <th>Cash Flow</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>7531</td>\n",
              "      <td>7531</td>\n",
              "      <td>3520.621667</td>\n",
              "      <td>7</td>\n",
              "      <td>6</td>\n",
              "      <td>28</td>\n",
              "      <td>9</td>\n",
              "      <td>32</td>\n",
              "      <td>16</td>\n",
              "      <td>27.12</td>\n",
              "      <td>4838.26</td>\n",
              "      <td>220.401498</td>\n",
              "      <td>120.909497</td>\n",
              "      <td>260.751172</td>\n",
              "      <td>85</td>\n",
              "      <td>19</td>\n",
              "      <td>3630</td>\n",
              "      <td>3229</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1914</td>\n",
              "      <td>1914</td>\n",
              "      <td>2455.479851</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>9</td>\n",
              "      <td>16</td>\n",
              "      <td>9.48</td>\n",
              "      <td>595.94</td>\n",
              "      <td>183.764870</td>\n",
              "      <td>48.938091</td>\n",
              "      <td>380.803605</td>\n",
              "      <td>80</td>\n",
              "      <td>0</td>\n",
              "      <td>4401</td>\n",
              "      <td>1920</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1282</td>\n",
              "      <td>1282</td>\n",
              "      <td>592.179167</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>29</td>\n",
              "      <td>3</td>\n",
              "      <td>41</td>\n",
              "      <td>22</td>\n",
              "      <td>-0.34</td>\n",
              "      <td>2688.12</td>\n",
              "      <td>9.575855</td>\n",
              "      <td>46.471450</td>\n",
              "      <td>283.170612</td>\n",
              "      <td>73</td>\n",
              "      <td>8</td>\n",
              "      <td>1688</td>\n",
              "      <td>4100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>5517</td>\n",
              "      <td>5517</td>\n",
              "      <td>4976.090000</td>\n",
              "      <td>9</td>\n",
              "      <td>7</td>\n",
              "      <td>30</td>\n",
              "      <td>9</td>\n",
              "      <td>26</td>\n",
              "      <td>15</td>\n",
              "      <td>25.00</td>\n",
              "      <td>3680.62</td>\n",
              "      <td>432.581034</td>\n",
              "      <td>298.322639</td>\n",
              "      <td>36.705328</td>\n",
              "      <td>71</td>\n",
              "      <td>15</td>\n",
              "      <td>4304</td>\n",
              "      <td>402</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>3610</td>\n",
              "      <td>3610</td>\n",
              "      <td>1720.165833</td>\n",
              "      <td>7</td>\n",
              "      <td>9</td>\n",
              "      <td>32</td>\n",
              "      <td>4</td>\n",
              "      <td>47</td>\n",
              "      <td>19</td>\n",
              "      <td>7.41</td>\n",
              "      <td>1457.54</td>\n",
              "      <td>62.671262</td>\n",
              "      <td>100.880899</td>\n",
              "      <td>268.464422</td>\n",
              "      <td>89</td>\n",
              "      <td>10</td>\n",
              "      <td>1528</td>\n",
              "      <td>645</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1519</th>\n",
              "      <td>7258</td>\n",
              "      <td>7258</td>\n",
              "      <td>11418.936670</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>18</td>\n",
              "      <td>2</td>\n",
              "      <td>30</td>\n",
              "      <td>18</td>\n",
              "      <td>11.19</td>\n",
              "      <td>695.12</td>\n",
              "      <td>206.557194</td>\n",
              "      <td>550.114615</td>\n",
              "      <td>645.221858</td>\n",
              "      <td>89</td>\n",
              "      <td>16</td>\n",
              "      <td>1800</td>\n",
              "      <td>4505</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1520</th>\n",
              "      <td>280</td>\n",
              "      <td>280</td>\n",
              "      <td>2582.813333</td>\n",
              "      <td>7</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>16</td>\n",
              "      <td>10</td>\n",
              "      <td>0.32</td>\n",
              "      <td>1237.46</td>\n",
              "      <td>22.688178</td>\n",
              "      <td>182.033671</td>\n",
              "      <td>323.559484</td>\n",
              "      <td>72</td>\n",
              "      <td>19</td>\n",
              "      <td>1898</td>\n",
              "      <td>2997</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1521</th>\n",
              "      <td>3285</td>\n",
              "      <td>3285</td>\n",
              "      <td>1637.780833</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>3.58</td>\n",
              "      <td>288.32</td>\n",
              "      <td>30.628576</td>\n",
              "      <td>100.871837</td>\n",
              "      <td>292.277671</td>\n",
              "      <td>82</td>\n",
              "      <td>18</td>\n",
              "      <td>1354</td>\n",
              "      <td>272</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1522</th>\n",
              "      <td>5567</td>\n",
              "      <td>5567</td>\n",
              "      <td>4622.948333</td>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>15</td>\n",
