{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "87d76cd8", "metadata": {}, "outputs": [], "source": [ "#import dependencies\n", "import csv\n", "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "id": "c1363ada", "metadata": {}, "outputs": [], "source": [ "\n", "train = df_samples = pd.read_csv('training_data.csv')\n", "del train['fluid_overload']\n", "del train['fluid_overload.1']" ] }, { "cell_type": "code", "execution_count": 3, "id": "9187ef53", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Prior Probability of Fungal infection: 0.024390243902439025\n", "Prior Probability of Allergy: 0.024390243902439025\n", "Prior Probability of GERD: 0.024390243902439025\n", "Prior Probability of Chronic cholestasis: 0.024390243902439025\n", "Prior Probability of Drug Reaction: 0.024390243902439025\n", "Prior Probability of Peptic ulcer diseae: 0.024390243902439025\n", "Prior Probability of AIDS: 0.024390243902439025\n", "Prior Probability of Diabetes : 0.024390243902439025\n", "Prior Probability of Gastroenteritis: 0.024390243902439025\n", "Prior Probability of Bronchial Asthma: 0.024390243902439025\n", "Prior Probability of Hypertension : 0.024390243902439025\n", "Prior Probability of Migraine: 0.024390243902439025\n", "Prior Probability of Cervical spondylosis: 0.024390243902439025\n", "Prior Probability of Paralysis (brain hemorrhage): 0.024390243902439025\n", "Prior Probability of Jaundice: 0.024390243902439025\n", "Prior Probability of Malaria: 0.024390243902439025\n", "Prior Probability of Chicken pox: 0.024390243902439025\n", "Prior Probability of Dengue: 0.024390243902439025\n", "Prior Probability of Typhoid: 0.024390243902439025\n", "Prior Probability of hepatitis A: 0.024390243902439025\n", "Prior Probability of Hepatitis B: 0.024390243902439025\n", "Prior Probability of Hepatitis C: 0.024390243902439025\n", "Prior Probability of Hepatitis D: 0.024390243902439025\n", "Prior Probability of Hepatitis E: 0.024390243902439025\n", "Prior Probability of Alcoholic hepatitis: 0.024390243902439025\n", "Prior Probability of Tuberculosis: 0.024390243902439025\n", "Prior Probability of Common Cold: 0.024390243902439025\n", "Prior Probability of Pneumonia: 0.024390243902439025\n", "Prior Probability of Dimorphic hemmorhoids(piles): 0.024390243902439025\n", "Prior Probability of Heart attack: 0.024390243902439025\n", "Prior Probability of Varicose veins: 0.024390243902439025\n", "Prior Probability of Hypothyroidism: 0.024390243902439025\n", "Prior Probability of Hyperthyroidism: 0.024390243902439025\n", "Prior Probability of Hypoglycemia: 0.024390243902439025\n", "Prior Probability of Osteoarthristis: 0.024390243902439025\n", "Prior Probability of Arthritis: 0.024390243902439025\n", "Prior Probability of (vertigo) Paroymsal Positional Vertigo: 0.024390243902439025\n", "Prior Probability of Acne: 0.024390243902439025\n", "Prior Probability of Urinary tract infection: 0.024390243902439025\n", "Prior Probability of Psoriasis: 0.024390243902439025\n", "Prior Probability of Impetigo: 0.024390243902439025\n" ] } ], "source": [ "import pandas as pd\n", "\n", "# Assuming you have a DataFrame named 'train' with columns 'prognosis' and 'Symptoms'\n", "# 'prognosis' column contains various disease names\n", "# 'Symptoms' column contains the symptoms\n", "\n", "# Calculate the total count of records\n", "total_count = len(train)\n", "\n", "# Get unique disease names from the 'prognosis' column\n", "unique_diseases = train['prognosis'].unique()\n", "\n", "# Create a dictionary to store prior probabilities for each disease\n", "disease_prior_probabilities = {}\n", "\n", "# Calculate the prior probability for each unique disease\n", "for disease in unique_diseases:\n", " count_disease = len(train[train['prognosis'] == disease])\n", " prob_disease = count_disease / total_count\n", " disease_prior_probabilities[disease] = prob_disease\n", "\n", "# Print the prior probabilities for all unique diseases\n", "for disease, probability in disease_prior_probabilities.items():\n", " print(f\"Prior Probability of {disease}: {probability}\")" ] }, { "cell_type": "code", "execution_count": 4, "id": "72efe8f8", "metadata": {}, "outputs": [], "source": [ "def sum_col(x):\n", " if any(x)==1:\n", " return x.values.sum()\n", "\n", "ndf = train.groupby('prognosis',as_index=False).agg(lambda x:(sum_col(x)))" ] }, { "cell_type": "code", "execution_count": 5, "id": "0ba92394", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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prognosisitchingskin_rashnodal_skin_eruptionscontinuous_sneezingshiveringchillsjoint_painstomach_painacidity...pus_filled_pimplesblackheadsscurringskin_peelingsilver_like_dustingsmall_dents_in_nailsinflammatory_nailsblisterred_sore_around_noseyellow_crust_ooze
0(vertigo) Paroymsal Positional VertigoNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1AIDSNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2AcneNaN114.0NaNNaNNaNNaNNaNNaNNaN...108.0108.0108.0NaNNaNNaNNaNNaNNaNNaN
3Alcoholic hepatitisNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
4AllergyNaNNaNNaN108.0108.0108.0NaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
5ArthritisNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
6Bronchial AsthmaNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
7Cervical spondylosisNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
