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app.py

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+import streamlit as st
+from virtualhealth import handle_user_query  # Import your function
+
+st.set_page_config(page_title="AI Health Assistant", page_icon="🩺")
+
+st.title("🩺 AI Health Assistant")
+st.write("Ask any medical-related questions below:")
+
+# User Input
+user_input = st.text_input("Your Question:")
+
+# Button to Process Query
+if st.button("Ask"):
+    bot_response = handle_user_query(user_input)  # Call function directly
+    st.markdown(f"**🤖 Bot:** {bot_response}")

label_encoder.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:1ee3981b0e0d6f3d72e25fab3b7a602f0ab81c4c76680fd2c44087bc7949dd62
+size 903

medical_context.txt

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+# Medical Knowledge Base for AI Q&A System
+
+## Common Diseases & Their Details
+
+### 1. Cardiovascular Diseases
+- **Heart Attack (Myocardial Infarction)**: Occurs when blood flow to the heart is blocked.
+  - **Symptoms**: Chest pain, shortness of breath, nausea, pain in the left arm.
+  - **Treatment**: Aspirin, clot-busting drugs, angioplasty, bypass surgery.
+  - **Specialist**: Cardiologist
+
+- **Hypertension (High Blood Pressure)**: A condition where the force of blood against artery walls is too high.
+  - **Symptoms**: Headaches, nosebleeds, dizziness, chest pain.
+  - **Treatment**: Lifestyle changes, ACE inhibitors, beta-blockers.
+  - **Specialist**: Cardiologist
+
+### 2. Respiratory Diseases
+- **Asthma**: A condition where airways narrow and produce extra mucus.
+  - **Symptoms**: Shortness of breath, wheezing, chest tightness.
+  - **Treatment**: Inhalers (bronchodilators), corticosteroids, oxygen therapy.
+  - **Specialist**: Pulmonologist
+
+- **Pneumonia**: Infection causing inflammation in the lungs' air sacs.
+  - **Symptoms**: Fever, cough, chest pain, difficulty breathing.
+  - **Treatment**: Antibiotics (bacterial pneumonia), antiviral drugs, oxygen therapy.
+  - **Specialist**: Pulmonologist
+
+### 3. Endocrine Disorders
+- **Diabetes (Type 1 & Type 2)**: Affects blood sugar regulation.
+  - **Symptoms**: Frequent urination, excessive thirst, fatigue, blurred vision.
+  - **Treatment**: Insulin therapy, oral medications (Metformin), lifestyle changes.
+  - **Specialist**: Endocrinologist
+
+### 4. Neurological Disorders
+- **Stroke**: Brain damage due to interrupted blood supply.
+  - **Symptoms**: Face drooping, arm weakness, speech difficulty.
+  - **Treatment**: Clot-busting drugs, surgery, rehabilitation therapy.
+  - **Specialist**: Neurologist
+
+### 5. Infectious Diseases
+- **Tuberculosis (TB)**: A bacterial infection affecting the lungs.
+  - **Symptoms**: Chronic cough, weight loss, night sweats, fever.
+  - **Treatment**: Rifampin, Isoniazid, Ethambutol, Pyrazinamide.
+  - **Specialist**: Infectious Disease Specialist
+
+- **Malaria**: A mosquito-borne disease caused by Plasmodium parasites.
+  - **Symptoms**: Fever, chills, sweating, nausea.
+  - **Treatment**: Antimalarial drugs (Chloroquine, Artemisinin-based therapies).
+  - **Specialist**: Infectious Disease Specialist
+
+## Doctor Specialties & What They Treat
+- **Cardiologist** → Heart Attack, Hypertension, Arrhythmias.
+- **Pulmonologist** → Asthma, Pneumonia, COPD.
+- **Endocrinologist** → Diabetes, Thyroid Disorders.
+- **Neurologist** → Stroke, Epilepsy, Parkinson’s Disease.
+- **Oncologist** → Cancer (Lung, Breast, Blood).
+- **Dermatologist** → Skin Diseases (Eczema, Psoriasis).

virtualhealth.py

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+# -*- coding: utf-8 -*-
+"""VirtualHealth.ipynb
+
+Automatically generated by Colab.
