DiseasePrediction_code.ipynb

{
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  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "DiseasePrediction_code.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iBacPVgaYrM_"
      },
      "source": [
        "**DISEASE PREDICTION PROJECT**\r\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H23Lk_5WYkjN"
      },
      "source": [
        "import pandas as pd\r\n",
        "import numpy as np"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": 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              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 108
        },
        "id": "wxuevz6aYpf_",
        "outputId": "299ef669-2e3a-4a5e-c4f2-e62fe910493b"
      },
      "source": [
        "from google.colab import files\r\n",
        "uploaded = files.upload()\r\n"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-2f3735b9-e170-46c0-a87b-29c5d14c6e6d\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-2f3735b9-e170-46c0-a87b-29c5d14c6e6d\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Saving Testing.csv to Testing.csv\n",
            "Saving Training.csv to Training.csv\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "id": "KZHCwpXXY0Fy",
        "outputId": "c5d6f049-d3eb-4e15-b687-0aa12babc619"
      },
      "source": [
        "# Load Training data\r\n",
        "df = pd.read_csv('Training.csv')\r\n",
        "\r\n",
        "df.head()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>itching</th>\n",
              "      <th>skin_rash</th>\n",
              "      <th>nodal_skin_eruptions</th>\n",
              "      <th>continuous_sneezing</th>\n",
              "      <th>shivering</th>\n",
              "      <th>chills</th>\n",
              "      <th>joint_pain</th>\n",
              "      <th>stomach_pain</th>\n",
              "      <th>acidity</th>\n",
              "      <th>ulcers_on_tongue</th>\n",
              "      <th>muscle_wasting</th>\n",
              "      <th>vomiting</th>\n",
              "      <th>burning_micturition</th>\n",
              "      <th>spotting_ urination</th>\n",
              "      <th>fatigue</th>\n",
              "      <th>weight_gain</th>\n",
              "      <th>anxiety</th>\n",
              "      <th>cold_hands_and_feets</th>\n",
              "      <th>mood_swings</th>\n",
              "      <th>weight_loss</th>\n",
              "      <th>restlessness</th>\n",
              "      <th>lethargy</th>\n",
              "      <th>patches_in_throat</th>\n",
              "      <th>irregular_sugar_level</th>\n",
              "      <th>cough</th>\n",
              "      <th>high_fever</th>\n",
              "      <th>sunken_eyes</th>\n",
              "      <th>breathlessness</th>\n",
              "      <th>sweating</th>\n",
              "      <th>dehydration</th>\n",
              "      <th>indigestion</th>\n",
              "      <th>headache</th>\n",
              "      <th>yellowish_skin</th>\n",
              "      <th>dark_urine</th>\n",
              "      <th>nausea</th>\n",
              "      <th>loss_of_appetite</th>\n",
              "      <th>pain_behind_the_eyes</th>\n",
              "      <th>back_pain</th>\n",
              "      <th>constipation</th>\n",
              "      <th>abdominal_pain</th>\n",
              "      <th>...</th>\n",
              "      <th>internal_itching</th>\n",
              "      <th>toxic_look_(typhos)</th>\n",
              "      <th>depression</th>\n",
              "      <th>irritability</th>\n",
              "      <th>muscle_pain</th>\n",
              "      <th>altered_sensorium</th>\n",
              "      <th>red_spots_over_body</th>\n",
              "      <th>belly_pain</th>\n",
              "      <th>abnormal_menstruation</th>\n",
              "      <th>dischromic _patches</th>\n",
              "      <th>watering_from_eyes</th>\n",
              "      <th>increased_appetite</th>\n",
              "      <th>polyuria</th>\n",
              "      <th>family_history</th>\n",
              "      <th>mucoid_sputum</th>\n",
              "      <th>rusty_sputum</th>\n",
              "      <th>lack_of_concentration</th>\n",
              "      <th>visual_disturbances</th>\n",
              "      <th>receiving_blood_transfusion</th>\n",
              "      <th>receiving_unsterile_injections</th>\n",
              "      <th>coma</th>\n",
              "      <th>stomach_bleeding</th>\n",
              "      <th>distention_of_abdomen</th>\n",
              "      <th>history_of_alcohol_consumption</th>\n",
              "      <th>fluid_overload.1</th>\n",
              "      <th>blood_in_sputum</th>\n",
              "      <th>prominent_veins_on_calf</th>\n",
              "      <th>palpitations</th>\n",
              "      <th>painful_walking</th>\n",
              "      <th>pus_filled_pimples</th>\n",
              "      <th>blackheads</th>\n",
              "      <th>scurring</th>\n",
              "      <th>skin_peeling</th>\n",
              "      <th>silver_like_dusting</th>\n",
              "      <th>small_dents_in_nails</th>\n",
              "      <th>inflammatory_nails</th>\n",
              "      <th>blister</th>\n",
              "      <th>red_sore_around_nose</th>\n",
              "      <th>yellow_crust_ooze</th>\n",
              "      <th>prognosis</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
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              "      <td>Fungal infection</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          1  ...                  0  Fungal infection\n",
              "2        1          0  ...                  0  Fungal infection\n",
              "3        1          1  ...                  0  Fungal infection\n",
              "4        1          1  ...                  0  Fungal infection\n",
