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app.py
CHANGED
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@@ -73,42 +73,5 @@ def predict_sales():
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return jsonify({'Predicted Sales Total (in dollars)': predicted_sales})
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# @super_kart_api.post('/v1/salesbatch')
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# def predict_sales_batch():
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# """
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# This function handles POST requests to the '/v1/salesbatch' endpoint.
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# It expects a CSV file containing product details for multiple products
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# and returns the predicted sales totals as a dictionary in the JSON response.
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# """
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# if 'file' not in request.files:
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# return jsonify({'error': 'No file part in the request'}), 400
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# file = request.files['file']
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# try:
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# data = pd.read_csv(file)
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# except Exception as e:
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# return jsonify({'error': f'Failed to read CSV: {str(e)}'}), 400
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# # Apply one-hot encoding
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# data = pd.get_dummies(data, columns=['Product_Type', 'Store_Type'], drop_first=True)
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# # Apply ordinal encoding
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# sugar_mapping = {'No Sugar': 0, 'Low Sugar': 1, 'Regular': 2}
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# size_mapping = {'Small': 0, 'Medium': 1, 'High': 2}
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# city_mapping = {'Tier 3': 0, 'Tier 2': 1, 'Tier 1': 2}
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# data['Product_Sugar_Content'] = data['Product_Sugar_Content'].map(sugar_mapping)
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# data['Store_Size'] = data['Store_Size'].map(size_mapping)
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# data['Store_Location_City_Type'] = data['Store_Location_City_Type'].map(city_mapping)
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# # Align with expected columns
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# data = data.reindex(columns=EXPECTED_COLUMNS, fill_value=0)
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# # Make predictions
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# preds = model.predict(data)
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# results = preds.round(2).tolist()
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# response = {str(i): float(val) for i, val in enumerate(results)}
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# return jsonify(response)
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if __name__ == '__main__':
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super_kart_api.run(debug=True)
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return jsonify({'Predicted Sales Total (in dollars)': predicted_sales})
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if __name__ == '__main__':
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super_kart_api.run(debug=True)
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