[55b3ec]: / backend / HMS_Testing_Unseen_Data.ipynb

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    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "!pip install scikit-learn==1.2.2"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RBmHC4_BLtms",
        "outputId": "87c18276-8b13-4b11-fa53-70c1b054371b"
      },
      "execution_count": null,
      "outputs": [
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          "text": [
            "Requirement already satisfied: scikit-learn==1.2.2 in /usr/local/lib/python3.11/dist-packages (1.2.2)\n",
            "Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.11/dist-packages (from scikit-learn==1.2.2) (1.26.4)\n",
            "Requirement already satisfied: scipy>=1.3.2 in /usr/local/lib/python3.11/dist-packages (from scikit-learn==1.2.2) (1.13.1)\n",
            "Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.11/dist-packages (from scikit-learn==1.2.2) (1.4.2)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.11/dist-packages (from scikit-learn==1.2.2) (3.5.0)\n"
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    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "HedSAOeqKJ1e"
      },
      "outputs": [],
      "source": [
        "# Importing Libraries\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import pickle\n",
        "from sklearn.neural_network import MLPClassifier\n",
        "from sklearn.metrics import f1_score,accuracy_score,classification_report,confusion_matrix"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Read Unseen Data\n",
        "df=pd.read_excel('/content/Unseen_Data.xlsx')"
      ],
      "metadata": {
        "id": "U3nngmhlK840"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# SIze of Dataset\n",
        "df.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-UL5YgxbLJFj",
        "outputId": "1510b62c-7f40-4d56-dbcd-b2cfd11da8b4"
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          "data": {
            "text/plain": [
              "(82, 377)"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Load the Trained Model, Label Encoder, Disease Mapper and Prediction Overview Function\n",
        "model=pickle.load(open('/content/Trained_Classifier_Model.pkl','rb'))\n",
        "le=pickle.load(open('/content/Disease_Label_Encoder.pkl','rb'))\n",
        "mapper=pickle.load(open('/content/Disease_Mapper.pkl','rb'))"
      ],
      "metadata": {
        "id": "fHgMutChLXjy"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Encode Target Label\n",
        "df['diseases']=le.transform(df['diseases'])"
      ],
      "metadata": {
        "id": "QvOsaWRqdD9z"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Seperate Target Label and Features\n",
        "x_val,y_val=df.drop(columns='diseases'),df['diseases']"
      ],
      "metadata": {
        "id": "8BFX9qgaLk_E"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Validate the Model\n",
        "y_pred=model.predict(x_val)"
      ],
      "metadata": {
        "id": "E_iuQB8zMLQa"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Check F1-score and Accuracy\n",
        "print(f\"F1-score : {f1_score(y_val, y_pred, average='weighted'):.6f}\")\n",
        "print(f\"Accuracy : {accuracy_score(y_val, y_pred):.6f}\")"
      ],
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        "colab": {
          "base_uri": "https://localhost:8080/"
        },
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      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "F1-score : 0.913821\n",
            "Accuracy : 0.926829\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Predict Result according to Confidence Scores\n",
        "y_proba=model.predict_proba(x_val)\n",
        "results=[]\n",
        "for i, prob in enumerate(y_proba):\n",
        "    # Sort Probabilities and Corresponding Class Labels\n",
        "    sorted_indices=np.argsort(prob)[::-1]\n",
        "    sorted_probs=prob[sorted_indices]\n",
        "    sorted_classes=model.classes_[sorted_indices]\n",
        "    # Apply Mapping to Disease Names\n",
        "    sorted_diseases=[mapper[cls] for cls in sorted_classes]\n",
        "    # Decision based on Confidence Score\n",
        "    if sorted_probs[0] >= 0.75:\n",
        "        result={\n",
        "            \"Predicted Class\": sorted_diseases[0],\n",
        "            \"Confidence\": f\"{sorted_probs[0]:.2f}\",\n",
        "            \"Top Predictions\": [sorted_diseases[0]],\n",
        "        }\n",
        "    elif sorted_probs[0] >= 0.5:\n",
        "        result={\n",
        "            \"Predicted Class\": f\"Top 3: {', '.join(sorted_diseases[:3])}\",\n",
        "            \"Confidence\": f\"{sorted_probs[:3]}\",\n",
        "            \"Top Predictions\": sorted_diseases[:3],\n",
        "        }\n",
        "    else:\n",
        "        result={\n",
        "            \"Predicted Class\": \"Can't Predict\",\n",
        "            \"Confidence\": f\"{sorted_probs[0]:.2f}\",\n",
        "            \"Top Predictions\": [],\n",
        "        }\n",
        "    results.append(result)\n",
        "\n",
