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Upload 5 files
Browse files- app.py +51 -0
- model.pkl +3 -0
- notok.jpg +0 -0
- ok.jpg +0 -0
- requirements.txt +3 -0
app.py
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import streamlit as st
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import pickle
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from PIL import Image
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ok = Image.open('ok.jpg')
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not_ok = Image.open("notok.jpg")
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st.write ('''
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## Heart Health Predictor
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''')
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age = st.number_input('Enter your age', min_value= 0, max_value= 100, step = 1)
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gender = st.selectbox(
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'Gender',
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('Male', 'Female'))
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if gender == "Male":
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gender_value = 1
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else:
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gender_value = 0
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bp = st.number_input('Enter your BP', value= 120, step = 1)
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cholestrol = st.number_input('Enter your Cholestrol', value= 100, step = 1)
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data = [[age, gender_value, bp, cholestrol]]
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#load models
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# @st.cache_data(allow_output_mutation = True)
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def cache_model(path):
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model = pickle.load(open(path, 'rb'))
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return (model)
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heart_model = cache_model("model.pkl")
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if st.button('Predict'):
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result = heart_model.predict(data)
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if result == 1:
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st.image(not_ok)
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st.write("## Please visit a cardiologist")
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else:
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st.image(ok)
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st.write("## Great!, You are at no risk")
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model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:0be10a1f4ee28e9dd105b9b2614e5780717958e8b11b375f79619b447bc343c2
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size 321712
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notok.jpg
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ok.jpg
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requirements.txt
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streamlit == 1.21.0
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Pillow == 9.5.0
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scikit-learn == 1.2.2
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