8Chicken pox114.0114.0NaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
9Chronic cholestasis114.0NaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
10Common ColdNaNNaNNaN114.0NaN114.0NaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
11DengueNaN114.0NaNNaNNaN114.0114.0NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
12DiabetesNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
13Dimorphic hemmorhoids(piles)NaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
14Drug Reaction114.0108.0NaNNaNNaNNaNNaN108.0NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
15Fungal infection108.0108.0108.0NaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
16GERDNaNNaNNaNNaNNaNNaNNaN114.0108.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
17GastroenteritisNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
18Heart attackNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
19Hepatitis B114.0NaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
20Hepatitis CNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
21Hepatitis DNaNNaNNaNNaNNaNNaN114.0NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
22Hepatitis ENaNNaNNaNNaNNaNNaN114.0NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
23HypertensionNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
24HyperthyroidismNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
25HypoglycemiaNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
26HypothyroidismNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
27ImpetigoNaN114.0NaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaN114.0114.0114.0
28Jaundice114.0NaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
29MalariaNaNNaNNaNNaNNaN114.0NaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
30MigraineNaNNaNNaNNaNNaNNaNNaNNaN114.0...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
31OsteoarthristisNaNNaNNaNNaNNaNNaN114.0NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
32Paralysis (brain hemorrhage)NaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
33Peptic ulcer diseaeNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
34PneumoniaNaNNaNNaNNaNNaN114.0NaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
35PsoriasisNaN114.0NaNNaNNaNNaN114.0NaNNaN...NaNNaNNaN114.0114.0114.0114.0NaNNaNNaN
36TuberculosisNaNNaNNaNNaNNaN114.0NaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
37TyphoidNaNNaNNaNNaNNaN120.0NaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
38Urinary tract infectionNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
39Varicose veinsNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
40hepatitis ANaNNaNNaNNaNNaNNaN114.0NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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41 rows × 131 columns

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" ], "text/plain": [ " prognosis itching skin_rash \\\n", "0 (vertigo) Paroymsal Positional Vertigo NaN NaN \n", "1 AIDS NaN NaN \n", "2 Acne NaN 114.0 \n", "3 Alcoholic hepatitis NaN NaN \n", "4 Allergy NaN NaN \n", "5 Arthritis NaN NaN \n", "6 Bronchial Asthma NaN NaN \n", "7 Cervical spondylosis NaN NaN \n", "8 Chicken pox 114.0 114.0 \n", "9 Chronic cholestasis 114.0 NaN \n", "10 Common Cold NaN NaN \n", "11 Dengue NaN 114.0 \n", "12 Diabetes NaN NaN \n", "13 Dimorphic hemmorhoids(piles) NaN NaN \n", "14 Drug Reaction 114.0 108.0 \n", "15 Fungal infection 108.0 108.0 \n", "16 GERD NaN NaN \n", "17 Gastroenteritis NaN NaN \n", "18 Heart attack NaN NaN \n", "19 Hepatitis B 114.0 NaN \n", "20 Hepatitis C NaN NaN \n", "21 Hepatitis D NaN NaN \n", "22 Hepatitis E NaN NaN \n", "23 Hypertension NaN NaN \n", "24 Hyperthyroidism NaN NaN \n", "25 Hypoglycemia NaN NaN \n", "26 Hypothyroidism NaN NaN \n", "27 Impetigo NaN 114.0 \n", "28 Jaundice 114.0 NaN \n", "29 Malaria NaN NaN \n", "30 Migraine NaN NaN \n", "31 Osteoarthristis NaN NaN \n", "32 Paralysis (brain hemorrhage) NaN NaN \n", "33 Peptic ulcer diseae NaN NaN \n", "34 Pneumonia NaN NaN \n", "35 Psoriasis NaN 114.0 \n", "36 Tuberculosis NaN NaN \n", "37 Typhoid NaN NaN \n", "38 Urinary tract infection NaN NaN \n", "39 Varicose veins NaN NaN \n", "40 hepatitis A NaN NaN \n", "\n", " nodal_skin_eruptions continuous_sneezing shivering chills joint_pain \\\n", "0 NaN NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN \n", "3 NaN NaN NaN NaN NaN \n", "4 NaN 108.0 108.0 108.0 NaN \n", "5 NaN NaN NaN NaN NaN \n", "6 NaN NaN NaN NaN NaN \n", "7 NaN NaN NaN NaN NaN \n", "8 NaN NaN NaN NaN NaN \n", "9 NaN NaN NaN NaN NaN \n", "10 NaN 114.0 NaN 114.0 NaN \n", "11 NaN NaN NaN 114.0 114.0 \n", "12 NaN NaN NaN NaN NaN \n", "13 NaN NaN NaN NaN NaN \n", "14 NaN NaN NaN NaN NaN \n", "15 108.0 NaN NaN NaN NaN \n", "16 NaN NaN NaN NaN NaN \n", "17 NaN NaN NaN NaN NaN \n", "18 NaN NaN NaN NaN NaN \n", "19 NaN NaN NaN NaN NaN \n", "20 NaN NaN NaN NaN NaN \n", "21 NaN NaN NaN NaN 114.0 \n", "22 NaN NaN NaN NaN 114.0 \n", "23 NaN NaN NaN NaN NaN \n", "24 NaN NaN NaN NaN NaN \n", "25 NaN NaN NaN NaN NaN \n", "26 NaN NaN NaN NaN NaN \n", "27 NaN NaN NaN NaN NaN \n", "28 NaN NaN NaN NaN NaN \n", "29 NaN NaN NaN 114.0 NaN \n", "30 NaN NaN NaN NaN NaN \n", "31 NaN NaN NaN NaN 114.0 \n", "32 NaN NaN NaN NaN NaN \n", "33 NaN NaN NaN NaN NaN \n", "34 NaN NaN NaN 114.0 NaN \n", "35 NaN NaN NaN NaN 114.0 \n", "36 NaN NaN NaN 114.0 NaN \n", "37 NaN NaN NaN 120.0 NaN \n", "38 NaN NaN NaN NaN NaN \n", "39 NaN NaN NaN NaN NaN \n", "40 NaN NaN NaN NaN 114.0 \n", "\n", " stomach_pain acidity ... pus_filled_pimples blackheads scurring \\\n", "0 NaN NaN ... NaN NaN NaN \n", "1 NaN NaN ... NaN NaN NaN \n", "2 NaN NaN ... 