              "      <td>4</td>\n",
              "      <td>26</td>\n",
              "      <td>5</td>\n",
              "      <td>11.18</td>\n",
              "      <td>112.36</td>\n",
              "      <td>127.790700</td>\n",
              "      <td>184.219006</td>\n",
              "      <td>410.285127</td>\n",
              "      <td>78</td>\n",
              "      <td>16</td>\n",
              "      <td>1304</td>\n",
              "      <td>149</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1523</th>\n",
              "      <td>51</td>\n",
              "      <td>51</td>\n",
              "      <td>1512.361667</td>\n",
              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "      <td>17</td>\n",
              "      <td>5</td>\n",
              "      <td>51</td>\n",
              "      <td>18</td>\n",
              "      <td>9.95</td>\n",
              "      <td>2430.21</td>\n",
              "      <td>49.572062</td>\n",
              "      <td>55.298213</td>\n",
              "      <td>306.365891</td>\n",
              "      <td>80</td>\n",
              "      <td>8</td>\n",
              "      <td>2418</td>\n",
              "      <td>229</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1524 rows × 18 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-482f4f22-3ead-44e0-ada1-1d755096c090')\"\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 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\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",
              "    [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-482f4f22-3ead-44e0-ada1-1d755096c090 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-482f4f22-3ead-44e0-ada1-1d755096c090');\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",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 125
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from collections import Counter"
      ],
      "metadata": {
        "id": "QnGfKvNYGonT"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "l=[] \n",
        "l.append('Best') \n",
        "for i in range(1,1524):   \n",
        "  k=data1.head(i)   \n",
        "  output = model.predict(k)   \n",
        "  d=Counter(list(output))\n",
        "  Keymax = max(zip(d.values(), d.keys()))[1]\n",
        "  l.append(Keymax)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "g0afXBQHHeg2",
        "outputId": "b7222d27-1062-4a85-84bf-77193361a8ce"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/base.py:443: UserWarning: X has feature names, but RandomForestClassifier was fitted without feature names\n",
            "  warnings.warn(\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data1['Credit Score']=l"
      ],
      "metadata": {
        "id": "FnMTVG83GEMk"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data1"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 540
        },
        "id": "suEtio4eIIiG",
        "outputId": "03132869-07d6-488a-eafd-4184d72d0f5b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      Unnamed: 0  Unnamed: 0.1  Monthly_Inhand_Salary   Accounts of user  \\\n",
              "0           7531          7531             3520.621667                 7   \n",
              "1           1914          1914             2455.479851                 3   \n",
              "2           1282          1282              592.179167                 6   \n",
              "3           5517          5517             4976.090000                 9   \n",
              "4           3610          3610             1720.165833                 7   \n",
              "...          ...           ...                     ...               ...   \n",
              "1519        7258          7258            11418.936670                 4   \n",
              "1520         280           280             2582.813333                 7   \n",
              "1521        3285          3285             1637.780833                 2   \n",
              "1522        5567          5567             4622.948333                 5   \n",
              "1523          51            51             1512.361667                 6   \n",
              "\n",
              "      Credit cards user have  Interest Rate  Num_of_Loan  Delay_from_due_date  \\\n",
              "0                          6             28            9                   32   \n",
              "1                          5              5            3                    9   \n",
              "2                          5             29            3                   41   \n",
              "3                          7             30            9                   26   \n",
              "4                          9             32            4                   47   \n",
              "...                      ...            ...          ...                  ...   \n",
              "1519                       4             18            2                   30   \n",
              "1520                       3              5            1                   16   \n",
              "1521                       5              3            2                    2   \n",
              "1522                       7             15            4                   26   \n",
              "1523                       7             17            5                   51   \n",
              "\n",
              "      Num_of_Delayed_Payment  Changed_Credit_Limit  Outstanding_Debt  \\\n",
              "0                         16                 27.12           4838.26   \n",