        "df_results=pd.DataFrame(results)\n",
        "df_results"
      ],
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      "outputs": [
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          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                            Predicted Class  \\\n",
              "0   (Vertigo) Paroxysmal Positional Vertigo   \n",
              "1   (Vertigo) Paroxysmal Positional Vertigo   \n",
              "2         Top 3: AIDS, Arthritis, Pneumonia   \n",
              "3                             Can't Predict   \n",
              "4                                      Acne   \n",
              "..                                      ...   \n",
              "77                  Urinary Tract Infection   \n",
              "78                           Varicose Veins   \n",
              "79                           Varicose Veins   \n",
              "80                          Viral Hepatitis   \n",
              "81                          Viral Hepatitis   \n",
              "\n",
              "                            Confidence  \\\n",
              "0                                 1.00   \n",
              "1                                 1.00   \n",
              "2   [0.65102775 0.06355982 0.02772226]   \n",
              "3                                 0.18   \n",
              "4                                 1.00   \n",
              "..                                 ...   \n",
              "77                                1.00   \n",
              "78                                1.00   \n",
              "79                                1.00   \n",
              "80                                0.98   \n",
              "81                                0.92   \n",
              "\n",
              "                              Top Predictions  \n",
              "0   [(Vertigo) Paroxysmal Positional Vertigo]  \n",
              "1   [(Vertigo) Paroxysmal Positional Vertigo]  \n",
              "2                [AIDS, Arthritis, Pneumonia]  \n",
              "3                                          []  \n",
              "4                                      [Acne]  \n",
              "..                                        ...  \n",
              "77                  [Urinary Tract Infection]  \n",
              "78                           [Varicose Veins]  \n",
              "79                           [Varicose Veins]  \n",
              "80                          [Viral Hepatitis]  \n",
              "81                          [Viral Hepatitis]  \n",
              "\n",
              "[82 rows x 3 columns]"
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              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('df_results')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_e0239c9e-83c4-498a-ba26-5d2e9c472e72 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('df_results');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df_results",
              "summary": "{\n  \"name\": \"df_results\",\n  \"rows\": 82,\n  \"fields\": [\n    {\n      \"column\": \"Predicted Class\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 49,\n        \"samples\": [\n          \"Common Cold\",\n          \"Typhoid\",\n          \"Varicose Veins\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Confidence\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 31,\n        \"samples\": [\n          \"0.43\",\n          \"0.96\",\n          \"[0.73572769 0.25064234 0.0074296 ]\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Top Predictions\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Visualize Confusion Matrix\n",
        "cm=confusion_matrix(y_val,y_pred)\n",
        "plt.figure(figsize=(30,30))\n",
        "plt.title(\"Model Performance Overview\",fontsize=20)\n",
        "ax=sns.heatmap(cm,annot=True,fmt=\"d\",cmap=\"Greens\",cbar=True)\n",
        "ticklabels=list(mapper.values())\n",
        "ax.set_xlabel(\"Predicted Labels\",fontsize=20)\n",
        "ax.set_ylabel(\"True Labels\",fontsize=20)\n",
        "ax.set_xticklabels(ticklabels,rotation=45,ha='right',fontsize=14)\n",
        "ax.set_yticklabels(ticklabels,rotation=0,ha='right',fontsize=14)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1474
        },
        "id": "tmu4btMRg_GJ",
        "outputId": "c80dc133-1bd4-4274-f4c2-1dd536c9b615"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 3000x3000 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Read Prescription Data\n",
        "description=pd.read_csv('/content/Description.csv')\n",
        "precaution=pd.read_csv(\"/content/Precautions.csv\")\n",
        "diets=pd.read_csv(\"/content/Diets.csv\")\n",
        "medications=pd.read_csv(\"/content/Medications.csv\")\n",
        "doctor=pd.read_csv(\"/content/Doctor.csv\")"
      ],
      "metadata": {
        "id": "z1FMvLUJl6B1"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Validate on Sample Input\n",
        "inp_df=pd.DataFrame([[0]*len(x_val.columns)],columns=x_val.columns)\n",
        "inp_df[\"cough\"]=1\n",
        "inp_df[\"itching_of_skin\"]=1\n",
        "inp_df[\"skin_rash\"]=1\n",
