Update app.py
Browse files
app.py
CHANGED
@@ -1,7 +1,40 @@
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import gradio as gr
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iface = gr.Interface(fn=greet, inputs="text", outputs="text")
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iface.launch()
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import gradio as gr
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loaded_model="xgboost-model.pkl"
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def predict_death_event(age, anaemia, creatinine_phosphokinase ,diabetes ,ejection_fraction, high_blood_pressure ,platelets ,serum_creatinine, serum_sodium, sex ,smoking ,time):
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input=[[age, anaemia, creatinine_phosphokinase ,diabetes ,ejection_fraction, high_blood_pressure ,platelets ,serum_creatinine, serum_sodium, sex ,smoking ,time]]
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result=loaded_model.predict(input)
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if result[0]==1:
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return 'Positive'
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else:
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return 'Negative'
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return result
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title = "Patient Survival Prediction"
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description = "Predict survival of patient with heart failure, given their clinical record"
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out_response = gr.components.Textbox(type="text", label='Death_event')
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iface = gr.Interface(fn=predict_death_event,
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inputs=[
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gr.Slider(18, 100, value=20, label="Age"),
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gr.Slider(0, 1, value=1, label="anaemia"),
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gr.Slider(100, 2000, value=20, label="creatinine_phosphokinase"),
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gr.Slider(0, 1, value=1, label="diabetes"),
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gr.Slider(18, 100, value=20, label="ejection_fraction"),
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gr.Slider(0, 1, value=1, label="high_blood_pressure"),
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gr.Slider(18, 400000, value=20, label="platelets"),
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gr.Slider(1, 10, value=20, label="serum_creatinine"),
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gr.Slider(100, 200, value=20, label="serum_sodium"),
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gr.Slider(0, 1, value=1, label="sex"),
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gr.Slider(0, 1, value=1, label="smoking"),
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gr.Slider(1, 10, value=20, label="time"),
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],
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outputs = [out_response])
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iface.launch()
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