              "1                         16                  9.48            595.94   \n",
              "2                         22                 -0.34           2688.12   \n",
              "3                         15                 25.00           3680.62   \n",
              "4                         19                  7.41           1457.54   \n",
              "...                      ...                   ...               ...   \n",
              "1519                      18                 11.19            695.12   \n",
              "1520                      10                  0.32           1237.46   \n",
              "1521                       2                  3.58            288.32   \n",
              "1522                       5                 11.18            112.36   \n",
              "1523                      18                  9.95           2430.21   \n",
              "\n",
              "      Total_EMI_per_month  Amount_invested_monthly  Monthly_Balance  \\\n",
              "0              220.401498               120.909497       260.751172   \n",
              "1              183.764870                48.938091       380.803605   \n",
              "2                9.575855                46.471450       283.170612   \n",
              "3              432.581034               298.322639        36.705328   \n",
              "4               62.671262               100.880899       268.464422   \n",
              "...                   ...                      ...              ...   \n",
              "1519           206.557194               550.114615       645.221858   \n",
              "1520            22.688178               182.033671       323.559484   \n",
              "1521            30.628576               100.871837       292.277671   \n",
              "1522           127.790700               184.219006       410.285127   \n",
              "1523            49.572062                55.298213       306.365891   \n",
              "\n",
              "      Utlization Ratio  Credit Inquiries  Cumulative Balance  Cash Flow  \\\n",
              "0                   85                19                3630       3229   \n",
              "1                   80                 0                4401       1920   \n",
              "2                   73                 8                1688       4100   \n",
              "3                   71                15                4304        402   \n",
              "4                   89                10                1528        645   \n",
              "...                ...               ...                 ...        ...   \n",
              "1519                89                16                1800       4505   \n",
              "1520                72                19                1898       2997   \n",
              "1521                82                18                1354        272   \n",
              "1522                78                16                1304        149   \n",
              "1523                80                 8                2418        229   \n",
              "\n",
              "     Credit Score  \n",
              "0            Best  \n",
              "1            Best  \n",
              "2            Good  \n",
              "3        Standard  \n",
              "4            Best  \n",
              "...           ...  \n",
              "1519         Best  \n",
              "1520         Best  \n",
              "1521         Best  \n",
              "1522         Best  \n",
              "1523         Best  \n",
              "\n",
              "[1524 rows x 19 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-274668e3-c284-440e-af26-9ad590122c11\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Unnamed: 0</th>\n",
              "      <th>Unnamed: 0.1</th>\n",
              "      <th>Monthly_Inhand_Salary</th>\n",
              "      <th>Accounts of user</th>\n",
              "      <th>Credit cards user have</th>\n",
              "      <th>Interest Rate</th>\n",
              "      <th>Num_of_Loan</th>\n",
              "      <th>Delay_from_due_date</th>\n",
              "      <th>Num_of_Delayed_Payment</th>\n",
              "      <th>Changed_Credit_Limit</th>\n",
              "      <th>Outstanding_Debt</th>\n",
              "      <th>Total_EMI_per_month</th>\n",
              "      <th>Amount_invested_monthly</th>\n",
              "      <th>Monthly_Balance</th>\n",
              "      <th>Utlization Ratio</th>\n",
              "      <th>Credit Inquiries</th>\n",
              "      <th>Cumulative Balance</th>\n",
              "      <th>Cash Flow</th>\n",
              "      <th>Credit Score</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>7531</td>\n",
              "      <td>7531</td>\n",
              "      <td>3520.621667</td>\n",
              "      <td>7</td>\n",
              "      <td>6</td>\n",
              "      <td>28</td>\n",
              "      <td>9</td>\n",
              "      <td>32</td>\n",
              "      <td>16</td>\n",
              "      <td>27.12</td>\n",
              "      <td>4838.26</td>\n",
              "      <td>220.401498</td>\n",
              "      <td>120.909497</td>\n",
              "      <td>260.751172</td>\n",
              "      <td>85</td>\n",
              "      <td>19</td>\n",
              "      <td>3630</td>\n",
              "      <td>3229</td>\n",
              "      <td>Best</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1914</td>\n",
              "      <td>1914</td>\n",
