za3karia commited on
Commit
eb39ab4
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verified ·
1 Parent(s): f0fb8f4

Update app.py

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Files changed (1) hide show
  1. app.py +11 -11
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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-
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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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-
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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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-
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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))
@@ -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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+
 
 
 
 
 
 
 
 
 
 
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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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+
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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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+
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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)