+
+Original file is located at
+    https://colab.research.google.com/drive/1yVSYiPz-WUlO7U0uAKe9LmfMXHd5eyAA
+"""
+!pip install streamlit
+
+import xgboost as xgb
+import pickle
+import numpy as np
+import pandas as pd
+
+# Load the trained model
+model = xgb.XGBClassifier()
+model.load_model("symptom_disease_model.json")
+
+# Load the label encoder
+label_encoder = pickle.load(open("label_encoder.pkl", "rb"))
+
+# Load symptom names (from preprocessed training data)
+X_train = pd.read_csv("X_train.csv")  # Get feature names
+symptom_list = X_train.columns.tolist()
+
+# Function to Predict Disease
+def predict_disease(user_symptoms):
+    # Convert user symptoms into one-hot encoded format
+    input_vector = np.zeros(len(symptom_list))
+
+    for symptom in user_symptoms:
+        if symptom in symptom_list:
+            input_vector[symptom_list.index(symptom)] = 1
+
+    input_vector = input_vector.reshape(1, -1)  # Reshape for model
+
+    # Predict disease (returns a numerical class)
+    predicted_class = model.predict(input_vector)[0]
+
+    # Convert number to disease name
+    predicted_disease = label_encoder.inverse_transform([predicted_class])[0]
+
+    return predicted_disease
+
+# Example Usage
+user_symptoms = ["itching", "skin_rash", "nodal_skin_eruptions"]
+predicted_disease = predict_disease(user_symptoms)
+print(f"Predicted Disease: {predicted_disease}")
+
+!pip install zipfile36
+import sys
+if sys.version_info >= (3, 6):
+    import zipfile
+else:
+    import zipfile36 as zipfile
+import os
+
+zip_file_path = '/content/disease symptom.zip'  # Update with your path
+extracted_dir = '/content'  # Where to extract the files
+
+with zipfile.ZipFile(zip_file_path, 'r') as zip_ref:
+    zip_ref.extractall(extracted_dir)
+
+# Load the precaution dataset
+precaution_df = pd.read_csv("Disease precaution.csv")
+
+# Convert to dictionary for fast lookup
+precaution_dict = {}
+for _, row in precaution_df.iterrows():
+    disease = row["Disease"].strip().lower()
+    precautions = [row[f"Precaution_{i}"] for i in range(1, 5) if pd.notna(row[f"Precaution_{i}"])]
+    precaution_dict[disease] = precautions
+
+# Function to Get Precautions
+def get_precautions(disease_name):
+    disease_name = disease_name.strip().lower()
+    return precaution_dict.get(disease_name, ["No precautions found"])
+
+# Example Usage
+precautions = get_precautions(predicted_disease)
+print(f"Precautions for {predicted_disease}: {precautions}")
+
+!pip install nltk
+
+import re
+import nltk
+from nltk.corpus import stopwords
+from nltk.tokenize import word_tokenize
+
+# Download stopwords if not already downloaded
+nltk.download("stopwords")
+nltk.download("punkt")
+
+# Load English stopwords
+stop_words = set(stopwords.words("english"))
+nltk.download('punkt_tab')
+
+import xgboost as xgb
+import pickle
+import numpy as np
+import pandas as pd
+import torch
+from transformers import AutoTokenizer, AutoModelForQuestionAnswering
+import re  # Import regex module for better input processing
+
+# ============================
+# 🔹 1. Load Pretrained Medical Q&A Model
+# ============================
+qa_model_name = "deepset/roberta-base-squad2"  # Better model for medical Q&A
+tokenizer = AutoTokenizer.from_pretrained(qa_model_name)
+qa_model = AutoModelForQuestionAnswering.from_pretrained(qa_model_name)
+
+# ============================
+# 🔹 2. Load Symptom Checker Model & Label Encoder (Fixed)
+# ============================
+# Load trained XGBoost model from JSON
+model = xgb.XGBClassifier()
+model.load_model("symptom_disease_model.json")
+common_symptoms = ["fever", "cough", "headache", "pain", "vomiting", "fatigue", "nausea", "rash", "chills", "dizziness", "sore throat", "diarrhea"]
+
+# Load Corrected Label Encoder
+label_encoder = pickle.load(open("label_encoder.pkl", "rb"))
+
+# Load symptom names from training data
+X_train = pd.read_csv("X_train.csv")  # Get feature names
+symptom_list = X_train.columns.tolist()
+
+# ============================
+# 🔹 3. Load Precaution Data
+# ============================
