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Update app.py
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app.py
CHANGED
@@ -74,7 +74,7 @@ def extract_features(sequence):
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feature_array = np.array(feature_values).reshape(1, -1) # Reshape to (1, n_features) - CORRECT SHAPE
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print(f"Shape of feature_array before normalization: {feature_array.shape}") # Debug print
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normalized_features = scaler.transform(feature_array
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normalized_features = normalized_features.flatten() # Flatten AFTER normalization if needed
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@@ -84,7 +84,7 @@ def extract_features(sequence):
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selected_feature_dict[feature] = normalized_features[i]
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selected_feature_df = pd.DataFrame([selected_feature_dict])
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selected_feature_array = selected_feature_df.
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return selected_feature_array
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feature_array = np.array(feature_values).reshape(1, -1) # Reshape to (1, n_features) - CORRECT SHAPE
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print(f"Shape of feature_array before normalization: {feature_array.shape}") # Debug print
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normalized_features = scaler.transform(feature_array) # Normalize - NO TRANSPOSE
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normalized_features = normalized_features.flatten() # Flatten AFTER normalization if needed
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selected_feature_dict[feature] = normalized_features[i]
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selected_feature_df = pd.DataFrame([selected_feature_dict])
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selected_feature_array = selected_feature_df.to_numpy()
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return selected_feature_array
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