| 1 |  |  | """The central module containing all code dealing with heat supply data | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3 |  |  | """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 4 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 5 |  |  | import datetime | 
            
                                                                                                            
                            
            
                                    
            
            
                | 6 |  |  | import json | 
            
                                                                                                            
                            
            
                                    
            
            
                | 7 |  |  | import time | 
            
                                                                                                            
                            
            
                                    
            
            
                | 8 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 9 |  |  | from geoalchemy2.types import Geometry | 
            
                                                                                                            
                            
            
                                    
            
            
                | 10 |  |  | from sqlalchemy import Column, Float, ForeignKey, Integer, String | 
            
                                                                                                            
                            
            
                                    
            
            
                | 11 |  |  | from sqlalchemy.ext.declarative import declarative_base | 
            
                                                                                                            
                            
            
                                    
            
            
                | 12 |  |  | import pandas as pd | 
            
                                                                                                            
                            
            
                                    
            
            
                | 13 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 14 |  |  | from egon.data import config, db | 
            
                                                                                                            
                            
            
                                    
            
            
                | 15 |  |  | from egon.data.datasets import Dataset | 
            
                                                                                                            
                            
            
                                    
            
            
                | 16 |  |  | from egon.data.datasets.district_heating_areas import EgonDistrictHeatingAreas | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  | from egon.data.datasets.heat_supply.district_heating import ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  |     backup_gas_boilers, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  |     backup_resistive_heaters, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  |     cascade_heat_supply, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 21 |  |  | ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  | from egon.data.datasets.heat_supply.geothermal import potential_germany | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  | from egon.data.datasets.heat_supply.individual_heating import ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  |     cascade_heat_supply_indiv, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  | ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  | from egon.data.metadata import ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  |     context, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 28 |  |  |     generate_resource_fields_from_sqla_model, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 29 |  |  |     license_ccby, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 30 |  |  |     license_egon_data_odbl, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 31 |  |  |     meta_metadata, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 32 |  |  |     sources, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 33 |  |  | ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 34 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 35 |  |  | # Will later be imported from another file. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 36 |  |  | Base = declarative_base() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 37 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 38 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  | class EgonDistrictHeatingSupply(Base): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 40 |  |  |     __tablename__ = "egon_district_heating" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  |     __table_args__ = {"schema": "supply"} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 42 |  |  |     index = Column(Integer, primary_key=True, autoincrement=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 43 |  |  |     district_heating_id = Column( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 44 |  |  |         Integer, ForeignKey(EgonDistrictHeatingAreas.id) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  |     carrier = Column(String(25)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |     category = Column(String(25)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |     capacity = Column(Float) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  |     geometry = Column(Geometry("POINT", 3035)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  |     scenario = Column(String(50)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  | class EgonIndividualHeatingSupply(Base): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 54 |  |  |     __tablename__ = "egon_individual_heating" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 55 |  |  |     __table_args__ = {"schema": "supply"} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 56 |  |  |     index = Column(Integer, primary_key=True, autoincrement=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  |     mv_grid_id = Column(Integer) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |     carrier = Column(String(25)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  |     category = Column(String(25)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |     capacity = Column(Float) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  |     geometry = Column(Geometry("POINT", 3035)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  |     scenario = Column(String(50)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  | def create_tables(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  |     """Create tables for district heating areas | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  |     Returns | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  |     ------- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |         None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  |     engine = db.engine() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  |     EgonDistrictHeatingSupply.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  |     EgonDistrictHeatingSupply.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |     EgonIndividualHeatingSupply.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 77 |  |  |     EgonIndividualHeatingSupply.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 78 |  |  |  | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 79 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 80 |  |  | def district_heating(): | 
            
                                                                        
                            
            
                                    
            
            
                | 81 |  |  |     """Insert supply for district heating areas | 
            
                                                                        
                            
            
                                    
            
            
                | 82 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 83 |  |  |     Returns | 
            
                                                                        
                            
            
                                    
            
            
                | 84 |  |  |     ------- | 
            
                                                                        
                            
            
                                    
            
            
                | 85 |  |  |     None. | 
            
                                                                        
                            
            
                                    
            
            
                | 86 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 87 |  |  |     """ | 
            
                                                                        
                            
            
                                    
            
            
                | 88 |  |  |     sources = config.datasets()["heat_supply"]["sources"] | 
            
                                                                        
                            
