| 1 |  |  | from sqlalchemy import Column, Integer, String | 
            
                                                                        
                            
            
                                    
            
            
                | 2 |  |  | from sqlalchemy.ext.declarative import declarative_base | 
            
                                                                        
                            
            
                                    
            
            
                | 3 |  |  | from sqlalchemy.types import Boolean | 
            
                                                                        
                            
            
                                    
            
            
                | 4 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 5 |  |  | from egon.data import db | 
            
                                                                        
                            
            
                                    
            
            
                | 6 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 7 |  |  | Base = declarative_base() | 
            
                                                                        
                            
            
                                    
            
            
                | 8 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 9 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 10 |  |  | class EgonMapZensusMvgdBuildings(Base): | 
            
                                                                        
                            
            
                                    
            
            
                | 11 |  |  |     __tablename__ = "egon_map_zensus_mvgd_buildings" | 
            
                                                                        
                            
            
                                    
            
            
                | 12 |  |  |     __table_args__ = {"schema": "boundaries"} | 
            
                                                                        
                            
            
                                    
            
            
                | 13 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 14 |  |  |     building_id = Column(Integer, primary_key=True) | 
            
                                                                        
                            
            
                                    
            
            
                | 15 |  |  |     sector = Column(String, primary_key=True) | 
            
                                                                        
                            
            
                                    
            
            
                | 16 |  |  |     zensus_population_id = Column(Integer, index=True) | 
            
                                                                        
                            
            
                                    
            
            
                | 17 |  |  |     bus_id = Column(Integer, index=True) | 
            
                                                                        
                            
            
                                    
            
            
                | 18 |  |  |     osm = Column(Boolean, index=True) | 
            
                                                                        
                            
            
                                    
            
            
                | 19 |  |  |     electricity = Column(Boolean, index=True) | 
            
                                                                        
                            
            
                                    
            
            
                | 20 |  |  |     heat = Column(Boolean, index=True) | 
            
                                                                        
                            
            
                                    
            
            
                | 21 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 22 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 23 |  |  | def map_all_used_buildings(): | 
            
                                                                        
                            
            
                                    
            
            
                | 24 |  |  |     """This function maps all used buildings from OSM and synthetic ones.""" | 
            
                                                                        
                            
            
                                    
            
            
                | 25 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 26 |  |  |     EgonMapZensusMvgdBuildings.__table__.drop( | 
            
                                                                        
                            
            
                                    
            
            
                | 27 |  |  |         bind=db.engine(), checkfirst=True | 
            
                                                                        
                            
            
                                    
            
            
                | 28 |  |  |     ) | 
            
                                                                        
                            
            
                                    
            
            
                | 29 |  |  |     EgonMapZensusMvgdBuildings.__table__.create(bind=db.engine()) | 
            
                                                                        
                            
            
                                    
            
            
                | 30 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 31 |  |  |     db.execute_sql( | 
            
                                                                        
                            
            
                                    
            
            
                | 32 |  |  |         sql_string=f""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 33 |  |  |         INSERT INTO {EgonMapZensusMvgdBuildings.__table_args__["schema"]}. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 34 |  |  |         {EgonMapZensusMvgdBuildings.__tablename__} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 35 |  |  |             SELECT | 
            
                                                                                                            
                            
            
                                    
            
            
                | 36 |  |  |                 bld.id as building_id, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 37 |  |  |                 peak.sector, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 38 |  |  |                 zensus.id as zensus_population_id, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  |                 mvgd.bus_id::integer | 
            
                                                                                                            
                            
            
                                    
            
            
                | 40 |  |  |             FROM ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  |                 SELECT "id"::integer, geom_point | 
            
                                                                                                            
                            
            
                                    
            
            
                | 42 |  |  |                 FROM openstreetmap.osm_buildings_synthetic | 
            
                                                                                                            
                            
            
                                    
            
            
                | 43 |  |  |                 UNION | 
            
                                                                                                            
                            
            
                                    
            
            
                | 44 |  |  |                 SELECT "id"::integer, geom_point | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  |                 FROM openstreetmap.osm_buildings_filtered | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  |             ) AS bld, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |                 demand.egon_building_electricity_peak_loads AS peak, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |                 society.destatis_zensus_population_per_ha | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  |                 AS zensus, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  |                 boundaries.egon_map_zensus_grid_districts AS mvgd | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  |             WHERE bld.id = peak.building_id | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  | -- Buildings do not change in the scenarios | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  |                 AND peak.scenario = 'eGon2035' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 54 |  |  |                 AND ST_Within(bld.geom_point, zensus.geom) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 55 |  |  |                 AND mvgd.zensus_population_id = zensus.id; | 
            
                                                                                                            
                            
            
                                    
            
            
                | 56 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  |         UPDATE boundaries.egon_map_zensus_mvgd_buildings | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |         SET     "osm" = TRUE; | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |         UPDATE boundaries.egon_map_zensus_mvgd_buildings as bld | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  |         SET     "osm" = FALSE | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  |         FROM ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  |             SELECT "id"::integer | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |             FROM openstreetmap.osm_buildings_synthetic | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  |             ) as synth | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  |         WHERE bld.building_id = synth.id; | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  |         UPDATE boundaries.egon_map_zensus_mvgd_buildings | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  |         SET     "electricity" = TRUE; | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |         UPDATE boundaries.egon_map_zensus_mvgd_buildings | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |         SET     "heat" = FALSE; | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  | -- Only residentials | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  |         UPDATE boundaries.egon_map_zensus_mvgd_buildings as bld | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |         SET     "heat" = TRUE | 
            
                                                                                                            
                            
            
                                    
            
            
                | 77 |  |  |         FROM ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 78 |  |  |             SELECT distinct(building_id) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 79 |  |  |             FROM demand.egon_heat_timeseries_selected_profiles | 
            
                                                                                                            
                            
            
                                    
            
            
                | 80 |  |  |             ) as heat | 
            
                                                                                                            
                            
            
                                    
            
            
                | 81 |  |  |         WHERE bld.building_id = heat.building_id | 
            
                                                                                                            
                            
            
                                    
            
            
                | 82 |  |  |          AND bld.sector = 'residential'; | 
            
                                                                                                            
                            
            
                                    
            
            
                | 83 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 84 |  |  | -- All electricity cts also are heat cts also | 
            
                                                                                                            
                            
            
                                    
            
            
                | 85 |  |  |         UPDATE boundaries.egon_map_zensus_mvgd_buildings as bld | 
            
                                                                                                            
                            
            
                                    
            
            
                | 86 |  |  |         SET     "heat" = TRUE | 
            
                                                                                                            
                            
            
                                    
            
            
                | 87 |  |  |         WHERE bld.sector = 'cts' AND electricity = TRUE; | 
            
                                                                                                            
                            
            
                                    
            
            
                | 88 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 89 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 90 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 91 |  |  |         """ | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 92 |  |  |     ) | 
            
                                                        
            
                                    
            
            
                | 93 |  |  |  |