notebooks/DiseasePrediction.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "147cc8f5-222c-4972-bbcb-8b45b3917046",
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   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "d93bf838-3b4f-4dc0-8ff6-70b79a11c823",
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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",
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       "      <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>diarrhoea</th>\n",
       "      <th>mild_fever</th>\n",
       "      <th>yellow_urine</th>\n",
       "      <th>yellowing_of_eyes</th>\n",
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       "      <th>phlegm</th>\n",
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       "      <th>redness_of_eyes</th>\n",
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       "      <th>runny_nose</th>\n",
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       "      <th>chest_pain</th>\n",
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       "      <th>neck_pain</th>\n",
       "      <th>dizziness</th>\n",
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       "      <th>bruising</th>\n",
       "      <th>obesity</th>\n",
       "      <th>swollen_legs</th>\n",
       "      <th>swollen_blood_vessels</th>\n",
       "      <th>puffy_face_and_eyes</th>\n",
       "      <th>enlarged_thyroid</th>\n",
       "      <th>brittle_nails</th>\n",
       "      <th>swollen_extremeties</th>\n",
       "      <th>excessive_hunger</th>\n",
       "      <th>extra_marital_contacts</th>\n",
       "      <th>drying_and_tingling_lips</th>\n",
       "      <th>slurred_speech</th>\n",
       "      <th>knee_pain</th>\n",
       "      <th>hip_joint_pain</th>\n",
       "      <th>muscle_weakness</th>\n",
       "      <th>stiff_neck</th>\n",
       "      <th>swelling_joints</th>\n",
       "      <th>movement_stiffness</th>\n",
       "      <th>spinning_movements</th>\n",
       "      <th>loss_of_balance</th>\n",
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       "      <th>loss_of_smell</th>\n",
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       "      <th>abnormal_menstruation</th>\n",
       "      <th>dischromic _patches</th>\n",
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       "      <th>polyuria</th>\n",
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       "      <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",
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       "      <th>palpitations</th>\n",
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       "      <th>blackheads</th>\n",
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       "      <th>skin_peeling</th>\n",
       "      <th>silver_like_dusting</th>\n",
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       "      <th>inflammatory_nails</th>\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>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>Fungal infection</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Fungal infection</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Fungal infection</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   itching  skin_rash  nodal_skin_eruptions  continuous_sneezing  shivering  \\\n",
       "0        1          1                     1                    0          0   \n",
       "1        0          1                     1                    0          0   \n",
       "2        1          0                     1                    0          0   \n",
       "3        1          1                     0                    0          0   \n",
       "4        1          1                     1                    0          0   \n",
       "\n",
       "   chills  joint_pain  stomach_pain  acidity  ulcers_on_tongue  \\\n",
       "0       0           0             0        0                 0   \n",
       "1       0           0             0        0                 0   \n",
       "2       0           0             0        0                 0   \n",
       "3       0           0             0        0                 0   \n",
       "4       0           0             0        0                 0   \n",
       "\n",
       "   muscle_wasting  vomiting  burning_micturition  spotting_ urination  \\\n",
       "0               0         0                    0                    0   \n",
       "1               0         0                    0                    0   \n",
       "2               0         0                    0                    0   \n",
       "3               0         0                    0                    0   \n",
       "4               0         0                    0                    0   \n",
       "\n",
       "   fatigue  weight_gain  anxiety  cold_hands_and_feets  mood_swings  \\\n",
       "0        0            0        0                     0            0   \n",
       "1        0            0        0                     0            0   \n",
       "2        0            0        0                     0            0   \n",
       "3        0            0        0                     0            0   \n",
       "4        0            0        0                     0            0   \n",
       "\n",
       "   weight_loss  restlessness  lethargy  patches_in_throat  \\\n",
       "0            0             0         0                  0   \n",
       "1            0             0         0                  0   \n",
       "2            0             0         0                  0   \n",
       "3            0             0         0                  0   \n",
       "4            0             0         0                  0   \n",
       "\n",
       "   irregular_sugar_level  cough  high_fever  sunken_eyes  breathlessness  \\\n",
       "0                      0      0           0            0               0   \n",
       "1                      0      0           0            0               0   \n",
       "2                      0      0           0            0               0   \n",
       "3                      0      0           0            0               0   \n",
       "4                      0      0           0            0               0   \n",
       "\n",
       "   sweating  dehydration  indigestion  headache  yellowish_skin  dark_urine  \\\n",
       "0         0            0            0         0               0           0   \n",
       "1         0            0            0         0               0           0   \n",
       "2         0            0            0         0               0           0   \n",
       "3         0            0            0         0               0           0   \n",
       "4         0            0            0         0               0           0   \n",
       "\n",
       "   nausea  loss_of_appetite  pain_behind_the_eyes  back_pain  constipation  \\\n",
       "0       0                 0                     0          0             0   \n",
       "1       0                 0                     0          0             0   \n",
       "2       0                 0                     0          0             0   \n",
       "3       0                 0                     0          0             0   \n",