            
                                    
            
            
                | 89 |  |  |     targets = config.datasets()["heat_supply"]["targets"] | 
            
                                                                        
                            
            
                                    
            
            
                | 90 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 91 |  |  |     db.execute_sql( | 
            
                                                                        
                            
            
                                    
            
            
                | 92 |  |  |         f""" | 
            
                                                                        
                            
            
                                    
            
            
                | 93 |  |  |         DELETE FROM {targets['district_heating_supply']['schema']}. | 
            
                                                                        
                            
            
                                    
            
            
                | 94 |  |  |         {targets['district_heating_supply']['table']} | 
            
                                                                        
                            
            
                                    
            
            
                | 95 |  |  |         """ | 
            
                                                                        
                            
            
                                    
            
            
                | 96 |  |  |     ) | 
            
                                                                        
                            
            
                                    
            
            
                | 97 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 98 |  |  |     supply_2035 = cascade_heat_supply("eGon2035", plotting=False) | 
            
                                                                        
                            
            
                                    
            
            
                | 99 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 100 |  |  |     supply_2035["scenario"] = "eGon2035" | 
            
                                                                        
                            
            
                                    
            
            
                | 101 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 102 |  |  |     supply_2035.to_postgis( | 
            
                                                                        
                            
            
                                    
            
            
                | 103 |  |  |         targets["district_heating_supply"]["table"], | 
            
                                                                        
                            
            
                                    
            
            
                | 104 |  |  |         schema=targets["district_heating_supply"]["schema"], | 
            
                                                                        
                            
            
                                    
            
            
                | 105 |  |  |         con=db.engine(), | 
            
                                                                        
                            
            
                                    
            
            
                | 106 |  |  |         if_exists="append", | 
            
                                                                        
                            
            
                                    
            
            
                | 107 |  |  |     ) | 
            
                                                                        
                            
            
                                    
            
            
                | 108 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 109 |  |  |     # Compare target value with sum of distributed heat supply | 
            
                                                                        
                            
            
                                    
            
            
                | 110 |  |  |     df_check = db.select_dataframe( | 
            
                                                                        
                            
            
                                    
            
            
                | 111 |  |  |         f""" | 
            
                                                                        
                            
            
                                    
            
            
                | 112 |  |  |         SELECT a.carrier, | 
            
                                                                        
                            
            
                                    
            
            
                | 113 |  |  |         (SUM(a.capacity) - b.capacity) / SUM(a.capacity) as deviation | 
            
                                                                        
                            
            
                                    
            
            
                | 114 |  |  |         FROM {targets['district_heating_supply']['schema']}. | 
            
                                                                        
                            
            
                                    
            
            
                | 115 |  |  |         {targets['district_heating_supply']['table']} a, | 
            
                                                                        
                            
            
                                    
            
            
                | 116 |  |  |         {sources['scenario_capacities']['schema']}. | 
            
                                                                        
                            
            
                                    
            
            
                | 117 |  |  |         {sources['scenario_capacities']['table']} b | 
            
                                                                        
                            
            
                                    
            
            
                | 118 |  |  |         WHERE a.scenario = 'eGon2035' | 
            
                                                                        
                            
            
                                    
            
            
                | 119 |  |  |         AND b.scenario_name = 'eGon2035' | 
            
                                                                        
                            
            
                                    
            
            
                | 120 |  |  |         AND b.carrier = CONCAT('urban_central_', a.carrier) | 
            
                                                                        
                            
            
                                    
            
            
                | 121 |  |  |         GROUP BY (a.carrier,  b.capacity); | 
            
                                                                        
                            
            
                                    
            
            
                | 122 |  |  |         """ | 
            
                                                                        
                            
            
                                    
            
            
                | 123 |  |  |     ) | 
            
                                                                        
                            
            
                                    
            
            
                | 124 |  |  |     # If the deviation is > 1%, throw an error | 
            
                                                                        
                            
            
                                    
            
            
                | 125 |  |  |     assert ( | 
            
                                                                        
                            
            
                                    
            
            
                | 126 |  |  |         df_check.deviation.abs().max() < 1 | 
            
                                                                        
                            
            
                                    
            
            
                | 127 |  |  |     ), f"""Unexpected deviation between target value and distributed | 
            