108.0 108.0 108.0 \n", "3 NaN NaN ... NaN NaN NaN \n", "4 NaN NaN ... NaN NaN NaN \n", "5 NaN NaN ... NaN NaN NaN \n", "6 NaN NaN ... NaN NaN NaN \n", "7 NaN NaN ... NaN NaN NaN \n", "8 NaN NaN ... NaN NaN NaN \n", "9 NaN NaN ... NaN NaN NaN \n", "10 NaN NaN ... NaN NaN NaN \n", "11 NaN NaN ... NaN NaN NaN \n", "12 NaN NaN ... NaN NaN NaN \n", "13 NaN NaN ... NaN NaN NaN \n", "14 108.0 NaN ... NaN NaN NaN \n", "15 NaN NaN ... NaN NaN NaN \n", "16 114.0 108.0 ... NaN NaN NaN \n", "17 NaN NaN ... NaN NaN NaN \n", "18 NaN NaN ... NaN NaN NaN \n", "19 NaN NaN ... NaN NaN NaN \n", "20 NaN NaN ... NaN NaN NaN \n", "21 NaN NaN ... NaN NaN NaN \n", "22 NaN NaN ... NaN NaN NaN \n", "23 NaN NaN ... NaN NaN NaN \n", "24 NaN NaN ... NaN NaN NaN \n", "25 NaN NaN ... NaN NaN NaN \n", "26 NaN NaN ... NaN NaN NaN \n", "27 NaN NaN ... NaN NaN NaN \n", "28 NaN NaN ... NaN NaN NaN \n", "29 NaN NaN ... NaN NaN NaN \n", "30 NaN 114.0 ... NaN NaN NaN \n", "31 NaN NaN ... NaN NaN NaN \n", "32 NaN NaN ... NaN NaN NaN \n", "33 NaN NaN ... NaN NaN NaN \n", "34 NaN NaN ... NaN NaN NaN \n", "35 NaN NaN ... NaN NaN NaN \n", "36 NaN NaN ... NaN NaN NaN \n", "37 NaN NaN ... NaN NaN NaN \n", "38 NaN NaN ... NaN NaN NaN \n", "39 NaN NaN ... NaN NaN NaN \n", "40 NaN NaN ... NaN NaN NaN \n", "\n", " skin_peeling silver_like_dusting small_dents_in_nails \\\n", "0 NaN NaN NaN \n", "1 NaN NaN NaN \n", "2 NaN NaN NaN \n", "3 NaN NaN NaN \n", "4 NaN NaN NaN \n", "5 NaN NaN NaN \n", "6 NaN NaN NaN \n", "7 NaN NaN NaN \n", "8 NaN NaN NaN \n", "9 NaN NaN NaN \n", "10 NaN NaN NaN \n", "11 NaN NaN NaN \n", "12 NaN NaN NaN \n", "13 NaN NaN NaN \n", "14 NaN NaN NaN \n", "15 NaN NaN NaN \n", "16 NaN NaN NaN \n", "17 NaN NaN NaN \n", "18 NaN NaN NaN \n", "19 NaN NaN NaN \n", "20 NaN NaN NaN \n", "21 NaN NaN NaN \n", "22 NaN NaN NaN \n", "23 NaN NaN NaN \n", "24 NaN NaN NaN \n", "25 NaN NaN NaN \n", "26 NaN NaN NaN \n", "27 NaN NaN NaN \n", "28 NaN NaN NaN \n", "29 NaN NaN NaN \n", "30 NaN NaN NaN \n", "31 NaN NaN NaN \n", "32 NaN NaN NaN \n", "33 NaN NaN NaN \n", "34 NaN NaN NaN \n", "35 114.0 114.0 114.0 \n", "36 NaN NaN NaN \n", "37 NaN NaN NaN \n", "38 NaN NaN NaN \n", "39 NaN NaN NaN \n", "40 NaN NaN NaN \n", "\n", " inflammatory_nails blister red_sore_around_nose yellow_crust_ooze \n", "0 NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN \n", "3 NaN NaN NaN NaN \n", "4 NaN NaN NaN NaN \n", "5 NaN NaN NaN NaN \n", "6 NaN NaN NaN NaN \n", "7 NaN NaN NaN NaN \n", "8 NaN NaN NaN NaN \n", "9 NaN NaN NaN NaN \n", "10 NaN NaN NaN NaN \n", "11 NaN NaN NaN NaN \n", "12 NaN NaN NaN NaN \n", "13 NaN NaN NaN NaN \n", "14 NaN NaN NaN NaN \n", "15 NaN NaN NaN NaN \n", "16 NaN NaN NaN NaN \n", "17 NaN NaN NaN NaN \n", "18 NaN NaN NaN NaN \n", "19 NaN NaN NaN NaN \n", "20 NaN NaN NaN NaN \n", "21 NaN NaN NaN NaN \n", "22 NaN NaN NaN NaN \n", "23 NaN NaN NaN NaN \n", "24 NaN NaN NaN NaN \n", "25 NaN NaN NaN NaN \n", "26 NaN NaN NaN NaN \n", "27 NaN 114.0 114.0 114.0 \n", "28 NaN NaN NaN NaN \n", "29 NaN NaN NaN NaN \n", "30 NaN NaN NaN NaN \n", "31 NaN NaN NaN NaN \n", "32 NaN NaN NaN NaN \n", "33 NaN NaN NaN NaN \n", "34 NaN NaN NaN NaN \n", "35 114.0 NaN NaN NaN \n", "36 NaN NaN NaN NaN \n", "37 NaN NaN NaN NaN \n", "38 NaN NaN NaN NaN \n", "39 NaN NaN NaN NaN \n", "40 NaN NaN NaN NaN \n", "\n", "[41 rows x 131 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ndf" ] }, { "cell_type": "code", "execution_count": 6, "id": "ae5195e6", "metadata": {}, "outputs": [], "source": [ "ndf2=ndf.fillna(0)\n", "df=ndf2.copy()" ] }, { "cell_type": "code", "execution_count": 7, "id": "1349c4a8", "metadata": {}, "outputs": [], "source": [ "symptom_df=df" ] }, { "cell_type": "code", "execution_count": 8, "id": "aa6078a8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'(vertigo) Paroymsal Positional Vertigo': {'itching': 0.0, 'skin_rash': 0.0, 'nodal_skin_eruptions': 0.0, 'continuous_sneezing': 0.0, 'shivering': 0.0, 'chills': 0.0, 'joint_pain': 0.0, 'stomach_pain': 0.0, 'acidity': 0.0, 'ulcers_on_tongue': 0.0, 'muscle_wasting': 0.0, 'vomiting': 0.05956112852664577, 'burning_micturition': 0.0, 'spotting_ urination': 0.0, 'fatigue': 0.0, 'weight_gain': 0.0, 'anxiety': 0.0, 'cold_hands_and_feets': 0.0, 'mood_swings': 0.0, 'weight_loss': 0.0, 'restlessness': 0.0, 'lethargy': 0.0, 'patches_in_throat': 0.0, 'irregular_sugar_level': 0.0, 'cough': 0.0, 'high_fever': 0.0, 'sunken_eyes': 0.0, 'breathlessness': 0.0, 'sweating': 0.0, 'dehydration': 0.0, 'indigestion': 0.0, 'headache': 0.10052910052910052, 'yellowish_skin': 0.0, 'dark_urine': 0.0, 'nausea': 0.09947643979057591, 'loss_of_appetite': 0.0, 'pain_behind_the_eyes': 0.0, 'back_pain': 0.0, 'constipation': 0.0, 'abdominal_pain': 0.0, 'diarrhoea': 0.0, 'mild_fever': 0.0, 'yellow_urine': 0.0, 'yellowing_of_eyes': 0.0, 'acute_liver_failure': 0.0, 'swelling_of_stomach': 0.0, 'swelled_lymph_nodes': 0.0, 'malaise': 0.0, 'blurred_and_distorted_vision': 0.0, 'phlegm': 0.0, 'throat_irritation': 0.0, 'redness_of_eyes': 0.0, 'sinus_pressure': 0.0, 'runny_nose': 0.0, 'congestion': 0.0, 'chest_pain': 0.0, 'weakness_in_limbs': 0.0, 'fast_heart_rate': 0.0, 'pain_during_bowel_movements': 0.0, 'pain_in_anal_region': 0.0, 'bloody_stool': 0.0, 'irritation_in_anus': 0.0, 'neck_pain': 0.0, 'dizziness': 0.0, 