       "4       0                 0                     0          0             0   \n",
       "\n",
       "   abdominal_pain  diarrhoea  mild_fever  yellow_urine  yellowing_of_eyes  \\\n",
       "0               0          0           0             0                  0   \n",
       "1               0          0           0             0                  0   \n",
       "2               0          0           0             0                  0   \n",
       "3               0          0           0             0                  0   \n",
       "4               0          0           0             0                  0   \n",
       "\n",
       "   acute_liver_failure  fluid_overload  swelling_of_stomach  \\\n",
       "0                    0               0                    0   \n",
       "1                    0               0                    0   \n",
       "2                    0               0                    0   \n",
       "3                    0               0                    0   \n",
       "4                    0               0                    0   \n",
       "\n",
       "   swelled_lymph_nodes  malaise  blurred_and_distorted_vision  phlegm  \\\n",
       "0                    0        0                             0       0   \n",
       "1                    0        0                             0       0   \n",
       "2                    0        0                             0       0   \n",
       "3                    0        0                             0       0   \n",
       "4                    0        0                             0       0   \n",
       "\n",
       "   throat_irritation  redness_of_eyes  sinus_pressure  runny_nose  congestion  \\\n",
       "0                  0                0               0           0           0   \n",
       "1                  0                0               0           0           0   \n",
       "2                  0                0               0           0           0   \n",
       "3                  0                0               0           0           0   \n",
       "4                  0                0               0           0           0   \n",
       "\n",
       "   chest_pain  weakness_in_limbs  fast_heart_rate  \\\n",
       "0           0                  0                0   \n",
       "1           0                  0                0   \n",
       "2           0                  0                0   \n",
       "3           0                  0                0   \n",
       "4           0                  0                0   \n",
       "\n",
       "   pain_during_bowel_movements  pain_in_anal_region  bloody_stool  \\\n",
       "0                            0                    0             0   \n",
       "1                            0                    0             0   \n",
       "2                            0                    0             0   \n",
       "3                            0                    0             0   \n",
       "4                            0                    0             0   \n",
       "\n",
       "   irritation_in_anus  neck_pain  dizziness  cramps  bruising  obesity  \\\n",
       "0                   0          0          0       0         0        0   \n",
       "1                   0          0          0       0         0        0   \n",
       "2                   0          0          0       0         0        0   \n",
       "3                   0          0          0       0         0        0   \n",
       "4                   0          0          0       0         0        0   \n",
       "\n",
       "   swollen_legs  swollen_blood_vessels  puffy_face_and_eyes  enlarged_thyroid  \\\n",
       "0             0                      0                    0                 0   \n",
       "1             0                      0                    0                 0   \n",
       "2             0                      0                    0                 0   \n",
       "3             0                      0                    0                 0   \n",
       "4             0                      0                    0                 0   \n",
       "\n",
       "   brittle_nails  swollen_extremeties  excessive_hunger  \\\n",
       "0              0                    0                 0   \n",
       "1              0                    0                 0   \n",
       "2              0                    0                 0   \n",
       "3              0                    0                 0   \n",
       "4              0                    0                 0   \n",
       "\n",
       "   extra_marital_contacts  drying_and_tingling_lips  slurred_speech  \\\n",
       "0                       0                         0               0   \n",
       "1                       0                         0               0   \n",
       "2                       0                         0               0   \n",
       "3                       0                         0               0   \n",
       "4                       0                         0               0   \n",
       "\n",
       "   knee_pain  hip_joint_pain  muscle_weakness  stiff_neck  swelling_joints  \\\n",
       "0          0               0                0           0                0   \n",
       "1          0               0                0           0                0   \n",
       "2          0               0                0           0                0   \n",
       "3          0               0                0           0                0   \n",
       "4          0               0                0           0                0   \n",
       "\n",
       "   movement_stiffness  spinning_movements  loss_of_balance  unsteadiness  \\\n",
       "0                   0                   0                0             0   \n",
       "1                   0                   0                0             0   \n",
       "2                   0                   0                0             0   \n",
       "3                   0                   0                0             0   \n",
       "4                   0                   0                0             0   \n",
       "\n",
       "   weakness_of_one_body_side  loss_of_smell  bladder_discomfort  \\\n",
       "0                          0              0                   0   \n",
       "1                          0              0                   0   \n",
       "2                          0              0                   0   \n",
       "3                          0              0                   0   \n",
       "4                          0              0                   0   \n",
       "\n",
       "   foul_smell_of urine  continuous_feel_of_urine  passage_of_gases  \\\n",
       "0                    0                         0                 0   \n",
       "1                    0                         0                 0   \n",
       "2                    0                         0                 0   \n",
       "3                    0                         0                 0   \n",
       "4                    0                         0                 0   \n",
       "\n",
