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Providing Personalized Recommendations on the basis of results #20 #54

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Providing Personalized Recommendations on the basis of results #20 #54

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beafd30
personalised recommendations
ughrima May 31, 2024
f4229e8
Updated Prediction.jsx
ughrima Jun 7, 2024
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31 changes: 22 additions & 9 deletions client/src/components/Prediction.jsx
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -24,8 +24,8 @@ const Prediction = () => {
"https://diabetes-prediction-1-6a5i.onrender.com/predict",
userInput
);
console.log("API Response:", response.data);
setPrediction(response.data);
console.log(response.data);
} catch (error) {
console.error("Error:", error);
}
Expand All @@ -34,14 +34,14 @@ const Prediction = () => {

useEffect(() => {
window.scrollTo(0, 0);
});
}, []);

const handleChange = (e) => {
setUserInput({ ...userInput, [e.target.name]: e.target.value });
};

return (
<div className="min-h-screen bg-gradient-to-r from-purple-500 to-pink-500 flex flex-col items-center justify-center sm:flex-row sm:justify-center pb-3 md:pb-0">
<div className="min-h-screen bg-gradient-to-r from-purple-600 to-pink-600 flex flex-col items-center justify-center sm:flex-row sm:justify-center pb-3 md:pb-0">
<motion.div
initial={{ opacity: 0, x: -150 }}
whileInView={{ opacity: 1, x: 0 }}
Expand Down Expand Up @@ -209,7 +209,7 @@ const Prediction = () => {
stiffness: 100,
delay: 0.5,
}}
className="w-full sm:w-1/2 sm:ml-8 mt-8 sm:mt-0 sm:order-2"
className="w-full sm:w-1/2 sm:ml-8 mt-8 sm:mt-0 sm:order-2 flex justify-center"
>
{!prediction && (
<div className="hidden sm:block">
Expand All @@ -221,15 +221,28 @@ const Prediction = () => {
</div>
)}
{prediction && (
<div className="bg-green-100 w-2/3 md:w-fit border mx-auto flex flex-col gap-5 border-green-400 text-green-700 py-2 rounded md:mr-4 text-center">