'cramps': 0.0, 'bruising': 0.0, 'obesity': 0.0, 'swollen_legs': 0.0, 'swollen_blood_vessels': 0.0, 'puffy_face_and_eyes': 0.0, 'enlarged_thyroid': 0.0, 'brittle_nails': 0.0, 'swollen_extremeties': 0.0, 'excessive_hunger': 0.0, 'extra_marital_contacts': 0.0, 'drying_and_tingling_lips': 0.0, 'slurred_speech': 0.0, 'knee_pain': 0.0, 'hip_joint_pain': 0.0, 'muscle_weakness': 0.0, 'stiff_neck': 0.0, 'swelling_joints': 0.0, 'movement_stiffness': 0.0, 'spinning_movements': 1.0, 'loss_of_balance': 0.3333333333333333, 'unsteadiness': 1.0, 'weakness_of_one_body_side': 0.0, 'loss_of_smell': 0.0, 'bladder_discomfort': 0.0, 'foul_smell_of urine': 0.0, 'continuous_feel_of_urine': 0.0, 'passage_of_gases': 0.0, 'internal_itching': 0.0, 'toxic_look_(typhos)': 0.0, 'depression': 0.0, 'irritability': 0.0, 'muscle_pain': 0.0, 'altered_sensorium': 0.0, 'red_spots_over_body': 0.0, 'belly_pain': 0.0, 'abnormal_menstruation': 0.0, 'dischromic _patches': 0.0, 'watering_from_eyes': 0.0, 'increased_appetite': 0.0, 'polyuria': 0.0, 'family_history': 0.0, 'mucoid_sputum': 0.0, 'rusty_sputum': 0.0, 'lack_of_concentration': 0.0, 'visual_disturbances': 0.0, 'receiving_blood_transfusion': 0.0, 'receiving_unsterile_injections': 0.0, 'coma': 0.0, 'stomach_bleeding': 0.0, 'distention_of_abdomen': 0.0, 'history_of_alcohol_consumption': 0.0, 'blood_in_sputum': 0.0, 'prominent_veins_on_calf': 0.0, 'palpitations': 0.0, 'painful_walking': 0.0, 'pus_filled_pimples': 0.0, 'blackheads': 0.0, 'scurring': 0.0, 'skin_peeling': 0.0, 'silver_like_dusting': 0.0, 'small_dents_in_nails': 0.0, 'inflammatory_nails': 0.0, 'blister': 0.0, 'red_sore_around_nose': 0.0, 'yellow_crust_ooze': 0.0}, 'AIDS': {'itching': 0.0, 'skin_rash': 0.0, 'nodal_skin_eruptions': 0.0, 'continuous_sneezing': 0.0, 'shivering': 0.0, 'chills': 0.0, 'joint_pain': 0.0, 'stomach_pain': 0.0, 'acidity': 0.0, 'ulcers_on_tongue': 0.0, 'muscle_wasting': 1.0, 'vomiting': 0.0, 'burning_micturition': 0.0, 'spotting_ urination': 0.0, 'fatigue': 0.0, 'weight_gain': 0.0, 'anxiety': 0.0, 'cold_hands_and_feets': 0.0, 'mood_swings': 0.0, 'weight_loss': 0.0, 'restlessness': 0.0, 'lethargy': 0.0, 'patches_in_throat': 1.0, 'irregular_sugar_level': 0.0, 'cough': 0.0, 'high_fever': 0.08370044052863436, 'sunken_eyes': 0.0, 'breathlessness': 0.0, 'sweating': 0.0, 'dehydration': 0.0, 'indigestion': 0.0, 'headache': 0.0, 'yellowish_skin': 0.0, 'dark_urine': 0.0, 'nausea': 0.0, 'loss_of_appetite': 0.0, 'pain_behind_the_eyes': 0.0, 'back_pain': 0.0, 'constipation': 0.0, 'abdominal_pain': 0.0, 'diarrhoea': 0.0, 'mild_fever': 0.0, 'yellow_urine': 0.0, 'yellowing_of_eyes': 0.0, 'acute_liver_failure': 0.0, 'swelling_of_stomach': 0.0, 'swelled_lymph_nodes': 0.0, 'malaise': 0.0, 'blurred_and_distorted_vision': 0.0, 'phlegm': 0.0, 'throat_irritation': 0.0, 'redness_of_eyes': 0.0, 'sinus_pressure': 0.0, 'runny_nose': 0.0, 'congestion': 0.0, 'chest_pain': 0.0, 'weakness_in_limbs': 0.0, 'fast_heart_rate': 0.0, 'pain_during_bowel_movements': 0.0, 'pain_in_anal_region': 0.0, 'bloody_stool': 0.0, 'irritation_in_anus': 0.0, 'neck_pain': 0.0, 'dizziness': 0.0, 'cramps': 0.0, 'bruising': 0.0, 'obesity': 0.0, 'swollen_legs': 0.0, 'swollen_blood_vessels': 0.0, 'puffy_face_and_eyes': 0.0, 'enlarged_thyroid': 0.0, 'brittle_nails': 0.0, 'swollen_extremeties': 0.0, 'excessive_hunger': 0.0, 'extra_marital_contacts': 1.0, 'drying_and_tingling_lips': 0.0, 'slurred_speech': 0.0, 'knee_pain': 0.0, 'hip_joint_pain': 0.0, 'muscle_weakness': 0.0, 'stiff_neck': 0.0, 'swelling_joints': 0.0, 'movement_stiffness': 0.0, 'spinning_movements': 0.0, 'loss_of_balance': 0.0, 'unsteadiness': 0.0, 'weakness_of_one_body_side': 0.0, 'loss_of_smell': 0.0, 'bladder_discomfort': 0.0, 'foul_smell_of urine': 0.0, 'continuous_feel_of_urine': 0.0, 'passage_of_gases': 0.0, 'internal_itching': 0.0, 'toxic_look_(typhos)': 0.0, 'depression': 0.0, 'irritability': 0.0, 'muscle_pain': 0.0, 'altered_sensorium': 0.0, 'red_spots_over_body': 0.0, 'belly_pain': 0.0, 'abnormal_menstruation': 0.0, 'dischromic _patches': 0.0, 'watering_from_eyes': 0.0, 'increased_appetite': 0.0, 'polyuria': 0.0, 'family_history': 0.0, 'mucoid_sputum': 0.0, 'rusty_sputum': 0.0, 'lack_of_concentration': 0.0, 'visual_disturbances': 0.0, 'receiving_blood_transfusion': 0.0, 'receiving_unsterile_injections': 0.0, 'coma': 0.0, 'stomach_bleeding': 0.0, 'distention_of_abdomen': 0.0, 'history_of_alcohol_consumption': 0.0, 'blood_in_sputum': 0.0, 'prominent_veins_on_calf': 0.0, 'palpitations': 0.0, 'painful_walking': 0.0, 'pus_filled_pimples': 0.0, 'blackheads': 0.0, 'scurring': 0.0, 'skin_peeling': 0.0, 'silver_like_dusting': 0.0, 'small_dents_in_nails': 0.0, 'inflammatory_nails': 0.0, 'blister': 0.0, 'red_sore_around_nose': 0.0, 'yellow_crust_ooze': 0.0}, 'Acne': {'itching': 0.0, 'skin_rash': 0.1450381679389313, 'nodal_skin_eruptions': 0.0, 'continuous_sneezing': 0.0, 'shivering': 0.0, 'chills': 0.0, 'joint_pain': 0.0, 'stomach_pain': 0.0, 'acidity': 0.0, 'ulcers_on_tongue': 0.0, 'muscle_wasting': 0.0, 'vomiting': 0.0, 'burning_micturition': 0.0, 'spotting_ urination': 0.0, 'fatigue': 0.0, 'weight_gain': 0.0, 'anxiety': 0.0, 'cold_hands_and_feets': 0.0, 'mood_swings': 0.0, 'weight_loss': 0.0, 'restlessness': 0.0, 'lethargy': 0.0, 'patches_in_throat': 0.0, 'irregular_sugar_level': 0.0, 'cough': 0.0, 'high_fever': 0.0, 'sunken_eyes': 0.0, 'breathlessness': 0.0, 'sweating': 0.0, 'dehydration': 0.0, 'indigestion': 0.0, 'headache': 