              "      <td>2455.479851</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>9</td>\n",
              "      <td>16</td>\n",
              "      <td>9.48</td>\n",
              "      <td>595.94</td>\n",
              "      <td>183.764870</td>\n",
              "      <td>48.938091</td>\n",
              "      <td>380.803605</td>\n",
              "      <td>80</td>\n",
              "      <td>0</td>\n",
              "      <td>4401</td>\n",
              "      <td>1920</td>\n",
              "      <td>Best</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1282</td>\n",
              "      <td>1282</td>\n",
              "      <td>592.179167</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>29</td>\n",
              "      <td>3</td>\n",
              "      <td>41</td>\n",
              "      <td>22</td>\n",
              "      <td>-0.34</td>\n",
              "      <td>2688.12</td>\n",
              "      <td>9.575855</td>\n",
              "      <td>46.471450</td>\n",
              "      <td>283.170612</td>\n",
              "      <td>73</td>\n",
              "      <td>8</td>\n",
              "      <td>1688</td>\n",
              "      <td>4100</td>\n",
              "      <td>Good</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>5517</td>\n",
              "      <td>5517</td>\n",
              "      <td>4976.090000</td>\n",
              "      <td>9</td>\n",
              "      <td>7</td>\n",
              "      <td>30</td>\n",
              "      <td>9</td>\n",
              "      <td>26</td>\n",
              "      <td>15</td>\n",
              "      <td>25.00</td>\n",
              "      <td>3680.62</td>\n",
              "      <td>432.581034</td>\n",
              "      <td>298.322639</td>\n",
              "      <td>36.705328</td>\n",
              "      <td>71</td>\n",
              "      <td>15</td>\n",
              "      <td>4304</td>\n",
              "      <td>402</td>\n",
              "      <td>Standard</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>3610</td>\n",
              "      <td>3610</td>\n",
              "      <td>1720.165833</td>\n",
              "      <td>7</td>\n",
              "      <td>9</td>\n",
              "      <td>32</td>\n",
              "      <td>4</td>\n",
              "      <td>47</td>\n",
              "      <td>19</td>\n",
              "      <td>7.41</td>\n",
              "      <td>1457.54</td>\n",
              "      <td>62.671262</td>\n",
              "      <td>100.880899</td>\n",
              "      <td>268.464422</td>\n",
              "      <td>89</td>\n",
              "      <td>10</td>\n",
              "      <td>1528</td>\n",
              "      <td>645</td>\n",
              "      <td>Best</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1519</th>\n",
              "      <td>7258</td>\n",
              "      <td>7258</td>\n",
              "      <td>11418.936670</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>18</td>\n",
              "      <td>2</td>\n",
              "      <td>30</td>\n",
              "      <td>18</td>\n",
              "      <td>11.19</td>\n",
              "      <td>695.12</td>\n",
              "      <td>206.557194</td>\n",
              "      <td>550.114615</td>\n",
              "      <td>645.221858</td>\n",
              "      <td>89</td>\n",
              "      <td>16</td>\n",
              "      <td>1800</td>\n",
              "      <td>4505</td>\n",
              "      <td>Best</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1520</th>\n",
              "      <td>280</td>\n",
              "      <td>280</td>\n",
              "      <td>2582.813333</td>\n",
              "      <td>7</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>16</td>\n",
              "      <td>10</td>\n",
              "      <td>0.32</td>\n",
              "      <td>1237.46</td>\n",
              "      <td>22.688178</td>\n",
              "      <td>182.033671</td>\n",
              "      <td>323.559484</td>\n",
              "      <td>72</td>\n",
              "      <td>19</td>\n",
              "      <td>1898</td>\n",
              "      <td>2997</td>\n",
              "      <td>Best</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1521</th>\n",
              "      <td>3285</td>\n",
              "      <td>3285</td>\n",
              "      <td>1637.780833</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>3.58</td>\n",
              "      <td>288.32</td>\n",
              "      <td>30.628576</td>\n",
              "      <td>100.871837</td>\n",
              "      <td>292.277671</td>\n",
              "      <td>82</td>\n",
              "      <td>18</td>\n",
              "      <td>1354</td>\n",
              "      <td>272</td>\n",
              "      <td>Best</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1522</th>\n",
              "      <td>5567</td>\n",
              "      <td>5567</td>\n",
              "      <td>4622.948333</td>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>15</td>\n",
              "      <td>4</td>\n",
              "      <td>26</td>\n",
              "      <td>5</td>\n",
              "      <td>11.18</td>\n",
              "      <td>112.36</td>\n",
              "      <td>127.790700</td>\n",
              "      <td>184.219006</td>\n",
              "      <td>410.285127</td>\n",
              "      <td>78</td>\n",
              "      <td>16</td>\n",
              "      <td>1304</td>\n",
              "      <td>149</td>\n",