+precaution_df = pd.read_csv("Disease precaution.csv")
+precaution_dict = {
+    row["Disease"].strip().lower(): [row[f"Precaution_{i}"] for i in range(1, 5) if pd.notna(row[f"Precaution_{i}"])]
+    for _, row in precaution_df.iterrows()
+}
+
+# ============================
+# 🔹 4. Load Medical Context
+# ============================
+def load_medical_context():
+    with open("medical_context.txt", "r", encoding="utf-8") as file:
+        return file.read()
+
+medical_context = load_medical_context()
+
+# ============================
+# 🔹 5. Doctor Database (For Appointments)
+# ============================
+doctor_database = {
+    "malaria": [{"name": "Dr. Rajesh Kumar", "specialty": "Infectious Diseases", "location": "Apollo Hospital", "contact": "9876543210"}],
+    "diabetes": [{"name": "Dr. Anil Mehta", "specialty": "Endocrinologist", "location": "AIIMS Delhi", "contact": "9876543233"}],
+    "heart attack": [{"name": "Dr. Vikram Singh", "specialty": "Cardiologist", "location": "Medanta Hospital", "contact": "9876543255"}],
+    "hepatitis e": [{"name": "Dr. Sunil Agarwal", "specialty": "Hepatologist", "location": "Fortis Hospital", "contact": "9876543266"}],
+    "pneumonia": [{"name": "Dr. Priya Sharma", "specialty": "Pulmonologist", "location": "Max Healthcare", "contact": "9876543277"}],
+    "heartattack": [{"name": "Dr. Vikram Singh", "specialty": "Cardiologist", "location": "Medanta Hospital", "contact": "9876543255"}],
+}
+
+# ============================
+# 🔹 6. Predict Disease from Symptoms (Fully Fixed)
+# ============================
+def predict_disease(user_symptoms):
+    """Predicts the disease based on user symptoms using the trained XGBoost model."""
+    input_vector = np.zeros(len(symptom_list))
+
+    for symptom in user_symptoms:
+        if symptom in symptom_list:
+            input_vector[symptom_list.index(symptom)] = 1  # One-hot encoding
+
+    input_vector = input_vector.reshape(1, -1)  # Reshape for model input
+
+    # Predict disease (returns a numerical class)
+    predicted_class = model.predict(input_vector)[0]
+
+    # Convert number to disease name
+    predicted_disease = label_encoder.inverse_transform([predicted_class])[0]
+
+    return predicted_disease
+
+# ============================
+# 🔹 7. Get Precautions for a Disease
+# ============================
+def get_precautions(disease):
+    """Returns the precautions for a given disease."""
+    return precaution_dict.get(disease.lower(), ["No precautions available"])
+
+# ============================
+# 🔹 8. Answer Medical Questions (Q&A Model)
+# ============================
+def get_medical_answer(question):
+    """Uses the pre-trained Q&A model to answer general medical questions."""
+    inputs = tokenizer(question, medical_context, return_tensors="pt", truncation=True, max_length=512)
+    with torch.no_grad():
+        outputs = qa_model(**inputs)
+
+    answer_start = torch.argmax(outputs.start_logits)
+    answer_end = torch.argmax(outputs.end_logits) + 1
+
+    answer = tokenizer.convert_tokens_to_string(
+        tokenizer.convert_ids_to_tokens(inputs["input_ids"][0][answer_start:answer_end])
+    )
+
+    return answer if answer.strip() and answer != "[CLS]" else "No reliable answer found."
+
+# ============================
+# 🔹 9. Book a Doctor's Appointment
+# ============================
+def book_appointment(disease):
+    """Finds a doctor for the given disease and returns appointment details."""
+    disease = disease.lower().strip()
+    doctors = doctor_database.get(disease, [])
+    if not doctors:
+        return f"Sorry, no available doctors found for {disease}."
+
+    doctor = doctors[0]
+    return f"Appointment booked with **{doctor['name']}** ({doctor['specialty']}) at **{doctor['location']}**.\nContact: {doctor['contact']}"
+
+# ============================
+# 🔹 10. Handle User Queries
+# ============================
+def extract_treatment_from_context(disease):
+    """Extracts treatment details for a given disease from `medical_context.txt`."""