0.0, 'yellowish_skin': 0.0, 'dark_urine': 0.0, 'nausea': 0.0, 'loss_of_appetite': 0.0, 'pain_behind_the_eyes': 0.0, 'back_pain': 0.0, 'constipation': 0.0, 'abdominal_pain': 0.0, 'diarrhoea': 0.0, 'mild_fever': 0.0, 'yellow_urine': 0.0, 'yellowing_of_eyes': 0.0, 'acute_liver_failure': 0.0, 'swelling_of_stomach': 0.0, 'swelled_lymph_nodes': 0.0, 'malaise': 0.0, 'blurred_and_distorted_vision': 0.0, 'phlegm': 0.0, 'throat_irritation': 0.0, 'redness_of_eyes': 0.0, 'sinus_pressure': 0.0, 'runny_nose': 0.0, 'congestion': 0.0, 'chest_pain': 0.0, 'weakness_in_limbs': 0.0, 'fast_heart_rate': 0.0, 'pain_during_bowel_movements': 0.0, 'pain_in_anal_region': 0.0, 'bloody_stool': 0.0, 'irritation_in_anus': 0.0, 'neck_pain': 0.0, 'dizziness': 0.0, 'cramps': 0.0, 'bruising': 0.0, 'obesity': 0.0, 'swollen_legs': 0.0, 'swollen_blood_vessels': 0.0, 'puffy_face_and_eyes': 0.0, 'enlarged_thyroid': 0.0, 'brittle_nails': 0.0, 'swollen_extremeties': 0.0, 'excessive_hunger': 0.0, 'extra_marital_contacts': 0.0, 'drying_and_tingling_lips': 0.0, 'slurred_speech': 0.0, 'knee_pain': 0.0, 'hip_joint_pain': 0.0, 'muscle_weakness': 0.0, 'stiff_neck': 0.0, 'swelling_joints': 0.0, 'movement_stiffness': 0.0, 'spinning_movements': 0.0, 'loss_of_balance': 0.0, 'unsteadiness': 0.0, 'weakness_of_one_body_side': 0.0, 'loss_of_smell': 0.0, 'bladder_discomfort': 0.0, 'foul_smell_of urine': 0.0, 'continuous_feel_of_urine': 0.0, 'passage_of_gases': 0.0, 'internal_itching': 0.0, 'toxic_look_(typhos)': 0.0, 'depression': 0.0, 'irritability': 0.0, 'muscle_pain': 0.0, 'altered_sensorium': 0.0, 'red_spots_over_body': 0.0, 'belly_pain': 0.0, 'abnormal_menstruation': 0.0, 'dischromic _patches': 0.0, 'watering_from_eyes': 0.0, 'increased_appetite': 0.0, 'polyuria': 0.0, 'family_history': 0.0, 'mucoid_sputum': 0.0, 'rusty_sputum': 0.0, 'lack_of_concentration': 0.0, 'visual_disturbances': 0.0, 'receiving_blood_transfusion': 0.0, 'receiving_unsterile_injections': 0.0, 'coma': 0.0, 'stomach_bleeding': 0.0, 'distention_of_abdomen': 0.0, 'history_of_alcohol_consumption': 0.0, 'blood_in_sputum': 0.0, 'prominent_veins_on_calf': 0.0, 'palpitations': 0.0, 'painful_walking': 0.0, 'pus_filled_pimples': 1.0, 'blackheads': 1.0, 'scurring': 1.0, 'skin_peeling': 0.0, 'silver_like_dusting': 0.0, 'small_dents_in_nails': 0.0, 'inflammatory_nails': 0.0, 'blister': 0.0, 'red_sore_around_nose': 0.0, 'yellow_crust_ooze': 0.0}, 'Alcoholic hepatitis': {'itching': 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'internal_itching': 0.0, 'toxic_look_(typhos)': 0.0, 'depression': 0.0, 'irritability': 0.0, 'muscle_pain': 0.0, 'altered_sensorium': 0.0, 'red_spots_over_body': 0.0, 'belly_pain': 0.0, 'abnormal_menstruation': 0.0, 'dischromic _patches': 0.0, 'watering_from_eyes': 0.0, 'increased_appetite': 0.0, 'polyuria': 0.0, 'family_history': 0.0, 'mucoid_sputum': 0.0, 'rusty_sputum': 0.0, 'lack_of_concentration': 0.0, 'visual_disturbances': 0.0, 'receiving_blood_transfusion': 0.0, 'receiving_unsterile_injections': 0.0, 'coma': 0.0, 'stomach_bleeding': 0.0, 'distention_of_abdomen': 0.0, 'history_of_alcohol_consumption': 0.0, 'blood_in_sputum': 1.0, 'prominent_veins_on_calf': 0.0, 'palpitations': 0.0, 'painful_walking': 0.0, 'pus_filled_pimples': 0.0, 'blackheads': 0.0, 'scurring': 0.0, 'skin_peeling': 0.0, 'silver_like_dusting': 0.0, 'small_dents_in_nails': 0.0, 'inflammatory_nails': 0.0, 'blister': 0.0, 'red_sore_around_nose': 0.0, 'yellow_crust_ooze': 0.0}, 'Typhoid': {'itching': 0.0, 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0.0, 'loss_of_balance': 0.0, 'unsteadiness': 0.0, 'weakness_of_one_body_side': 0.0, 'loss_of_smell': 0.0, 'bladder_discomfort': 0.0, 'foul_smell_of urine': 0.0, 'continuous_feel_of_urine': 0.0, 'passage_of_gases': 0.0, 'internal_itching': 0.0, 'toxic_look_(typhos)': 1.0, 'depression': 0.0, 'irritability': 0.0, 'muscle_pain': 0.0, 'altered_sensorium': 0.0, 'red_spots_over_body': 0.0, 'belly_pain': 1.0, 'abnormal_menstruation': 0.0, 'dischromic _patches': 0.0, 'watering_from_eyes': 0.0, 'increased_appetite': 0.0, 'polyuria': 0.0, 'family_history': 0.0, 'mucoid_sputum': 0.0, 'rusty_sputum': 0.0, 'lack_of_concentration': 0.0, 'visual_disturbances': 0.0, 'receiving_blood_transfusion': 0.0, 'receiving_unsterile_injections': 0.0, 'coma': 0.0, 'stomach_bleeding': 0.0, 'distention_of_abdomen': 0.0, 'history_of_alcohol_consumption': 0.0, 'blood_in_sputum': 0.0, 'prominent_veins_on_calf': 0.0, 'palpitations': 0.0, 'painful_walking': 0.0, 'pus_filled_pimples': 0.0, 'blackheads': 0.0, 'scurring': 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0.0, 'constipation': 0.0, 'abdominal_pain': 0.0, 'diarrhoea': 0.0, 'mild_fever': 0.0, 'yellow_urine': 0.0, 'yellowing_of_eyes': 0.0, 'acute_liver_failure': 0.0, 'swelling_of_stomach': 0.0, 'swelled_lymph_nodes': 0.0, 'malaise': 0.0, 'blurred_and_distorted_vision': 0.0, 'phlegm': 0.0, 'throat_irritation': 0.0, 'redness_of_eyes': 0.0, 'sinus_pressure': 0.0, 'runny_nose': 0.0, 'congestion': 0.0, 'chest_pain': 0.0, 'weakness_in_limbs': 0.0, 'fast_heart_rate': 0.0, 'pain_during_bowel_movements': 0.0, 'pain_in_anal_region': 0.0, 'bloody_stool': 0.0, 'irritation_in_anus': 0.0, 'neck_pain': 0.0, 'dizziness': 0.0, 'cramps': 0.0, 'bruising': 0.0, 'obesity': 0.0, 'swollen_legs': 0.0, 'swollen_blood_vessels': 0.0, 'puffy_face_and_eyes': 0.0, 'enlarged_thyroid': 0.0, 'brittle_nails': 0.0, 'swollen_extremeties': 0.0, 'excessive_hunger': 0.0, 