                                                                        
                            
            
                                    
            
            
                | 128 |  |  |         heat supply: {df_check} | 
            
                                                                        
                            
            
                                    
            
            
                | 129 |  |  |         """ | 
            
                                                                        
                            
            
                                    
            
            
                | 130 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 131 |  |  |     # Add gas boilers as conventional backup capacities | 
            
                                                                        
                            
            
                                    
            
            
                | 132 |  |  |     backup = backup_gas_boilers("eGon2035") | 
            
                                                                        
                            
            
                                    
            
            
                | 133 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 134 |  |  |     backup.to_postgis( | 
            
                                                                        
                            
            
                                    
            
            
                | 135 |  |  |         targets["district_heating_supply"]["table"], | 
            
                                                                        
                            
            
                                    
            
            
                | 136 |  |  |         schema=targets["district_heating_supply"]["schema"], | 
            
                                                                        
                            
            
                                    
            
            
                | 137 |  |  |         con=db.engine(), | 
            
                                                                        
                            
            
                                    
            
            
                | 138 |  |  |         if_exists="append", | 
            
                                                                        
                            
            
                                    
            
            
                | 139 |  |  |     ) | 
            
                                                                        
                            
            
                                    
            
            
                | 140 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 141 |  |  |     backup_rh = backup_resistive_heaters("eGon2035") | 
            
                                                                        
                            
            
                                    
            
            
                | 142 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 143 |  |  |     if not backup_rh.empty: | 
            
                                                                        
                            
            
                                    
            
            
                | 144 |  |  |         backup_rh.to_postgis( | 
            
                                                                        
                            
            
                                    
            
            
                | 145 |  |  |             targets["district_heating_supply"]["table"], | 
            
                                                                        
                            
            
                                    
            
            
                | 146 |  |  |             schema=targets["district_heating_supply"]["schema"], | 
            
                                                                        
                            
            
                                    
            
            
                | 147 |  |  |             con=db.engine(), | 
            
                                                                        
                            
            
                                    
            
            
                | 148 |  |  |             if_exists="append", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 149 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 150 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 151 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 152 |  |  | def individual_heating(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 153 |  |  |     """Insert supply for individual heating | 
            
                                                                                                            
                            
            
                                    
            
            
                | 154 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 155 |  |  |     Returns | 
            
                                                                                                            
                            
            
                                    
            
            
                | 156 |  |  |     ------- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 157 |  |  |     None. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 158 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 159 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 160 |  |  |     targets = config.datasets()["heat_supply"]["targets"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 161 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 162 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 163 |  |  |         f""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 164 |  |  |         DELETE FROM {targets['individual_heating_supply']['schema']}. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 165 |  |  |         {targets['individual_heating_supply']['table']} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 166 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 167 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 168 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 169 |  |  |     supply_2035 = cascade_heat_supply_indiv( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 170 |  |  |         "eGon2035", distribution_level="federal_states", plotting=False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 171 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 172 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 173 |  |  |     supply_2035["scenario"] = "eGon2035" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 174 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 175 |  |  |     supply_2035.to_postgis( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 176 |  |  |         targets["individual_heating_supply"]["table"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 177 |  |  |         schema=targets["individual_heating_supply"]["schema"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 178 |  |  |         con=db.engine(), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 179 |  |  |         if_exists="append", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 180 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 181 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 182 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 183 |  |  | def metadata(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 184 |  |  |     """Write metadata for heat supply tables | 
            
                                                                                                            
                            
            
                                    
            
            
                | 185 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 186 |  |  |     Returns | 
            
                                                                                                            
                            
            
                                    
            
            
                | 187 |  |  |     ------- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 188 |  |  |     None. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 189 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 190 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 191 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 192 |  |  |     fields = generate_resource_fields_from_sqla_model( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 193 |  |  |         EgonDistrictHeatingSupply | 
            
                                                                                                            
                            
            
                                    
