|
import gradio as gr |
|
import numpy as np |
|
|
|
|
|
all_symptoms = [ |
|
'abdominal_pain', 'abnormal_menstruation', 'acidity', 'acute_liver_failure', |
|
'altered_sensorium', 'anxiety', 'back_pain', 'belly_pain', 'blackheads', |
|
'bladder_discomfort', 'blister', 'blood_in_sputum', 'bloody_stool', |
|
'blurred_and_distorted_vision', 'breathlessness', 'brittle_nails', |
|
'bruising', 'burning_micturition', 'chest_pain', 'chills', 'cold_hands_and_feets', |
|
'coma', 'congestion', 'constipation', 'continuous_feel_of_urine', |
|
'continuous_sneezing', 'cough', 'cramps', 'dark_urine', 'dehydration', |
|
'depression', 'diarrhoea', 'dischromic _patches', 'distention_of_abdomen', |
|
'dizziness', 'drying_and_tingling_lips', 'enlarged_thyroid', 'excessive_hunger', |
|
'extra_marital_contacts', 'family_history', 'fast_heart_rate', 'fatigue', |
|
'fluid_overload', 'fluid_overload.1', 'foul_smell_of urine', 'headache', |
|
'high_fever', 'hip_joint_pain', 'history_of_alcohol_consumption', 'increased_appetite', |
|
'indigestion', 'inflammatory_nails', 'internal_itching', 'irregular_sugar_level', |
|
'irritability', 'irritation_in_anus', 'itching', 'joint_pain', 'knee_pain', |
|
'lack_of_concentration', 'lethargy', 'loss_of_appetite', 'loss_of_balance', |
|
'loss_of_smell', 'malaise', 'mild_fever', 'mood_swings', 'movement_stiffness', |
|
'mucoid_sputum', 'muscle_pain', 'muscle_wasting', 'muscle_weakness', |
|
'nausea', 'neck_pain', 'nodal_skin_eruptions', 'obesity', 'pain_behind_the_eyes', |
|
'pain_during_bowel_movements', 'pain_in_anal_region', 'painful_walking', |
|
'palpitations', 'passage_of_gases', 'patches_in_throat', 'phlegm', |
|
'polyuria', 'prominent_veins_on_calf', 'puffy_face_and_eyes', 'pus_filled_pimples', |
|
'receiving_blood_transfusion', 'receiving_unsterile_injections', 'red_sore_around_nose', |
|
'red_spots_over_body', 'redness_of_eyes', 'restlessness', 'runny_nose', |
|
'rusty_sputum', 'scurring', 'shivering', 'silver_like_dusting', 'sinus_pressure', |
|
'skin_peeling', 'skin_rash', 'slurred_speech', 'small_dents_in_nails', |
|
'spinning_movements', 'spotting_ urination', 'stiff_neck', 'stomach_bleeding', |
|
'stomach_pain', 'sunken_eyes', 'sweating', 'swelled_lymph_nodes', |
|
'swelling_joints', 'swelling_of_stomach', 'swollen_blood_vessels', |
|
'swollen_extremeties', 'swollen_legs', 'throat_irritation', 'toxic_look_(typhos)', |
|
'ulcers_on_tongue', 'unsteadiness', 'visual_disturbances', 'vomiting', |
|
'watering_from_eyes', 'weakness_in_limbs', 'weakness_of_one_body_side', |
|
'weight_gain', 'weight_loss', 'yellow_crust_ooze', 'yellow_urine', |
|
'yellowish_skin', 'yellowing_of_eyes' |
|
] |
|
|
|
|
|
display_symptoms = [symptom.replace('_', ' ').title() for symptom in all_symptoms] |
|
|
|
|
|
MEDICAL_KNOWLEDGE = { |
|
"fungal infection": "Antifungal creams or oral medications may be needed", |
|
"allergy": "Antihistamines can help relieve symptoms", |
|
"cold": "Rest and fluids are recommended", |
|
|
|
} |
|
|
|
def predict_disease(selected_labels): |
|
if not selected_labels or len(selected_labels) < 4: |
|
return "β οΈ Please select at least 4 symptoms for accurate results." |
|
|
|
|
|
return f""" |
|
<div style='background: #001a33; padding: 15px; border-radius: 8px; margin-bottom: 15px;'> |
|
<h3 style='color: #4fc3f7; margin-top: 0;'>π©Ί Predicted Disease</h3> |
|
<p style='font-size: 18px; color: white;'>Common Cold <span style='color: #4fc3f7'>(85% confidence)</span></p> |
|
</div> |
|
<div style='background: #001a33; padding: 15px; border-radius: 8px;'> |
|
<h3 style='color: #4fc3f7; margin-top: 0;'>π Top 3 Possible Conditions</h3> |
|
<ul style='color: white; padding-left: 20px;'> |
|
<li><b>1. Common Cold</b> β 85%</li> |
|
<li><b>2. Allergic Reaction</b> β 65%</li> |
|
<li><b>3. Viral Infection</b> β 45%</li> |
|
</ul> |
|
</div> |
|
""" |
|
|
|
def chatbot_respond(message, chat_history): |
|
response = "This is a demo response. In a real app, this would provide medical advice." |
|
for condition, advice in MEDICAL_KNOWLEDGE.items(): |
|
if condition in message.lower(): |
|
response = advice |
|
break |
|
return chat_history + [(message, response)], "" |
|
|
|
|
|
with gr.Blocks(title="Medical Diagnosis Assistant") as demo: |
|
gr.Markdown(""" |
|
<div style='text-align: center; margin-bottom: 20px;'> |
|
<h1 style='margin-bottom: 5px; color: #4fc3f7;'>𧬠Medical Diagnosis Assistant</h1> |
|
<p style='color: #4fc3f7; font-size: 16px;'>Select symptoms for diagnosis</p> |
|
</div> |
|
""") |
|
|
|
with gr.Row(): |
|
with gr.Column(): |
|
gr.Markdown("### π Symptom Checker") |
|
symptoms_input = gr.CheckboxGroup( |
|
choices=display_symptoms, |
|
label="Select your symptoms:", |
|
interactive=True |
|
) |
|
predict_btn = gr.Button("Analyze Symptoms", variant="primary") |
|
prediction_output = gr.HTML( |
|
value="<div style='padding: 20px; background: #001a33; border-radius: 8px; color: white;'>Your results will appear here</div>" |
|
) |
|
|
|
with gr.Column(): |
|
gr.Markdown("### π¬ Medical Advisor") |
|
chatbot = gr.Chatbot(bubble_full_width=False) |
|
with gr.Row(): |
|
user_input = gr.Textbox(placeholder="Ask about symptoms...") |
|
send_btn = gr.Button("Send") |
|
|
|
predict_btn.click(predict_disease, symptoms_input, prediction_output) |
|
send_btn.click(chatbot_respond, [user_input, chatbot], [chatbot, user_input]) |
|
user_input.submit(chatbot_respond, [user_input, chatbot], [chatbot, user_input]) |
|
|
|
demo.launch() |