Update app.py
Browse files
app.py
CHANGED
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@@ -93,11 +93,14 @@ def main():
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prediction = model.predict(input_data)
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probability = model.predict_proba(input_data)[:, 1]
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# Display prediction
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if prediction[0] == 0:
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st.success("Employee is predicted to stay (Attrition = No)")
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else:
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st.error("Employee is predicted to leave (Attrition = Yes)")
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# Offer recommendations for retaining the employee
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st.subheader("Suggestions for retaining the employee:")
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@@ -109,8 +112,5 @@ def main():
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st.markdown("- Introduce or enhance policies that support work-life balance for employees with families.")
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st.markdown("- Recognize the unique challenges and opportunities within each department and tailor retention strategies accordingly.")
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# Display probability
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st.write(f"Probability of Attrition: {probability[0]*100:.2f}%")
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if __name__ == "__main__":
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main()
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prediction = model.predict(input_data)
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probability = model.predict_proba(input_data)[:, 1]
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# Display prediction and probability
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if prediction[0] == 0:
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st.success("Employee is predicted to stay (Attrition = No)")
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else:
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st.error("Employee is predicted to leave (Attrition = Yes)")
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# Show prediction probability
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st.subheader("Prediction Probability")
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st.write(f"The probability of the employee leaving is: {probability[0]*100:.2f}%")
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# Offer recommendations for retaining the employee
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st.subheader("Suggestions for retaining the employee:")
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st.markdown("- Introduce or enhance policies that support work-life balance for employees with families.")
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st.markdown("- Recognize the unique challenges and opportunities within each department and tailor retention strategies accordingly.")
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if __name__ == "__main__":
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main()
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