+    with open("medical_context.txt", "r", encoding="utf-8") as file:
+        lines = file.readlines()
+
+    treatment_section = []
+    found_disease = False
+    found_treatment = False
+
+    for line in lines:
+        line = line.strip()
+
+        #  Check if we found the disease name
+        if f"## {disease.lower()}" in line.lower():
+            found_disease = True
+
+        #  If we found the disease, now look for "Treatment"
+        if found_disease and "**Treatment**" in line:
+            found_treatment = True
+            continue  # Skip the "**Treatment**:" line itself
+
+        #  If found, keep extracting treatment details
+        if found_treatment:
+            # Stop at blank line or the next section (## New Disease Name)
+            if line == "" or line.startswith("## "):
+                break
+            treatment_section.append(line)
+
+    return "\n".join(treatment_section) if treatment_section else None
+
+
+def extract_disease_name(user_query):
+    """Extracts the disease name by removing unnecessary words, but keeps medical terms."""
+    user_query_cleaned = re.sub(r"[^\w\s]", "", user_query.lower())  # Remove punctuation
+    words = word_tokenize(user_query_cleaned)
+
+    #  Remove stopwords but keep diseases/symptoms
+    filtered_words = [word for word in words if word not in stop_words or word in common_symptoms]
+
+    return " ".join(filtered_words).strip()
+
+def find_best_match(query, database):
+    """Finds the best matching disease from the database based on query words."""
+    query_words = query.split()  # Split query into words
+
+    # Check for exact match first
+    if query in database:
+        return query  # Exact match found
+
+    # Check if any word in query exists in database keys
+    for disease in database:
+        for word in query_words:
+            if word in disease:  # Partial match found
+                return disease
+
+    return None  # No match found
+
+
+def handle_user_query(user_query):
+    """Handles user queries related to symptoms, diseases, and doctor appointments."""
+
+    user_query = user_query.lower().strip()
+
+    #  Skip Cleaning for "I have..." and "experiencing..." Cases
+    if "i have" in user_query or "experiencing" in user_query:
+        symptoms = user_query.replace("I have", "").replace("experiencing", "").strip()
+        disease = predict_disease(symptoms.split(", "))  # Convert to list
+        precautions = get_precautions(disease)
+        return f"**Predicted Disease:** {disease}\n**Precautions:** {', '.join(precautions)}\n{book_appointment(disease)}"
+
+    #  Extract Disease Name for Queries
+    user_query_cleaned = extract_disease_name(user_query)
+
+    #  Handle "Who should I see for..." Queries (Improved with Partial Matching)
+    if "who should i see " in user_query:
+        disease_query = user_query.replace("who should i see", "").strip()
+        disease = find_best_match(disease_query, doctor_database)  # Get best match
+
+        if disease:
+            doctor = doctor_database[disease][0]
+            return f"You should see a **{doctor['specialty']}** for {disease}.\nExample: {doctor['name']} at {doctor['location']}."
+        else:
+            return "I'm not sure. Please consult a general physician for more guidance."
+
+    #  Book Appointment (Improved with Partial Matching)
+    elif "book appointment" in user_query_cleaned:
+        disease_query = user_query_cleaned.replace("book appointment", "").strip()
+        disease = find_best_match(disease_query, doctor_database)
+        return book_appointment(disease) if disease else "Sorry, no matching doctor found."
+
+    #  Symptoms Query
+    elif "symptoms" in user_query_cleaned or "signs" in user_query_cleaned:
+        disease = user_query_cleaned.replace("symptoms", "").replace("signs", "").strip()
+        return get_medical_answer(f"What are the symptoms of {disease}?")
+
+    #  Precautions Query
+    elif "precautions" in user_query_cleaned or "prevent" in user_query_cleaned:
+        disease = user_query_cleaned.replace("precautions", "").replace("prevent", "").strip()
+        return ", ".join(get_precautions(disease))
+
+    #  Treatment Query
+    if "treatment" in user_query_cleaned or "treat" in user_query_cleaned:
+        disease = user_query_cleaned.replace("treatment", "").replace("treat", "").strip()
+
+        # 🔹 First, try to extract treatment from `medical_context.txt`
+        treatment_answer = extract_treatment_from_context(disease)
+        if treatment_answer:
+            return treatment_answer  #  Use direct extraction first
+
+        # 🔹 If no treatment info found, use the Q&A Model
+        model_answer = get_medical_answer(f"What is the treatment for {disease}?")
