Disease_Prediction_Classification.ipynb

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  "metadata": {
    "colab": {
      "name": "Nlp_project2.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 369
        },
        "id": "PZ32dx3veW_U",
        "outputId": "b7728fd6-f968-4641-9de5-a2f40c683f30"
      },
      "source": [
        "!pip install -U scikit-learn"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.7/dist-packages (0.22.2.post1)\n",
            "Collecting scikit-learn\n",
            "  Downloading scikit_learn-0.24.2-cp37-cp37m-manylinux2010_x86_64.whl (22.3 MB)\n",
            "\u001b[K     |████████████████████████████████| 22.3 MB 1.5 MB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy>=1.13.3 in /usr/local/lib/python3.7/dist-packages (from scikit-learn) (1.19.5)\n",
            "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn) (1.0.1)\n",
            "Requirement already satisfied: scipy>=0.19.1 in /usr/local/lib/python3.7/dist-packages (from scikit-learn) (1.4.1)\n",
            "Collecting threadpoolctl>=2.0.0\n",
            "  Downloading threadpoolctl-2.2.0-py3-none-any.whl (12 kB)\n",
            "Installing collected packages: threadpoolctl, scikit-learn\n",
            "  Attempting uninstall: scikit-learn\n",
            "    Found existing installation: scikit-learn 0.22.2.post1\n",
            "    Uninstalling scikit-learn-0.22.2.post1:\n",
            "      Successfully uninstalled scikit-learn-0.22.2.post1\n",
            "Successfully installed scikit-learn-0.24.2 threadpoolctl-2.2.0\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "sklearn"
                ]
              }
            }
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IGPhVkd6UmGc"
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.metrics import classification_report\n",
        "from sklearn.metrics import accuracy_score\n",
        "from sklearn.ensemble import GradientBoostingClassifier as xgboost\n",
        "import pickle\n",
        "from sklearn import svm"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uR2t61MlUym2"
      },
      "source": [
        "df_train = pd.read_csv('/content/drive/MyDrive/Disease_Prediction_dataset/Training.csv')\n",
        "df_test = pd.read_csv('/content/drive/MyDrive/Disease_Prediction_dataset/Testing.csv')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cMQUxfawVHRa"
      },
      "source": [
        "df_train.drop('Unnamed: 133', axis= 1, inplace=True)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9LXAMGEDVS0R"
      },
      "source": [
        "x_train = df_train.iloc[:,:-1]\n",
        "y_train = df_train.iloc[:,-1]\n",
        "\n",
        "x_test = df_test.iloc[:,:-1]\n",
        "y_test = df_test.iloc[:,-1]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 321
        },
        "id": "fZARITudVVGP",
        "outputId": "b58697a7-ca46-44b7-c8d3-7dce3eeb2449"
      },
      "source": [
        "df_test.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Drug Reaction</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 133 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   itching  skin_rash  ...  yellow_crust_ooze            prognosis\n",
              "0        1          1  ...                  0     Fungal infection\n",
              "1        0          0  ...                  0              Allergy\n",
              "2        0          0  ...                  0                 GERD\n",
              "3        1          0  ...                  0  Chronic cholestasis\n",
              "4        1          1  ...                  0        Drug Reaction\n",
              "\n",
              "[5 rows x 133 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "02FPKVv5VfD7"
      },
      "source": [
        "clf1 = RandomForestClassifier(random_state=1)\n",
        "clf1.fit(x_train, y_train)\n",
        "pred1 = clf1.predict(x_test)\n",
        "print(pred1)\n",
        "print(y_test)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RjTs7FXQVjq6"
      },
      "source": [
        "# pred1_encode = pd.get_dummies(pred1)\n",
        "class_rep1= classification_report(y_test, pred1)\n",
        "acc1 = accuracy_score(y_test, pred1)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qjEXOha6VuVG"
      },
      "source": [
        "clf2 = xgboost(n_estimators=100,random_state=0).fit(x_train, y_train)\n",
        "acc2 =clf2.score(x_test, y_test)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "czOBcHsNVxDe",
        "outputId": "539fabba-96e3-4fd4-960c-e437711a30d4"
      },
      "source": [
        "pred2 = clf2.predict(x_test)\n",
        "class_rep2= classification_report(y_test, pred2)\n",
        "print(class_rep2)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "                                         precision    recall  f1-score   support\n",
            "\n",
            "(vertigo) Paroymsal  Positional Vertigo       1.00      1.00      1.00         1\n",
            "                                   AIDS       1.00      1.00      1.00         1\n",
            "                                   Acne       1.00      1.00      1.00         1\n",
            "                    Alcoholic hepatitis       1.00      1.00      1.00         1\n",
            "                                Allergy       1.00      1.00      1.00         1\n",
            "                              Arthritis       1.00      1.00      1.00         1\n",
            "                       Bronchial Asthma       1.00      1.00      1.00         1\n",
            "                   Cervical spondylosis       1.00      1.00      1.00         1\n",
            "                            Chicken pox       0.50      1.00      0.67         1\n",
            "                    Chronic cholestasis       1.00      1.00      1.00         1\n",
            "                            Common Cold       1.00      1.00      1.00         1\n",
            "                                 Dengue       1.00      1.00      1.00         1\n",
            "                              Diabetes        1.00      1.00      1.00         1\n",
            "           Dimorphic hemmorhoids(piles)       1.00      1.00      1.00         1\n",
            "                          Drug Reaction       1.00      1.00      1.00         1\n",
            "                       Fungal infection       1.00      0.50      0.67         2\n",
            "                                   GERD       1.00      1.00      1.00         1\n",
            "                        Gastroenteritis       1.00      1.00      1.00         1\n",
            "                           Heart attack       1.00      1.00      1.00         1\n",
            "                            Hepatitis B       1.00      1.00      1.00         1\n",
            "                            Hepatitis C       1.00      1.00      1.00         1\n",
            "                            Hepatitis D       1.00      1.00      1.00         1\n",
            "                            Hepatitis E       1.00      1.00      1.00         1\n",
            "                          Hypertension        1.00      1.00      1.00         1\n",
            "                        Hyperthyroidism       1.00      1.00      1.00         1\n",
            "                           Hypoglycemia       1.00      1.00      1.00         1\n",
            "                         Hypothyroidism       1.00      1.00      1.00         1\n",
            "                               Impetigo       1.00      1.00      1.00         1\n",
            "                               Jaundice       1.00      1.00      1.00         1\n",
            "                                Malaria       1.00      1.00      1.00         1\n",
            "                               Migraine       1.00      1.00      1.00         1\n",
            "                        Osteoarthristis       1.00      1.00      1.00         1\n",
            "           Paralysis (brain hemorrhage)       1.00      1.00      1.00         1\n",
            "                    Peptic ulcer diseae       1.00      1.00      1.00         1\n",
            "                              Pneumonia       1.00      1.00      1.00         1\n",
            "                              Psoriasis       1.00      1.00      1.00         1\n",
            "                           Tuberculosis       1.00      1.00      1.00         1\n",
            "                                Typhoid       1.00      1.00      1.00         1\n",
            "                Urinary tract infection       1.00      1.00      1.00         1\n",
            "                         Varicose veins       1.00      1.00      1.00         1\n",
            "                            hepatitis A       1.00      1.00      1.00         1\n",
            "\n",
            "                               accuracy                           0.98        42\n",
            "                              macro avg       0.99      0.99      0.98        42\n",
            "                           weighted avg       0.99      0.98      0.98        42\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 283
        },
        "id": "5sio8ih3Vy81",
        "outputId": "a2ffc26a-35ab-4d57-db5f-dd34fe0313cf"
      },
      "source": [
        "import matplotlib.pyplot as plt \n",
        "from sklearn.metrics import plot_confusion_matrix\n",
        "plot_confusion_matrix(clf2, x_test, y_test)  \n",
        "plt.show() "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "rpmJ72igV2XE",
        "outputId": "df3afa08-f63a-45bc-8eff-4d8f22832035"
      },
      "source": [
        "names = clf2.classes_\n",
        "from sklearn.metrics import f1_score\n",
        "f1 = f1_score(y_test, pred2, average=None)\n",
        "plt.figure(figsize=(10, 15))  # width:20, height:3\n",
        "plt.barh(names, f1, align='center')\n",
        "# plt.xlabel('Classifier')\n",
        "# plt.ylabel(\"Accuracy\")\n",
        "# plt.title('Accuracy')\n",
        "# plt.show()\n",
        "f1"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([1.        , 1.        , 1.        , 1.        , 1.        ,\n",
              "       1.        , 1.        , 1.        , 0.66666667, 1.        ,\n",
              "       1.        , 1.        , 1.        , 1.        , 1.        ,\n",
              "       0.66666667, 1.        , 1.        , 1.        , 1.        ,\n",
              "       1.        , 1.        , 1.        , 1.        , 1.        ,\n",
              "       1.        , 1.        , 1.        , 1.        , 1.        ,\n",
              "       1.        , 1.        , 1.        , 1.        , 1.        ,\n",
              "       1.        , 1.        , 1.        , 1.        , 1.        ,\n",
              "       1.        ])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Ak8mDwLXA4OdmHQVcUlWPtvMZVTUHeDvw2a5+OwOvAPYFPtCShr2BtwAvAl4MvC3JC4fMdxjwe8AuwDHAsCsESY5PMpBkYPUDK9fzEiVJkiaeSYAmm3Pp3LzTfn+uq+5CgKq6Htguyfat/Mqqeriqfg78FHgacCBwaVXdX1WrgEuAg4bMdTBwYVWtrqofA18fLqCqOqeq+quqf9qMmRvgEiVJkiaWSYAmlaq6AehLMheYVlXLu6uHNm+/H+4qW43PukiSJK2RSYAmo/OBL/DbqwAARwIkORBYWVVr2puzAHhdkhlJtqaz9WfBkDbXA0cmmZZkFvDSDRK9JEnSJOc7ppqMLgA+TNv+0+WhJLcBWwBvXdMAVXVrkvOAha3o3Kq6bUizS4HfB74N/BC4cT3jliRJmhJMAjQpVNWpXacHAhdX1a+GNPt8VZ3UXTCkH1W1W9fxPwD/MMxc27TfBfz5egUuSZI0BZkEaFJJ8nHglcCrJjoWSZKkTZVJgCaVqnrnCOVzxzkUSZKkTZZJgDQGu+80k4H5h669oSRJ0iTmpwNJkiRJPcYkQJIkSeoxbgeSxmDZ3Svpm3flRIchSZKmsBWTYGuxKwGSJElSjzEJkCRJknqMSYAkSZLUY0wCtEZJnppkcfv5zyR3d50/aUjbuUmuGOf4Vq1jv6uSbL+h45EkSZoKfDBYa1RV9wJzAJKcCqyqqo9ujLmSTKuq1Rtj7KGqym8kliRJPcuVAI1ZkvOSHN513v1u/HZJrkxyR5Kzk2zW2rw8yY1Jbk1yUZJtWvmKJKcluRU4IskftDZLknyttTk1ySld8y1P0jckpiQ5vdUtS3JkK5+V5Pq2crE8yUFd8+6QZOsW75JWf+TGedUkSZImD1cCtKHtC+wC/AD4CvBHSa4F3gccUlX3J3k3cDLwodbn3qraK8mOwK3AwVV1V5KnjGHeP6KzYrEnsANwS5LrgTcCV1fVR5JMA2YM6fcHwI+r6lCAJDOHDpzkeOB4gGnb7TiGkCRJkiYnkwBtaAur6k6AJBcCBwIP0UkMbkgC8CTgxq4+/9J+vxi4vqruAqiqX4xh3gOBC9t2op8kuQ7YB7gF+GySLYDLqmrxkH7LgL9PchpwRVUtGDpwVZ0DnAMwfdbsGkNMkiRJk5LbgbQuHqP922nbfbofEB56k1xAgGuqak772aWq/qSrzf2jna/ZcrSBVtX1wMHA3cB5SY4ZUv89YC86ycCHk7x/tGNLkiRNVSYBWhcrgL3b8WuALbrq9k3y7JYcHAl8E7gJOCDJ8wDaPvznDzPuTcDBSZ7d2g1uB1pB50adJHsBzx6m7wLgyCTT2raig4GFSZ4F/KSqPg2cOzjOoCRPBx6oqs8Dpw+tlyRJ2hS5HUjr4tPAl5MsobPvv/ud/FuATwDPA74BXFpVjyc5DrgwyfTW7n3A97oHraqftf33l7Qk4qfAy4AvAcckuR24eWi/5lJgP2AJndWHv6qq/0xyLPCXSR4FVgHHDOm3O3B6kseBR4E/G/OrIUmSNMWkyi3O0mhNnzW7Zh17xkSHIUmSprAV8w8dl3mSLKqq/uHq3A4kSZIk9RiTAEmSJKnH+EyANAa77zSTgXFawpMkSdpYXAmQJEmSeoxJgCRJktRj3A4kjcGyu1fSN+/KiQ5DkiRNYeP16UBr4kqAJEmS1GNMAiRJkqQeYxIgSZIk9RiTAI2bJKuTLE6yPMlFSWZsgDHPTbLLOvQ7Ickx6zu/JEnSVGQSoPH0YFXNqardgEeAE9ZnsCTTqup/VNW3x9q3qs6uqvPXZ35JkqSpyiRAE2UB8Lwks5Jc37VCcBBAkqOTLGtlpw12SrIqyd8nWQLsl+TaJP2t7lNJBpLcnuSDXX3mJ/l2kqVJPtrKTk1ySjs+sav+i+P5IkiSJE0EPyJU4y7J5sArga8AbwSurqqPJJkGzEjydOA0YG/gl8BXk7yuqi4DtgZurqr/2cbqHvq9VfWLNs7XkuwB3A0cBuxcVZVk+2FCmgc8u6oeHqFekiRpk+JKgMbTVkkWAwPAD4HPALcAb0lyKrB7Vd0H7ANcW1U/q6rHgAuAg9sYq4EvjTD+G5LcCtwG7ArsAqwEHgI+k+SPgAeG6bcUuCDJHwOPDa1McnxbYRhY/cDKdbluSZKkScUkQONp8JmAOVX1zqp6pKqup3ODfzdw3ige1n2oqlYPLUzybOAU4L9X1R7AlcCWLYnYF7gYeDWd1YehDgX+EdgLuKWtVDyhqs6pqv6q6p82Y+bYrliSJGkSMgnQhEryLOAnVfVp4Fw6N+ILgZck2aFt7TkauG4tQ20H3A+sTPI0OtuNSLINMLOqrgLeBew5ZP7NgGdU1TeAdwMzgW021PVJkiRNRj4ToIk2F/jLJI8Cq4BjquqeJPOAbwABrqyqL69pkKpakuQ24LvAfwA3tKptgS8n2bKNdfKQrtOAzyeZ2erPqqpfbZhLkyRJmpxSVRMdgzRlTJ81u2Yde8ZEhyFJkqawFfMPHZd5kiyqqv7h6twOJEmSJPUYkwBJkiSpx/hMgDQGu+80k4FxWsKTJEnaWFwJkCRJknqMSYAkSZLUY9wOJI3BsrtX0jfvyokOQ5IkTWHj9elAa+JKgCRJktRjTAIkSZKkHmMSIEmSJPUYkwBJkiSpx5gEaJ0lWZ1kcZLlSS5KMmOiYxqNJP1JzproOCRJkiaKSYDWx4NVNaeqdgMeAU6Y6IBGo6oGqurEiY5DkiRpopgEaENZADwvydwk1ya5OMl3k1yQJABJ9k5yXZJFSa5OMquVX5ukvx3vkGRFOz4uyWVJrkmyIsmfJzk5yW1JbkrylNZuTjtfmuTSJE/uGve0JAuTfC/JQa18bpIr2vG+SW5sY34rye+N9wsnSZI03kwCtN6SbA68EljWil4InATsAjwHOCDJFsDHgcOram/gs8BHRjH8bsAfAfu09g9U1QuBG4FjWpvzgXdX1R4thg909d+8qvZt8XSXD/oucFAb8/3A3wxzfccnGUgysPqBlaMIWZIkaXLzy8K0PrZKsrgdLwA+A+wPLKyqHwG0+j7gV3Ru6K9pCwPTgHtGMcc3quo+4L4kK4F/a+XLgD2SzAS2r6rrWvk/ARd19b+k/V7U4hhqJvBPSWYDBWwxtEFVnQOcAzB91uwaRcySJEmTmkmA1seDVTWnu6Dd4D/cVbSazr+zALdX1X7DjPMYv1mV2nJIXfdYj3edP87o/v0Oth+MY6j/TSfROCxJH3DtKMaUJEma0twOpPFyB7Bjkv0AkmyRZNdWtwLYux0fPpZBq2ol8MvB/f7Am4Hr1tBlqJnA3e34uLHMLUmSNFWZBGhcVNUjdG7wT0uyBFhMZ+sQwEeBP0tyG7DDOgx/LHB6kqXAHOBDY+j7d8DftrldGZMkST0hVW5xlkZr+qzZNevYMyY6DEmSNIWtmH/ouMyTZFFV9Q9X50qAJEmS1GPc/iCNwe47zWRgnLJ3SZKkjcWVAEmSJKnHmARIkiRJPcYkQJIkSeoxPhMgjcGyu1fSN+/KiQ5DkiRNYeP16UBr4kqAJEmS1GNMAiRJkqQeYxIgSZIk9RiTgEkuyeoki5MsT3JRkhnrMMb2Sd7edf70JBdvgNjmJrlifccZxTyr2u8NErckSVKvMwmY/B6sqjlVtRvwCHDCOoyxPfBEElBVP66qwzdUgOsrybTRtJtscUuSJE1VJgFTywLgeUm2TvLZJAuT3JbktQBJjkvy5STXJvl+kg+0fvOB57YVhdOT9CVZ3vpMS/LRttKwNMk7h07axutvxzskWTFMm22SfC7JsjbO61v5y5PcmOTWtpKxTStfkeS0JLcCRwwZ69mtz7IkH+4q745713b9i9t8s1v5H3eV/5/BBCPJp5IMJLk9yQe7xtw7yXVJFiW5OsmsdfzbSJIkTRkmAVNEks2BVwLLgPcCX6+qfYGXAqcn2bo13Rd4PbAHcES7eZ8H/HtbUfjLIUMfD/QBc6pqD+CCdQzxr4GVVbV7G+frSXYA3gccUlV7AQPAyV197q2qvarqi0PGOhP4VFXtDtwzwnwnAGdW1RygH/hRkhcARwIHtPLVwJta+/dWVT+d1+UlSfZIsgXwceDwqtob+CzwkaETJTm+JRADqx9YOcaXRZIkafLxewImv62SLG7HC4DPAN8CXpPklFa+JfDMdnxNVd0LkOQS4EDgsjWMfwhwdlU9BlBVv1jHOA8Bjho8qapfJnk1sAtwQxKAJwE3dvX5lxHGOoBOIgPwz8Bpw7S5EXhvkt8FLqmq7yf578DewC1tvq2An7b2b0hyPJ1/87NaXI8DuwHXtPbTGCbpqKpzgHMAps+aXSO/BJIkSVODScDk92B7V/sJ6dyxvr6q7hhS/iJg6E3qhrhpfYzfrBptOYZ+oZOUHD1C/f1r6LvGuKvqC0luBg4Frkryp22+f6qq//VbQSTPBk4B9mnJyXl0riPA7VW136iuRpIkaRPhdqCp6WrgnS0ZIMkLu+peluQpSbYCXgfcANwHbDvCWNcAf9q2G5HkKcO0WUHnHXaAkR7MvQZ4x+BJkicDNwEHJHleK9s6yfPXfnncwG9WFd40XIMkzwHurKqzgC/T2ebzNeDwJL8zeC1JngVsRyfhWJnkaXS2VQHcAeyYZL/Wfosku44iPkmSpCnNJGBq+t/AFsDSJLe380ELgS8BS4EvVdVA2x50Q3v49/QhY50L/LCNtQR44zDzfRT4syS3ATuMENOHgSe3OZYAL62qnwHHARcmWUpnC8/Oo7i+vwDekWQZsNMIbd4ALG9bpXYDzq+qb9N5BuGrbb5rgFlVtQS4Dfgu8AU6SQZV9QidpOa0FvNiYP9RxCdJkjSlpcotzpuKJMcB/VX15xMdy6Zq+qzZNevYMyY6DEmSNIWtmH/ouMyTZFH7YJT/wpUASZIkqce4EiCNQX9/fw0MDEx0GJIkSWvlSoAkSZKkJ5gESJIkST3GJECSJEnqMX5ZmDQGy+5eSd+8Kyc6DEmSNIWN16cDrYkrAZIkSVKPMQmQJEmSeoxJgCRJktRjNskkIMnqJIuTLE9yUZIZG2DMviTL16Hf05NcPIb2SfL1JNut65xDxjshyTFjaD83yRXrM+eGtCFeg1HM8aQk1yfxGRlJktQTNskkAHiwquZU1W7AI8AJo+m0MW4Cq+rHVXX4GLq8ClhSVb8ebYck09Yw/9lVdf4Y5p8wLQHarPuccfg3WlWPAF8DjtzYc0mSJE0Gm2oS0G0B8Lwkf5jk5iS3Jfl/SZ4GkOTUJP+c5Abgn9s7zwuS3Np+9h86YHvXeE7X+TeT7JnkJW0FYnGbZ9vud7KT7JpkYatfmmT2MPG+Cfhy1/nmSS5I8p0kFw+uaiRZkeS0JLcCRyR5W5JbkixJ8qWudqcmOaUdX9v6LEzyvSQHjfCabdPm+m6bO63/3kmuS7IoydVJZnWN+7EkAy3OfZJckuT7ST7c9Tqd3FZnlic5qZX1JbkjyfnAcuCgIefPAKYl+XSS25N8NclWre9I1/zcJDclWZbkw0lWdcXwl63P0iQf7Lrmy9prL0mStMnbpJOA9s7+K4FlwDeBF1fVC4EvAn/V1XQX4JCqOhr4KfCyqtqLzjvDZw0z9GeA49oczwe2rKolwCnAO6pqDnAQ8OCQficAZ7b6fuBHw4x9ALCo6/z3gE9W1QuAXwNv76q7t6r2qqovApdU1T5VtSfwHeBPRnhZNq+qfYGTgA+M0OaFrX4X4DnAAUm2AD4OHF5VewOfBT7S1eeR9rXUZ9NJYt4B7AYcl+SpSfYG3gK8CHgx8LYkL2x9Z7dr3BX4wQjn/9jOfwW8vvUb6ZrPpPM6707Xa5zk5W2sfYE5wN5JDm7Vy4F9hnsxkhzfEpyB1Q+sHOElkyRJmjo21SRgqySLgQHgh3Ru2n8XuDrJMuAvgV272l9eVYM37FsAn27tLqJzIzzURcCr243xW4HzWvkNwD8kORHYvqoeG9LvRuA9Sd4NPKtrzm5Pqar7us7/o6puaMefBw7sqvuXruPd2grGMjrvaHdfX7dL2u9FQN8IbRZW1Y+q6nFgcWv3e3Ru6q9pr+376Lymgy5vv5cBt1fVPVX1MHAnnXfzDwQurar7q2pVi2NwJeIHVXVT11hDzyENtNYAACAASURBVO+qqsXDxD3SNe9H528E8IWucV7efm4DbgV2ppMUUFWrgUeSbDv0xaiqc6qqv6r6p82YOfwrJkmSNIVsqg9CPtjebX9Cko8D/1BVlyeZC5zaVX1/1/G7gJ8Ae9JJkh4aOnhVPZDkGuC1wBuAvVv5/CRX0tnXf0OSV3T3r6ovJLkZOBS4KsmfVtXXhwz/WJLN2g04QA2dfoS4zwNeV1VLkhwHzB0ad/Nw+72akf/+D3cdD7YLnZv7/dbS5/Eh/R9fwzyD7l/L+dB4tmrH5zG6ax4U4G+r6v+MUD+dYf7ekiRJm5pNdSVgODOBu9vxsWtpd0+7CX8zMNJDt+fS2Sp0S1X9Ejp70atqWVWdBtxC553mJyR5DnBnVZ1FZ8vMHsOMewedLTiDnplk8Mb7jXS2NQ1nW+CetjqxMfa23wHsOBhLki2SjLTaMJwFwOuSzEiyNXBYK1sfI13zTfxmy9BRXeVXA29Nsg1Akp2S/E47firw86p6dD1jkiRJmvR6KQk4FbgoySLg52to90ng2CRL6NzED31XGoCqWkRnj/7nuopPag+9LgUeBf7vkG5vAJa37TS7AcN9as+V/PY72ncA70jyHeDJwKdGiPuvgZvpbEn67ohXt47aJ+gcDpzWXpvFwH95aHoN/W+l8879whbnuVV123qGNdI1nwSc3P4OzwNWthi+Smd70I1tC9HFdBIJgJfSee0lSZI2eakauttEo5Hk6cC1wM5dW3c2xLizgPOr6mUbasxe0z4l6MGqqiRHAUdX1WvX0ucSYF5VfW9N7abPml2zjj1jA0YrSZJ6zYr5h47LPEkWtQ9u+S821WcCNqp0vnzrI8DJGzIBAKiqe9rHYW43lu8K0G/ZG/hE+2jTX9F5eHtESZ4EXLa2BECSJGlT4UqANAb9/f01MDAw0WFIkiSt1ZpWAnrpmQBJkiRJmARIkiRJPcckQJIkSeoxPhgsjcGyu1fSN89PEpUkSetuvD4daE1cCZAkSZJ6jEmAJEmS1GNMAiRJkqQeYxLQg5L8bpIvJ/l+kn9Pcmb7wqzh2m6f5O3jFNdJ7dt+B89XjbLfa5LMW0P9nCSvGm17SZKkTZ1JQI9p36J7CZ1vyJ0NPB/Yhs43IA9ne2CjJwFJpgEnATPW1nZIv82r6vKqmr+GZnOAJ5KAUbSXJEnapJkE9J7fBx6qqs8BVNVq4F3AW5PsmmRhksVJliaZDcwHntvKTgdI8pdJbmltPjg4cJKTkyxvPyd1lV+WZFGS25Mc31W+KsnfJ1kCvBd4OvCNJN/oavORJEuS3JTkaa3svCRnJ7kZ+LskxyX5RKs7os2/JMn1bYXjQ8CR7RqOXFP7jfKKS5IkTTJ+RGjv2RVY1F1QVb9O8kPgE8CZVXVBu3meBswDdquqOQBJXg7MBvYFAlye5GDgfuAtwIta+c1Jrquq24C3VtUvkmwF3JLkS1V1L7A1cHNV/c829luBl1bVz1toWwM3VdV7k/wd8Dbgw63ud4H9q2p1kuO6Luf9wCuq6u4k21fVI0neD/RX1Z+3eUZsP9wL1hKX4wGmbbfjaF5jSZKkSc2VAHX7BvCeJO8GnlVVDw7T5uXt5zbgVmBnOknBgcClVXV/Va2is+XooNbnxPZu/03AM1p7gNXAl9YQzyPAFe14EdDXVXdRW8UY6gbgvCRvo5PErM1a21fVOVXVX1X902bMHMWQkiRJk5tJQO/5NrB3d0GS7YBnAh8FXgM8CFyV5PeH6R/gb6tqTvt5XlV9ZqTJkswFDgH2q6o96SQPW7bqh0a4kR/0aFVVO17Nb69c3T9ch6o6AXgfnWRjUZKnrmH8MbeXJEnaFJgE9J6vATOSHANPPJD798B5wH8D7qyqs4AvA3sA9wHbdvW/ms7zA9u0/jsl+R1gAfC6JDOSbA0c1spmAr+sqgeS7Ay8eA2xDZ1rzJI8t6purqr3Az+jc3M/4rgjtJckSdqkmQT0mPbO+mHAEUm+D3wPeAh4D/AGYHmSxcBuwPlt7/4N7eHZ06vqq8AXgBuTLAMuBratqlvpJBILgZuBc9vzAF8BNk/yHToPGd+0hvDOAb7S/WDwOjg9ybIky4FvAUvobHPaZfDB4FG0lyRJ2qTlN7stJK3N9Fmza9axZ0x0GJIkaQpbMf/QcZknyaKq6h+uzpUASZIkqceYBEiSJEk9xu8JkMZg951mMjBOS3iSJEkbiysBkiRJUo8xCZAkSZJ6jNuBpDFYdvdK+uZdOdFhSJKkKWy8Ph1oTVwJkCRJknqMSYAkSZLUY0wCJEmSpB5jEqBxk6SSfL7rfPMkP0tyRTt/TZJ5G3C+q5Jsv6HGkyRJ2lT4YLDG0/3Abkm2qqoHgZcBdw9WVtXlwOWjHSzJ5lX12Ej1VfWq9QlWkiRpU+VKgMbbVcDgI/FHAxcOViQ5Lskn2vFzk9yUZFmSDydZ1crnJlmQ5HLg263ssiSLktye5Piu8VYk2SFJX5LvJPl0a/PVJFt1zfOV1n9Bkp3H52WQJEmaOCYBGm9fBI5KsiWwB3DzCO3OBM6sqt2BHw2p2wv4i6p6fjt/a1XtDfQDJyZ56jDjzQb+sap2BX4FvL6VnwO8s/U/Bfjk0I5Jjk8ykGRg9QMrR32hkiRJk5XbgTSuqmppkj46qwBXraHpfsDr2vEXgI921S2sqru6zk9Mclg7fgadG/57h4x3V1UtbseLgL4k2wD7AxclGWw3fZiYz6GTLDB91uxaQ8ySJElTgkmAJsLldG7q5wLDvWu/NvcPHiSZCxwC7FdVDyS5FthymD4Pdx2vBraisxL2q6qasw4xSJIkTVluB9JE+CzwwapatoY2N/GbLTtHraHdTOCXLQHYGXjxaIOoql8DdyU5AiAde462vyRJ0lRlEqBxV1U/qqqz1tLsJODkJEuB5wEjbcb/CrB5ku8A8+kkD2PxJuBPkiwBbgdeO8b+kiRJU06q3OKsySfJDODBqqokRwFHV9WE36BPnzW7Zh17xkSHIUmSprAV8w9de6MNIMmiquofrs5nAjRZ7Q18Ip0ndn8FvHWC45EkSdpkmARoUqqqBYD78yVJkjYCkwBpDHbfaSYD47SEJ0mStLH4YLAkSZLUY0wCJEmSpB7jdiBpDJbdvZK+eVdOdBiSJGkKG69PB1oTVwIkSZKkHmMSIEmSJPUYkwBJkiSpx5gEaMIlqSSf7zrfPMnPklyxln5z19ZmmD5PT3LxusYqSZK0KTAJ0GRwP7Bbkq3a+cuAuzf0JEk2r6ofV9XhG3psSZKkqcQkQJPFVcDgo/JHAxcOViTZN8mNSW5L8q0kvze080htkhyX5PIkXwe+lqQvyfJW15dkQZJb28/+G/8yJUmSJp5JgCaLLwJHJdkS2AO4uavuu8BBVfVC4P3A3wzTf01t9gIOr6qXDOnzU+BlVbUXcCRw1ga5EkmSpEnO7wnQpFBVS5P00VkFuGpI9Uzgn5LMBgrYYpgh1tTmmqr6xTB9tgA+kWQOsBp4/nCxJTkeOB5g2nY7jvaSJEmSJi1XAjSZXA58lK6tQM3/Br5RVbsBfwhsOUzfNbW5f4T53gX8BNgT6AeeNFyjqjqnqvqrqn/ajJmjvRZJkqRJy5UATSafBX5VVcuSzO0qn8lvHhQ+boS+o2kzXJ8fVdXjSY4Fpo0pWkmSpCnKlQBNGlX1o6oabl/+3wF/m+Q2Rk5cR9NmqE8CxyZZAuzMyCsGkiRJm5RU1UTHIE0Z02fNrlnHnjHRYUiSpClsxfxD195oA0iyqKr6h6tzJUCSJEnqMSYBkiRJUo/xwWBpDHbfaSYD47SEJ0mStLG4EiBJkiT1GJMASZIkqce4HUgag2V3r6Rv3pUTHYYkSZrCxuvTgdbElQBJkiSpx5gESJIkST3GJECSJEnqMSYBkiRJUo8xCdC4SrJqI49/bZL+dnxVku035nySJElTkZ8OpE1WVb1qomOQJEmajFwJ0LhLsk2SryW5NcmyJK9t5X1Jlne1OyXJqe342iSnJVmY5HtJDmrlWyX5YpLvJLkU2Kqr/4okO7TjY5IsTbIkyT+3sh2TfCnJLe3ngPF7FSRJkiaOKwGaCA8Bh1XVr9tN+k1JLh9Fv82rat8krwI+ABwC/BnwQFW9IMkewK1DOyXZFXgfsH9V/TzJU1rVmcDHquqbSZ4JXA28YJj+xwPHA0zbbscxX6wkSdJkYxKgiRDgb5IcDDwO7AQ8bRT9Lmm/FwF97fhg4CyAqlqaZOkw/X4fuKiqft7a/aKVHwLskmSw3XZJtqmq33puoarOAc4BmD5rdo0iTkmSpEnNJEAT4U3AjsDeVfVokhXAlsBj/PYWtS2H9Hu4/V7Nhvm3uxnw4qp6aAOMJUmSNGX4TIAmwkzgpy0BeCnwrFb+E+B3kjw1yXTg1aMY63rgjQBJdgP2GKbN14Ejkjy1tRvcDvRV4J2DjZLMWZeLkSRJmmpMAjRukmxO5938C4D+JMuAY4DvAlTVo8CHgIXANYPla/EpYJsk32l9Fw1tUFW3Ax8BrkuyBPiHVnVii2Npkm8DJ6zH5UmSJE0ZqXKLs8ZHkj2BT1fVvhMdy7qaPmt2zTr2jIkOQ5IkTWEr5h86LvMkWVRV/cPVuRKgcZHkBOBCOp/SI0mSpAnkSoA0Bv39/TUwMDDRYUiSJK2VKwGSJEmSnmASIEmSJPUYkwBJkiSpx/hlYdIYLLt7JX3zrpzoMCRJ0hQ2Xp8OtCauBEiSJEk9xiRAkiRJ6jEmAZIkSVKPMQnQuEiyaiOP35fkjV3n/UnO2phzSpIkTVUmAdpU9AFPJAFVNVBVJ05cOJIkSZOXSYDGVZK5Sa5L8uUkdyaZn+RNSRYmWZbkua3deUnOTjKQ5HtJXt3KpyU5PcktSZYm+dM29HzgoCSLk7yrzXNF67NjkmuS3J7k3CQ/SLJDqzs5yfL2c9JEvCaSJEnjzSRAE2FP4ATgBcCbgedX1b7AucA7u9r1AfsChwJnJ9kS+BNgZVXtA+wDvC3Js4F5wIKqmlNVHxsy3weAr1fVrsDFwDMBkuwNvAV4EfDiNtYLhwab5PiWjAysfmDlBnkBJEmSJpJJgCbCLVV1T1U9DPw78NVWvozOjf+gf62qx6vq+8CdwM7Ay4FjkiwGbgaeCsxey3wHAl8EqKqvAL/sKr+0qu6vqlXAJcBBQztX1TlV1V9V/dNmzBz71UqSJE0yflmYJsLDXcePd50/zm//m6wh/QoI8M6qurq7IsncDRyjJEnSJsuVAE1mRyTZrD0n8BzgDuBq4M+SbAGQ5PlJtgbuA7YdYZwbgDe09i8HntzKFwCvSzKjjXFYK5MkSdqkuRKgyeyHwEJgO+CEqnooybl0tgzdmiTAz4DXAUuB1UmWAOcBt3WN80HgwiRvBm4E/hO4r6puTXJemwPg3Krq7idJkrRJStXQHRfSxGs351dU1cUbYKzpwOqqeizJfsCnqmrOuow1fdbsmnXsGesbkiRJ6mEr5h86LvMkWVRV/cPVuRKgXvBM4F+TbAY8ArxtguORJEmaUK4ESGPQ399fAwMDEx2GJEnSWq1pJcAHgyVJkqQeYxIgSZIk9RiTAEmSJKnH+GCwNAbL7l5J37wrJzoMSZI0hY3XpwOtiSsBkiRJUo8xCZAkSZJ6jEmAJEmS1GNMAjZxSVYNOT8uySc28Bxzk+zfdX5eksM35Bxt3NckmTdC3ar2++lJ1vtbhiVJkjZlPhisDWEusAr41voOlGTzqnpsuLqquhy4fE39q+rHwAZPQCRJkjYlrgT0qCTbJrkryRbtfLvB8yTXJjkzyeIky5Ps29o8JcllSZYmuSnJHkn6gBOAd7X2B7UpDk7yrSR3Dq4KJDk/yeu6YrggyWvb6sTlSb4OfG24eVr7J1Yxkjw7yY1JliX5cNeYfUmWt+NdkyxscS1NMrvVf7etVnyvxXBIkhuSfH/wWiVJkjZlJgGbvq3aTfDiJIuBDwFU1X3AtcDgZ1QdBVxSVY+28xlVNQd4O/DZVvZB4Laq2gN4D3B+Va0AzgY+VlVzqmpBazsLOBB4NTC/lX0GOA4gyUxgf2Dw8zb3Ag6vqpcMN88w13Um8Kmq2h24Z4RrPwE4s11HP/CjVv484O+BndvPG1usp7T5fkuS45MMJBlY/cDKEaaSJEmaOkwCNn0PtpvzOe1m+P1ddecCb2nHbwE+11V3IUBVXQ9sl2R7OjfK/9zKvw48Ncl2I8x7WVU9XlXfBp7W+lwHzE6yI3A08KWurT/XVNUv2vFo5jlgMMbBtsO4EXhPkncDz6qqB1v5XVW1rKoeB24HvlZVBSwD+oYOUlXnVFV/VfVPmzFzhKkkSZKmDpOAHlZVNwB9SeYC06pqeXf10OZjHP7hruN0HZ8P/DGdpOOzXeX3j3H8tcZUVV8AXgM8CFyV5PeHie3xrvPH8TkZSZLUA0wCdD7wBX57FQDgSIAkBwIrq2olsAB4UyufC/y8qn4N3AdsO8r5zgNOAmirBMMZaZ5uN9DZwsRg26GSPAe4s6rOAr4M7DHKGCVJkjZpJgG6AHgyv9laM+ihJLfR2e//J63sVGDvJEvp7PM/tpX/G3DYkAeDh1VVPwG+w39NOrqNNE+3vwDekWQZsNMI47wBWN6ehdiN4Z8tkCRJ6jnpbIVWr2qf3PPaqnpzV9m1wClVNbAR5ptBZ+/9Xm11YUqZPmt2zTr2jIkOQ5IkTWEr5h+69kYbQJJFVdU/XJ37n3tYko8DrwReNU7zHULnE4I+NhUTAEmSpE2FKwHSGPT399fAwAZfIJEkSdrg1rQS4DMBkiT9/+zde7ieVX3n//eHSAMICUUiExllDxjrgUOELR44TFDUERyRESeOVIl2TBHFGVvaptZBPNSmxRYUVIwWEIvOUEVNjSNYIIIIQkKOIOhPjDODB6zaCBIQwvf3x7M2Pm73zs5OdvYhz/t1Xfvaz73Wutf63g/huu7vvda6tyT1GJMASZIkqceYBEiSJEk9xo3B0iisu2cjfYuWTXQYkiRpChuvtwNtiTMBkiRJUo8xCZAkSZJ6jEmAJEmS1GNMAnpYkvsHHS9IcuFEjT+O435jIsaVJEmaLEwC1HOq6gUTHYMkSdJEMgnQb0myV5LvJdm1Hc8YOE6yPMkHk6xOsj7Jka3NPkm+kGRtkpuTHNrKZyX5apLbk3wiyfeT7DtovMuSvLLr+PIkJyWZluQDbZy1Sc5s9Uck+VqSlUmuSjK7lS9Pcl6SFUm+leQ5Sa5M8p0k7+vq//72e88k1yS5Lcm6JCft6O9WkiRpMjAJ6G27t5v51UlWA+8BqKr7gOXAwPurXgNcWVUPt+M9qmoucAZwcSt7N7Cqqg4F3gFc1srfBVxbVc8CPgs8ZYg4/h5YAJBkJvACYBmwEOgD5rZ+L2+JyQXAKVV1RBv/L7v6+lX789gXAV8E3gIcDCxI8oRB4z4InFxVhwPHAX+bJIODS7KwJRYrNj+wcYjwJUmSphb/TkBv29Ru5oHOngCgvx1+AvhT4AvAG4A3dZ33GYCqur7NEuwNHA28qpVfm+QJSWa08pNb+VeS/HxwEFX1tSQfSTKr9fG5qnokyfHARVX1SGv3syQH07mp/2q7X58G/LCru6Xt9zrg9qr6Ybu2u4EnAz/tahvg/UmOBR4F9gf2A340KL4lwBKA6bPn1HBfpiRJ0lRhEqAhVdWNSfqSzAOmVdX67urBzcdgyMuA36cz6/CGLbQLnZv75w9T/1D7/WjX54Hjwf/eTwVmAUdU1cNJNgC7jTJuSZKkKcflQNqSy4BPA5cMKp8PkORoYGNVbQRuoHNTTUsc/qWqfgHcCPznVv4S4HeHGetS4L8DVNUdreyrwB8meVw7fx/gLmBWkue3sl2TPGsbr28mcG9LAI4DDtjGfiRJkqYUkwBtyeV0bto/M6j8wSSr6Ky7/4NWdg5wRJK1wGLgtFb+buAlSdYDr6az1Oa+wQNV1Y+Bb/GbCccngP8DrE2yBnhtVf0KOAX461a2ms4egm29vv4k64DXA3duYz+SJElTSqpc4qyhJTkFOKmqXtdVthw4q6pWbGUf04HNbY3/84GPdu9D6Gq3B511/Ie3mYVJafrsOTX7tPMnOgxJkjSFbVh84siNxkCSle2FKb/FPQEaUpILgJcBJ2xnV08BrkiyC/ArfnOD8cBYx9N5Q9B5kzkBkCRJ2lmYBGhIVXXmMOXzRtnPd4Bnj9Dmn3E9viRJ0rgxCZBG4ZD9Z7JinKbwJEmSdhQ3BkuSJEk9xiRAkiRJ6jEuB5JGYd09G+lbtGyiw5AkSVPYeL0daEucCZAkSZJ6jEmAJEmS1GNMAiRJkqQeYxKwE0ly/6DjBUku3MFj9iV57Y4eM8mTknx2mLrlSfrb5y8n2Xusx5ckSdqZmARomyV5HNAHvHaEplvbX9pfFv4tVfWDqjplpD6q6oSq+texiEeSJGlnZRLQA5LsleR7SXZtxzMGjttT9A8mWZ1kfZIjW5vHJ7k4yS1JViU5qZUvSLI0ybXANcBi4Jh2/tvbkE9K8pUk30nyN+28NyY5vyumNyU5r80k3JXkMmA98OQk57ZY1iWZ39r3JVnfPu+e5H8m+VaSzwO7d/W7Icm+Lf5lSda0vuZ31f9Vi3dFksOTXJXku0lO36H/ISRJkiYJXxG6c9k9yequ432ApVV1X5LlwInAF4DXAFdW1cNJAPaoqrlJjgUuBg4G/gK4tqre2JbX3JLkn1u/hwOHVtXPkswDzqqql0MnSQDmAs8GHgLuSnIBcAXwF0n+pKoeBt4A/GHrbw5wWlXdnORV7fzDgH2BW5NcP+g63ww8UFXPSHIocNsQ38V/AH5QVSe2uGZ21f2fdr3nAZcCRwG70UlCLhrcUZKFwEKAaTNmDTGUJEnS1OJMwM5lU1XNHfgBzu6q+wSdG2/a70u66j4DUFXXAzPaTf9LgEUtqVhO5yb5Ka39V6vqZ1uI45qq2lhVDwJ3AAdU1f3AtcDLkzwd2LWq1rX236+qm9vno4HPVNXmqvox8DXgOYP6Pxb4hxbzWmDtEDGsA16c5K+THFNVG7vqlna1+WZV3VdVPwEeGmo/QVUtqar+quqftsfMwdWSJElTjjMBPaKqbmxLauYB06pqfXf14OZAgFdV1V3dFUmeC/xyhOEe6vq8mV//O/sE8A7gTn4zCRmpv1Grqm8nORw4AXhfkmuq6j2D4nt0UKyP4v8TkiSpBzgT0FsuAz7Nb96AAwyslz8a2Nieml8FnJm2XijJs4fp8z5gr60ZvKq+CTyZzkbizwzT7AZgfpJpSWbReep/y6A217c+SHIwcOjgTpI8ic6SoX8AzqWzhEmSJEn41LPXXA68j9++AX8wySpgV+CNrey9wPnA2vbGnu8BLx+iz7XA5iRr6Kyv//kIMVwBzK2q4dp9Hng+sIbOjMSfVtWPkvR1tfkocEmSbwHfAlYO0c8hwLlJHgUeprOPQJIkSUCqBq8E0c4qySnASVX1uq6y5XQ29q4Ypxi+BJxXVdeMx3hjbfrsOTX7tPNHbihJkjSMDYtPHJdxkqysqv6h6pwJ6BHtDT0vo7NGfiLG35vOsp41UzUBkCRJ2lmYBPSIqjpzmPJ54zT+vwJPG4+xJEmStGUmAdIoHLL/TFaM0xSeJEnSjuLbgSRJkqQeYxIgSZIk9RiXA0mjsO6ejfQtWjbRYUiSpClsvN4OtCXOBEiSJEk9xiRAkiRJ6jEmAZIkSVKPMQnocUnuH3S8IMmFO3jMviSv3QH9np7k9WPdryRJ0s7GjcEaV0keB/QBrwU+PZZ9V9VFY9mfJEnSzsqZAA0pyV5Jvpdk13Y8Y+A4yfIkH0yyOsn6JEe2No9PcnGSW5KsSnJSK1+QZGmSa4FrgMXAMe38tyeZluTcJLcmWZvkD9t589pYn01yZ5LLk6TVLU5yR2v/gVZ2TpKz2ue5SW5u9Z9P8rutfHmSv24xfjvJMeP81UqSJE04ZwK0e5LVXcf7AEur6r4ky4ETgS8ArwGurKqH2334HlU1N8mxwMXAwcBfANdW1RuT7A3ckuSfW7+HA4dW1c+SzAPOqqqXAyRZCGysquckmQ7cmOTqdt6zgWcBPwBuBI5K8i3gZODpVVVtrMEuA86sqq8leQ/wLuC/t7rHVdWRSU5o5cdv+9cnSZI09TgToE1VNXfgBzi7q+4TwBva5zcAl3TVfQagqq4HZrQb8ZcAi1pSsRzYDXhKa//VqvrZMDG8BHh9O++bwBOAOa3ulqr6f1X1KLCazlKijcCDwN8n+U/AA92dJZkJ7F1VX2tFnwSO7WpyZfu9svW3RUkWJlmRZMXmBzaO1FySJGnScyZAw6qqG9sm3nnAtKpa3109uDkQ4FVVdVd3RZLnAr/cwlCh89T+qkHnzQMe6iraTOcp/iNtCdKLgFOAtwIv3OoL+3Wfm9mK/weqagmwBGD67DmDr1uSJGnKcSZAI7mMzgbeSwaVzwdIcjSdpTwbgauAM7vW7T97mD7vA/bqOr4KeHPX/oOnJXn8cAEl2ROYWVVfBt4OHNZd32L5edd6/9cBX0OSJEmAMwEa2eXA+2jLf7o8mGQVsCvwxlb2XuB8YG2SXYDvAS8fos+1wOYka4BLgQ/SWZZzW0sgfgK8cgsx7QV8McludGYR/miINqcBFyXZA7ibXy9rkiRJ6nmpcnWDhpfkFOCkqnpdV9lyOht7V0xYYBNk+uw5Nfu08yc6DEmSNIVtWHziuIyTZGVV9Q9V50yAhpXkAuBlwAkTHYskSZLGjkmAhlVVZw5TPm+cQ5EkSdIYMgmQRuGQ/WeyYpym8CRJknYU3w4kSZIk9RiTAEmSJKnHuBxIGoV192ykb9GyiQ5DkiRNYeP1dqAtcSZAkiRJ6jEmAZIkSVKPMQmQJEmSeoxJgCRJktRjTAK0XZLcP+h4QZILx3iMvZOc0XX8pCSfbZ/nJjmhq+4VSRZtZb99STYlWd318/qxjF2SIbt4pgAAIABJREFUJGky8u1Amgr2Bs4APgJQVT8ATml1c4F+4MutbimwdBR9f7eq5o5dqJIkSZOfMwHaYZLMSvK5JLe2n6Na+TlJPpXkpiTfSfKmVr5nkmuS3JZkXZKTWleLgYPak/pz2xP89Ul+B3gPML/Vze+eiUjy6tZuTZLrJ+I7kCRJmoycCdD22j3J6q7jffj1k/gPAudV1deTPAW4CnhGqzsUeB7weGBVkmXAvcDJVfWLJPsCNydZCiwCDh54Yp+kD6CqfpXkbKC/qt7a6hZ0xXI28NKquifJ3sPEf9Cg+M+sqhu6GyRZCCwEmDZj1tZ8J5IkSZOaSYC216bu5TTtJry/HR4PPDPJQPWMJHu2z1+sqk3ApiTXAUcCy4D3JzkWeBTYH9hvO2K7Ebg0yRXAlcO0GXE5UFUtAZYATJ89p7YjHkmSpEnBJEA70i7A86rqwe7ClhQMvpku4FRgFnBEVT2cZAOw27YOXlWnJ3kucCKwMskRVfXTbe1PkiRpZ+GeAO1IVwNnDhwk6X7iflKS3ZI8AZgH3ArMBO5tCcBxwAGt7X3AXsOMMWxdkoOq6ptVdTbwE+DJ23MxkiRJOwuTAO1IbwP6k6xNcgdwelfdWuA64Gbgve2NP5e39uuA1wN3ArSn9ze2Tb7nDhrjOjpLjlYnmT+o7ty2wXg98A1gzRAxDmw4Hvh523ZesyRJ0qSXKpc4a3wlOQe4v6o+MNGxjNb02XNq9mnnT3QYkiRpCtuw+MRxGSfJyqrqH6rOmQBJkiSpxzgTII1Cf39/rVixYqLDkCRJGpEzAZIkSZIeYxIgSZIk9RiTAEmSJKnH+MfCpFFYd89G+hYtm+gwJEnSFDZebwfaEmcCJEmSpB5jEiBJkiT1GJMASZIkqceYBGibJbl/0PGCJBeO8Rh7Jzmj6/hJST7bPs9NckJX3SuSLNrKfvuSbEqyKsm3ktySZMFYxi5JkjRZuTFYk93ewBnARwCq6gfAKa1uLtAPfLnVLQWWjqLv71bVswGSHAhcmSRVdckYxS5JkjQpOROgHSLJrCSfS3Jr+zmqlZ+T5FNJbkrynSRvauV7JrkmyW1J1iU5qXW1GDgoyeok57Yn+OuT/A7wHmB+q5vfPROR5NWt3Zok148Ub1XdDfwR8LYd8X1IkiRNJs4EaHvsnmR11/E+/PpJ/AeB86rq60meAlwFPKPVHQo8D3g8sCrJMuBe4OSq+kWSfYGbkywFFgEHV9Vc6CzjAaiqXyU5G+ivqre2ugVdsZwNvLSq7kmy91Zez23A0wcXJlkILASYNmPWVnYlSZI0eZkEaHtsGrg5h8duwvvb4fHAM5MMVM9Ismf7/MWq2gRsSnIdcCSwDHh/kmOBR4H9gf22I7YbgUuTXAFcuZXnZKjCqloCLAGYPntObUdMkiRJk4JJgHaUXYDnVdWD3YUtKRh8I13AqcAs4IiqejjJBmC3bR28qk5P8lzgRGBlkiOq6qcjnPZs4FvbOqYkSdJU4Z4A7ShXA2cOHCSZ21V3UpLdkjwBmAfcCswE7m0JwHHAAa3tfcBew4wxbF2Sg6rqm1V1NvAT4MlbCrYtM/oAcMGWL0uSJGnqMwnQjvI2oD/J2iR3AKd31a0FrgNuBt7b3vhzeWu/Dng9cCdAe3p/Y9vke+6gMa6js+RodZL5g+rObRuM1wPfANYMEeNBA68IBa4APuSbgSRJUi9IlUucNX6SnAPcX1UfmOhYtsX02XNq9mnnT3QYkiRpCtuw+MRxGSfJyqrqH6rOmQBJkiSpxzgTII1Cf39/rVixYqLDkCRJGpEzAZIkSZIeYxIgSZIk9RiTAEmSJKnH+MfCpFFYd89G+hYtm+gwJEnSFDZebwfaEmcCJEmSpB5jEiBJkiT1GJMASZIkqceYBGi7JLl/0PGCJBeO8Rh7Jzmj6/hJST7bPs9NckJX3SuSLBpF309L8uUk30lyW5Irkuw3lvFLkiRNNiYBmgr2Bh5LAqrqB1V1SjucC5zQVbe0qhZvTadJdgOWAR+tqjlVdTjwEWDWmEUuSZI0CZkEaIdJMivJ55Lc2n6OauXnJPlUkpvaE/g3tfI9k1zTnsivS3JS62oxcFCS1UnOTdKXZH2S3wHeA8xvdfO7ZyKSvLq1W5Pk+iFCfC1wU1X900BBVS2vqvU78nuRJEmaaL4iVNtr9ySru473AZa2zx8Ezquqryd5CnAV8IxWdyjwPODxwKoky4B7gZOr6hdJ9gVuTrIUWAQcXFVzAZL0AVTVr5KcDfRX1Vtb3YKuWM4GXlpV9yTZe4jYDwZWjnSBSRYCCwGmzXCSQJIkTX0mAdpemwZuzuGxm/D+dng88MwkA9UzkuzZPn+xqjYBm5JcBxxJZ2nO+5McCzwK7A9sz/r8G4FLk1wBXLmtnVTVEmAJwPTZc2o74pEkSZoUTAK0I+0CPK+qHuwubEnB4JvpAk6lsx7/iKp6OMkGYLdtHbyqTk/yXOBEYGWSI6rqp11Nbgf+/bb2L0mSNFW5J0A70tXAmQMHSeZ21Z2UZLckTwDmAbcCM4F7WwJwHHBAa3sfsNcwYwxbl+SgqvpmVZ0N/AR48qAmnwZekOTErnOOTXLw1l6gJEnSVGQSoB3pbUB/krVJ7gBO76pbC1wH3Ay8t6p+AFze2q8DXg/cCdCe3t/YNvmeO2iM6+gsOVqdZP6gunPbBuP1wDeANd2VbTnSy4Ez2wblO+i8hegn23/pkiRJk1eqXOKs8ZXkHOD+qvrARMcyWtNnz6nZp50/0WFIkqQpbMPiE0duNAaSrKyq/qHqnAmQJEmSeowzAdIo9Pf314oVKyY6DEmSpBE5EyBJkiTpMSYBkiRJUo8xCZAkSZJ6jH8sTBqFdfdspG/RsokOQ5IkTWHj9XagLXEmQJIkSeoxJgGSJElSjzEJkCRJknqMSYC2S5L7Bx0vSHLhGI+xd5Izuo6flOSz7fPcJCd01b0iyaKt7LcvyaYkq5OsSfKNJL83lrFLkiRNRiYBmgr2Bh5LAqrqB1V1SjucC5zQVbe0qhaPou/vVtXcqjoM+CTwjrEIWJIkaTIzCdAOk2RWks8lubX9HNXKz0nyqSQ3JflOkje18j2TXJPktiTrkpzUuloMHNSe2J/bnuCvT/I7wHuA+a1ufvdMRJJXt3Zrkly/FSHPAH4+9t+EJEnS5OIrQrW9dk+yuut4H2Bp+/xB4Lyq+nqSpwBXAc9odYcCzwMeD6xKsgy4Fzi5qn6RZF/g5iRLgUXAwVU1FzrLeACq6ldJzgb6q+qtrW5BVyxnAy+tqnuS7D1M/Ae1+PcC9gCeO7hBkoXAQoBpM2Zt3bciSZI0iZkEaHttGrg5h8duwvvb4fHAM5MMVM9Ismf7/MWq2gRsSnIdcCSwDHh/kmOBR4H9gf22I7YbgUuTXAFcOUyb73YlF/OBJcB/6G5QVUtaOdNnz6ntiEeSJGlSMAnQjrQL8LyqerC7sCUFg2+mCzgVmAUcUVUPJ9kA7Latg1fV6UmeC5wIrExyRFX9dAunLAUu2dbxJEmSpgr3BGhHuho4c+AgydyuupOS7JbkCcA84FZgJnBvSwCOAw5obe+js1xnKMPWJTmoqr5ZVWcDPwGePEK8RwPfHaGNJEnSlOdMgHaktwEfTrKWzr+164HTW91a4DpgX+C9VfWDJJcD/5RkHbACuBOgqn6a5MYk64H/DXy4a4zrgEVtXf9fDRr/3CRzgADXAGuGiHFgT0CAXwH/dXsvWpIkabJLlUucNb6SnAPcX1UfmOhYRmv67Dk1+7TzJzoMSZI0hW1YfOK4jJNkZVX1D1XnciBJkiSpx7gcSOOuqs6Z6BgkSZJ6mUmANAqH7D+TFeM0hSdJkrSjuBxIkiRJ6jEmAZIkSVKPcTmQNArr7tlI36JlEx2GJEmawsbr7UBb4kyAJEmS1GNMAiRJkqQeYxIgSZIk9RiTAG1RkvsHHS9IcuEY9d2X5LWjPGfvJGdsTx+D+lueZMi/pCdJkrSzMgnQhEjyOKAPGO0N/N7AGV3H29KHJElSTzMJ0DZLMivJ55Lc2n6OauVHJrkpyaok30jye618QZKlSa4FrgEWA8ckWZ3k7YP63jPJNUluS7IuyUmtajFwUDvn3MF9tJmBG9p5tyV5QVeff9b6WpNk8aDxdklyaZL37bAvTJIkaZLwFaEaye5JVncd7wMsbZ8/CJxXVV9P8hTgKuAZwJ3AMVX1SJLjgfcDr2rnHA4cWlU/SzIPOKuqXj7EuA8CJ1fVL5LsC9ycZCmwCDi4quYCDO4jyR7Ai6vqwSRzgM8A/UleBpwEPLeqHkiyT9dYjwMuB9ZX1V8ODiTJQmAhwLQZs7b2e5MkSZq0TAI0kk0DN9zQeZoPDKyhPx54ZpKB6hlJ9gRmAp9sN+EF7NrV31er6mdbMW6A9yc5FngU2B/YbyvO2xW4MMlcYDPwtK5YL6mqBwAGxfAx4IqhEoDWdgmwBGD67Dm1FTFIkiRNaiYB2h67AM+rqge7C9vG4euq6uQkfcDyrupfbmXfpwKzgCOq6uEkG4DdtuK8twM/Bg5r8T245eYAfAM4LsnfDr4WSZKknZF7ArQ9rgbOHDhoT9+hMxNwT/u8YAvn3wfsNUzdTODelgAcBxwwzDmDj2cCP6yqR4HXAdNa+VeBN7TlQgxaDvT3wJeBK9qGZUmSpJ2aSYC2x9vorLdfm+QO4PRW/jfAXyVZxZZnm9YCm9tG3bcPqru89b0OeD2dfQZU1U+BG5OsbxuDB/fxEeC0JGuAp9NmHqrqK3T2MqxoexzO6h6sqv4OWAV8Kon/X0iSpJ1aqlziLG2t6bPn1OzTzp/oMCRJ0hS2YfGJ4zJOkpVVNeTfQ/KJpyRJktRjTAIkSZKkHuMmSGkUDtl/JivGaQpPkiRpR3EmQJIkSeoxJgGSJElSj3E5kDQK6+7ZSN+iZRMdhiRJmsLG6+1AW+JMgCRJktRjTAIkSZKkHmMSIEmSJPUYk4Aek2S/JJ9OcneSlUluSnLyNvTzjh0R3xDjLEjypG047/Qkrx+qjySfSPLMsYxTkiRpKjEJ6CFJAnwBuL6qDqyqI4DXAP92G7obMglIx1j+u1oAjCoJSPK4qrqoqi4bqo+q+q9VdceYRShJkjTFmAT0lhcCv6qqiwYKqur7VXVBkr4kNyS5rf28ACDJ7CTXJ1mdZH2SY5IsBnZvZZe3c+9KchmwHnhyknNb+3VJ5g+Ml+RPktyaZG2Sd7eyviTfSvLxJLcnuTrJ7klOAfqBy9tYuyc5IsnX2izGVUlmtz6WJzk/yQrgvyU5J8lZw/SxPEl/kmlJLu2K8+3j9N9BkiRpQpkE9JZnAbcNU3cv8OKqOhyYD3yolb8WuKqq5gKHAaurahGwqarmVtWprd0c4CNV9Sw6N90D7Y8Hzm3JxEtauyNb/RFJju06/8Pt/H8FXlVVnwVWAKe28R8BLgBOabMYFwN/2XUNv1NV/VX1twMFg/uoqk1d7ecC+1fVwVV1CHDJ1n2NkiRJU5t/J6CHJfkwcDTwKzo36xcmmQtsBp7Wmt0KXJxkV+ALVbV6mO6+X1U3t89HA5+pqs3Aj5N8DXgOcCzwEmBVa7cnnZv//wN8r6vvlUDfEGP8HnAw8NXOyiamAT/sqv9fW3npA+4GDkxyAbAMuHqoRkkWAgsBps2YNcohJEmSJh9nAnrL7cDhAwdV9RbgRcAs4O3Aj+k8ve8Hfqe1uZ7Ozfs9wKUDm22H8MutGD/AX7Un8nOr6qlV9fet7qGudpsZOkENcHvX+YdU1UtGGcNjqurndK53OXA68Ilh2i1pMwz90/aYOZohJEmSJiWTgN5yLbBbkjd3le3Rfs8EflhVjwKvo/OUnSQHAD+uqo/TuUkeSCIebrMDQ7kBmN/W3M+ik0TcAlwFvDHJnq3v/ZM8cYSY7wP2ap/vAmYleX47f9ckz9qK6+7u4zFJ9gV2qarPAe/sujZJkqSdmsuBekhVVZJXAucl+VPgJ3Senv8Znb0Cn2tP+r/Cr5+qzwP+JMnDwP3AwEzAEmBtktuAvxg01OeB5wNrgAL+tKp+BPwoyTOAm9pynvuB36fz5H84lwIXJdnU+jwF+FCSmXT+/Z5PZ4ZjSwb3MWB/4JKutxn9+Qj9SJIk7RRSVRMdgzRlTJ89p2afdv5EhyFJkqawDYtPHJdxkqysqv6h6lwOJEmSJPUYkwBJkiSpx7gnQBqFQ/afyYpxmsKTJEnaUZwJkCRJknqMSYAkSZLUY0wCJEmSpB7jngBpFNbds5G+RcsmOgxJkjSFjdcrQrfEmQBJkiSpx5gESJIkST3GJECSJEnqMSYBmhKS7Jfk00nuTrIyyU1JTk4yL8nGJKu7fo5v52xux+uT/FOSvVt5X5JNSVYl+VaSW5IsmNALlCRJGkduDNaklyTAF4BPVtVrW9kBwCuAnwM3VNXLhzh1U1XNbe0/CbwF+MtW992qenarOxC4Mkmq6pIdezWSJEkTz5kATQUvBH5VVRcNFFTV96vqglH0cROw/1AVVXU38EfA27YrSkmSpCnCJEBTwbOA27ZQf8yg5UAHdVcmmQa8CFi6hT5uA54+VEWShUlWJFmx+YGNo41dkiRp0jEJ0JST5MNJ1iS5tRXdUFVzu36+28p3T7Ia+BGwH/DVLXU7XEVVLamq/qrqn7bHzLG5CEmSpAlkEqCp4Hbg8IGDqnoLnSf7s0Y4b2BPwAF0bvLfsoW2zwa+tZ1xSpIkTQkmAZoKrgV2S/LmrrI9tvbkqnqAznr/P07yW5vhk/QBHwBGs8dAkiRpyvLtQJr0qqqSvBI4L8mfAj8Bfgn8WWtyTFv2M+B9VfXZQX2sSrIW+C/ADcBBSVYBuwH3AR+qqkt38KVIkiRNCiYBmhKq6ofAa4apHnKhflXtOej4P3Yd7j5GoUmSJE05LgeSJEmSeowzAdIoHLL/TFYsPnGiw5AkSdouzgRIkiRJPcYkQJIkSeoxJgGSJElSj3FPgDQK6+7ZSN+iZRMdhiT1tA3uzZK2mzMBkiRJUo8xCZAkSZJ6jEmAJEmS1GNMAnZSSTYnWd310zdO456T5Kwhyk9P8vqtOP8zSdYmefsox907yRldx09K8tnR9CFJktQr3Bi889pUVXMnOogBVXXRSG2S/BvgOVX11G0YYm/gDOAjbbwfAKdsQz+SJEk7PWcCekiSDUn2bZ/7kyxvn89JcnGS5UnuTvK2rnP+R5K7kny9PaU/q5W/KcmtSdYk+VySPUYY+5yuc5cn+esktyT5dpJjWrOrgf3bzMUxSQ5K8pUkK5PckOTp7fz9kny+jb0myQuAxcBB7dxzk/QlWd/a75bkkiTrkqxKclwrX5DkyjbGd5L8zRh+3ZIkSZOWMwE7r92TrG6fv1dVJ4/Q/unAccBewF1JPgrMBV4FHAbsCtwGrGztr6yqjwMkeR/wB8AFo4jvcVV1ZJITgHcBxwOvAL40MIOR5Brg9Kr6TpLn0nnK/0LgQ8DXqurkJNOAPYFFwMFd5/Z1jfUWoKrqkJZIXJ3kaa1uLvBs4KF23RdU1f/tDjTJQmAhwLQZs0ZxiZIkSZOTScDOa7TLgZZV1UPAQ0nuBfYDjgK+WFUPAg8m+aeu9ge3m/+96dyEXzXK+K5sv1cCfYMrk+wJvAD4xyQDxdPb7xcCrweoqs3AxiS/u4WxjqYlKFV1Z5LvAwNJwDVVtbGNeQdwAPAbSUBVLQGWAEyfPae2+golSZImKZOA3vIIv14Cttuguoe6Pm9m5H8blwKvrKo1SRYA80YZy8B4w421C/Cv47CvYbTXLUmSNOW5J6C3bACOaJ9ftRXtbwT+Y1tTvyfw8q66vYAfJtkVOHVMowSq6hfA95K8GiAdh7Xqa4A3t/JpSWYC97WYhnLDQIxtGdBTgLvGOmZJkqSpwiSgt7wb+GCSFXSeem9RVd0KLAXWAv8bWAdsbNX/A/gmnUThzh0SbefG/Q+SrAFuB05q5f8NOC7JOjrLiZ5ZVT8FbkyyPsm5g/r5CLBLa/+/gAVt6ZMkSVJPSpVLnDW8JHtW1f3t7T/XAwur6raJjmuiTJ89p2afdv5EhyFJPW3D4hMnOgRpSkiysqr6h6pz/bNGsiTJM+nsIfhkLycAkiRJOwtnAqRR6O/vrxUrVkx0GJIkSSPa0kyAewIkSZKkHmMSIEmSJPUYkwBJkiSpx7gxWBqFdfdspG/RsokOQ5IkTWGT4Q1XzgRIkiRJPcYkQJIkSeoxJgGSJElSjzEJ6GFJNidZneT2JGuS/HGSHfJvIsm8JBvbeHcm+cAY99+X5LVdx/1JPjSWY0iSJO0sTAJ626aqmltVzwJeDLwMeNfgRknGagP5DVU1F3g28PIkR41RvwB9wGNJQFWtqKq3jWH/kiRJOw2TAAFQVfcCC4G3pmNBkqVJrgWuaU/yvzTQPsmFSRa0zye0p/srk3you90wY20CVgP7t/NfkuSmJLcl+ccke7bys5PcmmR9kiVJ0sqfmuSf2+zFbUkOAhYDx7SZhrd3x5tknyRfSLI2yc1JDm3l5yS5OMnyJHcnMWmQJEk9wSRAj6mqu4FpwBNb0eHAKVX174c7J8luwMeAl1XVEcCskcZJ8rvAHOD6JPsC7wSOr6rDgRXAH7WmF1bVc6rqYGB34OWt/HLgw1V1GPAC4IfAItpMQ1WdN2jIdwOrqupQ4B3AZV11TwdeChwJvCvJrkPEuzDJiiQrNj+wcaTLkyRJmvRMArQlX62qn43Q5unA3VX1vXb8mS20PSbJGuAe4Kqq+hHwPOCZwI1JVgOnAQe09scl+WaSdcALgWcl2QvYv6o+D1BVD1bVAyPEeDTwqdb+WuAJSWa0umVV9VBV/QtwL7Df4JOraklV9VdV/7Q9Zo4wlCRJ0uTnHwvTY5IcCGymczMM8Muu6kf4zaRxt20Y4oaqenmSfwfcnOQKIHSSjf8yKJbdgI8A/VX1f5Ocs41jjuShrs+b8f8JSZLUA5wJEABJZgEX0VmCU0M0+T7wzCTTk+wNvKiV3wUcmKSvHc8faaw2a7AY+DPgZuCoJE9tcTw+ydP49Q3/v7Q9Aqe0c+8D/l+SV7b205PsAdwH7DXMkDcAp7b284B/qapfjBSnJEnSzsqnnr1t97YEZ1c6T/o/BfzdUA3b0/grgPXA94BVrXxTkjOAryT5JXDrVo59EXAW8HhgAfCZJNNb3Tur6ttJPt7G+9Ggfl8HfCzJe4CHgVcDa4HNbbnRpQPxNecAFydZCzxAZ8mRJElSz8rQD32lrZdkz6q6v72958PAd4bYnLtTmD57Ts0+7fyJDkOSJE1hGxafOC7jJFlZVf1D1bkcSGPhTW1G4XZgJp23BUmSJGmSciZAGoX+/v5asWLFRIchSZI0ImcCJEmSJD3GJECSJEnqMSYBkiRJUo/xFaHSKKy7ZyN9i5ZNdBiSJGkKG6+3A22JMwGSJElSjzEJkCRJknqMSYAkSZLUY6ZcEpBkc5LVSW5PsibJHyfZpdX1J/nQOMdzTpKzhqn7xij6uTTJKWMX2Y6RZEOSfUfR/hVJFg1Td/8I5ybJtUlmjNDuE0meuS3xdfXxgSQvHO15kiRJU9FU3Bi8qarmAiR5IvBpYAbwrqpaAYz5X3JKMq2qNo/2vKp6wVjHMpGSTBvtOVW1FFi6jUOeAKypql+MMMZ/3cb+u10AfBy4dgz6kiRJmtSm3ExAt6q6F1gIvLU9NZ6X5Evw2BP6Tya5Icn3k/ynJH+TZF2SryTZtbV7UZJVrfziJNNb+YYkf53kNuDVSZYn+WCbhVif5MiuUJ7Z6u9O8raBwu4n3Un+rI2xJsniYS7p2CTfaP2c0nXunyS5NcnaJO9uZX1J7mwzCN9OcnmS45PcmOQ7A/GN9ffQQjozyW2t7dNbu32SfKHFeHOSQ1v5giQXts//LslN7bz3dV3f7CTXd323x7SqU4EvDrrey5N8K8lnk+zR6pYn+a2/hpfk95Pc0vr9WJJp7efSNs66JG9v/5a+Dzwhyb8Z5r+NJEnSTmNKJwEAVXU3MA144hDVBwEvBF4B/ANwXVUdAmwCTkyyG3ApML+VPw54c9f5P62qw6vqf7bjPdosxBnAxV3tng68FDgSeNfAjfWAJC8DTgKeW1WHAX8zzOXMBo4GXg4sbue+BJjT+p4LHJHk2Nb+qcDftvGfDry2nX8W8I4d+D38S1UdDny0jQXwbmBVVR3axr5siOv7IPDRNsYPu8pfC1zVvtvDgNWt/ChgZVe73wM+UlXPAH5B57/DkJI8A5gPHNX63UwnqZgL7F9VB7c4Luk67bY25uC+FiZZkWTF5gc2DjekJEnSlDHlk4AR/O+qehhYRydR+EorXwf00bmp/F5VfbuVfxI4tuv8/zWov88AVNX1wIwke7fyZVX1UFX9C3AvsN+g844HLqmqB9r5Pxsm3i9U1aNVdUdXHy9pP6vo3KQ+nU5SQIt9XVU9CtwOXFNV1XV9O+p7uLL9Xtk1ztHAp9r1XUvnqfrgtfxH0b7DgbbNrcAbkpwDHFJV97Xyfbo+A/zfqrqxff6HNuZwXgQcAdyaZHU7PhC4GzgwyQVJ/gOdZGLAvcCTBndUVUuqqr+q+qftMXMLQ0qSJE0NUz4JSHIgnae89w5R/RBAu0l+uN0gAzzK1u2H+OWg4xrm+KGuss1b2fdQuvtJ1++/qqq57eepVfX3Q7R/tOt48PWN9fcwMM62XOvg73AgqToWuAe4NMnrW9UjaZu+hzn3t/rqEuCTXd/b71XVOVX1czqzDcuB04FPdJ2zG53ZEUmSpJ3alE4CkswCLgIu7LqxHY27gL4kT23HrwO+toX289u4RwMbq2pr14Z8lc6T7oE17PuMIsargDcm2bOdu386G6LH0mi/h6HcQGe5DUnm0VkyNHhD743Aa9rnUwcKkxwA/LiqPk7npvzwrrgO7Dr/KUme3z6/Fvj6FuK5Bjhl4LtqexYOSOfNQbtU1ec/D8GmAAAgAElEQVSAd3aNBfA0YP1WXKskSdKUNhXfDrR7W96xK/AInWUlf7ctHVXVg0neAPxjksfRWZZy0RZOeTDJqjb2G0cxzleSzAVWJPkV8GV+c83+ls69uq1vvykJwP3A79N5Cj8mtuF7GMo5wMVJ1gIPAKcN0ea/AZ9O8me0Db/NPOBPkjxM5/oGZgKWtbr/rx3fBbwlycXAHXT2JAx3TXckeSdwdZtNeBh4C50n/Zd0zTD8OUDbx/FUdsDbpSRJkiabbNsD9N6TZDlwVnsNqcZBktnAZVX14iR9wJeq6uAdNNbJwOFV9T+21G767Dk1+7Tzd0QIkiSpR2xYfOK4jJNkZVX91hsUYYovB9LOrap+CHx8iA3GO8Lj6LxpSZIkaac3FZcDTYiqmjfRMfSiqrqiffwFsENmAdo4/7ij+pYkSZpsTAKkUThk/5msGKcpPEmSpB3F5UCSJElSjzEJkCRJknqMy4GkUVh3z0b6Fi2b6DAkSdIUNl5vB9oSZwIkSZKkHmMSIEmSJPUYkwBJkiSpx5gEaIdJsjnJ6iS3J1mT5I+T7NLq+pN8aITzFyS5cJRjvmN7YpYkSeoFJgHakTZV1dyqehbwYuBlwLsAqmpFVb1tB4xpEiBJkjQCkwCNi6q6F1gIvDUd85J8CSDJkUluSrIqyTeS/F7XqU9OsjzJd5K8a6Awye8nuaXNNHwsybQki4HdW9nlW2g3LcmlSdYnWZfk7eP5XUiSJE00XxGqcVNVdyeZBjxxUNWdwDFV9UiS44H3A69qdUcCBwMPALcmWQb8EpgPHFVVDyf5CHBqVS1K8taqmguQ5BlDtQNuB/avqoNbu723FHeShXQSGKbNmLWd34IkSdLEMwnQZDAT+GSSOUABu3bVfbWqfgqQ5ErgaOAR4Ag6SQHA7sC9Q/T7omHa/RNwYJILgGXA1VsKrqqWAEsAps+eU9t2iZIkSZOHSYDGTZIDgc10bsSf0VX1XuC6qjo5SR+wvKtu8E13AQE+WVV/PtKQw7VLchjwUuB04D8Db9zqC5EkSZri3BOgcZFkFnARcGFVDb6xnwnc0z4vGFT34iT7JNkdeCVwI3ANcEqSJ7a+90lyQGv/cJKBmYQh2yXZF9ilqj4HvBM4fMwuVJIkaQpwJkA70u5JVtNZ3vMI8Cng74Zo9zd0lgO9k87ynG63AJ8D/i3wD1W1AqC1vbq9cvRh4C3A9+ks21mb5LaqOnWYdpuASwZeVwqMNKMgSZK0U8lvP5SVNJzps+fU7NPOn+gwJEnSFLZh8YnjMk6SlVXVP1Sdy4EkSZKkHmMSIEmSJPUY9wRIo3DI/jNZMU5TeJIkSTuKMwGSJElSjzEJkCRJknqMy4GkUVh3z0b6Fg1+i6kkSdLWG6+3A22JMwGSJElSjzEJkCRJknqMSYAkSZLUY9wToAmTZDOwDtgVeAS4DDivqh6d0MAkSZJ2ciYBmkibqmouQJInAp8GZgDvmtCoJEmSdnIuB9KkUFX3AguBt6ZjWpJzk9yaZG2SPwRIMi/J8iSfTXJnksuTpNWd0MpWJvlQki+18nOSnDUwVpL1Sfra599PckuS1Uk+lmTaeF+7JEnSeDMJ0KRRVXcD04AnAn8AbKyq5wDPAd6U5N+1ps8G/jvwTOBA4KgkuwEfA15WVUcAs0YaL8kzgPnAUW1GYjNw6thelSRJ0uTjciBNVi8BDk1ySjueCcwBfgXcUlX/DyDJaqAPuB+4u6q+19p/hs7Mwpa8CDgCuLVNJuwO3Du4UZKFA31NmzFibiFJkjTpmQRo0khyIJ2n8fcCAc6sqqsGtZkHPNRVtJmR/x0/wm/Oeu020B3wyar68y2dXFVLgCUA02fPqRHGkiRJmvRcDqRJIcks4CLgwqoq4CrgzUl2bfVPS/L4LXRxF3DgwFp/Ost8BmwADm/9HA4MLCu6BjilbUomyT5JDhiTC5IkSZrEnAnQRNq9LecZeEXop4C/a3WfoLPM57a28fcnwCuH66iqNiU5A/hKkl8Ct3ZVfw54fZLbgW8C327n3JHkncDVSXYBHgbeAnx/7C5RkiRp8knnoas09SXZs6rub0nDh4HvVNV5YznG9NlzavZp549ll5IkqcdsWHziuIyTZGVV9Q9V53Ig7Uze1GYWbqezkfhjExyPJEnSpORyIO002lP/MX3yL0mStDMyCZBG4ZD9Z7JinKbwJEmSdhSXA0mSJEk9xiRAkiRJ6jEmAZIkSVKPcU+ANArr7tlI36JlEx2GJEmawsbrFaFb4kyAJEmS1GNMAiRJkqQeYxIgSZIk9RiTAJHk3yT5n0m+m2Rlki8nedpEx7W1krwsyYokdyRZleRvR2h/TpKzhijvS7J+x0UqSZI0ObgxuMclCfB54JNV9ZpWdhiwH/DtiYxtayQ5GLgQOLGq7kwyDVg4wWFJkiRNas4E6Djg4aq6aKCgqtZU1Q3pODfJ+iTrkswHSDIvydeSfDHJ3UkWJzk1yS2t3UGt3aVJPprk5tZuXpKLk3wryaUD4yX5L+289Un+uqv8/iR/mWRN62O/IeL/U+Avq+rOFvvmqvpoO78vybVJ1ia5JslTBp+c5IjW/xrgLWPyjUqSJE1yJgE6GFg5TN1/AuYChwHHA+cmmd3qDuP/b+/ew+wq67v/vz8GnkAAQxEeDZQyHqAUCQQY8FBQQGpVbMGKhWjlIAWpj1ix2KJWpVYrlv4KxWoRKaJIjQdEKSiiHOSgARLICRCtkMcHtIgcUhFBCN/fH/se2I6TOQQyk539fl1Xrllr3afv2msP7O+677UHjgF+D3gjsF1V7QGcCRzb1cdvAS8CjgMuAE4Bng/MTjInyZbAR4B921i7Jzmwtd0ImF9VOwNXAkdNMP6P0pnh2Ak4FzhthDqfAo5tY4woydFtudGClQ+uWFU1SZKknmESoNHsCXyu3V2/C/g2sHsru76qflJVDwM/BC5px5cCA119/GdVVTt+V1UtrarHgJtavd2BK6rq7qp6lM6H9Ze0tr8CLmzbC4f1Ox4vAv6jbZ/TzudxSTYFNq2qK7vq/IaqOqOqBqtqcNqMmRMMQZIkae1jEqCbgN1Wo93DXduPde0/xq8/a/LwCHVGqjeSR1oCAbByFfVXN35JkqS+ZRKgy4DpSR5/mDbJTkn2Aq4CDk4yLckWdO7QX/cUj38d8NIkm7eHeufSmXEYr5OBdw99m1GSpyU5ppV9Bzikbb+Bzvk8rqruB+5PsmdXHUmSpHWeSUCfa3faXwPs174i9Cbgw8B/0/nWoCXAYjrJwl9X1X8/xeP/BDgBuLyNs7CqvjqB9kuAtwOfS3ILsAx4Tis+FjgiyRI6zy385QhdHAF8LMkiIKt9IpIkST0kT6y2kDSW6bO2rVmHnTrVYUiSpB62/KT9J2WcJAuranCkMmcCJEmSpD7jHwuTJmD2VjNZMEnZuyRJ0priTIAkSZLUZ0wCJEmSpD5jEiBJkiT1GZ8JkCZg6Z0rGDjhoqkOQ5Ik9bDJ+nag0TgTIEmSJPUZkwBJkiSpz5gESJIkSX3GJGAtleRZSeYl+WGShUm+lmS7JHsnuXANjXlMkkOfZB9nJzloAvUHkixbzbHevTrtWtsPJNlvddtLkiT1Mh8MXgslCXA+8OmqOqQd2xl45gT6mFZVKycyblWdPqFAp967gX9YnYZV9b6nOBZJkqSe4UzA2mkf4JHuD+VVtbiqrmq7Gyf5UpLvJTm3JQ0kWZ7kI0luAF6XZG6SpUmWJfnIUF9JHkjyoSSLk8xP8sx2/MQkx7ft5yX5VqtzQ5LnDg8yyaFJlrQ653QVvSTJd5LcNjQrkI6TWyxLkxw8Qn/TWp3rW79vbsdnJbkyyaLWfq8kJwEbtmPntnpfabMmNyU5uqvPs7vGPa4dP7srtpOS3NzG/KfVvGaSJEk9w5mAtdOOwMJRyncBng/8GLgG+H3g6lZ2T1XtmmRLYD6wG3AfcEmSA6vqK8BGwPyqek+SfwSOAj44bIxzgZOq6vwkGzAsYUzyfOBvgRdX1c+SbNZVPAvYE9geuAD4EvAnwBxgZ2Bz4PokVw4b80hgRVXtnmQ6cE2SS1rbb1TVh5JMA2ZU1VVJ3lpVc7rav6mq7k2yYev/PGAA2KqqdmxxbzrsPJ4BvAbYvqpqeHmrczRwNMC0p28xvFiSJKnnOBPQm66rqjuq6jFgEZ0PukM+337uDlxRVXdX1aN0PtS/pJX9Chh6rmDhsPYk2YTOB+fzAarqoap6cFgM+wJfrKqftTr3dpV9paoeq6qbeWIJ057A56pqZVXdBXy7xdjt5cChSRYB1wLPALYFrgeOSHIiMLuqfr6K1+VtSRbTSX62bm1vA56T5KNJXgH8z7A2K4CHgH9P8ifA8POkqs6oqsGqGpw2Y+YqhpYkSeodJgFrp5vo3MFflYe7tlfy6zM6vxhH/49UVa2i/VOhO75MoF2AY6tqTvv37Kq6pKqupJPA3AmcPdLDy0n2BvYDXlRVOwM3AhtU1X10Zh+uAI4Bzuxu1xKkPejMVrwauHgC8UqSJPUkk4C102XA9KF17QBJdkqy1wT6uA54aZLN2xKauXTuvo+p3Wm/I8mBbezpSWaMEOPr2nIahi0HGslVwMFtjf4WdD7UXzeszjeAv0iyfutzuyQbJdkGuKuqPknnQ/yurf4jQ3WBmcB9VfVgku2BF7Y+NgeeVlXn0Vm+tGvXeCTZGJhZVV8DjqOTMEiSJK3TfCZgLdTWpr8GODXJ39BZrrIceDuw1Tj7+EmSE4DL6dxhv6iqvjqBMN4IfCLJB4BHgNfRWVoz1P9NST4EfDvJSjp33g8fpb/zgRcBi4EC/rqq/jvJQFedM+ksTbqhPex8N3AgsDfwziSPAA8AQzMBZwBL2oPQbwKOSXILcCudJUHQeb0+lWQo4X3XsLg2Ab7annsI8I5RXxVJkqR1QJ5YFSJpLNNnbVuzDjt1qsOQJEk9bPlJ+0/KOEkWVtXgSGUuB5IkSZL6jMuBpAmYvdVMFkxS9i5JkrSmOBMgSZIk9RmTAEmSJKnPmARIkiRJfcZnAqQJWHrnCgZOuGiqw5CkvjZZ36wircucCZAkSZL6jEmAJEmS1GdMAiRJkqQ+YxKgcUnyrCTzkvwwycIkX0uyXZK9k1y4ijZnJtlhlD5PTHL8motakiRJI/HBYI0pSYDzgU9X1SHt2M7AM0drV1V/PgnhSZIkaYKcCdB47AM8UlWnDx2oqsVVdVXb3TjJl5J8L8m5LWkgyRVJBtv2K5LckGRxkkuHD5DkqCRfT7Jhkj9Lcl2SRUk+kWRaq/NAkg+1PuYn+Y0kpM0unJPku0l+kOSodjxJTk6yLMnSJAe34/+S5H1t+w+TXJnE3wtJkrRO88OOxmNHYOEo5bsAbwd2AJ4D/H53YZItgE8Cr62qnYHXDSt/K/Bq4EBgADgY+P2qmgOsBN7Qqm4EzG99XAkctYp4dgL2BV4EvC/JlsCfAHOAnYH9gJOTzALeBRycZB/gNOCIqnpsWHxHJ1mQZMHKB1eM8jJIkiT1BpMAPRWuq6o72ofnRXQ+yHd7IXBlVd0OUFX3dpUdCrwSOKiqHgZeBuwGXJ9kUdt/Tqv7K2Do+YOFI4wz5KtV9cuq+hlwObAHsCfwuapaWVV3Ad8Gdq+qB+kkE98E/rWqfji8s6o6o6oGq2pw2oyZ43tFJEmS1mI+E6DxuAk4aJTyh7u2VzKx99VSOnfofxu4HQidZw/eNULdR6qqxjFOjbE/3GzgHmDLcUUsSZLU45wJ0HhcBkxPcvTQgSQ7JdlrnO3nAy9J8uzWdrOushuBNwMXtGU7lwIHJfnfQ3WTbDPBeA9IskGSZwB7A9cDV9FZ9jOtLU96CXBd6/uv6CxpemWSF0xwLEmSpJ5jEqAxtbvvrwH2a18RehPwYeC/x9n+buBo4MtJFgOfH1Z+NXA8cBHwU+BvgUuSLKGzTGfWBENeQmcZ0Hzg76vqx3S+3WgJsJhOUvPXwF3AvwPHtzpHAmcm2WCC40mSJPWUPLG6Qup9SU4EHqiqf1oT/U+ftW3NOuzUNdG1JGmclp+0/1SHIPWEJAuranCkMmcCJEmSpD7jTIA0AYODg7VgwYKpDkOSJGlMzgRIkiRJepxJgCRJktRnTAIkSZKkPuMfC5MmYOmdKxg44aKpDkOSJPWwteEbrpwJkCRJkvqMSYAkSZLUZ0wCJEmSpD5jEjDFkjwrybwkP0yyMMnXkmz3FPX9ndVsd2KS45+KGFZXkoEky8aoc3iSf12NvgeTnLb60UmSJPU2HwyeQkkCnA98uqoOacd2Bp4JfH+c7VNVj41UXlUvfgrDXWdU1QLAv/glSZL6ljMBU2sf4JGqOn3oQFUtrqqrAJK8M8n1SZYk+bt2bCDJrUk+AywD3pvk5KH23XfHkzzQdfxvkixNsjjJSe3YUa3/xUnOSzJjtGCTvC7Jslb/yq7xvprkiiQ/SPL+rvrvaPWXJXl7V/y3JPlkkpuSXJJkw1a2W+t7MfB/uvq5Msmcrv2rW7LUHdtAksvaa3Vpkt8ZJea9k1zYtl+aZFH7d2OSTca+bJIkSb3NJGBq7QgsHKkgycuBbYE9gDnAbkle0oq3BT5eVc8HPg68pqvpwcC8YX29EjgAeEFV7Qz8Yyv6clXt3o7dAhw5RrzvA/6w1f/jruN7AK8FdgJe15bb7AYcAbwAeCFwVJJduuL/WIv//tYW4FPAsa3/bv8OHN7OZTtgg6paPKzOR+nMqOwEnAsMLfdZVcxDjgf+T1XNAfYCfjm8QpKjkyxIsmDlgytW8dJIkiT1DpOAtdfL278bgRuA7el8eAb4v1U1H6Cq7gZuS/LCJM9o9a4Z1td+wKeq6sHW5t52fMckVyVZCrwBeP4YMV0DnJ3kKGBa1/FvVtU9VfVL4MvAnu3f+VX1i6p6oB3fq9W/vaoWte2FwECSTYFNq+rKdvycrv6/CLw6yfrAm4CzR4jtRcB/dLXdc4yYu8/pn5O8rY3/6PAKVXVGVQ1W1eC0GTNH6EKSJKm3+EzA1LoJOGgVZQE+XFWf+LWDyQDwi2F15wF/CnyPzgfvGuf4ZwMHVtXiJIcDe49WuaqOSfICYH9gYbvbDzB8vLHGf7hreyWw4RjjPpjkm3RmM/4U2G20+uOMeaj8pCQXAa8Crknyh1X1vfH2L0mS1IucCZhalwHTkxw9dCDJTkn2Ar4BvCnJxu34Vkn+9yr6OZ/OB+S5DFsK1HwTOGJozX+SzdrxTYCftDvsbxgr2CTPraprq+p9wN3A1q3oD5Js1tb2H0jn7vpVwIFJZiTZiM6SpatW1XdV3Q/cn2ToDv7weM6ks8Tn+qq6b4QuvgMc0tV26LmKVcXcfU5Lq+ojwPV0ZlIkSZLWac4ETKGqqiSvAU5N8jfAQ8By4O1V9YMkvwd8t/MlQDwA/BmdO+fD+7kvyS3ADlV13QjlF7cHaxck+RXwNeDdwHuBa+l8OL6WTlIwmpOTbEtnluJSYDGd5xWuA84Dfhv4bPv2HZKc3coAzqyqG9tMxqocAZyVpIBLhp3DwiT/Q+e5gZEcC3wqyTvb+RwxSswv7Wr39iT7AI/RmZn5+mgvgCRJ0rog4185Iv2mtoxosKreuobH2RK4Ath+VV+JOhmmz9q2Zh126lQNL0mS1gHLT9p/UsZJsrCqBkcqczmQ1npJDqUzU/GeqUwAJEmS1hUuB9KTUlVnM/K39TyVY3wG+MyaHEOSJKmfmARIEzB7q5ksmKQpPEmSpDXF5UCSJElSnzEJkCRJkvqMy4GkCVh65woGTrhoqsOQJEk9bLK+HWg0zgRIkiRJfcYkQJIkSeozJgGSJElSnzEJ6FFJViZZlGRxkhuSvHgNj3dikuNXUfadcbR/YJSyA5NUku3H0c+7u7YHkiwbq40kSZJ+nUlA7/plVc2pqp2BdwEfHl4hyaQ8+F1VTzYBmQtc3X6O5d1jV5EkSdJoTALWDU8H7gNIsneSq5JcANycZIMkn0qyNMmNSfZp9Q5P8uUkFyf5QZJ/HOosySva7MLiJJd2jbNDkiuS3JbkbV31H2g/N05yaWu7NMkBYwWeZGNgT+BI4JCu47OSXNlmO5Yl2SvJScCG7di5req0JJ9MclOSS5Js2NpfkeSUJAuS3JJk93a+P0jywa5xvpJkYWt/9ERfeEmSpF7kV4T2rg2TLAI2AGYB+3aV7QrsWFW3J/kroKpqdltuc0mS7Vq9OcAuwMPArUk+CjwEfBJ4SWu/WVe/2wP7AJu0+v9WVY90lT8EvKaq/ifJ5sD8JBdUVY1yHgcAF1fV95Pck2S3qloIvB74RlV9KMk0YEZVXZXkrVU1BzrLgYBtgblVdVSSLwCvBT7b+v5VVQ0m+Uvgq8BuwL3AD5OcUlX3AG+qqntb8nB9kvPa8ce15OBogGlP32KUU5EkSeoNzgT0rqHlQNsDrwA+kySt7Lqqur1t70n7UFxV3wP+LzCUBFxaVSuq6iHgZmAb4IXAlUPtq+rerjEvqqqHq+pnwE+BZw6LKcA/JFkCfAvYaoQ6w80F5rXteTyxJOh64IgkJwKzq+rnq2h/e1UtatsLgYGusgvaz6XATVX1k6p6GLgN2LqVvS3JYmB+O7bt8AGq6oyqGqyqwWkzZo5xOpIkSWs/ZwLWAVX13Xbnfeg29S/G2fThru2VjP1+GKv+G1oMu1XVI0mW05mpGFGbZdgXmJ2kgGlAJXlnVV2Z5CXA/sDZSf65qj4zjpg2HKHssWH1HgPWS7I3sB/woqp6MMkVo8UrSZK0rnAmYB3QlvlMA+4ZofgqOh/OacuAfge4dZTu5gMvSfLs1mazUeoONxP4aUsA9qEzszCag4Bzqmqbqhqoqq2B24G9kmwD3FVVnwTOpLPECeCRJOtPIKax4r2vJQDb05kFkSRJWuc5E9C7hp4JgM4ynMOqauUTK4Ie93Hg35IsBR4FDq+qh0eoB0BV3d3WwH85ydPoLPv5g3HGdC7wn22sBcD3xqg/F/jIsGPntePzgXcmeQR4ADi0lZ8BLElyA/Cecca1KhcDxyS5hU5iNP9J9idJktQTMvozm5K6TZ+1bc067NSpDkOSJPWw5SftPynjJFlYVYMjlbkcSJIkSeozJgGSJElSn/GZAGkCZm81kwWTNIUnSZK0pjgTIEmSJPUZkwBJkiSpz7gcSJqApXeuYOCEi6Y6DEmS1MMm69uBRuNMgCRJktRnTAIkSZKkPmMSIEmSJPUZkwBNmSQHJqkk26+ifNMkb+na3zvJhePs+wNJ9mvbb08yo6vsa0k2fbLxS5Ik9SqTAE2lucDV7eevSbIesCnwluFlY0kyrareV1XfaofeDjyeBFTVq6rq/tULWZIkqfeZBGhKJNkY2BM4EjikHds7yVVJLgBuBk4CnptkUZKTW9ONk3wpyfeSnJskre3yJB9JcgPwuiRnJzkoyduALYHLk1zeVXfzJBsluSjJ4iTLkhw8ua+CJEnS1PArQjVVDgAurqrvJ7knyW7t+K7AjlV1e5KBtj0HOkkCsAvwfODHwDXA79OZTQC4p6p2bXVfAVBVpyV5B7BPVf1sWAyvAH5cVfu3NjPXyJlKkiStZZwJ0FSZC8xr2/N4YknQdVV1+yjtrquqO6rqMWARMNBV9vkJxrAU+IM2g7BXVa0YqVKSo5MsSLJg5YMjVpEkSeopzgRo0iXZDNgXmJ2kgGlAARcBvxij+cNd2yv59ffwWG1/TZuF2BV4FfDBJJdW1QdGqHcGcAbA9Fnb1kTGkCRJWhs5E6CpcBBwTlVtU1UDVbU1cDuw17B6Pwc2eQrGG7GfJFsCD1bVZ4GT6SxFkiRJWueZBGgqzAXOH3bsPIZ9S1BV3QNc0x7aPZnVdwZw8dCDwV1mA9clWQS8H/jgkxhDkiSpZ6TK1Q3SeE2ftW3NOuzUqQ5DkiT1sOUn7T8p4yRZWFWDI5U5EyBJkiT1GZMASZIkqc/47UDSBMzeaiYLJmkKT5IkaU1xJkCSJEnqMyYBkiRJUp8xCZAkSZL6jM8ESBOw9M4VDJxw0VSHIUmSethkfUXoaJwJkCRJkvqMSYAkSZLUZ0wCJEmSpD5jEqC1SpIDk1SS7dv+QJJlbXvvJBdObYSSJEm9zyRAa5u5wNXt55OSxAffJUmSRmASoLVGko2BPYEjgUPGqLtRkrOSXJfkxiQHtOOHJ7kgyWXApUlmJPlCkpuTnJ/k2iSDSd6U5NSu/o5KcsqaPD9JkqS1hUmA1iYHABdX1feBe5LsNkrd9wCXVdUewD7AyUk2amW7AgdV1UuBtwD3VdUOwHuBoT6/APxRkvXb/hHAWSMNlOToJAuSLFj54Ionc36SJElrBZMArU3mAvPa9jxGXxL0cuCEJIuAK4ANgN9pZd+sqnvb9p5DfVbVMmBJ234AuAx4dXv+YP2qWjrSQFV1RlUNVtXgtBkzV/fcJEmS1hqumdZaIclmwL7A7CQFTAMK+NiqmgCvrapbh/XzAuAX4xz2TODdwPeAT61O3JIkSb3ImQCtLQ4CzqmqbapqoKq2Bm4Htl5F/W8AxyYJQJJdVlHvGuBPW50dgNlDBVV1bev/9cDnnpKzkCRJ6gEmAVpbzAXOH3bsPOBdq6j/98D6wJIkN7X9kXwc2CLJzcAHgZuA7oX9XwCuqar7VjdwSZKkXpOqmuoYpDUmyTQ66/0fSvJc4FvA71bVr1r5hcApVXXpePqbPmvbmnXYqWNXlCRJWoXlJ+0/KeMkWVhVgyOV+UyA1nUzgMvbtwAFeEtV/SrJpsB1wOLxJgCSJEnrCmcCpAkYHBysBQsWTHUYkiRJYxptJsBnAiRJkqQ+YxIgSZIk9RmTAEmSJKnP+GCwNAFL71zBwAkXTXUYkiSph03WtwONxpkASZIkqc+YBEiSJEl9xiRAkiRJ6jMmAT0myYFJKsn2XccGkixbzf6WJ9l8AvUPT/KvbfuYJIeOs91qxziB2AaSvL5rfzDJaUgpKA0AABQKSURBVG177yQv7iobd+ySJEnrGh8M7j1zgavbz/dPZSBVdfpUjj+CAeD1wH8AVNUCYOgve+0NPAB8p5WtbbFLkiRNGmcCekiSjYE9gSOBQ1ZRZ1qSf0qyLMmSJMe24y9LcmOSpUnOSjK9q9mxSW5oZdu3+psl+UrrY36SnUYY68Qkx7ft5yX5VpLFra/njhDetCSfTHJTkkuSbNjaPjfJxUkWJrmqK4azk5yeZEGS7yd5dTs+0Ord0P4N3eE/CdgryaIkx7W7/xcmGQCOAY5rZXsNi/1tSW5u5zpvQhdFkiSpB5kE9JYDgIur6vvAPUl2G6HO0XTuiM+pqp2Ac5NsAJwNHFxVs+nMAP1FV5ufVdWuwL8Bx7djfwfc2Pp4N/CZMWI7F/hYVe0MvBj4yQh1tm11ng/cD7y2HT8DOLaqdmvjf7yrzQCwB7A/cHo7l58Cf9BiPhg4rdU9AbiqquZU1SlDHVTVcuB04JRWdtWwuE4AdmnneszwoJMc3RKRBSsfXDHGyyBJkrT2MwnoLXOBoTvV89r+cPsBn6iqRwGq6l7gd4HbW/IA8GngJV1tvtx+LqTzoRs6Mw7ntD4uA56R5OkjBZVkE2Crqjq/1X+oqh4coertVbWoe6w2u/Fi4ItJFgGfAGZ1tflCVT1WVT8AbgO2B9YHPplkKfBFYIeR4pqAJXSSpT8DHh1eWFVnVNVgVQ1OmzHzSQ4lSZI09XwmoEck2QzYF5idpIBpQCV551PQ/cPt50rW7Hvi4a7tlcCGdBLR+6tqzira1Aj7xwF3ATu39g89ybj2p5MU/RHwniSzh5IoSZKkdZEzAb3jIOCcqtqmqgaqamvgdmCvYfW+Cbw5yXrwePJwK5277s9rdd4IfHuM8a4C3tD62JvOkqH/GaliVf0cuCPJga3+9CQzxnNSrc/bk7yutU2SnbuqvC7J09ozBs9p5zIT+ElVPdbOZVqr+3Ngk1UMNWJZkqcBW1fV5cDftL43Hk/skiRJvcokoHfMBc4fduw8fnNJ0JnAj4AlSRYDr6+qh4Aj6Cy5WQo8RmeN/GhOBHZLsoTOA7eHjVH/jcDbWv3vAM8ao363NwBHtnhvovPsw5AfAdcBXweOaefyceCwVn974Bet7hJgZXs4+bhhY/wn8JqhB4O7jk8DPttelxuB06rq/gnELkmS1HNSNXy1hbR2SHI2cGFVfWmqYxkyfda2NeuwU6c6DEmS1MOWn7T/pIyTZGFVDY5U5kyAJEmS1GecCZAmYHBwsBYsWDB2RUmSpCnmTIAkSZKkx5kESJIkSX3GJECSJEnqM/6xMGkClt65goETLprqMCRJUg+brG8HGo0zAZIkSVKfMQmQJEmS+oxJgCRJktRnTALUs5IcmKSSbD/VsUiSJPUSkwD1srnA1e2nJEmSxskkQD0pycbAnsCRwCHt2LQk/5RkWZIlSY5tx5cn+bskNyRZOjRzkGSjJGcluS7JjUkOmLITkiRJmkR+Rah61QHAxVX1/ST3JNkN2AMYAOZU1aNJNuuq/7Oq2jXJW4DjgT8H3gNcVlVvSrIpcF2Sb1XVL7oHSnI0cDTAtKdvsebPTJIkaQ1zJkC9ai4wr23Pa/v7AZ+oqkcBqurervpfbj8X0kkUAF4OnJBkEXAFsAHwO8MHqqozqmqwqganzZj5FJ+GJEnS5HMmQD2n3eHfF5idpIBpQAHXj9Ls4fZzJU+87wO8tqpuXVOxSpIkrY2cCVAvOgg4p6q2qaqBqtoauB1YDLw5yXrweLIwmm8AxyZJq7/LmgxakiRpbWESoF40Fzh/2LHzgFnAj4AlSRYDrx+jn78H1m/1b2r7kiRJ6zyXA6nnVNU+Ixw7rWv3HcPKBrq2FwB7t+1fAm9eI0FKkiStxZwJkCRJkvqMMwHSBMzeaiYLTtp/qsOQJEl6UpwJkCRJkvqMSYAkSZLUZ0wCJEmSpD7jMwHSBCy9cwUDJ1w01WFIkqQetnwteL7QmQBJkiSpz5gESJIkSX3GJECSJEnqMyYB6mlJDkxSSbZv+wNJlrXtvZOsSHJjkluTXJnk1V1tfzfJFUkWJbklyRlTdR6SJEmTyQeD1evmAle3n+8fofyqqno1QJI5wFeS/LKqLgVOA06pqq+28tmTFLMkSdKUciZAPSvJxsCewJHAIWPVr6pFwAeAt7ZDs4A7usqXroEwJUmS1jomAeplBwAXV9X3gXuS7DaONjcA27ftU4DLknw9yXFJNh2pQZKjkyxIsmDlgyuemsglSZKmkEmAetlcYF7bntf2x5Khjar6FPB7wBeBvYH5SaYPb1BVZ1TVYFUNTpsx80kHLUmSNNV8JkA9KclmwL7A7CQFTAMK+NgYTXcBbhnaqaofA2cBZ7UHincEFq6RoCVJktYSzgSoVx0EnFNV21TVQFVtDdwObL2qBkl2At5LSxSSvCLJ+m37WcAzgDvXeOSSJElTzJkA9aq5wEeGHTsPeNewY3sluRGYAfwUeFv7ZiCAlwP/kuShtv/OqvrvNRWwJEnS2sIkQD2pqvYZ4dhpdL72c2j/CmCVi/ir6h3AO9ZEfJIkSWszlwNJkiRJfcYkQJIkSeozLgeSJmD2VjNZcNL+Ux2GJEnSk+JMgCRJktRnTAIkSZKkPuNyIGkClt65goETLprqMCRJUg9bvhYsLXYmQJIkSeozJgGSJElSnzEJkCRJkvrMmElAkg2TfDvJtCc7WJJNk7yla3/LJF96Ev19K8lvraJseZKlSZYkuSTJs1Z3nKmQ5MQkx49R5/AkdydZlOTmJEetxjjHJDm0q78tu8rOTLLDxKMfM+Z/HXZsIMkdSZ427PiiJC8YZ79P6XtLkiRpXTaemYA3AV+uqpVPZqAk6wGbAo9/UKuqH1fVQU+i23O6+xvBPlW1E7AAePcE4uwln6+qOcDewD8keeZEGlfV6VX1mbZ7OLBlV9mfV9XNT1Wgo8SwHPgRsNfQsSTbA5tU1bVjtV9D7y1JkqR11niSgDcAXwVIMi/J448zJzk7yUFJpiU5Ocn17c77m1v53kmuSnIBcDNwEvDcdof35HYHeFmrOyPJF9od7fOTXJtksJXNbXf1lyX5SFdsFwBzx3EOVwLPS7JHku8muTHJd5L8buv/8CQXJLkMuDTJZkm+0s5lfpKdkjwtyQ+SbNHaPC3JfyXZor0O/9bq3tbO+6wktyQ5u9Wf1uota+dyXDt+VHvdFic5L8mMcZzPb6iqnwI/BLZJ8rJ2jktbHNPbWCe113dJkn9qx05McnySg4BB4Nx2fTZMcsVY1yDJA0k+1OKfP5SEJPmjdg1vbDM2YyUnnwMO6do/BJg3he8tSZKkddaoSUCS/wU8p92pBfg88KddZS8DLgKOBFZU1e7A7sBRSZ7d2uwK/GVVbQecAPywquZU1TuHDfcW4L6q2gF4L7BbG2dL4CPAvsAcYPckBwJU1X3A9CTPGOM8Xw0sBb4H7FVVuwDvA/6hq86uwEFV9VLg74Ab2yzCu4HPVNVjwGfpJEUA+wGLq+rutv9bwIuA4+gkJ6cAzwdmJ5nTYt+qqnasqtnAp1q7L1fV7lW1M3BLey0nLMlzgOcAdwBnAwe3cdYD/qK9Rq8Bnt/O64Pd7avqS3RmTN7Qrs8vu/pe5TUANgLmt/ivBIaWJF0NvLC91vOAvx7jFL4AHJgnZmIOppMYTMl7q1uSo5MsSLJg5YMrxjgNSZKktd9YMwGbA/d37X8d2KfdWX4lcGX7sPhy4NAki4BrgWcA27Y211XV7eOIZU86HxapqmXAknZ8d+CKqrq7qh4FzgVe0tXup3QtYRnm8hbT04EPAzOBL7Y7xEMf0od8s6ru7YrlnBbLZcAzkjwdOAs4tNV5E098kAf4z6oqOsnGXVW1tCUONwEDwG3Ac5J8NMkrgP9p7XZsd7SX0kkwumMaj4PbOX4OeDOwBXB7VX2/lX+azuu1AngI+PckfwI8OIExRrsGvwIubNsL27kC/DbwjXZe7xzrvKrqLmAZ8LKWND3a3gdT+d4aiu2MqhqsqsFpM2aOYzhJkqS121hJwC+BDYZ2quoh4ArgD+ncqf18KwpwbLsLO6eqnl1Vl7SyXzy1If+GDVqcI9mnxXNoVd0P/D1weVXtCPwRXec2njir6v8BdyXZF9iDTlI05OH287Gu7aH99dqsxc50Xr9jgDNb+dnAW9td+78bFtN4fL6d4wuq6vxRYn+0xfwlOjMjF09wnFV5pCU/ACt54g/QfRT413Zeb2Z85zW0JOiQtg1T+96SJElaJ42aBLQPrtOSdH+A+zxwBJ2HOIc+SH6DzpKT9QGSbJdkoxG6/DmwySqGu4YnlhrtAMxux68DXppk83S+oWgu8O1WL8CzgOWjnUeXmcCdbfvwUepdRVv2k2Rv4GdVNXTn/kw6y4K+OJGHpZNsDjytqs4D/pbOUhbovB4/aa/dG1bVfgJuBQaSPK/tvxH4dpKNgZlV9TU6S5Z2HqHtqq7PKq/BKLpf68PGGfuXgVfRSTDntWNT8t6SJElal43nweBL6Cyn6N5/KfCtqvpVO3YmnYczb2hLbT7BE3eEH1dV9wDXtIcwTx5W/HFgiyQ301mvfhOdteA/obPe+3JgMbCwqr7a2uxGZz36o+M4D4B/BD6c5MaR4utyIrBbkiV0Hjjt/hB7AbAxv74UaDy2Aq5oy1o+C7yrHX8vnWUu19B5ZuFJabM1R9BZ9rSUzkzE6XQ+IF/Yzulq4B0jND8bOH3oweCuPke7BqtyYothIfCzccZ+P/BdOsupbmuHp+q9JUmStM7KEys5VlEh2RU4rqreuEYD6dyJXb+qHkryXOBbwO92JRojtfkX4IKqunRNxjZszEHglKraa8zKWiuszntrVabP2rZmHXbqUx6jJEnqH8tP2n/sSk+BJAuranCksjG/E7+qbkhyeZJpT/ZvBYxhBp0Hedensw78LeP4kLZskhOAE4C/4KlZtqPJszrvLUmSpHXWuP4wVlWdtaYDqaqf0/me+om0+eQaCmdV451EZ3mQesjqvLckSZLWZb3213GlKTV7q5ksmKQpPEmSpDVlPA8GS5IkSVqHmARIkiRJfcYkQJIkSeozJgGSJElSnzEJkCRJkvqMSYAkSZLUZ0wCJEmSpD5jEiBJkiT1GZMASZIkqc+YBEiSJEl9xiRAkiRJ6jMmAZIkSVKfMQmQJEmS+oxJgCRJktRnTAIkSZKkPmMSIEmSJPUZkwBJkiSpz5gESJIkSX3GJECSJEnqMyYBkiRJUp8xCZAkSZL6jEmAJEmS1GdMAiRJkqQ+YxIgSZIk9RmTAEmSJKnPmARIkiRJfcYkQJIkSeozJgGSJElSnzEJkCRJkvqMSYAkSZLUZ0wCJEmSpD5jEiBJkiT1GZMASZIkqc+YBEiSJEl9xiRAkiRJ6jMmAZIkSVKfSVVNdQxSz0jyc+DWqY5D47I58LOpDkJj8jr1Bq9Tb/A69Y7JulbbVNUWIxWsNwmDS+uSW6tqcKqD0NiSLPBarf28Tr3B69QbvE69Y224Vi4HkiRJkvqMSYAkSZLUZ0wCpIk5Y6oD0Lh5rXqD16k3eJ16g9epd0z5tfLBYEmSJKnPOBMgSZIk9RmTAEmSJKnPmARII0jyiiS3JvmvJCeMUD49yedb+bVJBiY/So3jOr0jyc1JliS5NMk2UxGnxr5WXfVem6SS+DWHU2A81ynJn7bfq5uS/Mdkx6hx/bfvd5JcnuTG9t+/V01FnP0uyVlJfppk2SrKk+S0dh2XJNl1MuMzCZCGSTIN+BjwSmAHYG6SHYZVOxK4r6qeB5wCfGRyo9Q4r9ONwGBV7QR8CfjHyY1SMO5rRZJNgL8Erp3cCAXju05JtgXeBfx+VT0fePukB9rnxvn79LfAF6pqF+AQ4OOTG6Was4FXjFL+SmDb9u9o4N8mIabHmQRIv2kP4L+q6raq+hUwDzhgWJ0DgE+37S8BL0uSSYxR47hOVXV5VT3YducDvz3JMapjPL9TAH9PJ6F+aDKD0+PGc52OAj5WVfcBVNVPJzlGje86FfD0tj0T+PEkxqemqq4E7h2lygHAZ6pjPrBpklmTE51JgDSSrYD/17V/Rzs2Yp2qehRYATxjUqLTkPFcp25HAl9foxFpVca8Vm0afOuqumgyA9OvGc/v1HbAdkmuSTI/yWh3ObVmjOc6nQj8WZI7gK8Bx05OaJqgif5/7Cm13mQNJElTJcmfAYPAS6c6Fv2mJE8D/hk4fIpD0djWo7N0YW86M2tXJpldVfdPaVQabi5wdlX9f0leBJyTZMeqemyqA9Paw5kA6TfdCWzdtf/b7diIdZKsR2e69Z5JiU5DxnOdSLIf8B7gj6vq4UmKTb9urGu1CbAjcEWS5cALgQt8OHjSjed36g7ggqp6pKpuB75PJynQ5BnPdToS+AJAVX0X2ADYfFKi00SM6/9ja4pJgPSbrge2TfLsJP+LzkNVFwyrcwFwWNs+CLis/Mt7k23M65RkF+ATdBIA1y5PnVGvVVWtqKrNq2qgqgboPL/xx1W1YGrC7Vvj+W/fV+jMApBkczrLg26bzCA1ruv0I+BlAEl+j04ScPekRqnxuAA4tH1L0AuBFVX1k8ka3OVA0jBV9WiStwLfAKYBZ1XVTUk+ACyoqguAf6czvfpfdB76OWTqIu5P47xOJwMbA19sz23/qKr+eMqC7lPjvFaaYuO8Tt8AXp7kZmAl8M6qchZ0Eo3zOv0V8Mkkx9F5SPhwb1RNviSfo5M0b96ez3g/sD5AVZ1O53mNVwH/BTwIHDGp8fmekCRJkvqLy4EkSZKkPmMSIEmSJPUZkwBJkiSpz5gESJIkSX3GJECSJEnqMyYBkiRJUp8xCZAkSZL6zP8PgMqfH1re9pUAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 720x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "z37HJdAnV7c6",
        "outputId": "69c53e3a-333d-4f1e-a369-3c83ab1ebaed"
      },
      "source": [
        "clf3 = svm.SVC(gamma='auto')\n",
        "clf3.fit(x_train, y_train)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "SVC(gamma='auto')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "x7ZVcFeLWB0y",
        "outputId": "1e1ddb66-621d-41bc-a16f-1fd39671af47"
      },
      "source": [
        "pred3 = clf3.predict(x_test)\n",
        "class_rep3= classification_report(y_test, pred3)\n",
        "print(class_rep3)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "                                         precision    recall  f1-score   support\n",
            "\n",
            "(vertigo) Paroymsal  Positional Vertigo       1.00      1.00      1.00         1\n",
            "                                   AIDS       1.00      1.00      1.00         1\n",
            "                                   Acne       1.00      1.00      1.00         1\n",
            "                    Alcoholic hepatitis       1.00      1.00      1.00         1\n",
            "                                Allergy       1.00      1.00      1.00         1\n",
            "                              Arthritis       1.00      1.00      1.00         1\n",
            "                       Bronchial Asthma       1.00      1.00      1.00         1\n",
            "                   Cervical spondylosis       1.00      1.00      1.00         1\n",
            "                            Chicken pox       1.00      1.00      1.00         1\n",
            "                    Chronic cholestasis       1.00      1.00      1.00         1\n",
            "                            Common Cold       1.00      1.00      1.00         1\n",
            "                                 Dengue       1.00      1.00      1.00         1\n",
            "                              Diabetes        1.00      1.00      1.00         1\n",
            "           Dimorphic hemmorhoids(piles)       1.00      1.00      1.00         1\n",
            "                          Drug Reaction       1.00      1.00      1.00         1\n",
            "                       Fungal infection       1.00      1.00      1.00         2\n",
            "                                   GERD       1.00      1.00      1.00         1\n",
            "                        Gastroenteritis       1.00      1.00      1.00         1\n",
            "                           Heart attack       1.00      1.00      1.00         1\n",
            "                            Hepatitis B       1.00      1.00      1.00         1\n",
            "                            Hepatitis C       1.00      1.00      1.00         1\n",
            "                            Hepatitis D       1.00      1.00      1.00         1\n",
            "                            Hepatitis E       1.00      1.00      1.00         1\n",
            "                          Hypertension        1.00      1.00      1.00         1\n",
            "                        Hyperthyroidism       1.00      1.00      1.00         1\n",
            "                           Hypoglycemia       1.00      1.00      1.00         1\n",
            "                         Hypothyroidism       1.00      1.00      1.00         1\n",
            "                               Impetigo       1.00      1.00      1.00         1\n",
            "                               Jaundice       1.00      1.00      1.00         1\n",
            "                                Malaria       1.00      1.00      1.00         1\n",
            "                               Migraine       1.00      1.00      1.00         1\n",
            "                        Osteoarthristis       1.00      1.00      1.00         1\n",
            "           Paralysis (brain hemorrhage)       1.00      1.00      1.00         1\n",
            "                    Peptic ulcer diseae       1.00      1.00      1.00         1\n",
            "                              Pneumonia       1.00      1.00      1.00         1\n",
            "                              Psoriasis       1.00      1.00      1.00         1\n",
            "                           Tuberculosis       1.00      1.00      1.00         1\n",
            "                                Typhoid       1.00      1.00      1.00         1\n",
            "                Urinary tract infection       1.00      1.00      1.00         1\n",
            "                         Varicose veins       1.00      1.00      1.00         1\n",
            "                            hepatitis A       1.00      1.00      1.00         1\n",
            "\n",
            "                               accuracy                           1.00        42\n",
            "                              macro avg       1.00      1.00      1.00        42\n",
            "                           weighted avg       1.00      1.00      1.00        42\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TlxIGkKuWH2K",
        "outputId": "5a3407d3-a0d7-406f-caae-42b6b3255de6"
      },
      "source": [
        "!pip install eli5"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting eli5\n",
            "  Downloading eli5-0.11.0-py2.py3-none-any.whl (106 kB)\n",
            "\u001b[?25l\r\u001b[K     |███                             | 10 kB 25.3 MB/s eta 0:00:01\r\u001b[K     |██████▏                         | 20 kB 29.7 MB/s eta 0:00:01\r\u001b[K     |█████████▎                      | 30 kB 32.6 MB/s eta 0:00:01\r\u001b[K     |████████████▍                   | 40 kB 34.3 MB/s eta 0:00:01\r\u001b[K     |███████████████▌                | 51 kB 36.2 MB/s eta 0:00:01\r\u001b[K     |██████████████████▌             | 61 kB 28.2 MB/s eta 0:00:01\r\u001b[K     |█████████████████████▋          | 71 kB 26.7 MB/s eta 0:00:01\r\u001b[K     |████████████████████████▊       | 81 kB 28.0 MB/s eta 0:00:01\r\u001b[K     |███████████████████████████▉    | 92 kB 28.4 MB/s eta 0:00:01\r\u001b[K     |███████████████████████████████ | 102 kB 29.6 MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 106 kB 29.6 MB/s \n",
            "\u001b[?25hRequirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from eli5) (1.15.0)\n",
            "Requirement already satisfied: scikit-learn>=0.20 in /usr/local/lib/python3.7/dist-packages (from eli5) (0.22.2.post1)\n",
            "Requirement already satisfied: attrs>16.0.0 in /usr/local/lib/python3.7/dist-packages (from eli5) (21.2.0)\n",
            "Requirement already satisfied: tabulate>=0.7.7 in /usr/local/lib/python3.7/dist-packages (from eli5) (0.8.9)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from eli5) (1.4.1)\n",
            "Requirement already satisfied: numpy>=1.9.0 in /usr/local/lib/python3.7/dist-packages (from eli5) (1.19.5)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.7/dist-packages (from eli5) (2.11.3)\n",
            "Requirement already satisfied: graphviz in /usr/local/lib/python3.7/dist-packages (from eli5) (0.10.1)\n",
            "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn>=0.20->eli5) (1.0.1)\n",
            "Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from jinja2->eli5) (2.0.1)\n",
            "Installing collected packages: eli5\n",
            "Successfully installed eli5-0.11.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1qNbuCquWLnU",
        "outputId": "250ae1cf-5cbe-4e28-fab8-0b10b1c932c2"
      },
      "source": [
        "import eli5"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/sklearn/utils/deprecation.py:144: FutureWarning: The sklearn.feature_selection.base module is  deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.feature_selection. Anything that cannot be imported from sklearn.feature_selection is now part of the private API.\n",
            "  warnings.warn(message, FutureWarning)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 137
        },
        "id": "6Uph2aEbWNoQ",
        "outputId": "74dbf29f-3e96-4923-ed97-8b804cd88880"
      },
      "source": [
        "feature_names = list(x_train.columns)\n",
        "eli5.explain_weights(clf2, feature_names = feature_names, top = 5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "    <style>\n",
              "    table.eli5-weights tr:hover {\n",
              "        filter: brightness(85%);\n",
              "    }\n",
              "</style>\n",
              "\n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
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              "\n",
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              "\n",
              "\n",
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              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "        <table class=\"eli5-weights eli5-feature-importances\" style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto;\">\n",
              "    <thead>\n",
              "    <tr style=\"border: none;\">\n",
              "        <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
              "        <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "    </tr>\n",
              "    </thead>\n",
              "    <tbody>\n",
              "    \n",
              "        <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
              "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "                0.0336\n",
              "                \n",
              "                    &plusmn; 0.1777\n",