              "\n",
              "[5 rows x 133 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "id": "iOkcntVQZRTE",
        "outputId": "a071876a-c1d0-44c6-c26a-554887f8737e"
      },
      "source": [
        "df.tail()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>itching</th>\n",
              "      <th>skin_rash</th>\n",
              "      <th>nodal_skin_eruptions</th>\n",
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              "      <th>weight_gain</th>\n",
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              "      <th>mood_swings</th>\n",
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              "      <th>lethargy</th>\n",
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              "      <th>yellowish_skin</th>\n",
              "      <th>dark_urine</th>\n",
              "      <th>nausea</th>\n",
              "      <th>loss_of_appetite</th>\n",
              "      <th>pain_behind_the_eyes</th>\n",
              "      <th>back_pain</th>\n",
              "      <th>constipation</th>\n",
              "      <th>abdominal_pain</th>\n",
              "      <th>...</th>\n",
              "      <th>internal_itching</th>\n",
              "      <th>toxic_look_(typhos)</th>\n",
              "      <th>depression</th>\n",
              "      <th>irritability</th>\n",
              "      <th>muscle_pain</th>\n",
              "      <th>altered_sensorium</th>\n",
              "      <th>red_spots_over_body</th>\n",
              "      <th>belly_pain</th>\n",
              "      <th>abnormal_menstruation</th>\n",
              "      <th>dischromic _patches</th>\n",
              "      <th>watering_from_eyes</th>\n",
              "      <th>increased_appetite</th>\n",
              "      <th>polyuria</th>\n",
              "      <th>family_history</th>\n",
              "      <th>mucoid_sputum</th>\n",
              "      <th>rusty_sputum</th>\n",
              "      <th>lack_of_concentration</th>\n",
              "      <th>visual_disturbances</th>\n",
              "      <th>receiving_blood_transfusion</th>\n",
              "      <th>receiving_unsterile_injections</th>\n",
              "      <th>coma</th>\n",
              "      <th>stomach_bleeding</th>\n",
              "      <th>distention_of_abdomen</th>\n",
              "      <th>history_of_alcohol_consumption</th>\n",
              "      <th>fluid_overload.1</th>\n",
              "      <th>blood_in_sputum</th>\n",
              "      <th>prominent_veins_on_calf</th>\n",
              "      <th>palpitations</th>\n",
              "      <th>painful_walking</th>\n",
              "      <th>pus_filled_pimples</th>\n",
              "      <th>blackheads</th>\n",
              "      <th>scurring</th>\n",
              "      <th>skin_peeling</th>\n",
              "      <th>silver_like_dusting</th>\n",
              "      <th>small_dents_in_nails</th>\n",
              "      <th>inflammatory_nails</th>\n",
              "      <th>blister</th>\n",
              "      <th>red_sore_around_nose</th>\n",
              "      <th>yellow_crust_ooze</th>\n",
              "      <th>prognosis</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
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              "      <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>(vertigo) Paroymsal  Positional Vertigo</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4916</th>\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>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>...</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>1</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>Acne</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4917</th>\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>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>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>Urinary tract infection</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4918</th>\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>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>...</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>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Psoriasis</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4919</th>\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>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>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>...</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>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Impetigo</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 133 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      itching  ...                                prognosis\n",
              "4915        0  ...  (vertigo) Paroymsal  Positional Vertigo\n",
              "4916        0  ...                                     Acne\n",
              "4917        0  ...                  Urinary tract infection\n",
              "4918        0  ...                                Psoriasis\n",
              "4919        0  ...                                 Impetigo\n",
              "\n",
              "[5 rows x 133 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xE6BhLFoZZE7"
      },
      "source": [
        "WAIT WAIT WAIT :)\r\n",
        "\r\n",
        "\r\n",
        "\r\n",
        "\r\n",
        "\r\n",
        "\r\n",
        "There is more numbers of line of code...\r\n",
        "But for only students and startups........\r\n",
        "\r\n",
        "If you need then please mail me now at **vatshayan007@gmail.com** to get detailed Project code, Project report, synopsis, PPT and Research paper on this Project.\r\n",
        "\r\n",
        "Ask freely!"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "95xdlnx6ZYHh"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}