       "   internal_itching  toxic_look_(typhos)  depression  irritability  \\\n",
       "0                 0                    0           0             0   \n",
       "1                 0                    0           0             0   \n",
       "2                 0                    0           0             0   \n",
       "3                 0                    0           0             0   \n",
       "4                 0                    0           0             0   \n",
       "\n",
       "   muscle_pain  altered_sensorium  red_spots_over_body  belly_pain  \\\n",
       "0            0                  0                    0           0   \n",
       "1            0                  0                    0           0   \n",
       "2            0                  0                    0           0   \n",
       "3            0                  0                    0           0   \n",
       "4            0                  0                    0           0   \n",
       "\n",
       "   abnormal_menstruation  dischromic _patches  watering_from_eyes  \\\n",
       "0                      0                    1                   0   \n",
       "1                      0                    1                   0   \n",
       "2                      0                    1                   0   \n",
       "3                      0                    1                   0   \n",
       "4                      0                    0                   0   \n",
       "\n",
       "   increased_appetite  polyuria  family_history  mucoid_sputum  rusty_sputum  \\\n",
       "0                   0         0               0              0             0   \n",
       "1                   0         0               0              0             0   \n",
       "2                   0         0               0              0             0   \n",
       "3                   0         0               0              0             0   \n",
       "4                   0         0               0              0             0   \n",
       "\n",
       "   lack_of_concentration  visual_disturbances  receiving_blood_transfusion  \\\n",
       "0                      0                    0                            0   \n",
       "1                      0                    0                            0   \n",
       "2                      0                    0                            0   \n",
       "3                      0                    0                            0   \n",
       "4                      0                    0                            0   \n",
       "\n",
       "   receiving_unsterile_injections  coma  stomach_bleeding  \\\n",
       "0                               0     0                 0   \n",
       "1                               0     0                 0   \n",
       "2                               0     0                 0   \n",
       "3                               0     0                 0   \n",
       "4                               0     0                 0   \n",
       "\n",
       "   distention_of_abdomen  history_of_alcohol_consumption  fluid_overload.1  \\\n",
       "0                      0                               0                 0   \n",
       "1                      0                               0                 0   \n",
       "2                      0                               0                 0   \n",
       "3                      0                               0                 0   \n",
       "4                      0                               0                 0   \n",
       "\n",
       "   blood_in_sputum  prominent_veins_on_calf  palpitations  painful_walking  \\\n",
       "0                0                        0             0                0   \n",
       "1                0                        0             0                0   \n",
       "2                0                        0             0                0   \n",
       "3                0                        0             0                0   \n",
       "4                0                        0             0                0   \n",
       "\n",
       "   pus_filled_pimples  blackheads  scurring  skin_peeling  \\\n",
       "0                   0           0         0             0   \n",
       "1                   0           0         0             0   \n",
       "2                   0           0         0             0   \n",
       "3                   0           0         0             0   \n",
       "4                   0           0         0             0   \n",
       "\n",
       "   silver_like_dusting  small_dents_in_nails  inflammatory_nails  blister  \\\n",
       "0                    0                     0                   0        0   \n",
       "1                    0                     0                   0        0   \n",
       "2                    0                     0                   0        0   \n",
       "3                    0                     0                   0        0   \n",
       "4                    0                     0                   0        0   \n",
       "\n",
       "   red_sore_around_nose  yellow_crust_ooze         prognosis  \n",
       "0                     0                  0  Fungal infection  \n",
       "1                     0                  0  Fungal infection  \n",
       "2                     0                  0  Fungal infection  \n",
       "3                     0                  0  Fungal infection  \n",
       "4                     0                  0  Fungal infection  "
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df= pd.read_csv(\"../datasets/Training.csv\")\n",
    "pd.set_option('display.max_columns', None)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e15c398-cf07-449e-abe4-a94e76959151",
   "metadata": {},
   "source": [
    "### Train Test split."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "bce4c140-15e6-4a12-b42a-eb428a28d96e",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df.drop('prognosis', axis=1)\n",
    "y = df['prognosis']\n",
    "\n",
    "# ecoding prognonsis\n",
    "le = LabelEncoder()\n",
    "le.fit(y)\n",
    "Y = le.transform(y)\n",
    "    \n",
    "X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.3, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "6c21e304-d3d1-427d-b27b-bd808f47face",
   "metadata": {},
   "outputs": [
    {
     "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",
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       "      <th>indigestion</th>\n",
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       "      <th>yellowish_skin</th>\n",
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       "      <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>diarrhoea</th>\n",
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       "      <th>phlegm</th>\n",
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       "      <th>redness_of_eyes</th>\n",
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       "      <th>runny_nose</th>\n",
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       "      <th>chest_pain</th>\n",
       "      <th>weakness_in_limbs</th>\n",