              "                \n",
              "            </td>\n",
              "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "                pain_behind_the_eyes\n",
              "            </td>\n",
              "        </tr>\n",
              "    \n",
              "        <tr style=\"background-color: hsl(120, 100.00%, 83.26%); border: none;\">\n",
              "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "                0.0261\n",
              "                \n",
              "                    &plusmn; 0.1745\n",
              "                \n",
              "            </td>\n",
              "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "                high_fever\n",
              "            </td>\n",
              "        </tr>\n",
              "    \n",
              "        <tr style=\"background-color: hsl(120, 100.00%, 83.60%); border: none;\">\n",
              "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "                0.0253\n",
              "                \n",
              "                    &plusmn; 0.0979\n",
              "                \n",
              "            </td>\n",
              "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "                muscle_pain\n",
              "            </td>\n",
              "        </tr>\n",
              "    \n",
              "        <tr style=\"background-color: hsl(120, 100.00%, 83.91%); border: none;\">\n",
              "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "                0.0246\n",
              "                \n",
              "                    &plusmn; 0.1684\n",
              "                \n",
              "            </td>\n",
              "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "                blood_in_sputum\n",
              "            </td>\n",
              "        </tr>\n",
              "    \n",
              "        <tr style=\"background-color: hsl(120, 100.00%, 83.93%); border: none;\">\n",
              "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "                0.0246\n",
              "                \n",
              "                    &plusmn; 0.1168\n",
              "                \n",
              "            </td>\n",
              "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "                stomach_bleeding\n",
              "            </td>\n",
              "        </tr>\n",
              "    \n",
              "    \n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 83.93%); border: none;\">\n",
              "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n",
              "                    <i>&hellip; 127 more &hellip;</i>\n",
              "                </td>\n",
              "            </tr>\n",
              "        \n",
              "    \n",
              "    </tbody>\n",
              "</table>\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "\n",
              "\n"
            ],
            "text/plain": [
              "Explanation(estimator=\"GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None,\\n                           learning_rate=0.1, loss='deviance', max_depth=3,\\n                           max_features=None, max_leaf_nodes=None,\\n                           min_impurity_decrease=0.0, min_impurity_split=None,\\n                           min_samples_leaf=1, min_samples_split=2,\\n                           min_weight_fraction_leaf=0.0, n_estimators=100,\\n                           n_iter_no_change=None, presort='deprecated',\\n                           random_state=0, subsample=1.0, tol=0.0001,\\n                           validation_fraction=0.1, verbose=0,\\n                           warm_start=False)\", description='\\nRandom forest feature importances; values are numbers 0 <= x <= 1;\\nall values sum to 1.\\n', error=None, method='feature importances', is_regression=False, targets=None, feature_importances=FeatureImportances(importances=[FeatureWeight(feature='pain_behind_the_eyes', weight=0.03359233340138736, std=0.08883535907705213, value=None), FeatureWeight(feature='high_fever', weight=0.02606180282352968, std=0.08726956009998457, value=None), FeatureWeight(feature='muscle_pain', weight=0.02529452141372568, std=0.0489729302854763, value=None), FeatureWeight(feature='blood_in_sputum', weight=0.024620312355881288, std=0.08422042912388629, value=None), FeatureWeight(feature='stomach_bleeding', weight=0.02458422568252401, std=0.058403668882609894, value=None)], remaining=127), decision_tree=None, highlight_spaces=None, transition_features=None, image=None)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "60Fg_XqeWXcb",
        "outputId": "abb40b13-eecc-4eab-aabb-4f1f84db4ff8"
      },
      "source": [
        "for input, prediction, label, i in zip (x_test, pred2, y_test, range(len(pred2))):\n",
        "  if prediction != label:\n",
        "    print(i, 5*'::',input, 'has been classified as--> ', prediction, '<--and should be--> ', label)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "41 :::::::::: mild_fever has been classified as-->  Chicken pox <--and should be-->  Fungal infection\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 369
        },
        "id": "2K5ROxTQWaCx",
        "outputId": "e5c88838-faac-490c-ef11-7a13a46d088b"
      },
      "source": [
        "eli5.explain_prediction(clf2, x_test.iloc[41])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "    <style>\n",
              "    table.eli5-weights tr:hover {\n",
              "        filter: brightness(85%);\n",
              "    }\n",
              "</style>\n",
              "\n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
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              "\n",
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              "\n",
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              "\n",
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              "\n",
              "    \n",
              "        \n",
              "\n",
              "    \n",
              "        <table class=\"eli5-weights-wrapper\" style=\"border-collapse: collapse; border: none; margin-bottom: 1.5em;\">\n",
              "            <tr>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=(vertigo) Paroymsal  Positional Vertigo\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.760</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=AIDS\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.756</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Acne\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.756</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Alcoholic hepatitis\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.754</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Allergy\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.747</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Arthritis\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.757</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Bronchial Asthma\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.747</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Cervical spondylosis\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.773</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Chicken pox\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.870</b>, score <b>3.333</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Chronic cholestasis\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-8.434</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Common Cold\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.834</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Dengue\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.750</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Diabetes \n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.764</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Dimorphic hemmorhoids(piles)\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.710</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Drug Reaction\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.775</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Fungal infection\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.746</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=GERD\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.768</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Gastroenteritis\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.747</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Heart attack\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-7.256</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Hepatitis B\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.858</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Hepatitis C\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.003</b>, score <b>-2.197</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Hepatitis D\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-8.658</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Hepatitis E\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-7.619</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Hypertension \n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-7.187</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Hyperthyroidism\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.757</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Hypoglycemia\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.755</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Hypothyroidism\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.765</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Impetigo\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.119</b>, score <b>1.340</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Jaundice\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-7.254</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Malaria\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-7.880</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Migraine\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.757</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Osteoarthristis\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.764</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Paralysis (brain hemorrhage)\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.765</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Peptic ulcer diseae\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.777</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Pneumonia\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.751</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Psoriasis\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.006</b>, score <b>-1.595</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Tuberculosis\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.817</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Typhoid\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.777</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Urinary tract infection\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.703</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=Varicose veins\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-6.710</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
              "                        <b>\n",
              "    \n",
              "        y=hepatitis A\n",
              "    \n",
              "</b>\n",
              "\n",
              "    \n",
              "    (probability <b>0.000</b>, score <b>-7.420</b>)\n",
              "\n",
              "top features\n",
              "                    </td>\n",
              "                \n",
              "            </tr>\n",
              "            <tr>\n",
              "                \n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.83%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.441\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        unsteadiness\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.27%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.555\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        spinning_movements\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.813\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.39%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.167\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        extra_marital_contacts\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.24%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.361\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        muscle_wasting\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.73%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.459\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        patches_in_throat\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.61%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.817\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.79%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.263\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        blackheads\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.78%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.264\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        pus_filled_pimples\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.73%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.461\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        scurring\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.61%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.817\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.24%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.189\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        history_of_alcohol_consumption\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.72%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.275\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        distention_of_abdomen\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.72%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.275\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        swelling_of_stomach\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.69%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.280\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        fluid_overload.1\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 91.01%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.951\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.70%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.785\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.32%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.345\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        watering_from_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.90%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.634\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        shivering\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.61%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.816\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 99.99%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        stiff_neck\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.20%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        painful_walking\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.20%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        swelling_joints\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.07%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.598\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        movement_stiffness\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.61%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.817\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.67%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.017\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        family_history\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.07%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.598\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        mucoid_sputum\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.66%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.688\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        