semantic-link-functions-meteostat

import pandas as pd from sempy.fabric import FabricDataFrame import datetime # Assume 'fabric' is available in the Microsoft Fabric environment # and can read from a semantic model or lakehouse. # For a runnable example outside Fabric, we'll create a dummy FabricDataFrame. # Create a sample FabricDataFrame with relevant columns df = FabricDataFrame({ 'city': ['London', 'Paris', 'Berlin'], 'latitude': [51.5074, 48.8566, 52.5200], 'longitude': [-0.1278, 2.3522, 13.4050], 'date': [datetime.date(2023, 1, 1), datetime.date(2023, 1, 1), datetime.date(2023, 1, 1)] }) print("Original FabricDataFrame:") print(df) # In a Fabric notebook, a semantic function (e.g., 'add_weather_data') # would be dynamically discoverable via autocomplete on the FabricDataFrame. # The exact function name depends on the implementation within semantic-link-functions-meteostat. # This is a conceptual example of how such a function would be called. # For demonstration, we'll simulate an enrichment. # Example of conceptually calling a semantic function to enrich with weather data # (Actual function name and parameters would be discovered in Fabric Notebooks) # try: # enriched_df = df.add_meteostat_weather_data(date_column='date', lat_column='latitude', lon_column='longitude') # print("\nFabricDataFrame enriched with weather data:") # print(enriched_df) # except AttributeError: # print("\nNote: The exact semantic function like 'add_meteostat_weather_data' ") # print(" is dynamically exposed in Microsoft Fabric notebooks. \n This local example demonstrates the intended usage pattern.") # A more concrete placeholder showing expected interaction in Fabric # In a Fabric notebook, you would typically read a table first: # df_from_fabric = fabric.read_table('MyDataset', 'SalesData') # Then apply a semantic function: # enriched_df = df_from_fabric.add_meteostat_weather_data() print("\nFurther processing would involve calling specific semantic functions exposed on the FabricDataFrame.") print("These functions would dynamically appear in autocomplete within Microsoft Fabric notebooks.")