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app.py
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from flask import Flask, request
from flask import render_template
from model_and_symptoms import symptoms_name, symptoms_array, disease_name, model
import os
app = Flask(__name__)
# main function to render html template
@app.route('/', methods=['POST', 'GET'])
def main():
if request.method == 'POST':
if request.form.get('select_symptom_1').lower() == 'none' and request.form.get('select_symptom_2').lower() == 'none'\
and request.form.get('select_symptom_3').lower() == 'none':
prediction = "Please select minimum 3 symptoms"
else:
prediction = f"According to the symptoms you may have '{predict_disease()}' "
else:
prediction = "Prediction will show here"
symptoms_name_with_none = symptoms_name.copy()
sorted_symptoms_name = sorted(symptoms_name_with_none)
sorted_symptoms_name.insert(0, 'none')
return render_template('index.html', columns_name=sorted_symptoms_name, prediction=prediction)
def request_symptoms():
user_symptoms = [request.form.get('select_symptom_1'), request.form.get('select_symptom_2'),
request.form.get('select_symptom_3'), request.form.get('select_symptom_4'),
request.form.get('select_symptom_5')]
if request.method == 'POST':
while 'none' in user_symptoms:
user_symptoms.remove('none')
return user_symptoms
def assign_value_to_symptom():
symptoms_array_copy = symptoms_array.copy()
user_symptoms = request_symptoms()
for idx in range(len(symptoms_name)):
for symptom in user_symptoms:
if symptom == symptoms_name[idx]:
symptoms_array_copy[idx] = 1
return symptoms_array_copy
def predict_disease():
symptoms = assign_value_to_symptom()
predicted_disease = model.predict([symptoms])
return predicted_disease[0]
if __name__ == '__main__':
app.run(debug=True)