'extra_marital_contacts': 0.0, 'drying_and_tingling_lips': 0.0, 'slurred_speech': 0.0, 'knee_pain': 0.0, 'hip_joint_pain': 0.0, 'muscle_weakness': 0.0, 'stiff_neck': 0.0, 'swelling_joints': 0.0, 'movement_stiffness': 0.0, 'spinning_movements': 0.0, 'loss_of_balance': 0.0, 'unsteadiness': 0.0, 'weakness_of_one_body_side': 0.0, 'loss_of_smell': 0.0, 'bladder_discomfort': 1.0, 'foul_smell_of urine': 1.0, 'continuous_feel_of_urine': 1.0, 'passage_of_gases': 0.0, 'internal_itching': 0.0, 'toxic_look_(typhos)': 0.0, 'depression': 0.0, 'irritability': 0.0, 'muscle_pain': 0.0, 'altered_sensorium': 0.0, 'red_spots_over_body': 0.0, 'belly_pain': 0.0, 'abnormal_menstruation': 0.0, 'dischromic _patches': 0.0, 'watering_from_eyes': 0.0, 'increased_appetite': 0.0, 'polyuria': 0.0, 'family_history': 0.0, 'mucoid_sputum': 0.0, 'rusty_sputum': 0.0, 'lack_of_concentration': 0.0, 'visual_disturbances': 0.0, 'receiving_blood_transfusion': 0.0, 'receiving_unsterile_injections': 0.0, 'coma': 0.0, 'stomach_bleeding': 0.0, 'distention_of_abdomen': 0.0, 'history_of_alcohol_consumption': 0.0, 'blood_in_sputum': 0.0, 'prominent_veins_on_calf': 0.0, 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'yellowish_skin': 0.0, 'dark_urine': 0.0, 'nausea': 0.0, 'loss_of_appetite': 0.0, 'pain_behind_the_eyes': 0.0, 'back_pain': 0.0, 'constipation': 0.0, 'abdominal_pain': 0.0, 'diarrhoea': 0.0, 'mild_fever': 0.0, 'yellow_urine': 0.0, 'yellowing_of_eyes': 0.0, 'acute_liver_failure': 0.0, 'swelling_of_stomach': 0.0, 'swelled_lymph_nodes': 0.0, 'malaise': 0.0, 'blurred_and_distorted_vision': 0.0, 'phlegm': 0.0, 'throat_irritation': 0.0, 'redness_of_eyes': 0.0, 'sinus_pressure': 0.0, 'runny_nose': 0.0, 'congestion': 0.0, 'chest_pain': 0.0, 'weakness_in_limbs': 0.0, 'fast_heart_rate': 0.0, 'pain_during_bowel_movements': 0.0, 'pain_in_anal_region': 0.0, 'bloody_stool': 0.0, 'irritation_in_anus': 0.0, 'neck_pain': 0.0, 'dizziness': 0.0, 'cramps': 1.0, 'bruising': 1.0, 'obesity': 0.5, 'swollen_legs': 1.0, 'swollen_blood_vessels': 1.0, 'puffy_face_and_eyes': 0.0, 'enlarged_thyroid': 0.0, 'brittle_nails': 0.0, 'swollen_extremeties': 0.0, 'excessive_hunger': 0.0, 'extra_marital_contacts': 0.0, 'drying_and_tingling_lips': 0.0, 'slurred_speech': 0.0, 'knee_pain': 0.0, 'hip_joint_pain': 0.0, 'muscle_weakness': 0.0, 'stiff_neck': 0.0, 'swelling_joints': 0.0, 'movement_stiffness': 0.0, 'spinning_movements': 0.0, 'loss_of_balance': 0.0, 'unsteadiness': 0.0, 'weakness_of_one_body_side': 0.0, 'loss_of_smell': 0.0, 'bladder_discomfort': 0.0, 'foul_smell_of urine': 0.0, 'continuous_feel_of_urine': 0.0, 'passage_of_gases': 0.0, 'internal_itching': 0.0, 'toxic_look_(typhos)': 0.0, 'depression': 0.0, 'irritability': 0.0, 'muscle_pain': 0.0, 'altered_sensorium': 0.0, 'red_spots_over_body': 0.0, 'belly_pain': 0.0, 'abnormal_menstruation': 0.0, 'dischromic _patches': 0.0, 'watering_from_eyes': 0.0, 'increased_appetite': 0.0, 'polyuria': 0.0, 'family_history': 0.0, 'mucoid_sputum': 0.0, 'rusty_sputum': 0.0, 'lack_of_concentration': 0.0, 'visual_disturbances': 0.0, 'receiving_blood_transfusion': 0.0, 'receiving_unsterile_injections': 0.0, 'coma': 0.0, 'stomach_bleeding': 0.0, 'distention_of_abdomen': 0.0, 'history_of_alcohol_consumption': 0.0, 'blood_in_sputum': 0.0, 'prominent_veins_on_calf': 1.0, 'palpitations': 0.0, 'painful_walking': 0.0, 'pus_filled_pimples': 0.0, 'blackheads': 0.0, 'scurring': 0.0, 'skin_peeling': 0.0, 'silver_like_dusting': 0.0, 'small_dents_in_nails': 0.0, 'inflammatory_nails': 0.0, 'blister': 0.0, 'red_sore_around_nose': 0.0, 'yellow_crust_ooze': 0.0}, 'hepatitis A': {'itching': 0.0, 'skin_rash': 0.0, 'nodal_skin_eruptions': 0.0, 'continuous_sneezing': 0.0, 'shivering': 0.0, 'chills': 0.0, 'joint_pain': 0.16666666666666666, 'stomach_pain': 0.0, 'acidity': 0.0, 'ulcers_on_tongue': 0.0, 'muscle_wasting': 0.0, 'vomiting': 0.05956112852664577, 'burning_micturition': 0.0, 'spotting_ urination': 0.0, 'fatigue': 0.0, 'weight_gain': 0.0, 'anxiety': 0.0, 'cold_hands_and_feets': 0.0, 'mood_swings': 0.0, 'weight_loss': 0.0, 'restlessness': 0.0, 'lethargy': 0.0, 'patches_in_throat': 0.0, 'irregular_sugar_level': 0.0, 'cough': 0.0, 'high_fever': 0.0, 'sunken_eyes': 0.0, 'breathlessness': 0.0, 'sweating': 0.0, 'dehydration': 0.0, 'indigestion': 0.0, 'headache': 0.0, 'yellowish_skin': 0.125, 'dark_urine': 0.2, 'nausea': 0.09947643979057591, 'loss_of_appetite': 0.09895833333333333, 'pain_behind_the_eyes': 0.0, 'back_pain': 0.0, 'constipation': 0.0, 'abdominal_pain': 0.11046511627906977, 'diarrhoea': 0.20212765957446807, 'mild_fever': 0.3389830508474576, 'yellow_urine': 0.0, 'yellowing_of_eyes': 0.14705882352941177, 'acute_liver_failure': 0.0, 'swelling_of_stomach': 0.0, 'swelled_lymph_nodes': 0.0, 'malaise': 0.0, 'blurred_and_distorted_vision': 0.0, 'phlegm': 0.0, 'throat_irritation': 0.0, 'redness_of_eyes': 0.0, 'sinus_pressure': 0.0, 'runny_nose': 0.0, 'congestion': 0.0, 'chest_pain': 0.0, 'weakness_in_limbs': 0.0, 'fast_heart_rate': 0.0, 'pain_during_bowel_movements': 0.0, 'pain_in_anal_region': 0.0, 'bloody_stool': 0.0, 'irritation_in_anus': 0.0, 'neck_pain': 0.0, 'dizziness': 0.0, 'cramps': 0.0, 'bruising': 0.0, 'obesity': 0.0, 'swollen_legs': 0.0, 'swollen_blood_vessels': 0.0, 'puffy_face_and_eyes': 0.0, 'enlarged_thyroid': 0.0, 'brittle_nails': 0.0, 'swollen_extremeties': 0.0, 'excessive_hunger': 0.0, 'extra_marital_contacts': 0.0, 'drying_and_tingling_lips': 0.0, 'slurred_speech': 