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       "      <th>pain_during_bowel_movements</th>\n",
       "      <th>pain_in_anal_region</th>\n",
       "      <th>bloody_stool</th>\n",
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       "      <th>obesity</th>\n",
       "      <th>swollen_legs</th>\n",
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       "      <th>puffy_face_and_eyes</th>\n",
       "      <th>enlarged_thyroid</th>\n",
       "      <th>brittle_nails</th>\n",
       "      <th>swollen_extremeties</th>\n",
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       "      <th>extra_marital_contacts</th>\n",
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       "      <th>knee_pain</th>\n",
       "      <th>hip_joint_pain</th>\n",
       "      <th>muscle_weakness</th>\n",
       "      <th>stiff_neck</th>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      itching  skin_rash  nodal_skin_eruptions  continuous_sneezing  \\\n",
       "682         0          0                     0                    0   \n",
       "3963        0          0                     0                    0   \n",
       "3126        0          0                     0                    0   \n",
       "4480        0          0                     0                    0   \n",
       "3411        0          0                     0                    0   \n",
       "\n",
       "      shivering  chills  joint_pain  stomach_pain  acidity  ulcers_on_tongue  \\\n",
       "682           0       1           0             0        0                 0   \n",
       "3963          0       1           0             0        0                 0   \n",
       "3126          0       0           0             0        0                 0   \n",
       "4480          0       0           0             0        1                 0   \n",
       "3411          0       0           0             0        0                 0   \n",
       "\n",
       "      muscle_wasting  vomiting  burning_micturition  spotting_ urination  \\\n",
       "682                0         0                    0                    0   \n",
       "3963               0         0                    0                    0   \n",
       "3126               0         0                    0                    0   \n",
       "4480               0         0                    0                    0   \n",
       "3411               0         1                    0                    0   \n",
       "\n",
       "      fatigue  weight_gain  anxiety  cold_hands_and_feets  mood_swings  \\\n",
       "682         1            0        0                     0            0   \n",
       "3963        1            0        0                     0            0   \n",
       "3126        0            0        0                     0            0   \n",
       "4480        0            0        0                     0            0   \n",
       "3411        0            0        0                     0            0   \n",
       "\n",
       "      weight_loss  restlessness  lethargy  patches_in_throat  \\\n",
       "682             0             0         0                  0   \n",
       "3963            0             0         0                  0   \n",
       "3126            0             0         0                  0   \n",
       "4480            0             0         0                  0   \n",
       "3411            0             0         0                  0   \n",
       "\n",
       "      irregular_sugar_level  cough  high_fever  sunken_eyes  breathlessness  \\\n",
       "682                       0      1           1            0               1   \n",
       "3963                      0      1           1            0               1   \n",
       "3126                      0      0           0            0               0   \n",
       "4480                      0      0           0            0               0   \n",
       "3411                      0      0           0            1               0   \n",
       "\n",
       "      sweating  dehydration  indigestion  headache  yellowish_skin  \\\n",
       "682          1            0            0         0               0   \n",
       "3963         1            0            0         0               0   \n",
       "3126         0            0            0         1               0   \n",
       "4480         0            0            1         1               0   \n",
       "3411         0            1            0         0               0   \n",
       "\n",
       "      dark_urine  nausea  loss_of_appetite  pain_behind_the_eyes  back_pain  \\\n",
       "682            0       0                 0                     0          0   \n",
       "3963           0       0                 0                     0          0   \n",
       "3126           0       0                 0                     0          0   \n",
       "4480           0       0                 0                     0          0   \n",
       "3411           0       0                 0                     0          0   \n",
       "\n",
       "      constipation  abdominal_pain  diarrhoea  mild_fever  yellow_urine  \\\n",
       "682              0               0          0           0             0   \n",
       "3963             0               0          0           0             0   \n",
       "3126             0               0          0           0             0   \n",
       "4480             0               0          0           0             0   \n",
       "3411             0               0          1           0             0   \n",
       "\n",
       "      yellowing_of_eyes  acute_liver_failure  fluid_overload  \\\n",
       "682                   0                    0               0   \n",
       "3963                  0                    0               0   \n",
       "3126                  0                    0               0   \n",
       "4480                  0                    0               0   \n",
       "3411                  0                    0               0   \n",
       "\n",
       "      swelling_of_stomach  swelled_lymph_nodes  malaise  \\\n",
       "682                     0                    0        1   \n",
       "3963                    0                    0        1   \n",
       "3126                    0                    0        0   \n",
       "4480                    0                    0        0   \n",
       "3411                    0                    0        0   \n",
       "\n",
       "      blurred_and_distorted_vision  phlegm  throat_irritation  \\\n",
       "682                              0       1                  0   \n",
       "3963                             0       1                  0   \n",
       "3126                             0       0                  0   \n",
       "4480                             1       0                  0   \n",
       "3411                             0       0                  0   \n",
       "\n",
       "      redness_of_eyes  sinus_pressure  runny_nose  congestion  chest_pain  \\\n",
       "682                 0               0           0           0           1   \n",
       "3963                0               0           0           0           1   \n",
