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import gradio as gr | |
import pandas as pd | |
from joblib import load | |
def cardio(age,gender,ap_hi,ap_lo,cholesterol,gluc,smoke,alco,active,height,weight): | |
model = load('cardiosight.joblib') | |
df = pd.DataFrame.from_dict( | |
{ | |
"age": [age*365], | |
"gender":[0 if gender=='Male' else 1], | |
"ap_hi": [ap_hi], | |
"ap_lo": [ap_lo], | |
"cholesterol": [cholesterol + 1], | |
"gluc": [gluc + 1], | |
"smoke":[1 if smoke=='Yes' else 0], | |
"alco": [1 if alco=='Yes' else 0], | |
"active": [1 if active=='Yes' else 0], | |
"newvalues_height": [height], | |
"newvalues_weight": [weight], | |
"New_values_BMI": weight/((height/100)**2), | |
} | |
) | |
pred = model.predict(df)[0] | |
if pred==1: | |
predicted="Tiene un riesgo alto de sufrir problemas cardiovasculares" | |
else: | |
predicted="Su riesgo de sufrir problemas cardiovasculares es muy bajo. Siga as铆." | |
return "Su IMC es de "+str(round(df['New_values_BMI'][0], 2))+'. '+predicted | |
iface = gr.Interface( | |
cardio, | |
[ | |
gr.Slider(1,99,label="Age"), | |
gr.Dropdown(choices=['Male', 'Female'], label='Gender', value='Female'), | |
gr.Slider(10,250,label="Diastolic Preassure"), | |
gr.Slider(10,250,label="Sistolic Preassure"), | |
gr.Radio(["Normal","High","Very High"],type="index",label="Cholesterol"), | |
gr.Radio(["Normal","High","Very High"],type="index",label="Glucosa Level"), | |
gr.Dropdown(choices=['Yes', 'No'], label='Smoke', value='No'), | |
gr.Dropdown(choices=['Yes', 'No'], label='Alcohol', value='No'), | |
gr.Dropdown(choices=['Yes', 'No'], label='Active', value='Yes'), | |
gr.Slider(30,220,label="Height in cm"), | |
gr.Slider(10,300,label="Weight in Kg"), | |
], | |
"text", | |
examples=[ | |
[20,'Male',110,60,"Normal","Normal",'No','No','Yes',168,60], | |
[30,'Female',120,70,"High","High",'No','Yes','Yes',143,70], | |
[40,'Male',130,80,"Very High","Very High",'Yes','Yes','No',185,80], | |
[50,'Female',140,90,"Normal","High",'Yes','No','No',165,90], | |
[60,'Male',150,100,"High","Very High",'No','No','Yes',175,100], | |
[70,'Female',160,90,"Very High","Normal",'Yes','Yes','No',185,110], | |
], | |
title = 'Calculadora de Riesgo Cardiovascular mediante Inteligencia Artificial', | |
description = 'Duplicaci贸n del proyecto de CARDIOSIGHT. He cambiado los botones tipo check por dropdown y calculado el IMC a partir de la altura y el peso. M谩s informaci贸n: https://saturdays.ai/2022/03/16/cardiosight-machine-learning-para-calcular-riesgo-cardiovascular/' | |
) | |
iface.launch() |