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Add application file
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app.py
ADDED
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import gradio as gr
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import joblib
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import numpy as np
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def preprocessing(gender):
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if gender == "Male":
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return 0
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elif gender == "Female":
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return 1
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def predict(Gender,Haemoglobin,MCH,MCHC,MCV):
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model = joblib.load("models/svm.pkl")
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gender = preprocessing(Gender)
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data = np.array([[gender,Haemoglobin,MCH,MCHC,MCV]])
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pred = model.predict(data)
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if pred == 0:
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return "Not Anaemic"
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else:
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return "Anaemic"
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demo = gr.Interface(
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fn=predict,
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inputs=[gr.Radio(choices=["Male","Female"],value="str",label="Gender",info="Choose Gender"),
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gr.Number(label="Haemoglobin"),
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gr.Number(label="MCH"),
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gr.Number(label="MCHC"),
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gr.Number(label="MCV"),
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],
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outputs=["text"],
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)
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demo.launch()
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