              "      <td>Best</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1523</th>\n",
              "      <td>51</td>\n",
              "      <td>51</td>\n",
              "      <td>1512.361667</td>\n",
              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "      <td>17</td>\n",
              "      <td>5</td>\n",
              "      <td>51</td>\n",
              "      <td>18</td>\n",
              "      <td>9.95</td>\n",
              "      <td>2430.21</td>\n",
              "      <td>49.572062</td>\n",
              "      <td>55.298213</td>\n",
              "      <td>306.365891</td>\n",
              "      <td>80</td>\n",
              "      <td>8</td>\n",
              "      <td>2418</td>\n",
              "      <td>229</td>\n",
              "      <td>Best</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1524 rows × 19 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-274668e3-c284-440e-af26-9ad590122c11')\"\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 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\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",
              "    [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-274668e3-c284-440e-af26-9ad590122c11 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-274668e3-c284-440e-af26-9ad590122c11');\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",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 139
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data1.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iJaj_pJrIMEi",
        "outputId": "eea4a386-122b-41e8-a6f8-8534bd386b6d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1524, 19)"
            ]
          },
          "metadata": {},
          "execution_count": 140
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X1 = data1.drop('Credit Score', axis=1).values\n",
        "y1 = data1['Credit Score'].values"
      ],
      "metadata": {
        "id": "b_lm3YJtIT3I"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X_train1, X_test1, y_train1, y_test1=train_test_split(X1,y1,test_size=0.2,random_state=45)"
      ],
      "metadata": {
        "id": "Gw8NoWa1IaN5"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.fit(X_train1, y_train1)\n",
        "y_pred1 = model.predict(X_test1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5d11eKWfI7Qs",
        "outputId": "09856bab-1265-4aa3-8ac4-dd770feb648a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "        Best       1.00      1.00      1.00       304\n",
            "    Standard       0.00      0.00      0.00         1\n",
            "\n",
            "    accuracy                           1.00       305\n",
            "   macro avg       0.50      0.50      0.50       305\n",
            "weighted avg       0.99      1.00      1.00       305\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, msg_start, len(result))\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, msg_start, len(result))\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, msg_start, len(result))\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.score(X_train1, y_train1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2P3iwk83JKYR",
        "outputId": "c4f3cde2-7cea-4dc0-a234-bb50daf01c9d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.9991796554552912"
            ]
          },
          "metadata": {},
          "execution_count": 146
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.score(X_test1, y_test1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5gUHij76JO82",
        "outputId": "08c215f0-a530-480e-9727-bfcc7639be38"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.9967213114754099"
            ]
          },
          "metadata": {},
          "execution_count": 147
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "confusion_matrix(y_test1, y_pred1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xhfwplgBJTnc",
        "outputId": "83674692-3811-4302-bc8d-d0d37a47475b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[304,   0],\n",
              "       [  1,   0]])"
            ]
          },
          "metadata": {},
          "execution_count": 148
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(classification_report(y_test1, y_pred1))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xVBEcxuvJW7Q",
        "outputId": "c08f25eb-4ead-41a2-a1d3-6a3d87805587"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "        Best       1.00      1.00      1.00       304\n",
            "    Standard       0.00      0.00      0.00         1\n",
            "\n",
            "    accuracy                           1.00       305\n",
            "   macro avg       0.50      0.50      0.50       305\n",
            "weighted avg       0.99      1.00      1.00       305\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, msg_start, len(result))\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, msg_start, len(result))\n",
            "/usr/local/lib/python3.8/dist-packages/sklearn/metrics/_classification.py:1318: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, msg_start, len(result))\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Conclusion"
      ],
      "metadata": {
        "id": "iAj-DWWhJp8r"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        " TRAINING SET : The accuracy of training data is 0.998 and for the testing data is 0.936\n",
        "\n",
        "\n",
        "\n",
        " \n",
        "TESTING SET   : The accuracy of training data is 0.999 and for the testing data is 0.996\n"
      ],
      "metadata": {
        "id": "9gxlfwO51sgz"
      }
    }
  ]
}