0.0, 'knee_pain': 0.0, 'hip_joint_pain': 0.0, 'muscle_weakness': 0.0, 'stiff_neck': 0.0, 'swelling_joints': 0.0, 'movement_stiffness': 0.0, 'spinning_movements': 0.0, 'loss_of_balance': 0.0, 'unsteadiness': 0.0, 'weakness_of_one_body_side': 0.0, 'loss_of_smell': 0.0, 'bladder_discomfort': 0.0, 'foul_smell_of urine': 0.0, 'continuous_feel_of_urine': 0.0, 'passage_of_gases': 0.0, 'internal_itching': 0.0, 'toxic_look_(typhos)': 0.0, 'depression': 0.0, 'irritability': 0.0, 'muscle_pain': 0.25316455696202533, 'altered_sensorium': 0.0, 'red_spots_over_body': 0.0, 'belly_pain': 0.0, 'abnormal_menstruation': 0.0, 'dischromic _patches': 0.0, 'watering_from_eyes': 0.0, 'increased_appetite': 0.0, 'polyuria': 0.0, 'family_history': 0.0, 'mucoid_sputum': 0.0, 'rusty_sputum': 0.0, 'lack_of_concentration': 0.0, 'visual_disturbances': 0.0, 'receiving_blood_transfusion': 0.0, 'receiving_unsterile_injections': 0.0, 'coma': 0.0, 'stomach_bleeding': 0.0, 'distention_of_abdomen': 0.0, 'history_of_alcohol_consumption': 0.0, 'blood_in_sputum': 0.0, 'prominent_veins_on_calf': 0.0, 'palpitations': 0.0, 'painful_walking': 0.0, 'pus_filled_pimples': 0.0, 'blackheads': 0.0, 'scurring': 0.0, 'skin_peeling': 0.0, 'silver_like_dusting': 0.0, 'small_dents_in_nails': 0.0, 'inflammatory_nails': 0.0, 'blister': 0.0, 'red_sore_around_nose': 0.0, 'yellow_crust_ooze': 0.0}}\n" ] } ], "source": [ "\n", "\n", "# Calculate the total count of cases for each symptom in both diseases\n", "total_counts = symptom_df.sum(axis=0)[1:]\n", "\n", "# Create a dictionary to store the conditional probabilities\n", "p_Symptom_given_Disease = {}\n", "\n", "# Calculate the conditional probabilities for each symptom given each disease\n", "for disease in symptom_df['prognosis']:\n", " p_Symptom_given_Disease[disease] = {}\n", " for symptom in symptom_df.columns[1:]:\n", " if total_counts[symptom] != 0:\n", " p_Symptom_given_Disease[disease][symptom] = symptom_df[symptom_df['prognosis'] == disease][symptom].sum() / total_counts[symptom]\n", "\n", "# Convert to the desired dictionary format\n", "output_dict = {}\n", "for disease in symptom_df['prognosis']:\n", " output_dict[disease] = p_Symptom_given_Disease[disease]\n", "\n", "# Print the conditional probabilities in the desired format\n", "print(output_dict)" ] }, { "cell_type": "code", "execution_count": 9, "id": "67719a99", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning: When cdn_resources is 'local' jupyter notebook has issues displaying graphics on chrome/safari. Use cdn_resources='in_line' or cdn_resources='remote' if you have issues viewing graphics in a notebook.\n", "disease_symptom_graph.html\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import networkx as nx\n", "from pyvis.network import Network\n", "import random\n", "# Create dictionaries for P(Disease) and P(Symptom | Disease)\n", "\n", "\n", "disease_symptom_clusters = output_dict\n", "\n", "# Create a graph\n", "G = nx.Graph()\n", "\n", "# Define a color mapping function for diseases\n", "def get_random_color():\n", " return \"#{:02x}{:02x}{:02x}\".format(random.randint(0, 255), random.randint(0, 255), random.randint(0, 255))\n", "\n", "# Calculate P(Disease | Symptoms) using Naive Bayes formula for all diseases\n", "results = {}\n", "sum_prob = 0.0 # To calculate the sum of probabilities for normalization\n", "\n", "for disease in disease_prior_probabilities:\n", " query_prob = disease_prior_probabilities[disease]\n", " valid_symptoms = {\n", " symptom: disease_symptom_clusters[disease][symptom]\n", " for symptom in disease_symptom_clusters[disease] if disease_symptom_clusters[disease][symptom] != 0\n", " }\n", " \n", " if valid_symptoms:\n", " for symptom, symptom_prob in valid_symptoms.items():\n", " query_prob *= symptom_prob\n", " results[disease] = query_prob\n", " sum_prob += query_prob\n", "\n", "# Normalize the probabilities for diseases\n", "for disease, probability in results.items():\n", " results[disease] = probability / sum_prob\n", "\n", "# Add disease nodes with prior probabilities and assign colors dynamically\n", "disease_colors = {}\n", "for disease, probability in disease_prior_probabilities.items():\n", " disease_color = get_random_color()\n", " disease_colors[disease] = disease_color\n", " label = f\"{disease}\\nPrior: {probability:.3f}\\nPosterior: {results[disease]:.4f}\"\n", " G.add_node(label, color=disease_color)\n", "\n", "# Add symptom nodes with conditional probabilities and assign colors based on associated disease colors\n", "for disease, symptoms in disease_symptom_clusters.items():\n", " disease_color = disease_colors[disease]\n", " valid_symptoms = {\n", " symptom: symptom_prob\n", " for symptom, symptom_prob in symptoms.items() if symptom_prob != 0\n", " }\n", " \n", " for symptom, probability in valid_symptoms.items():\n", " label = f\"{symptom}\\n{probability:.3f}\"\n", " G.add_node(label, color=disease_color)\n", "\n", "# Add edges between disease nodes and associated symptom nodes\n", "for disease, symptoms in disease_symptom_clusters.items():\n", " for symptom, symptom_prob in symptoms.items():\n", " if symptom_prob != 0:\n", " disease_label = f\"{disease}\\nPrior: {disease_prior_probabilities[disease]:.3f}\\nPosterior: {results[disease]:.4f}\"\n", " symptom_label = f\"{symptom}\\n{symptom_prob:.3f}\"\n", " G.add_edge(disease_label, symptom_label)\n", "\n", "# Create a Network object\n", "nt = Network(notebook=True, width=\"100%\", height=\"800px\")\n", "\n", "# Show the graph\n", "nt.from_nx(G)\n", "nt.show(\"disease_symptom_graph.html\")\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "165cdd0f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning: When cdn_resources is 'local' jupyter notebook has issues displaying graphics on chrome/safari. Use cdn_resources='in_line' or cdn_resources='remote' if you have issues viewing graphics in a notebook.