+        if model_answer in ["<s>", "", "No reliable answer found."]:
+            return f"I'm not sure, but common treatments for {disease} include medication, therapy, or consulting a specialist."
+        return model_answer
+
+    #  General Medical Questions (Fallback)
+    else:
+        response = get_medical_answer(user_query)
+        if response in ["<s>", "", "No reliable answer found."]:
+            return "I'm not sure, but you may consult a specialist for better guidance."
+        return response
+
+# ============================
+# 🔹 11. Test Cases (Run Examples)
+# ============================
+print(handle_user_query("I have fever, chills, and muscle aches"))  # Should predict disease & precautions
+print(handle_user_query("What are the symptoms of pneumonia?"))  # Should return pneumonia symptoms
+print(handle_user_query("Book an appointment for diabetes"))  # Should book a diabetes specialist
+print(handle_user_query("Who should I see for  heart attack"))  # Should return "Cardiologist"
+print(handle_user_query("what is the treatment for tuberculosis"))  # Should return correct treatment
+
+print(handle_user_query("What is the treatment for tuberculosis?"))  # Should return correct treatment
+print(handle_user_query("What is the treatment for malaria?"))  # Should also work
+print(handle_user_query("What is the treatment for cancer?"))  # Should return something useful
+
+print(handle_user_query("What is the treatment for tuberculosis?"))  # Should return correct treatment
+print(handle_user_query("What is the treatment for malaria?"))  # Should also work
+print(handle_user_query("What is the treatment for cancer?"))  # Should return something useful
+print(handle_user_query("How to treat diabetes?"))  # Should return proper treatment
+print(handle_user_query("Tell me the cure for pneumonia?"))  # Should return treatment
+print(handle_user_query("Treatment for typhoid?"))  # Should extract treatment
+
+print(handle_user_query("What are the symptoms of pneumonia?"))  # Should return correct symptoms
+print(handle_user_query("Signs of heart attack?"))  # Should return expected symptoms
+print(handle_user_query("How do I know if I have typhoid?"))  # Should return typhoid symptoms
+print(handle_user_query("What symptoms should I check for tuberculosis?"))  # Should work
+print(handle_user_query("Symptoms of dengue?"))  # Should return symptoms of dengue
+
+print(handle_user_query("Who should I see for a heart attack?"))  # Should return "Cardiologist"
+print(handle_user_query("Which doctor should I visit for diabetes?"))  # Should return "Endocrinologist"
+print(handle_user_query("Who should I consult for a skin rash?"))  # Should return "Dermatologist"
+print(handle_user_query("What kind of doctor treats pneumonia?"))  # Should return "Pulmonologist"
+print(handle_user_query("Who specializes in treating migraines?"))  # Should return "Neurologist"
+
+print(handle_user_query("Book an appointment for malaria"))  # Should book doctor for malaria
+print(handle_user_query("I need a doctor for high blood pressure"))  # Should book doctor for hypertension
+print(handle_user_query("Schedule a consultation for fever"))  # Should book general physician
+print(handle_user_query("Find a doctor for diabetes treatment"))  # Should book endocrinologist
+print(handle_user_query("Book an appointment for pneumonia treatment"))  # Should book pulmonologist
+
+print(handle_user_query("I have fever, cough, and chills"))  # Should predict disease correctly
+print(handle_user_query("Experiencing blurry vision and excessive thirst"))  # Should return "Diabetes"
+print(handle_user_query("I am experiencing severe chest pain and difficulty breathing"))  # Should return "Heart Attack"
+print(handle_user_query("Feeling tired, cold, and gaining weight"))  # Should return "Hypothyroidism"
+print(handle_user_query("I have rash, joint pain, and headache"))  # Should return "Dengue"
+
+print(handle_user_query("What does a doctor do?"))  # Should return general doctor description
+print(handle_user_query("What are antibiotics?"))  # Should explain antibiotics
+print(handle_user_query("How does the immune system work?"))  # Should explain immunity
+print(handle_user_query("What is the function of the liver?"))  # Should explain liver function
+print(handle_user_query("Explain how blood pressure works?"))  # Should provide useful explanation
+
+
+
+
+# Commented out IPython magic to ensure Python compatibility.