breathlessness\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.24%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.787\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        high_fever\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 94.83%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.883\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        cough\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.64%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.808\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.489\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        neck_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.41%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.526\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        weakness_in_limbs\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.64%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.807\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 84.09%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +4.406\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        pain_behind_the_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 94.02%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +1.089\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        itching\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 94.90%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.867\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        nausea\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 97.54%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.307\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        high_fever\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 97.55%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.305\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        back_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 98.35%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.172\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        red_spots_over_body\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.813\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.42%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.039\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        itching\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.99%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 99.99%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        family_history\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 99.98%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        abdominal_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 99.45%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.036\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        nausea\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        blood_in_sputum\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.56%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.494\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        fatigue\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.19%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.573\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        loss_of_appetite\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.93%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.628\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        vomiting\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.89%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.637\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 89.78%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -2.341\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 86.27%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.569\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.99%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.89%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.098\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        sinus_pressure\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.89%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.099\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        loss_of_smell\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.20%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.197\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        redness_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.20%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.197\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        runny_nose\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.19%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.197\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        throat_irritation\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.60%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.296\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        congestion\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.08%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.390\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 94.08%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.073\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        muscle_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.801\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.99%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        vomiting\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.08%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.390\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.26%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.781\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        muscle_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 94.43%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.984\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        pain_behind_the_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.814\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.99%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        vomiting\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        muscle_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.58%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.490\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        increased_appetite\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.56%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.495\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        polyuria\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.58%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.829\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.31%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.179\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        irritation_in_anus\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.23%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.192\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        pain_in_anal_region\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.70%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.277\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        bloody_stool\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.287\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        pain_during_bowel_movements\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.60%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.823\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.489\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        burning_micturition\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.41%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.526\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        spotting_ urination\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.64%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.808\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.34%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.342\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        nodal_skin_eruptions\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.89%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.637\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dischromic _patches\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.816\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.489\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        stomach_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.41%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.526\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        ulcers_on_tongue\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.802\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.82%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.441\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dehydration\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.35%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.538\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        sunken_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.61%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.816\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 100.00%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        blood_in_sputum\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 99.42%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.038\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        rusty_sputum\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.90%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.098\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        nausea\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        lack_of_concentration\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.56%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.494\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        breathlessness\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.39%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.530\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        chest_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.13%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.812\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        sweating\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 94.08%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.073\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.86%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.722\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.99%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        vomiting\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.08%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.390\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        muscle_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.13%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.585\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.11%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.589\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        receiving_blood_transfusion\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.10%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.591\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        receiving_unsterile_injections\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.69%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.683\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.85%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.727\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 85.37%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +3.907\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        mucoid_sputum\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 97.61%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        fatigue\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 97.87%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.250\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        family_history\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.36%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.045\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        high_fever\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 100.00%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        breathlessness\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.86%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.102\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.25%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.783\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 94.31%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.014\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        loss_of_appetite\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 93.29%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.284\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        nausea\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 86.43%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.510\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.40%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.041\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        acute_liver_failure\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.99%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        receiving_blood_transfusion\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 100.00%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        receiving_unsterile_injections\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 100.00%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        stomach_bleeding\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 100.00%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellow_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 99.43%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.038\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        muscle_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 99.17%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.065\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        nausea\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.87%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.101\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        coma\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.69%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.683\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.33%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.764\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        joint_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 93.29%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.283\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 90.42%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -2.135\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 86.11%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.629\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.99%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.08%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.390\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        vomiting\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.08%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.390\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        muscle_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.55%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.496\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        stomach_bleeding\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.69%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.683\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.30%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.562\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        coma\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 86.16%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.610\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.89%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.098\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        