<div className="bg-green-100 w-full w-2/3 md:w-fit border mx-auto flex flex-col gap-5 border-green-400 py-2 rounded md:mr-4 text-center">
<img
src={prediction.gif_url}
src={prediction.gif_url || ""}
alt="Prediction GIF"
className="mx-auto pt-4 rounded-md"
/>
<p className="font-bold text-2xl px-3 mx-2 ">
{prediction.prediction}
</p>
<h3 className="font-bold text-2xl text-black-800">
{prediction.message || "No message"}
</h3>
<div className="px-6 mx-4 text-left text-green-800">
{prediction.recommendations && Array.isArray(prediction.recommendations) && prediction.recommendations.map((rec, index) => (
<p key={index} className="text-lg font-medium mb-2">
• {rec.recommendation}
</p>
))}
</div>
<a href={prediction.more_info_url} target="_blank" rel="noopener noreferrer">
<button className="bg-blue-500 hover:bg-blue-700 text-white font-bold py-2 px-4 rounded-full mt-4">
Click here for more information
</button>
</a>
</div>
)}
</motion.div>
Expand Down
29 changes: 29 additions & 0 deletions server/app.log
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Original file line number Diff line number Diff line change
@@ -0,0 +1,29 @@
2024-06-01 02:02:00,809 WARNING * Debugger is active!
2024-06-01 02:02:00,816 INFO * Debugger PIN: 664-860-149
2024-06-01 02:02:09,538 INFO 127.0.0.1 - - [01/Jun/2024 02:02:09] "OPTIONS /predict HTTP/1.1" 200 -
2024-06-01 02:02:09,551 INFO 127.0.0.1 - - [01/Jun/2024 02:02:09] "POST /predict HTTP/1.1" 500 -
2024-06-01 02:02:10,566 INFO 127.0.0.1 - - [01/Jun/2024 02:02:10] "POST /predict HTTP/1.1" 500 -
2024-06-01 02:03:38,753 INFO * Detected change in '/home/agrima/Desktop/open-source/Diabetes-Prediction/server/app.py', reloading
2024-06-01 02:03:39,339 WARNING * Debugger is active!
2024-06-01 02:03:39,345 INFO * Debugger PIN: 132-725-711
2024-06-01 02:03:43,468 INFO 127.0.0.1 - - [01/Jun/2024 02:03:43] "OPTIONS /predict HTTP/1.1" 200 -
2024-06-01 02:03:43,475 INFO Prediction Result: {'prediction': 'high', 'message': 'You have high chances of Diabetes! Please consult a Doctor', 'gif_url': 'https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExOTZlY2pwcDNtcnNhc2JwdDk4YnVqenRpcXl0OXFxdWRya3U0dmZ4aCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/3o6wrebnKWmvx4ZBio/giphy.gif', 'more_info_url': 'https://www.diabetes.org/diabetes', 'recommendations': [{'metric': 'Glucose', 'value': 95.0, 'recommendation': 'Your glucose level is normal. Maintain a balanced diet to keep it steady.'}, {'metric': 'BMI', 'value': 33.0, 'recommendation': 'Your BMI indicates that you are overweight. Incorporate a mix of cardio and strength training exercises and follow a balanced diet to reduce weight.'}, {'metric': 'BloodPressure', 'value': 95.0, 'recommendation': 'Your blood pressure is normal. Continue to monitor it regularly and maintain a healthy lifestyle.'}, {'metric': 'Insulin', 'value': 95.0, 'recommendation': 'Your insulin level is normal. Maintain a healthy lifestyle to keep it stable.'}]}
2024-06-01 02:03:43,476 INFO 127.0.0.1 - - [01/Jun/2024 02:03:43] "POST /predict HTTP/1.1" 200 -
2024-06-01 02:06:18,592 INFO 127.0.0.1 - - [01/Jun/2024 02:06:18] "OPTIONS /predict HTTP/1.1" 200 -
2024-06-01 02:06:18,597 INFO Prediction Result: {'prediction': 'high', 'message': 'You have high chances of Diabetes! Please consult a Doctor', 'gif_url': 'https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExOTZlY2pwcDNtcnNhc2JwdDk4YnVqenRpcXl0OXFxdWRya3U0dmZ4aCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/3o6wrebnKWmvx4ZBio/giphy.gif', 'more_info_url': 'https://www.diabetes.org/diabetes', 'recommendations': [{'metric': 'Glucose', 'value': 95.0, 'recommendation': 'Your glucose level is normal. Maintain a balanced diet to keep it steady.'}, {'metric': 'BMI', 'value': 33.0, 'recommendation': 'Your BMI indicates that you are overweight. Incorporate a mix of cardio and strength training exercises and follow a balanced diet to reduce weight.'}, {'metric': 'BloodPressure', 'value': 95.0, 'recommendation': 'Your blood pressure is normal. Continue to monitor it regularly and maintain a healthy lifestyle.'}, {'metric': 'Insulin', 'value': 95.0, 'recommendation': 'Your insulin level is normal. Maintain a healthy lifestyle to keep it stable.'}]}