       "3126                0               0           0           0           1   \n",
       "4480                0               0           0           0           0   \n",
       "3411                0               0           0           0           0   \n",
       "\n",
       "      weakness_in_limbs  fast_heart_rate  pain_during_bowel_movements  \\\n",
       "682                   0                1                            0   \n",
       "3963                  0                1                            0   \n",
       "3126                  0                0                            0   \n",
       "4480                  0                0                            0   \n",
       "3411                  0                0                            0   \n",
       "\n",
       "      pain_in_anal_region  bloody_stool  irritation_in_anus  neck_pain  \\\n",
       "682                     0             0                   0          0   \n",
       "3963                    0             0                   0          0   \n",
       "3126                    0             0                   0          0   \n",
       "4480                    0             0                   0          0   \n",
       "3411                    0             0                   0          0   \n",
       "\n",
       "      dizziness  cramps  bruising  obesity  swollen_legs  \\\n",
       "682           0       0         0        0             0   \n",
       "3963          0       0         0        0             0   \n",
       "3126          1       0         0        0             0   \n",
       "4480          0       0         0        0             0   \n",
       "3411          0       0         0        0             0   \n",
       "\n",
       "      swollen_blood_vessels  puffy_face_and_eyes  enlarged_thyroid  \\\n",
       "682                       0                    0                 0   \n",
       "3963                      0                    0                 0   \n",
       "3126                      0                    0                 0   \n",
       "4480                      0                    0                 0   \n",
       "3411                      0                    0                 0   \n",
       "\n",
       "      brittle_nails  swollen_extremeties  excessive_hunger  \\\n",
       "682               0                    0                 0   \n",
       "3963              0                    0                 0   \n",
       "3126              0                    0                 0   \n",
       "4480              0                    0                 1   \n",
       "3411              0                    0                 0   \n",
       "\n",
       "      extra_marital_contacts  drying_and_tingling_lips  slurred_speech  \\\n",
       "682                        0                         0               0   \n",
       "3963                       0                         0               0   \n",
       "3126                       0                         0               0   \n",
       "4480                       0                         0               0   \n",
       "3411                       0                         0               0   \n",
       "\n",
       "      knee_pain  hip_joint_pain  muscle_weakness  stiff_neck  swelling_joints  \\\n",
       "682           0               0                0           0                0   \n",
       "3963          0               0                0           0                0   \n",
       "3126          0               0                0           0                0   \n",
       "4480          0               0                0           1                0   \n",
       "3411          0               0                0           0                0   \n",
       "\n",
       "      movement_stiffness  spinning_movements  loss_of_balance  unsteadiness  \\\n",
       "682                    0                   0                0             0   \n",
       "3963                   0                   0                0             0   \n",
       "3126                   0                   0                1             0   \n",
       "4480                   0                   0                0             0   \n",
       "3411                   0                   0                0             0   \n",
       "\n",
       "      weakness_of_one_body_side  loss_of_smell  bladder_discomfort  \\\n",
       "682                           0              0                   0   \n",
       "3963                          0              0                   0   \n",
       "3126                          0              0                   0   \n",
       "4480                          0              0                   0   \n",
       "3411                          0              0                   0   \n",
       "\n",
       "      foul_smell_of urine  continuous_feel_of_urine  passage_of_gases  \\\n",
       "682                     0                         0                 0   \n",
       "3963                    0                         0                 0   \n",
       "3126                    0                         0                 0   \n",
       "4480                    0                         0                 0   \n",
       "3411                    0                         0                 0   \n",
       "\n",
       "      internal_itching  toxic_look_(typhos)  depression  irritability  \\\n",
       "682                  0                    0           0             0   \n",
       "3963                 0                    0           0             0   \n",
       "3126                 0                    0           0             0   \n",
       "4480                 0                    0           1             1   \n",
       "3411                 0                    0           0             0   \n",
       "\n",
       "      muscle_pain  altered_sensorium  red_spots_over_body  belly_pain  \\\n",
       "682             0                  0                    0           0   \n",
       "3963            0                  0                    0           0   \n",
       "3126            0                  0                    0           0   \n",
       "4480            0                  0                    0           0   \n",
       "3411            0                  0                    0           0   \n",
       "\n",
       "      abnormal_menstruation  dischromic _patches  watering_from_eyes  \\\n",
       "682                       0                    0                   0   \n",
       "3963                      0                    0                   0   \n",
       "3126                      0                    0                   0   \n",
       "4480                      0                    0                   0   \n",
       "3411                      0                    0                   0   \n",
       "\n",
       "      increased_appetite  polyuria  family_history  mucoid_sputum  \\\n",
       "682                    0         0               0              0   \n",
       "3963                   0         0               0              0   \n",