loss_of_balance\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.08%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.390\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dizziness\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 94.40%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.991\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        lack_of_concentration\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.77%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.756\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.99%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        vomiting\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.69%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.683\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        diarrhoea\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 94.43%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.984\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        muscle_weakness\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.60%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.822\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.99%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.08%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.390\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.08%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.390\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        muscle_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.58%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.491\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        palpitations\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.56%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.494\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        slurred_speech\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.69%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.683\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        vomiting\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.61%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.819\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.99%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.20%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.196\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        brittle_nails\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.60%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.296\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        swollen_extremeties\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        vomiting\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        muscle_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.57%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.492\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        enlarged_thyroid\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.58%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.830\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +6.110\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        red_sore_around_nose\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.90%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.098\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.31%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.180\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        blister\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.69%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.280\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellow_crust_ooze\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.08%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.390\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.60%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.823\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.86%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.005\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        itching\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.99%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        loss_of_appetite\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 99.81%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.008\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        weight_loss\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.07%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.392\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        vomiting\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 94.84%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.882\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        high_fever\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 91.24%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.880\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.90%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.708\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.99%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.26%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.780\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 93.71%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.171\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 89.75%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -2.351\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        muscle_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 86.25%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.578\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.89%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.098\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        indigestion\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.61%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        acidity\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.07%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.598\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        visual_disturbances\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.61%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.817\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.78%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.449\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        knee_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.26%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.558\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        hip_joint_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.64%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.806\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.83%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.441\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        altered_sensorium\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.27%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.555\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        weakness_of_one_body_side\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.61%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.818\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.76%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.454\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        internal_itching\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.25%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.559\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        passage_of_gases\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.63%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.812\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 99.99%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +0.000\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        vomiting\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.488\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        muscle_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 94.43%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.984\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        rusty_sputum\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.816\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(120, 100.00%, 88.55%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        +2.754\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        skin_peeling\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.96%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.089\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        inflammatory_nails\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.30%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.180\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        silver_like_dusting\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.72%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.274\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        small_dents_in_nails\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.64%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.806\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.292\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.26%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.780\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 94.86%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.878\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        vomiting\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 94.05%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.082\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        blood_in_sputum\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.70%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.784\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.71%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        toxic_look_(typhos)\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 96.30%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.549\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        belly_pain\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.813\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.74%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.272\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        bladder_discomfort\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.61%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        foul_smell_of urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.22%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.364\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        continuous_feel_of_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.60%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.823\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.93%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.093\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        cramps\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.89%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.098\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        swollen_blood_vessels\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.29%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.181\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        prominent_veins_on_calf\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.25%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.189\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        swollen_legs\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 98.21%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.195\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.293\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.17%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.375\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        bruising\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 92.65%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -1.464\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowish_skin\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 85.60%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.823\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    <table class=\"eli5-weights\"\n",
              "           style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n",
              "        <thead>\n",
              "        <tr style=\"border: none;\">\n",
              "            \n",
              "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
              "                    Contribution<sup>?</sup>\n",
              "                </th>\n",
              "            \n",
              "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
              "            \n",
              "        </tr>\n",
              "        </thead>\n",
              "        <tbody>\n",
              "        \n",
              "        \n",
              "\n",
              "        \n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 97.62%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.292\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        yellowing_of_eyes\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 95.26%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.780\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        dark_urine\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 94.86%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -0.878\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        vomiting\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 90.66%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -2.059\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        mild_fever\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "            <tr style=\"background-color: hsl(0, 100.00%, 86.70%); border: none;\">\n",
              "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
              "        -3.411\n",
              "    </td>\n",
              "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
              "        &lt;BIAS&gt;\n",
              "    </td>\n",
              "    \n",
              "</tr>\n",
              "        \n",
              "\n",
              "        </tbody>\n",
              "    </table>\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        </td>\n",
              "                    \n",
              "                \n",
              "            </tr>\n",
              "        </table>\n",
              "    \n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
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              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
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              "        \n",
              "\n",
              "\n",
              "    \n",
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              "\n",
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              "\n",
              "\n",
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              "\n",
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              "\n",
              "\n",
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              "        \n",
              "\n",
              "\n",
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              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
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              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
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              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "\n",
              "\n"
            ],
            "text/plain": [