2024-06-01 02:06:18,598 INFO 127.0.0.1 - - [01/Jun/2024 02:06:18] "POST /predict HTTP/1.1" 200 -
2024-06-01 02:06:19,720 INFO Prediction Result: {'prediction': 'high', 'message': 'You have high chances of Diabetes! Please consult a Doctor', 'gif_url': 'https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExOTZlY2pwcDNtcnNhc2JwdDk4YnVqenRpcXl0OXFxdWRya3U0dmZ4aCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/3o6wrebnKWmvx4ZBio/giphy.gif', 'more_info_url': 'https://www.diabetes.org/diabetes', 'recommendations': [{'metric': 'Glucose', 'value': 95.0, 'recommendation': 'Your glucose level is normal. Maintain a balanced diet to keep it steady.'}, {'metric': 'BMI', 'value': 33.0, 'recommendation': 'Your BMI indicates that you are overweight. Incorporate a mix of cardio and strength training exercises and follow a balanced diet to reduce weight.'}, {'metric': 'BloodPressure', 'value': 95.0, 'recommendation': 'Your blood pressure is normal. Continue to monitor it regularly and maintain a healthy lifestyle.'}, {'metric': 'Insulin', 'value': 95.0, 'recommendation': 'Your insulin level is normal. Maintain a healthy lifestyle to keep it stable.'}]}
2024-06-01 02:06:19,720 INFO 127.0.0.1 - - [01/Jun/2024 02:06:19] "POST /predict HTTP/1.1" 200 -
2024-06-01 02:06:35,235 INFO 127.0.0.1 - - [01/Jun/2024 02:06:35] "OPTIONS /predict HTTP/1.1" 200 -
2024-06-01 02:06:35,241 INFO Prediction Result: {'prediction': 'high', 'message': 'You have high chances of Diabetes! Please consult a Doctor', 'gif_url': 'https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExOTZlY2pwcDNtcnNhc2JwdDk4YnVqenRpcXl0OXFxdWRya3U0dmZ4aCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/3o6wrebnKWmvx4ZBio/giphy.gif', 'more_info_url': 'https://www.diabetes.org/diabetes', 'recommendations': [{'metric': 'Glucose', 'value': 95.0, 'recommendation': 'Your glucose level is normal. Maintain a balanced diet to keep it steady.'}, {'metric': 'BMI', 'value': 33.0, 'recommendation': 'Your BMI indicates that you are overweight. Incorporate a mix of cardio and strength training exercises and follow a balanced diet to reduce weight.'}, {'metric': 'BloodPressure', 'value': 95.0, 'recommendation': 'Your blood pressure is normal. Continue to monitor it regularly and maintain a healthy lifestyle.'}, {'metric': 'Insulin', 'value': 95.0, 'recommendation': 'Your insulin level is normal. Maintain a healthy lifestyle to keep it stable.'}]}
2024-06-01 02:06:35,242 INFO 127.0.0.1 - - [01/Jun/2024 02:06:35] "POST /predict HTTP/1.1" 200 -
2024-06-01 02:06:35,950 INFO Prediction Result: {'prediction': 'high', 'message': 'You have high chances of Diabetes! Please consult a Doctor', 'gif_url': 'https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExOTZlY2pwcDNtcnNhc2JwdDk4YnVqenRpcXl0OXFxdWRya3U0dmZ4aCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/3o6wrebnKWmvx4ZBio/giphy.gif', 'more_info_url': 'https://www.diabetes.org/diabetes', 'recommendations': [{'metric': 'Glucose', 'value': 95.0, 'recommendation': 'Your glucose level is normal. Maintain a balanced diet to keep it steady.'}, {'metric': 'BMI', 'value': 33.0, 'recommendation': 'Your BMI indicates that you are overweight. Incorporate a mix of cardio and strength training exercises and follow a balanced diet to reduce weight.'}, {'metric': 'BloodPressure', 'value': 95.0, 'recommendation': 'Your blood pressure is normal. Continue to monitor it regularly and maintain a healthy lifestyle.'}, {'metric': 'Insulin', 'value': 95.0, 'recommendation': 'Your insulin level is normal. Maintain a healthy lifestyle to keep it stable.'}]}
2024-06-01 02:06:35,951 INFO 127.0.0.1 - - [01/Jun/2024 02:06:35] "POST /predict HTTP/1.1" 200 -
