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                import geopandas as gpd  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from egon.data import db  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from egon.data.datasets.power_plants.pv_rooftop_buildings import timer_func  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import egon.data.config  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                View Code Duplication | 
                def assign_bus_id(power_plants, cfg):  | 
            
                            
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                    """Assigns bus_ids to power plants according to location and voltage level  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Parameters  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    ----------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    power_plants : pandas.DataFrame  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Power plants including voltage level  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Returns  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    -------  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    power_plants : pandas.DataFrame  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        Power plants including voltage level and bus_id  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    mv_grid_districts = db.select_geodataframe(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        f"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        SELECT * FROM {cfg['sources']['egon_mv_grid_district']} | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        """,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        epsg=4326,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    ehv_grid_districts = db.select_geodataframe(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        f"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        SELECT * FROM {cfg['sources']['ehv_voronoi']} | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        """,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        epsg=4326,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    # Assign power plants in hv and below to hvmv bus  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    power_plants_hv = power_plants[power_plants.voltage_level >= 3].index  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    if len(power_plants_hv) > 0:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        power_plants.loc[power_plants_hv, "bus_id"] = gpd.sjoin(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            power_plants[power_plants.index.isin(power_plants_hv)],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            mv_grid_districts,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        ).bus_id  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    # Assign power plants in ehv to ehv bus  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    power_plants_ehv = power_plants[power_plants.voltage_level < 3].index  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    if len(power_plants_ehv) > 0:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        ehv_join = gpd.sjoin(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            power_plants[power_plants.index.isin(power_plants_ehv)],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            ehv_grid_districts,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if "bus_id_right" in ehv_join.columns:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            power_plants.loc[power_plants_ehv, "bus_id"] = gpd.sjoin(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                power_plants[power_plants.index.isin(power_plants_ehv)],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                ehv_grid_districts,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            ).bus_id_right  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            power_plants.loc[power_plants_ehv, "bus_id"] = gpd.sjoin(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                power_plants[power_plants.index.isin(power_plants_ehv)],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                ehv_grid_districts,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            ).bus_id  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    # Assert that all power plants have a bus_id  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    assert power_plants.bus_id.notnull().all(), f"""Some power plants are  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    not attached to a bus: {power_plants[power_plants.bus_id.isnull()]}""" | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return power_plants  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @timer_func  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def add_missing_bus_ids(scn_name):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """Assign busses by spatal intersection of mvgrid districts or ehv voronois."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    sql = f"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                -- Assign missing buses to mv grid district buses for HV and below  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                UPDATE supply.egon_power_plants AS epp  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                SET bus_id = (  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    SELECT emgd.bus_id  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    FROM grid.egon_mv_grid_district AS emgd  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    WHERE ST_Intersects(ST_Transform(epp.geom, 4326), ST_Transform(emgd.geom, 4326))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    ORDER BY ST_Transform(emgd.geom, 4326) <-> ST_Transform(epp.geom, 4326)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    LIMIT 1  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                WHERE (epp.carrier = 'solar'  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    OR epp.carrier = 'wind_onshore'  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    OR epp.carrier = 'solar_rooftop'  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    OR epp.carrier = 'wind_offshore')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                AND epp.scenario = '{scn_name}' | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                AND epp.bus_id is null  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                AND epp.voltage_level >= 3; -- HV and below  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                -- Assign missing buses to EHV buses for EHV  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                UPDATE supply.egon_power_plants AS epp  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                SET bus_id = (  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    SELECT eesv.bus_id  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    FROM grid.egon_ehv_substation_voronoi AS eesv  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    WHERE ST_Intersects(ST_Transform(epp.geom, 4326), ST_Transform(eesv.geom, 4326))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    ORDER BY ST_Transform(eesv.geom, 4326) <-> ST_Transform(epp.geom, 4326)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    LIMIT 1  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                WHERE (epp.carrier = 'solar'  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    OR epp.carrier = 'wind_onshore'  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
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                                    OR epp.carrier = 'solar_rooftop'  | 
            
            
                                                        
            
                                    
            
            
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                                    OR epp.carrier = 'wind_offshore')  | 
            
            
                                                        
            
                                    
            
            
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                                AND epp.scenario = '{scn_name}' | 
            
            
                                                        
            
                                    
            
            
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                                AND epp.bus_id is null  | 
            
            
                                                        
            
                                    
            
            
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                                AND epp.voltage_level < 3; --EHV  | 
            
            
                                                        
            
                                    
            
            
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                        """  | 
            
            
                                                        
            
                                    
            
            
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                    db.execute_sql(sql)  | 
            
            
                                                        
            
                                    
            
            
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                @timer_func  | 
            
            
                                                        
            
                                    
            
            
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                def find_weather_id(scn_name):  | 
            
            
                                                        
            
                                    
            
            
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                    sql = f"""UPDATE supply.egon_power_plants AS epp  | 
            
            
                                                        
            
                                    
            
            
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                                SET weather_cell_id = (  | 
            
            
                                                        
            
                                    
            
            
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                                    SELECT eewc.w_id  | 
            
            
                                                        
            
                                    
            
            
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                                    FROM supply.egon_era5_weather_cells AS eewc  | 
            
            
                                                        
            
                                    
            
            
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                                    WHERE ST_Intersects(epp.geom, eewc.geom)  | 
            
            
                                                        
            
                                    
            
            
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                                    ORDER BY eewc.geom <-> epp.geom  | 
            
            
                                                        
            
                                    
            
            
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                                    LIMIT 1  | 
            
            
                                                        
            
                                    
            
            
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                                )  | 
            
            
                                                        
            
                                    
            
            
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                                WHERE (epp.carrier = 'solar'  | 
            
            
                                                        
            
                                    
            
            
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                                    OR epp.carrier = 'solar_rooftop'  | 
            
            
                                                        
            
                                    
            
            
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                                    OR epp.carrier = 'wind_onshore'  | 
            
            
                                                        
            
                                    
            
            
                | 
                    132
                 | 
                                    
                                                     | 
                
                 | 
                                    OR epp.carrier = 'wind_offshore')  | 
            
            
                                                        
            
                                    
            
            
                | 
                    133
                 | 
                                    
                                                     | 
                
                 | 
                                AND epp.scenario = '{scn_name}'; | 
            
            
                                                        
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    136
                 | 
                                    
                                                     | 
                
                 | 
                    db.execute_sql(sql)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                def weatherId_and_busId(scn_name):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                    find_weather_id(scn_name)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                    add_missing_bus_ids(scn_name)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                 |