       "3126                   0         0               0              0   \n",
       "4480                   0         0               0              0   \n",
       "3411                   0         0               0              0   \n",
       "\n",
       "      rusty_sputum  lack_of_concentration  visual_disturbances  \\\n",
       "682              1                      0                    0   \n",
       "3963             1                      0                    0   \n",
       "3126             0                      1                    0   \n",
       "4480             0                      0                    1   \n",
       "3411             0                      0                    0   \n",
       "\n",
       "      receiving_blood_transfusion  receiving_unsterile_injections  coma  \\\n",
       "682                             0                               0     0   \n",
       "3963                            0                               0     0   \n",
       "3126                            0                               0     0   \n",
       "4480                            0                               0     0   \n",
       "3411                            0                               0     0   \n",
       "\n",
       "      stomach_bleeding  distention_of_abdomen  history_of_alcohol_consumption  \\\n",
       "682                  0                      0                               0   \n",
       "3963                 0                      0                               0   \n",
       "3126                 0                      0                               0   \n",
       "4480                 0                      0                               0   \n",
       "3411                 0                      0                               0   \n",
       "\n",
       "      fluid_overload.1  blood_in_sputum  prominent_veins_on_calf  \\\n",
       "682                  0                0                        0   \n",
       "3963                 0                0                        0   \n",
       "3126                 0                0                        0   \n",
       "4480                 0                0                        0   \n",
       "3411                 0                0                        0   \n",
       "\n",
       "      palpitations  painful_walking  pus_filled_pimples  blackheads  scurring  \\\n",
       "682              0                0                   0           0         0   \n",
       "3963             0                0                   0           0         0   \n",
       "3126             0                0                   0           0         0   \n",
       "4480             0                0                   0           0         0   \n",
       "3411             0                0                   0           0         0   \n",
       "\n",
       "      skin_peeling  silver_like_dusting  small_dents_in_nails  \\\n",
       "682              0                    0                     0   \n",
       "3963             0                    0                     0   \n",
       "3126             0                    0                     0   \n",
       "4480             0                    0                     0   \n",
       "3411             0                    0                     0   \n",
       "\n",
       "      inflammatory_nails  blister  red_sore_around_nose  yellow_crust_ooze  \n",
       "682                    0        0                     0                  0  \n",
       "3963                   0        0                     0                  0  \n",
       "3126                   0        0                     0                  0  \n",
       "4480                   0        0                     0                  0  \n",
       "3411                   0        0                     0                  0  "
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "6fc17a3d-57b2-4c00-a84e-c79717d5e5c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([34, 34, 23, ..., 11, 15, 14])"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "75f16316-c1dd-40e2-95da-c282878ad7e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "input_shape = X_train.shape[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "4fc6d96f-38fa-4b2a-b5c8-501dbbb3071a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a dictionary to store models\n",
    "models = {\n",
    "    'SVC': SVC(kernel='linear'),\n",
    "    'RandomForest': RandomForestClassifier(n_estimators=100, random_state=42),\n",
    "    'GradientBoosting': GradientBoostingClassifier(n_estimators=100, random_state=42),\n",
    "    'KNeighbors': KNeighborsClassifier(n_neighbors=5),\n",
    "    'MultinomialNB': MultinomialNB()\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "e5d07ad9-fe1f-4286-a298-f8ffae4f089f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SVC Accuracy: 1.0\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00        32\n",
      "           1       1.00      1.00      1.00        39\n",
      "           2       1.00      1.00      1.00        41\n",
      "           3       1.00      1.00      1.00        36\n",
      "           4       1.00      1.00      1.00        35\n",
      "           5       1.00      1.00      1.00        36\n",
      "           6       1.00      1.00      1.00        44\n",
      "           7       1.00      1.00      1.00        32\n",
      "           8       1.00      1.00      1.00        35\n",
      "           9       1.00      1.00      1.00        30\n",
      "          10       1.00      1.00      1.00        31\n",
      "          11       1.00      1.00      1.00        40\n",
      "          12       1.00      1.00      1.00        33\n",
      "          13       1.00      1.00      1.00        45\n",
      "          14       1.00      1.00      1.00        35\n",
      "          15       1.00      1.00      1.00        28\n",
      "          16       1.00      1.00      1.00        41\n",
      "          17       1.00      1.00      1.00        40\n",
      "          18       1.00      1.00      1.00        36\n",
      "          19       1.00      1.00      1.00        46\n",
      "          20       1.00      1.00      1.00        40\n",
      "          21       1.00      1.00      1.00        35\n",
      "          22       1.00      1.00      1.00        47\n",
      "          23       1.00      1.00      1.00        31\n",
      "          24       1.00      1.00      1.00        37\n",
      "          25       1.00      1.00      1.00        42\n",
      "          26       1.00      1.00      1.00        33\n",
      "          27       1.00      1.00      1.00        35\n",
      "          28       1.00      1.00      1.00        34\n",
      "          29       1.00      1.00      1.00        30\n",
      "          30       1.00      1.00      1.00        36\n",
      "          31       1.00      1.00      1.00        28\n",
      "          32       1.00      1.00      1.00        34\n",
      "          33       1.00      1.00      1.00        27\n",
      "          34       1.00      1.00      1.00        39\n",
      "          35       1.00      1.00      1.00        32\n",