        "res=mapper[model.predict(inp_df)[0]]"
      ],
      "metadata": {
        "id": "KBemyuMyjeJq"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pd.set_option('display.max_colwidth',None)"
      ],
      "metadata": {
        "id": "QwQHExPjoKVd"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(description[description['Disease'] == res][\"Description\"].to_string(index=False))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cdHCYBbwnX5d",
        "outputId": "cb0d16b5-81fe-472d-ae4b-af4967d6e875"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Chickenpox is a highly contagious disease caused by the varicella-zoster virus (VZV). It can cause an itchy, blister-like rash. The rash first appears on the chest, back, and face, and then spreads over the entire body, causing between 250 and 500 itchy blisters.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "precaution[precaution['Disease'] == res]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81
        },
        "id": "V2hjS9H-nlKI",
        "outputId": "a1abfbbf-046f-4da5-93da-af1561209893"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       Disease          Precaution_1         Precaution_2  Precaution_3  \\\n",
              "18  Chickenpox  use neem in bathing   consume neem leaves  take vaccine   \n",
              "\n",
              "           Precaution_4  \n",
              "18  avoid public places  "
            ],
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              "      <th>18</th>\n",
              "      <td>Chickenpox</td>\n",
              "      <td>use neem in bathing</td>\n",
              "      <td>consume neem leaves</td>\n",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-422fc165-ebe1-4107-be56-2e9ad37612af button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-422fc165-ebe1-4107-be56-2e9ad37612af');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"precaution[precaution['Disease'] == res]\",\n  \"rows\": 1,\n  \"fields\": [\n    {\n      \"column\": \"Disease\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Chickenpox\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Precaution_1\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"use neem in bathing \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Precaution_2\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"consume neem leaves\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Precaution_3\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"take vaccine\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Precaution_4\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"avoid public places\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(diets[diets['Disease'] == res][\"Diet\"].to_string(index=False))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9hnMOhvvnda9",
        "outputId": "0c448298-2086-41dd-da00-2735a2bf136c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['Chicken Pox Diet', 'High-Calorie Diet', 'Soft and bland foods', 'Hydration', 'Protein-rich foods']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(medications[medications['Disease'] == res][\"Medications\"].to_string(index=False))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xW02GcHPnbNW",
        "outputId": "99679b50-5a88-41a6-b1f4-f4bcdd9faf20"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['Antiviral drugs', 'Pain relievers', 'IV fluids', 'Blood transfusions', 'Platelet transfusions']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "doctor[doctor['Disease'] == res]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81
        },
        "id": "9QqmT5TcnQY1",
        "outputId": "b045c558-bdbf-4e41-d890-c953a007feda"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       Disease      Consulted Doctor\n",
              "16  Chickenpox  General Practitioner"
            ],
            "text/html": [
              "\n",
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              "<style scoped>\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Disease</th>\n",
              "      <th>Consulted Doctor</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Chickenpox</td>\n",
              "      <td>General Practitioner</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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              "    <div class=\"colab-df-buttons\">\n",
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              "  </svg>\n",
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              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-e7920c71-f2c2-4adf-8cfd-a742a7836cc7 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-e7920c71-f2c2-4adf-8cfd-a742a7836cc7');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"doctor[doctor['Disease'] == res]\",\n  \"rows\": 1,\n  \"fields\": [\n    {\n      \"column\": \"Disease\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Chickenpox\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Consulted Doctor\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"General Practitioner\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 38
        }
      ]
    }
  ]
}