2024-06-01 02:07:16,319 INFO 127.0.0.1 - - [01/Jun/2024 02:07:16] "OPTIONS /predict HTTP/1.1" 200 -
2024-06-01 02:07:16,325 INFO Prediction Result: {'prediction': 'high', 'message': 'You have high chances of Diabetes! Please consult a Doctor', 'gif_url': 'https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExOTZlY2pwcDNtcnNhc2JwdDk4YnVqenRpcXl0OXFxdWRya3U0dmZ4aCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/3o6wrebnKWmvx4ZBio/giphy.gif', 'more_info_url': 'https://www.diabetes.org/diabetes', 'recommendations': [{'metric': 'Glucose', 'value': 95.0, 'recommendation': 'Your glucose level is normal. Maintain a balanced diet to keep it steady.'}, {'metric': 'BMI', 'value': 98.0, 'recommendation': 'Your BMI indicates that you are overweight. Incorporate a mix of cardio and strength training exercises and follow a balanced diet to reduce weight.'}, {'metric': 'BloodPressure', 'value': 96.0, 'recommendation': 'Your blood pressure is normal. Continue to monitor it regularly and maintain a healthy lifestyle.'}, {'metric': 'Insulin', 'value': 56.0, 'recommendation': 'Your insulin level is normal. Maintain a healthy lifestyle to keep it stable.'}]}
2024-06-01 02:07:16,326 INFO 127.0.0.1 - - [01/Jun/2024 02:07:16] "POST /predict HTTP/1.1" 200 -
2024-06-01 02:27:13,059 INFO 127.0.0.1 - - [01/Jun/2024 02:27:13] "OPTIONS /predict HTTP/1.1" 200 -
2024-06-01 02:27:13,067 INFO Prediction Result: {'prediction': 'high', 'message': 'You have high chances of Diabetes! Please consult a Doctor', 'gif_url': 'https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExOTZlY2pwcDNtcnNhc2JwdDk4YnVqenRpcXl0OXFxdWRya3U0dmZ4aCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/3o6wrebnKWmvx4ZBio/giphy.gif', 'more_info_url': 'https://www.diabetes.org/diabetes', 'recommendations': [{'metric': 'Glucose', 'value': 95.0, 'recommendation': 'Your glucose level is normal. Maintain a balanced diet to keep it steady.'}, {'metric': 'BMI', 'value': 98.0, 'recommendation': 'Your BMI indicates that you are overweight. Incorporate a mix of cardio and strength training exercises and follow a balanced diet to reduce weight.'}, {'metric': 'BloodPressure', 'value': 96.0, 'recommendation': 'Your blood pressure is normal. Continue to monitor it regularly and maintain a healthy lifestyle.'}, {'metric': 'Insulin', 'value': 56.0, 'recommendation': 'Your insulin level is normal. Maintain a healthy lifestyle to keep it stable.'}]}
2024-06-01 02:27:13,068 INFO 127.0.0.1 - - [01/Jun/2024 02:27:13] "POST /predict HTTP/1.1" 200 -
2024-06-01 02:27:14,198 INFO Prediction Result: {'prediction': 'high', 'message': 'You have high chances of Diabetes! Please consult a Doctor', 'gif_url': 'https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExOTZlY2pwcDNtcnNhc2JwdDk4YnVqenRpcXl0OXFxdWRya3U0dmZ4aCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/3o6wrebnKWmvx4ZBio/giphy.gif', 'more_info_url': 'https://www.diabetes.org/diabetes', 'recommendations': [{'metric': 'Glucose', 'value': 95.0, 'recommendation': 'Your glucose level is normal. Maintain a balanced diet to keep it steady.'}, {'metric': 'BMI', 'value': 98.0, 'recommendation': 'Your BMI indicates that you are overweight. Incorporate a mix of cardio and strength training exercises and follow a balanced diet to reduce weight.'}, {'metric': 'BloodPressure', 'value': 96.0, 'recommendation': 'Your blood pressure is normal. Continue to monitor it regularly and maintain a healthy lifestyle.'}, {'metric': 'Insulin', 'value': 56.0, 'recommendation': 'Your insulin level is normal. Maintain a healthy lifestyle to keep it stable.'}]}
2024-06-01 02:27:14,200 INFO 127.0.0.1 - - [01/Jun/2024 02:27:14] "POST /predict HTTP/1.1" 200 -
94 changes: 85 additions & 9 deletions server/app.py
View file
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Original file line number Diff line number Diff line change
Expand Up @@ -3,9 +3,10 @@
import pandas as pd
from flask import Flask, request, jsonify
from flask_cors import CORS
import logging