      "          36       1.00      1.00      1.00        35\n",
      "          37       1.00      1.00      1.00        34\n",
      "          38       1.00      1.00      1.00        36\n",
      "          39       1.00      1.00      1.00        37\n",
      "          40       1.00      1.00      1.00        39\n",
      "\n",
      "    accuracy                           1.00      1476\n",
      "   macro avg       1.00      1.00      1.00      1476\n",
      "weighted avg       1.00      1.00      1.00      1476\n",
      "\n",
      "RandomForest Accuracy: 1.0\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00        32\n",
      "           1       1.00      1.00      1.00        39\n",
      "           2       1.00      1.00      1.00        41\n",
      "           3       1.00      1.00      1.00        36\n",
      "           4       1.00      1.00      1.00        35\n",
      "           5       1.00      1.00      1.00        36\n",
      "           6       1.00      1.00      1.00        44\n",
      "           7       1.00      1.00      1.00        32\n",
      "           8       1.00      1.00      1.00        35\n",
      "           9       1.00      1.00      1.00        30\n",
      "          10       1.00      1.00      1.00        31\n",
      "          11       1.00      1.00      1.00        40\n",
      "          12       1.00      1.00      1.00        33\n",
      "          13       1.00      1.00      1.00        45\n",
      "          14       1.00      1.00      1.00        35\n",
      "          15       1.00      1.00      1.00        28\n",
      "          16       1.00      1.00      1.00        41\n",
      "          17       1.00      1.00      1.00        40\n",
      "          18       1.00      1.00      1.00        36\n",
      "          19       1.00      1.00      1.00        46\n",
      "          20       1.00      1.00      1.00        40\n",
      "          21       1.00      1.00      1.00        35\n",
      "          22       1.00      1.00      1.00        47\n",
      "          23       1.00      1.00      1.00        31\n",
      "          24       1.00      1.00      1.00        37\n",
      "          25       1.00      1.00      1.00        42\n",
      "          26       1.00      1.00      1.00        33\n",
      "          27       1.00      1.00      1.00        35\n",
      "          28       1.00      1.00      1.00        34\n",
      "          29       1.00      1.00      1.00        30\n",
      "          30       1.00      1.00      1.00        36\n",
      "          31       1.00      1.00      1.00        28\n",
      "          32       1.00      1.00      1.00        34\n",
      "          33       1.00      1.00      1.00        27\n",
      "          34       1.00      1.00      1.00        39\n",
      "          35       1.00      1.00      1.00        32\n",
      "          36       1.00      1.00      1.00        35\n",
      "          37       1.00      1.00      1.00        34\n",
      "          38       1.00      1.00      1.00        36\n",
      "          39       1.00      1.00      1.00        37\n",
      "          40       1.00      1.00      1.00        39\n",
      "\n",
      "    accuracy                           1.00      1476\n",
      "   macro avg       1.00      1.00      1.00      1476\n",
      "weighted avg       1.00      1.00      1.00      1476\n",
      "\n",
      "GradientBoosting Accuracy: 1.0\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00        32\n",
      "           1       1.00      1.00      1.00        39\n",
      "           2       1.00      1.00      1.00        41\n",
      "           3       1.00      1.00      1.00        36\n",
      "           4       1.00      1.00      1.00        35\n",
      "           5       1.00      1.00      1.00        36\n",
      "           6       1.00      1.00      1.00        44\n",
      "           7       1.00      1.00      1.00        32\n",
      "           8       1.00      1.00      1.00        35\n",
      "           9       1.00      1.00      1.00        30\n",
      "          10       1.00      1.00      1.00        31\n",
      "          11       1.00      1.00      1.00        40\n",
      "          12       1.00      1.00      1.00        33\n",
      "          13       1.00      1.00      1.00        45\n",
      "          14       1.00      1.00      1.00        35\n",
      "          15       1.00      1.00      1.00        28\n",
      "          16       1.00      1.00      1.00        41\n",
      "          17       1.00      1.00      1.00        40\n",
      "          18       1.00      1.00      1.00        36\n",
      "          19       1.00      1.00      1.00        46\n",
      "          20       1.00      1.00      1.00        40\n",
      "          21       1.00      1.00      1.00        35\n",
      "          22       1.00      1.00      1.00        47\n",
      "          23       1.00      1.00      1.00        31\n",
      "          24       1.00      1.00      1.00        37\n",
      "          25       1.00      1.00      1.00        42\n",
      "          26       1.00      1.00      1.00        33\n",
      "          27       1.00      1.00      1.00        35\n",
      "          28       1.00      1.00      1.00        34\n",
      "          29       1.00      1.00      1.00        30\n",
      "          30       1.00      1.00      1.00        36\n",
      "          31       1.00      1.00      1.00        28\n",
      "          32       1.00      1.00      1.00        34\n",
      "          33       1.00      1.00      1.00        27\n",
      "          34       1.00      1.00      1.00        39\n",
      "          35       1.00      1.00      1.00        32\n",
      "          36       1.00      1.00      1.00        35\n",
      "          37       1.00      1.00      1.00        34\n",
      "          38       1.00      1.00      1.00        36\n",
      "          39       1.00      1.00      1.00        37\n",
      "          40       1.00      1.00      1.00        39\n",
      "\n",
      "    accuracy                           1.00      1476\n",
      "   macro avg       1.00      1.00      1.00      1476\n",
      "weighted avg       1.00      1.00      1.00      1476\n",
      "\n",
      "KNeighbors Accuracy: 1.0\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00        32\n",
      "           1       1.00      1.00      1.00        39\n",
      "           2       1.00      1.00      1.00        41\n",
      "           3       1.00      1.00      1.00        36\n",
      "           4       1.00      1.00      1.00        35\n",
      "           5       1.00      1.00      1.00        36\n",
      "           6       1.00      1.00      1.00        44\n",
      "           7       1.00      1.00      1.00        32\n",
      "           8       1.00      1.00      1.00        35\n",
      "           9       1.00      1.00      1.00        30\n",
      "          10       1.00      1.00      1.00        31\n",
      "          11       1.00      1.00      1.00        40\n",
      "          12       1.00      1.00      1.00        33\n",
      "          13       1.00      1.00      1.00        45\n",
