Project_code1.ipynb

{
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  "metadata": {
    "colab": {
      "name": "Project_code1.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "_wTEMmPxa6jD"
      },
      "source": [
        "import pandas as pd\r\n",
        "import numpy as np"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3x5aOa-Ja_Be"
      },
      "source": [
        "# Load Training data\r\n",
        "df = pd.read_csv('Training.csv')\r\n",
        "\r\n"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "id": "xkxnolFWcdQM",
        "outputId": "76a82cc3-7956-4786-c6d1-1b71ade96667"
      },
      "source": [
        "df.head()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
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              "      <th></th>\n",
              "      <th>itching</th>\n",
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              "      <th>dischromic _patches</th>\n",
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              "      <th>inflammatory_nails</th>\n",
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              "      <th>red_sore_around_nose</th>\n",
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              "<p>5 rows × 133 columns</p>\n",
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            ],
            "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": "tn89RNOrcfJJ",
        "outputId": "d30cf4e2-5aa0-4a02-8d71-988d36edadb3"
      },
      "source": [
        "df.tail(5)"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "<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",
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              "      <td>(vertigo) Paroymsal  Positional Vertigo</td>\n",
              "    </tr>\n",
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              "    </tr>\n",
              "    <tr>\n",
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              "    </tr>\n",
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              "      <td>Psoriasis</td>\n",
              "    </tr>\n",
              "    <tr>\n",
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              "      <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": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tW_4KhPsbWr5",
        "outputId": "30a70c9c-ac51-458a-cf53-a9a2a2aac616"
      },
      "source": [
        "df.describe"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<bound method NDFrame.describe of       itching  ...                                prognosis\n",
              "0           1  ...                         Fungal infection\n",
              "1           0  ...                         Fungal infection\n",
              "2           1  ...                         Fungal infection\n",
              "3           1  ...                         Fungal infection\n",
              "4           1  ...                         Fungal infection\n",
              "...       ...  ...                                      ...\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",
              "[4920 rows x 133 columns]>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bxRU4m8jbgfh"
      },
      "source": [
        "Hi there,\r\n",
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        "If you want Full Project code with Project Report.\r\n",
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      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "704rq82ccE-w"
      },
      "source": [
        "Happy to Help you Always.\r\n",
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        "Mail me now  vatshayan007@gmail.com to get all the files.\r\n",
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      ]
    }
  ]
}