app = Flask(__name__)
CORS(app, resources={r"/*": {"origins": "*"}})
CORS(app, resources={r"/*": {"origins": "http://localhost:5173"}})

script_dir = os.path.dirname(os.path.abspath(__file__))
scaler_path = os.path.join(script_dir, 'scaler.pkl')
Expand All @@ -15,22 +16,96 @@
with open(file_path, 'rb') as f:
model = pkl.load(f)

# Configure logging
logging.basicConfig(level=logging.INFO,
format='%(asctime)s %(levelname)s %(message)s',
handlers=[
logging.FileHandler("app.log"),
logging.StreamHandler()
])

def generate_recommendations(Age, Pregnancies, Glucose, BloodPressure, SkinThickness, Insulin, Bmi, Dpf):
recommendations = []

if float(Glucose) > 140:
recommendations.append({
'metric': 'Glucose',
'value': Glucose,
'recommendation': 'Your glucose level is high. Reduce intake of sugary foods and beverages, and consider regular exercise to maintain a healthy glucose level.'
})
else:
recommendations.append({
'metric': 'Glucose',
'value': Glucose,
'recommendation': 'Your glucose level is normal. Maintain a balanced diet to keep it steady.'
})

if float(Bmi) > 25:
recommendations.append({
'metric': 'BMI',
'value': Bmi,
'recommendation': 'Your BMI indicates that you are overweight. Incorporate a mix of cardio and strength training exercises and follow a balanced diet to reduce weight.'
})
else:
recommendations.append({
'metric': 'BMI',
'value': Bmi,
'recommendation': 'Your BMI is in a healthy range. Continue maintaining a balanced diet and regular physical activity.'
})

if float(BloodPressure) > 130:
recommendations.append({
'metric': 'BloodPressure',
'value': BloodPressure,
'recommendation': 'Your blood pressure is high. Reduce salt intake, avoid alcohol, and engage in regular physical activity to manage blood pressure.'
})
else:
recommendations.append({
'metric': 'BloodPressure',
'value': BloodPressure,
'recommendation': 'Your blood pressure is normal. Continue to monitor it regularly and maintain a healthy lifestyle.'
})

if float(Insulin) > 100:
recommendations.append({
'metric': 'Insulin',
'value': Insulin,
'recommendation': 'Your insulin level is high. Follow a diet low in refined carbs and sugars and engage in regular physical activity.'
})
else:
recommendations.append({
'metric': 'Insulin',
'value': Insulin,
'recommendation': 'Your insulin level is normal. Maintain a healthy lifestyle to keep it stable.'
})

return recommendations

def predict(Pregnancies, Glucose, BloodPressure, SkinThickness, Insulin, Bmi, Dpf, Age):
input_data = pd.DataFrame([[Pregnancies, Glucose, BloodPressure, SkinThickness, Insulin, Bmi, Dpf, Age]])
input_data = scaler.transform(input_data)
prediction = model.predict(input_data)
prediction = model.predict(input_data)[0]

recommendations = generate_recommendations(Age, Pregnancies, Glucose, BloodPressure, SkinThickness, Insulin, Bmi, Dpf)

if prediction == 1:
result = {
'prediction': "You have high chances of Diabetes! Please consult a Doctor",
'gif_url': "https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExOTZlY2pwcDNtcnNhc2JwdDk4YnVqenRpcXl0OXFxdWRya3U0dmZ4aCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/3o6wrebnKWmvx4ZBio/giphy.gif"
'prediction': "high",
'message': "You have high chances of Diabetes! Please consult a Doctor",
'gif_url': "https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExOTZlY2pwcDNtcnNhc2JwdDk4YnVqenRpcXl0OXFxdWRya3U0dmZ4aCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/3o6wrebnKWmvx4ZBio/giphy.gif",
'more_info_url': "https://www.diabetes.org/diabetes",
'recommendations': recommendations
}
else:
result = {
'prediction': "You have low chances of Diabetes. Please maintain a healthy life style",
'gif_url': "https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExd2txb242N3pkMmp0ODRiangydm9raDY5OHBhYmw1Y2NobjM0cGZtNSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/W1GG6RYUcWxoHl3jV9/giphy.gif"
'prediction': "low",
'message': "You have low chances of Diabetes. Please maintain a healthy lifestyle",
'gif_url': "https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExd2txb242N3pkMmp0ODRiangydm9raDY5OHBhYmw1Y2NobjM0cGZtNSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/W1GG6RYUcWxoHl3jV9/giphy.gif",
'more_info_url': "https://www.cdc.gov/chronicdisease/resources/infographic/prevent-diabetes.htm",
'recommendations': recommendations
}

logging.info("Prediction Result: %s", result)
print("Prediction Result:", result) # Adding print statement for debugging
return result

@app.route('/predict', methods=['POST'])
Expand All @@ -46,10 +121,11 @@ def predictions():
SkinThickness = data.get('SkinThickness')
Dpf = data.get('DPF')

result = predict(Pregnancies, Glucose, BloodPressure, SkinThickness, Insulin, Bmi, Dpf, Age)
result = predict(float(Pregnancies), float(Glucose), float(BloodPressure), float(SkinThickness), float(Insulin), float(Bmi), float(Dpf), float(Age))
return jsonify(result)

return "Invalid request method"

if __name__ == '__main__':
app.run(host='0.0.0.0', port=8000, debug=True)
logging.basicConfig(level=logging.INFO)
app.run(host='0.0.0.0', port=8000, debug=True)