      "          14       1.00      1.00      1.00        35\n",
      "          15       1.00      1.00      1.00        28\n",
      "          16       1.00      1.00      1.00        41\n",
      "          17       1.00      1.00      1.00        40\n",
      "          18       1.00      1.00      1.00        36\n",
      "          19       1.00      1.00      1.00        46\n",
      "          20       1.00      1.00      1.00        40\n",
      "          21       1.00      1.00      1.00        35\n",
      "          22       1.00      1.00      1.00        47\n",
      "          23       1.00      1.00      1.00        31\n",
      "          24       1.00      1.00      1.00        37\n",
      "          25       1.00      1.00      1.00        42\n",
      "          26       1.00      1.00      1.00        33\n",
      "          27       1.00      1.00      1.00        35\n",
      "          28       1.00      1.00      1.00        34\n",
      "          29       1.00      1.00      1.00        30\n",
      "          30       1.00      1.00      1.00        36\n",
      "          31       1.00      1.00      1.00        28\n",
      "          32       1.00      1.00      1.00        34\n",
      "          33       1.00      1.00      1.00        27\n",
      "          34       1.00      1.00      1.00        39\n",
      "          35       1.00      1.00      1.00        32\n",
      "          36       1.00      1.00      1.00        35\n",
      "          37       1.00      1.00      1.00        34\n",
      "          38       1.00      1.00      1.00        36\n",
      "          39       1.00      1.00      1.00        37\n",
      "          40       1.00      1.00      1.00        39\n",
      "\n",
      "    accuracy                           1.00      1476\n",
      "   macro avg       1.00      1.00      1.00      1476\n",
      "weighted avg       1.00      1.00      1.00      1476\n",
      "\n",
      "MultinomialNB Accuracy: 1.0\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00        32\n",
      "           1       1.00      1.00      1.00        39\n",
      "           2       1.00      1.00      1.00        41\n",
      "           3       1.00      1.00      1.00        36\n",
      "           4       1.00      1.00      1.00        35\n",
      "           5       1.00      1.00      1.00        36\n",
      "           6       1.00      1.00      1.00        44\n",
      "           7       1.00      1.00      1.00        32\n",
      "           8       1.00      1.00      1.00        35\n",
      "           9       1.00      1.00      1.00        30\n",
      "          10       1.00      1.00      1.00        31\n",
      "          11       1.00      1.00      1.00        40\n",
      "          12       1.00      1.00      1.00        33\n",
      "          13       1.00      1.00      1.00        45\n",
      "          14       1.00      1.00      1.00        35\n",
      "          15       1.00      1.00      1.00        28\n",
      "          16       1.00      1.00      1.00        41\n",
      "          17       1.00      1.00      1.00        40\n",
      "          18       1.00      1.00      1.00        36\n",
      "          19       1.00      1.00      1.00        46\n",
      "          20       1.00      1.00      1.00        40\n",
      "          21       1.00      1.00      1.00        35\n",
      "          22       1.00      1.00      1.00        47\n",
      "          23       1.00      1.00      1.00        31\n",
      "          24       1.00      1.00      1.00        37\n",
      "          25       1.00      1.00      1.00        42\n",
      "          26       1.00      1.00      1.00        33\n",
      "          27       1.00      1.00      1.00        35\n",
      "          28       1.00      1.00      1.00        34\n",
      "          29       1.00      1.00      1.00        30\n",
      "          30       1.00      1.00      1.00        36\n",
      "          31       1.00      1.00      1.00        28\n",
      "          32       1.00      1.00      1.00        34\n",
      "          33       1.00      1.00      1.00        27\n",
      "          34       1.00      1.00      1.00        39\n",
      "          35       1.00      1.00      1.00        32\n",
      "          36       1.00      1.00      1.00        35\n",
      "          37       1.00      1.00      1.00        34\n",
      "          38       1.00      1.00      1.00        36\n",
      "          39       1.00      1.00      1.00        37\n",
      "          40       1.00      1.00      1.00        39\n",
      "\n",
      "    accuracy                           1.00      1476\n",
      "   macro avg       1.00      1.00      1.00      1476\n",
      "weighted avg       1.00      1.00      1.00      1476\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for model_name, model in models.items():\n",
    "    # Train the model\n",
    "    model.fit(X_train, y_train)\n",
    "\n",
    "    # Test the model\n",
    "    predictions = model.predict(X_test)\n",
    "\n",
    "    # Calculate accuracy\n",
    "    accuracy = accuracy_score(y_test, predictions)\n",
    "    print(f\"{model_name} Accuracy: {accuracy}\")\n",
    "\n",
    "    print(\"Classification Report:\")\n",
    "    print(classification_report(y_test, predictions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "96755295-2f78-4f37-9b3a-9a8334a726f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# selecting mode\n",
    "random_forest = models['RandomForest']\n",
    "random_forest.fit(X_train.values,y_train)\n",
    "ypred = random_forest.predict(X_test.values)\n",
    "accuracy_score(y_test\n",
    "               , ypred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "bb74d69b-d1b1-49b8-b678-b4818dbbbaff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['../models/RF_model.joblib']"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import joblib\n",
    "joblib.dump(random_forest, '../models/RF_model.joblib')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "2227442d-d9c7-462b-9a1f-2e671b86da90",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicted disease : [2]\n",
      "Actual Disease : 2\n",
      "predicted disease : [23]\n",
      "Actual Disease : 23\n"
     ]
    }
   ],
   "source": [
    "# testing the model\n",
    "from joblib import load\n",
    "model = load(\"../models/RF_model.joblib\")\n",
    "\n",
    "# test 1:\n",
    "print(\"predicted disease :\",model.predict(X_test.iloc[0].values.reshape(1,-1)))\n",
    "print(\"Actual Disease :\", y_test[0])\n",
    "\n",
    "# test 2:\n",
    "print(\"predicted disease :\",model.predict(X_test.iloc[100].values.reshape(1,-1)))\n",
    "print(\"Actual Disease :\", y_test[100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "f43490d0-1eda-4fac-9787-ad05a968d01b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[9]\n"
     ]
    }
   ],
   "source": [
    "print(model.predict(X_test.iloc[4].values.reshape(1,-1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a29a71de-f59d-4426-abd3-6a2dfee99b5e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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