\n", "disease_symptom_graph.html\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import networkx as nx\n", "from pyvis.network import Network\n", "import random\n", "\n", "# Create a graph\n", "G = nx.Graph()\n", "\n", "# Define a color mapping function for diseases\n", "def get_random_color():\n", " return \"#{:02x}{:02x}{:02x}\".format(random.randint(0, 255), random.randint(0, 255), random.randint(0, 255))\n", "\n", "# Add disease nodes with prior probabilities and assign colors dynamically\n", "disease_colors = {}\n", "for disease, probability in disease_prior_probabilities.items():\n", " disease_color = get_random_color()\n", " disease_colors[disease] = disease_color\n", " label = f\"{disease}\"\n", " G.add_node(label, color=disease_color)\n", "\n", "# Add symptom nodes with conditional probabilities and assign colors based on associated disease colors\n", "symptom_nodes = {} # Dictionary to store symptom nodes\n", "\n", "for disease, symptoms in disease_symptom_clusters.items():\n", " # Check if there are any valid symptoms (with nonzero probabilities) for this disease\n", " valid_symptoms = [symptom for symptom, probability in symptoms.items() if probability > 0]\n", " if valid_symptoms:\n", " disease_color = disease_colors[disease]\n", " for symptom, probability in symptoms.items():\n", " if probability > 0: # Check if the probability is greater than zero\n", " label = f\"{symptom}\\n{probability:.3f}\"\n", "\n", " # Check if this symptom with the same probability already exists\n", " if label in symptom_nodes:\n", " # Create a unique label for this symptom in the graph\n", " new_label = f\"{symptom} ({disease})\\n{probability:.3f}\"\n", " G.add_node(new_label, color=disease_color)\n", " G.add_edge(f\"{disease}\", new_label)\n", " else:\n", " G.add_node(label, color=disease_color)\n", " symptom_nodes[label] = True\n", " G.add_edge(f\"{disease}\", label)\n", "\n", "# Create a Network object\n", "nt = Network(notebook=True, width=\"100%\", height=\"800px\")\n", "\n", "# Show the graph\n", "nt.from_nx(G)\n", "nt.show(\"disease_symptom_graph.html\")\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "3b2fd7cb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning: When cdn_resources is 'local' jupyter notebook has issues displaying graphics on chrome/safari. Use cdn_resources='in_line' or cdn_resources='remote' if you have issues viewing graphics in a notebook.\n", "disease_symptom_graph.html\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a graph\n", "G = nx.Graph()\n", "\n", "# Define a color mapping function for diseases\n", "def get_random_color():\n", " return \"#{:02x}{:02x}{:02x}\".format(random.randint(0, 255), random.randint(0, 255), random.randint(0, 255))\n", "\n", "# Add disease nodes with colors dynamically\n", "disease_colors = {}\n", "for disease, symptoms in disease_symptom_clusters.items():\n", " # Check if there are any valid symptoms (with nonzero probabilities) for this disease\n", " valid_symptoms = [symptom for symptom, probability in symptoms.items() if probability > 0]\n", " if valid_symptoms:\n", " disease_color = get_random_color()\n", " disease_colors[disease] = disease_color\n", " label = f\"{disease}\"\n", " G.add_node(label, color=disease_color)\n", "\n", "# Add symptom nodes with conditional probabilities and assign colors based on associated disease colors\n", "symptom_nodes = {} # Dictionary to store symptom nodes\n", "connected_nodes = set() # Set to keep track of connected nodes\n", "\n", "for disease, symptoms in disease_symptom_clusters.items():\n", " disease_color = disease_colors.get(disease) # Get the associated disease color\n", " for symptom, probability in symptoms.items():\n", " if probability > 0: # Check if the probability is greater than zero\n", " label = f\"{symptom}\\n{probability:.3f}\"\n", "\n", " # Check if this symptom with the same probability already exists\n", " if label in symptom_nodes:\n", " # Create a unique label for this symptom in the graph\n", " new_label = f\"{symptom} ({disease})\\n{probability:.3f}\"\n", " if new_label not in connected_nodes:\n", " G.add_node(new_label, color=disease_color)\n", " G.add_edge(f\"{disease}\", new_label)\n", " connected_nodes.add(new_label)\n", " else:\n", " G.add_node(label, color=disease_color)\n", " symptom_nodes[label] = True\n", " G.add_edge(f\"{disease}\", label)\n", " connected_nodes.add(label)\n", "\n", "# Connect all disease nodes with a single edge\n", "disease_nodes = list(disease_colors.keys())\n", "for i in range(len(disease_nodes) - 1):\n", " G.add_edge(disease_nodes[i], disease_nodes[i + 1])\n", "\n", "# Create a Network object\n", "nt = Network(notebook=True, width=\"100%\", height=\"800px\")\n", "\n", "# Show the graph\n", "nt.from_nx(G)\n", "nt.show(\"disease_symptom_graph.html\")\n" ] }, { "cell_type": "code", "execution_count": null, "id": "03bce8e5", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.15" } }, "nbformat": 4, "nbformat_minor": 5 }