            
            
                | 194 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 195 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 196 |  |  |     fields_df = pd.DataFrame(data=fields).set_index("name") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 197 |  |  |     fields_df.loc["index", "description"] = "Unique identifyer" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 198 |  |  |     fields_df.loc[ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 199 |  |  |         "district_heating_id", "description" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 200 |  |  |     ] = "Index of the corresponding district heating grid" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 201 |  |  |     fields_df.loc["carrier", "description"] = "Name of energy carrier" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 202 |  |  |     fields_df.loc[ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 203 |  |  |         "category", "description" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 204 |  |  |     ] = "Size-category of district heating grid" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 205 |  |  |     fields_df.loc["capacity", "description"] = "Installed heating capacity" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 206 |  |  |     fields_df.loc[ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 207 |  |  |         "geometry", "description" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 208 |  |  |     ] = "Location of thermal power plant" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 209 |  |  |     fields_df.loc["scenario", "description"] = "Name of corresponing scenario" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 210 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 211 |  |  |     fields_df.loc["capacity", "unit"] = "MW_th" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 212 |  |  |     fields_df.unit.fillna("none", inplace=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 213 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 214 |  |  |     fields = fields_df.reset_index().to_dict(orient="records") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 215 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 216 |  |  |     meta_district = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 217 |  |  |         "name": "supply.egon_district_heating", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 218 |  |  |         "title": "eGon heat supply for district heating grids", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 219 |  |  |         "id": "WILL_BE_SET_AT_PUBLICATION", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 220 |  |  |         "description": "Heat supply technologies for district heating grids", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 221 |  |  |         "language": ["EN"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 222 |  |  |         "publicationDate": datetime.date.today().isoformat(), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 223 |  |  |         "context": context(), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 224 |  |  |         "spatial": { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 225 |  |  |             "location": None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 226 |  |  |             "extent": "Germany", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 227 |  |  |             "resolution": None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 228 |  |  |         }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 229 |  |  |         "sources": [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 230 |  |  |             sources()["era5"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 231 |  |  |             sources()["vg250"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 232 |  |  |             sources()["egon-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 233 |  |  |             sources()["egon-data_bundle"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 234 |  |  |             sources()["openstreetmap"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 235 |  |  |             sources()["mastr"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 236 |  |  |             sources()["peta"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 237 |  |  |         ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 238 |  |  |         "licenses": [license_egon_data_odbl()], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 239 |  |  |         "contributors": [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 240 |  |  |             { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 241 |  |  |                 "title": "Clara Büttner", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 242 |  |  |                 "email": "http://github.com/ClaraBuettner", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 243 |  |  |                 "date": time.strftime("%Y-%m-%d"), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 244 |  |  |                 "object": None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 245 |  |  |                 "comment": "Imported data", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 246 |  |  |             }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 247 |  |  |         ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 248 |  |  |         "resources": [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 249 |  |  |             { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 250 |  |  |                 "profile": "tabular-data-resource", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 251 |  |  |                 "name": "supply.egon_district_heating", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 252 |  |  |                 "path": None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 253 |  |  |                 "format": "PostgreSQL", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 254 |  |  |                 "encoding": "UTF-8", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 255 |  |  |                 "schema": { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 256 |  |  |                     "fields": fields, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 257 |  |  |                     "primaryKey": ["index"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 258 |  |  |                     "foreignKeys": [], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 259 |  |  |                 }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 260 |  |  |                 "dialect": {"delimiter": None, "decimalSeparator": "."}, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 261 |  |  |             } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 262 |  |  |         ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 263 |  |  |         "metaMetadata": meta_metadata(), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 264 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 265 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 266 |  |  |     # Add metadata as a comment to the table | 
            
                                                                                                            
                            
            
                                    
            
            
                | 267 |  |  |     db.submit_comment( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 268 |  |  |         "'" + json.dumps(meta_district) + "'", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 269 |  |  |         EgonDistrictHeatingSupply.__table__.schema, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 270 |  |  |         EgonDistrictHeatingSupply.__table__.name, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 271 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 272 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 273 |  |  |     fields = generate_resource_fields_from_sqla_model( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 274 |  |  |         EgonIndividualHeatingSupply | 
            
                                                                                                            
                            
            
                                    