              "Explanation(estimator=\"GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None,\\n                           learning_rate=0.1, loss='deviance', max_depth=3,\\n                           max_features=None, max_leaf_nodes=None,\\n                           min_impurity_decrease=0.0, min_impurity_split=None,\\n                           min_samples_leaf=1, min_samples_split=2,\\n                           min_weight_fraction_leaf=0.0, n_estimators=100,\\n                           n_iter_no_change=None, presort='deprecated',\\n                           random_state=0, subsample=1.0, tol=0.0001,\\n                           validation_fraction=0.1, verbose=0,\\n                           warm_start=False)\", description='\\nFeatures with largest coefficients per class.\\n\\nFeature weights are calculated by following decision paths in trees\\nof an ensemble (or a single tree for DecisionTreeClassifier).\\nEach node of the tree has an output score, and contribution of a feature\\non the decision path is how much the score changes from parent to child.\\nWeights of all features sum to the output score or proba of the estimator.\\n\\nCaveats:\\n1. Feature weights just show if the feature contributed positively or\\n   negatively to the final score, and does not show how increasing or\\n   decreasing the feature value will change the prediction.\\n2. In some cases, feature weight can be close to zero for an important feature.\\n   For example, in a single tree that computes XOR function, the feature at the\\n   top of the tree will have zero weight because expected scores for both\\n   branches are equal, so decision at the top feature does not change the\\n   expected score. For an ensemble predicting XOR functions it might not be\\n   a problem, but it is not reliable if most trees happen to choose the same\\n   feature at the top.\\n', error=None, method='decision path', is_regression=False, targets=[TargetExplanation(target='(vertigo) Paroymsal  Positional Vertigo', feature_weights=FeatureWeights(pos=[], neg=[FeatureWeight(feature='<BIAS>', weight=-3.813137191065242, std=None, value=1.0), FeatureWeight(feature='yellowish_skin', weight=-1.4635129642132503, std=None, value=0.0), FeatureWeight(feature='spinning_movements', weight=-0.5546266207938769, std=None, value=0.0), FeatureWeight(feature='unsteadiness', weight=-0.4406345918545451, std=None, value=0.0), FeatureWeight(feature='yellowing_of_eyes', weight=-0.2926271706757691, std=None, value=0.0), FeatureWeight(feature='dark_urine', weight=-0.1950859813320695, std=None, value=0.0)], pos_remaining=0, neg_remaining=0), proba=3.601855622937965e-05, score=-6.759624519934751, weighted_spans=None, heatmap=None), TargetExplanation(target='AIDS', feature_weights=FeatureWeights(pos=[], neg=[FeatureWeight(feature='<BIAS>', weight=-3.8171469984442137, std=None, value=1.0), FeatureWeight(feature='yellowish_skin', weight=-1.4635129645406133, std=None, value=0.0), FeatureWeight(feature='patches_in_throat', weight=-0.4591155340124302, std=None, value=0.0), FeatureWeight(feature='muscle_wasting', weight=-0.3614551589610393, std=None, value=0.0), FeatureWeight(feature='yellowing_of_eyes', weight=-0.2926271704180215, std=None, value=0.0), FeatureWeight(feature='dark_urine', weight=-0.19508598133173374, std=None, value=0.0), FeatureWeight(feature='extra_marital_contacts', weight=-0.16714493160883948, std=None, value=0.0)], pos_remaining=0, neg_remaining=0), proba=3.614613535536578e-05, score=-6.75608873931689, weighted_spans=None, heatmap=None), TargetExplanation(target='Acne', feature_weights=FeatureWeights(pos=[], neg=[FeatureWeight(feature='<BIAS>', weight=-3.817147594671077, std=None, value=1.0), FeatureWeight(feature='yellowish_skin', weight=-1.463512964540613, std=None, value=0.0), FeatureWeight(feature='scurring', weight=-0.4607413327879982, std=None, value=0.0), FeatureWeight(feature='yellowing_of_eyes', weight=-0.2926271704180215, std=None, value=0.0), FeatureWeight(feature='pus_filled_pimples', weight=-0.2636050475287568, std=None, value=0.0), FeatureWeight(feature='blackheads', weight=-0.263369315610201, std=None, value=0.0), FeatureWeight(feature='dark_urine', weight=-0.19508598133173374, std=None, value=0.0)], pos_remaining=0, neg_remaining=0), proba=3.614611122524358e-05, score=-6.756089406888402, weighted_spans=None, heatmap=None), TargetExplanation(target='Alcoholic hepatitis', feature_weights=FeatureWeights(pos=[], neg=[FeatureWeight(feature='<BIAS>', weight=-3.7848472406983324, std=None, value=1.0), FeatureWeight(feature='yellowish_skin', weight=-1.9511719863557275, std=None, value=0.0), FeatureWeight(feature='fluid_overload.1', weight=-0.2800696942727859, std=None, value=0.0), FeatureWeight(feature='swelling_of_stomach', weight=-0.27463755138229357, std=None, value=0.0), FeatureWeight(feature='distention_of_abdomen', weight=-0.27451441066838006, std=None, value=0.0), FeatureWeight(feature='history_of_alcohol_consumption', weight=-0.18909826845553598, std=None, value=0.0)], pos_remaining=0, neg_remaining=0), proba=3.62094315363294e-05, score=-6.754339151833056, weighted_spans=None, heatmap=None), TargetExplanation(target='Allergy', feature_weights=FeatureWeights(pos=[], neg=[FeatureWeight(feature='<BIAS>', weight=-3.816082721554313, std=None, value=1.0), FeatureWeight(feature='yellowish_skin', weight=-1.4635129645406133, std=None, value=0.0), FeatureWeight(feature='shivering', weight=-0.634319015298193, std=None, value=0.0), FeatureWeight(feature='watering_from_eyes', weight=-0.34522589615384736, std=None, value=0.0), FeatureWeight(feature='yellowing_of_eyes', weight=-0.2926271704180215, std=None, value=0.0), FeatureWeight(feature='dark_urine', weight=-0.19508598133173372, std=None, value=0.0)], pos_remaining=0, neg_remaining=0), proba=3.648149067274892e-05, score=-6.746853749296722, weighted_spans=None, heatmap=None), TargetExplanation(target='Arthritis', feature_weights=FeatureWeights(pos=[], neg=[FeatureWeight(feature='<BIAS>', weight=-3.8171416134353713, std=None, value=1.0), FeatureWeight(feature='yellowish_skin', weight=-1.463518379308319, std=None, value=0.0), FeatureWeight(feature='movement_stiffness', weight=-0.597932443638879, std=None, value=0.0), FeatureWeight(feature='yellowing_of_eyes', weight=-0.29262695412055423, std=None, value=0.0), FeatureWeight(feature='swelling_joints', weight=-0.19540059174270935, std=None, value=0.0), FeatureWeight(feature='painful_walking', weight=-0.19529846796897465, std=None, value=0.0), FeatureWeight(feature='dark_urine', weight=-0.19508598198750735, std=None, value=0.0), FeatureWeight(feature='stiff_neck', weight=-7.564930517971287e-05, std=None, value=0.0)], pos_remaining=0, neg_remaining=0), proba=3.6110319921969055e-05, score=-6.757080081507493, weighted_spans=None, heatmap=None), TargetExplanation(target='Bronchial Asthma', feature_weights=FeatureWeights(pos=[FeatureWeight(feature='family_history', weight=0.017328549613715674, std=None, value=1.0)], neg=[FeatureWeight(feature='<BIAS>', weight=-3.8076737422994693, std=None, value=1.0), FeatureWeight(feature='cough', weight=-0.8834833149727601, std=None, value=0.0), FeatureWeight(feature='high_fever', weight=-0.7871781097163705, std=None, value=0.0), FeatureWeight(feature='breathlessness', weight=-0.6880583699953844, std=None, value=0.0), FeatureWeight(feature='mucoid_sputum', weight=-0.5979434245491494, std=None, value=0.0)], pos_remaining=0, neg_remaining=0), proba=3.6475848786027404e-05, score=-6.747008411919418, weighted_spans=None, heatmap=None), TargetExplanation(target='Cervical spondylosis', feature_weights=FeatureWeights(pos=[], neg=[FeatureWeight(feature='<BIAS>', weight=-3.806735330573202, std=None, value=1.0), FeatureWeight(feature='yellowish_skin', weight=-1.463518379326607, std=None, value=0.0), FeatureWeight(feature='weakness_in_limbs', weight=-0.5261926280998879, std=None, value=0.0), FeatureWeight(feature='neck_pain', weight=-0.4887921815486793, std=None, value=0.0), FeatureWeight(feature='yellowing_of_eyes', weight=-0.29262695384019316, std=None, value=0.0), FeatureWeight(feature='dark_urine', weight=-0.19508598194778806, std=None, value=0.0)], pos_remaining=0, neg_remaining=0), proba=3.554172367297713e-05, score=-6.772951455336359, weighted_spans=None, heatmap=None), TargetExplanation(target='Chicken pox', feature_weights=FeatureWeights(pos=[FeatureWeight(feature='pain_behind_the_eyes', weight=4.406330296315033, std=None, value=0.0), FeatureWeight(feature='itching', weight=1.088659989742611, std=None, value=1.0), FeatureWeight(feature='nausea', weight=0.867175599898706, std=None, value=0.0), 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value=0.0), FeatureWeight(feature='weakness_of_one_body_side', weight=-0.5547007117953086, std=None, value=0.0), FeatureWeight(feature='altered_sensorium', weight=-0.44076301803498485, std=None, value=0.0), FeatureWeight(feature='yellowing_of_eyes', weight=-0.2926271704180215, std=None, value=0.0), FeatureWeight(feature='dark_urine', weight=-0.19508598133173372, std=None, value=0.0)], pos_remaining=0, neg_remaining=0), proba=3.583145977525413e-05, score=-6.764832504216885, weighted_spans=None, heatmap=None), TargetExplanation(target='Peptic ulcer diseae', feature_weights=FeatureWeights(pos=[], neg=[FeatureWeight(feature='<BIAS>', weight=-3.812143665896809, std=None, value=1.0), FeatureWeight(feature='yellowish_skin', weight=-1.4635129645568898, std=None, value=0.0), FeatureWeight(feature='passage_of_gases', weight=-0.5592021285221568, std=None, value=0.0), FeatureWeight(feature='internal_itching', weight=-0.4539664404695435, std=None, value=0.0), FeatureWeight(feature='yellowing_of_eyes', weight=-0.2926271704194751, std=None, value=0.0), FeatureWeight(feature='dark_urine', weight=-0.19508598133173374, std=None, value=0.0)], pos_remaining=0, neg_remaining=0), proba=3.541446757509148e-05, score=-6.776538351196609, weighted_spans=None, heatmap=None), TargetExplanation(target='Pneumonia', feature_weights=FeatureWeights(pos=[FeatureWeight(feature='yellowing_of_eyes', weight=6.864490726005155e-05, std=None, value=0.0)], neg=[FeatureWeight(feature='<BIAS>', weight=-3.815878988783307, std=None, value=1.0), FeatureWeight(feature='rusty_sputum', weight=-0.9844392538346498, std=None, value=0.0), FeatureWeight(feature='muscle_pain', weight=-0.48781343993944, std=None, value=0.0), FeatureWeight(feature='dark_urine', weight=-0.48777033639623035, std=None, value=0.0), FeatureWeight(feature='vomiting', weight=-0.48775828005366145, std=None, value=0.0), FeatureWeight(feature='yellowish_skin', weight=-0.48766563508590544, std=None, value=0.0)], pos_remaining=0, neg_remaining=0), proba=3.632119616401009e-05, score=-6.7512572891859275, weighted_spans=None, heatmap=None), TargetExplanation(target='Psoriasis', feature_weights=FeatureWeights(pos=[FeatureWeight(feature='skin_peeling', weight=2.754449799042578, std=None, value=1.0)], neg=[FeatureWeight(feature='<BIAS>', weight=-3.8064825031896947, std=None, value=1.0), FeatureWeight(feature='small_dents_in_nails', weight=-0.274287495770694, std=None, value=0.0), FeatureWeight(feature='silver_like_dusting', weight=-0.180143542793042, std=None, value=0.0), FeatureWeight(feature='inflammatory_nails', weight=-0.08895836957116143, std=None, value=0.0)], pos_remaining=0, neg_remaining=0), proba=0.006299570050672774, score=-1.5954221122820134, weighted_spans=None, heatmap=None), TargetExplanation(target='Tuberculosis', feature_weights=FeatureWeights(pos=[], neg=[FeatureWeight(feature='<BIAS>', weight=-3.7842016263782265, std=None, value=1.0), FeatureWeight(feature='blood_in_sputum', weight=-1.0821163829375051, std=None, value=0.0), FeatureWeight(feature='vomiting', weight=-0.8779851459676972, std=None, value=0.0), FeatureWeight(feature='dark_urine', weight=-0.7804886307570418, std=None, value=0.0), FeatureWeight(feature='yellowing_of_eyes', weight=-0.29245643426183404, std=None, value=0.0)], pos_remaining=0, neg_remaining=0), proba=3.400170111319244e-05, score=-6.817248220302302, weighted_spans=None, heatmap=None), TargetExplanation(target='Typhoid', feature_weights=FeatureWeights(pos=[], neg=[FeatureWeight(feature='<BIAS>', weight=-3.812961831637174, std=None, value=1.0), FeatureWeight(feature='yellowish_skin', weight=-1.4635129642157747, std=None, value=0.0), FeatureWeight(feature='belly_pain', weight=-0.5491022124705095, std=None, value=0.0), FeatureWeight(feature='toxic_look_(typhos)', weight=-0.4640774627313866, std=None, value=0.0), FeatureWeight(feature='yellowing_of_eyes', weight=-0.29262717067399857, std=None, value=0.0), FeatureWeight(feature='dark_urine', weight=-0.19508598133173374, std=None, value=0.0)], pos_remaining=0, neg_remaining=0), proba=3.538511152730851e-05, score=-6.77736762306058, weighted_spans=None, heatmap=None), TargetExplanation(target='Urinary tract infection', feature_weights=FeatureWeights(pos=[], neg=[FeatureWeight(feature='<BIAS>', weight=-3.8225655587041802, std=None, value=1.0), FeatureWeight(feature='yellowish_skin', weight=-1.463512964540344, std=None, value=0.0), FeatureWeight(feature='continuous_feel_of_urine', weight=-0.36408053559590026, std=None, value=0.0), FeatureWeight(feature='foul_smell_of urine', weight=-0.29293268006970713, std=None, value=0.0), FeatureWeight(feature='yellowing_of_eyes', weight=-0.29262717042110425, std=None, value=0.0), FeatureWeight(feature='bladder_discomfort', weight=-0.27201894247975905, std=None, value=0.0), FeatureWeight(feature='dark_urine', weight=-0.1950859813320427, std=None, value=0.0)], pos_remaining=0, neg_remaining=0), proba=3.812365452909809e-05, score=-6.7028238331430385, weighted_spans=None, heatmap=None), TargetExplanation(target='Varicose veins', feature_weights=FeatureWeights(pos=[], neg=[FeatureWeight(feature='<BIAS>', weight=-3.8234920782334587, std=None, value=1.0), FeatureWeight(feature='yellowish_skin', weight=-1.4635129645406133, std=None, value=0.0), FeatureWeight(feature='bruising', weight=-0.3748807792128915, std=None, value=0.0), FeatureWeight(feature='yellowing_of_eyes', weight=-0.2926271704180215, std=None, value=0.0), FeatureWeight(feature='dark_urine', weight=-0.19508598133173374, std=None, value=0.0), FeatureWeight(feature='swollen_legs', weight=-0.18869922811906595, std=None, value=0.0), FeatureWeight(feature='prominent_veins_on_calf', weight=-0.1814738627645996, std=None, value=0.0), FeatureWeight(feature='swollen_blood_vessels', weight=-0.0976743428737824, std=None, value=0.0), FeatureWeight(feature='cramps', weight=-0.09265873397657831, std=None, value=0.0)], pos_remaining=0, neg_remaining=0), proba=3.78470726069904e-05, score=-6.710105141470747, weighted_spans=None, heatmap=None), TargetExplanation(target='hepatitis A', feature_weights=FeatureWeights(pos=[], neg=[FeatureWeight(feature='<BIAS>', weight=-3.410681652228326, std=None, value=1.0), FeatureWeight(feature='mild_fever', weight=-2.058836174972315, std=None, value=0.0), FeatureWeight(feature='vomiting', weight=-0.8779841169906666, std=None, value=0.0), FeatureWeight(feature='dark_urine', weight=-0.7804911131167453, std=None, value=0.0), FeatureWeight(feature='yellowing_of_eyes', weight=-0.29243107017041786, std=None, value=0.0)], pos_remaining=0, neg_remaining=0), proba=1.860135911836326e-05, score=-7.4204241274784675, weighted_spans=None, heatmap=None)], feature_importances=None, decision_tree=None, highlight_spaces=None, transition_features=None, image=None)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-hT6R7kgWgFo"
      },
      "source": [
        "# s = pickle.dumps(clf3)\n",
        "# model = pickle.loads(s)\n",
        "\n",
        "sample_list = list(x_train.columns.values)\n",
        "file_name = \"sample.pkl\"\n",
        "\n",
        "open_file = open(file_name, \"wb\")\n",
        "pickle.dump([sample_list, clf3], open_file)\n",
        "open_file.close()\n",
        "\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jASWbnIAWch6",
        "outputId": "4f5a0693-bd23-4379-9d58-a8955199239b"
      },
      "source": [
        "inp = ['itching', 'skin rash','nodal skin eruptions']\n",
        "# col_names = x_train.columns.values\n",
        "import pickle\n",
        "import numpy as np\n",
        "def pred (inp, file_name = 'sample.pkl'):\n",
        "    open_file = open(file_name, \"rb\")\n",
        "    names, model = pickle.load(open_file)\n",
        "    open_file.close()\n",
        "    col = list(names)\n",
        "    col = [i.replace('_', ' ') for i in col]\n",
        "    out = np.zeros(len(col))\n",
        "    for i in inp:\n",
        "        for j in range(len((col))):\n",
        "            if i == col[j]:\n",
        "                out[j] = 1\n",
        "                break\n",
        "            else:\n",
        "                if out[j] == 1:\n",
        "                    continue\n",
        "    out = out.reshape((1, -1))\n",
        "    pred = model.predict(out)\n",
        "    return pred\n",
        "\n",
        "prediction = pred(inp)\n",
        "print(prediction)\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['Fungal infection']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dWvpqaqsWrCr"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}