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Update app.py
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app.py
CHANGED
@@ -47,17 +47,7 @@ if selected_features:
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# Prediction
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y_pred = model.predict(X_test)
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# Display results
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st.write("Selected Features", selected_features)
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st.write("Model Coefficients", model.coef_)
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st.write("Predictions", y_pred)
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st.write("Actual Values", y_test.values)
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# Model performance
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st.write("Mean Squared Error", mean_squared_error(y_test, y_pred))
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st.write("R-squared Score", r2_score(y_test, y_pred))
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# Plot
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fig, ax = plt.subplots()
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ax.scatter(y_test, y_pred, edgecolors=(0, 0, 0))
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@@ -66,3 +56,13 @@ if selected_features:
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ax.set_ylabel('Predicted')
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ax.set_title('Actual vs Predicted')
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st.pyplot(fig)
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# Prediction
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y_pred = model.predict(X_test)
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# Plot
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fig, ax = plt.subplots()
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ax.scatter(y_test, y_pred, edgecolors=(0, 0, 0))
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ax.set_ylabel('Predicted')
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ax.set_title('Actual vs Predicted')
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st.pyplot(fig)
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# Model performance
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st.write("Mean Squared Error", mean_squared_error(y_test, y_pred))
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st.write("R-squared Score", r2_score(y_test, y_pred))
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# Display results
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st.write("Selected Features", selected_features)
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st.write("Model Coefficients", model.coef_)
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st.write("Predictions", y_pred)
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st.write("Actual Values", y_test.values)
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