+# %%writefile app.py
+# import streamlit as st
+# import requests
+# 
+# st.set_page_config(page_title="AI Health Assistant", page_icon="🤖")
+# 
+# st.title("🩺 AI Health Assistant")
+# st.write("Ask any medical-related questions:")
+# 
+# # User Input
+# user_input = st.text_input("Your Question:")
+# 
+# # Button to Send Query
+# if st.button("Ask"):
+#     response = requests.post("https://b7da-35-232-247-117.ngrok-free.app/query/", json={"user_input": user_input})
+#     bot_response = response.json().get("response", "Error fetching response")
+# 
+#     st.markdown(f"**🤖 Bot:** {bot_response}")
+#
+
+"""✅ Steps to Deploy on Hugging Face Spaces
+📌 Step 1: Create a Hugging Face Space
+1️⃣ Go to Hugging Face Spaces
+2️⃣ Click "New Space"
+3️⃣ Name the Space (e.g., AI-Health-Assistant)
+4️⃣ Select "Streamlit" as the SDK
+5️⃣ Click "Create Space" ✅
+
+📌 Step 2: Clone the Repository Locally
+After creating the Space, clone it to your local machine or Google Colab:
+
+```bash
+git clone https://huggingface.co/spaces/YOUR_USERNAME/AI-Health-Assistant
+cd AI-Health-Assistant
+```
+Replace YOUR_USERNAME with your Hugging Face username!
+
+📌 Step 3: Add app.py (Your Streamlit Chatbot)
+Inside the cloned folder, create app.py and paste the following:
+
+📌 Step 4: Create requirements.txt
+Create a new file requirements.txt inside the same folder and add:
+```bash
+streamlit
+requests
+```
+
+📌 Step 5: Push Your Code to Hugging Face
+Run these commands to push the code:
+
+```bash
+git add .
+git commit -m "Initial commit"
+git push
+```
+🚀 Your Space will automatically start building!
+"""
+

y_test.csv

@@ -0,0 +1,985 @@
+Disease
+Acne
+Acne
+Hyperthyroidism
+AIDS
+Chronic cholestasis
+Hypertension 
+Hypoglycemia
+Arthritis
+Hepatitis B
+Migraine
+Urinary tract infection
+Diabetes 
+Hepatitis D
+Psoriasis
+Alcoholic hepatitis
+Alcoholic hepatitis
+Dimorphic hemmorhoids(piles)
+Hepatitis E
+Diabetes 
+Cervical spondylosis
+Bronchial Asthma
+hepatitis A
+Hepatitis B
+Bronchial Asthma
+Allergy
+Hepatitis C
+Pneumonia
+Migraine
+Hypothyroidism
+Migraine
+Chronic cholestasis
+Hepatitis B
+Gastroenteritis
+Hepatitis E
+Varicose veins
+Migraine
+Jaundice
+Drug Reaction
+Pneumonia
+Urinary tract infection
+Hepatitis C
+(vertigo) Paroymsal  Positional Vertigo
+Hypertension 
+Diabetes 
+Jaundice
+Gastroenteritis
+Hypoglycemia
+Hepatitis B
+Psoriasis
+Psoriasis
+Heart attack
+Tuberculosis
+Varicose veins
+Allergy
+Hyperthyroidism
+Hepatitis C
+Typhoid
+Common Cold
+Urinary tract infection
+Peptic ulcer diseae
+Hypoglycemia
+Hyperthyroidism
+Tuberculosis
+Heart attack
+(vertigo) Paroymsal  Positional Vertigo
+Hypothyroidism
+Paralysis (brain hemorrhage)
+AIDS
+(vertigo) Paroymsal  Positional Vertigo
+Dimorphic hemmorhoids(piles)
+Fungal infection
+Bronchial Asthma
+Acne
+Hepatitis E
+Hypothyroidism
+Chronic cholestasis
+Impetigo
+Impetigo
+Common Cold
+Migraine
+GERD
+Impetigo
+GERD
+Drug Reaction
+Hepatitis B
+AIDS
+Jaundice
+Gastroenteritis
+(vertigo) Paroymsal  Positional Vertigo
+Dengue
+Hypothyroidism
+Malaria
+Hepatitis D
+Alcoholic hepatitis
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y_train.csv

@@ -0,0 +1,3937 @@
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