            
            
                | 275 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 276 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 277 |  |  |     fields_df = pd.DataFrame(data=fields).set_index("name") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 278 |  |  |     fields_df.loc["index", "description"] = "Unique identifyer" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 279 |  |  |     fields_df.loc[ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 280 |  |  |         "mv_grid_id", "description" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 281 |  |  |     ] = "Index of the corresponding mv grid district" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 282 |  |  |     fields_df.loc["carrier", "description"] = "Name of energy carrier" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 283 |  |  |     fields_df.loc["category", "description"] = "Size-category" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 284 |  |  |     fields_df.loc["capacity", "description"] = "Installed heating capacity" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 285 |  |  |     fields_df.loc[ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 286 |  |  |         "geometry", "description" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 287 |  |  |     ] = "Location of thermal power plant" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 288 |  |  |     fields_df.loc["scenario", "description"] = "Name of corresponing scenario" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 289 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 290 |  |  |     fields_df.loc["capacity", "unit"] = "MW_th" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 291 |  |  |     fields_df.unit.fillna("none", inplace=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 292 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 293 |  |  |     fields = fields_df.reset_index().to_dict(orient="records") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 294 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 295 |  |  |     meta_district = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 296 |  |  |         "name": "supply.egon_individual_heating", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 297 |  |  |         "title": "eGon heat supply for individual supplied buildings", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 298 |  |  |         "id": "WILL_BE_SET_AT_PUBLICATION", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 299 |  |  |         "description": "Heat supply technologies for individual supplied buildings", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 300 |  |  |         "language": ["EN"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 301 |  |  |         "publicationDate": datetime.date.today().isoformat(), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 302 |  |  |         "context": context(), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 303 |  |  |         "spatial": { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 304 |  |  |             "location": None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 305 |  |  |             "extent": "Germany", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 306 |  |  |             "resolution": None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 307 |  |  |         }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 308 |  |  |         "sources": [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 309 |  |  |             sources()["era5"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 310 |  |  |             sources()["vg250"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 311 |  |  |             sources()["egon-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 312 |  |  |             sources()["egon-data_bundle"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 313 |  |  |             sources()["openstreetmap"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 314 |  |  |             sources()["mastr"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 315 |  |  |             sources()["peta"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 316 |  |  |         ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 317 |  |  |         "licenses": [license_egon_data_odbl()], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 318 |  |  |         "contributors": [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 319 |  |  |             { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 320 |  |  |                 "title": "Clara Büttner", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 321 |  |  |                 "email": "http://github.com/ClaraBuettner", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 322 |  |  |                 "date": time.strftime("%Y-%m-%d"), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 323 |  |  |                 "object": None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 324 |  |  |                 "comment": "Imported data", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 325 |  |  |             }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 326 |  |  |         ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 327 |  |  |         "resources": [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 328 |  |  |             { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 329 |  |  |                 "profile": "tabular-data-resource", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 330 |  |  |                 "name": "supply.egon_individual_heating", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 331 |  |  |                 "path": None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 332 |  |  |                 "format": "PostgreSQL", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 333 |  |  |                 "encoding": "UTF-8", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 334 |  |  |                 "schema": { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 335 |  |  |                     "fields": fields, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 336 |  |  |                     "primaryKey": ["index"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 337 |  |  |                     "foreignKeys": [], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 338 |  |  |                 }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 339 |  |  |                 "dialect": {"delimiter": None, "decimalSeparator": "."}, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 340 |  |  |             } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 341 |  |  |         ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 342 |  |  |         "metaMetadata": meta_metadata(), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 343 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 344 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 345 |  |  |     # Add metadata as a comment to the table | 
            
                                                                                                            
                            
            
                                    
            
            
                | 346 |  |  |     db.submit_comment( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 347 |  |  |         "'" + json.dumps(meta_district) + "'", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 348 |  |  |         EgonIndividualHeatingSupply.__table__.schema, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 349 |  |  |         EgonIndividualHeatingSupply.__table__.name, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 350 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 351 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 352 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 353 |  |  | class HeatSupply(Dataset): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 354 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 355 |  |  |     Select and store heat supply technologies for inidvidual and district heating | 
            
                                                                                                            
                            
            
                                    
            
            
                | 356 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 357 |  |  |     This dataset distributes heat supply technologies to each district heating grid | 
            
                                                                                                            
                            
            
                                    
            
            
                | 358 |  |  |     and individual supplies buildings per medium voltage grid district. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 359 |  |  |     National installed capacities are predefined from external sources within | 
            
                                                                                                            
                            
            
                                    
            
            
                | 360 |  |  |     :py:class:`ScenarioCapacities <egon.data.datasets.scenario_capacities.ScenarioCapacities>`. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 361 |  |  |     The further distribution is done using a cascade that follows a specific order of supply technologies | 
            
                                                                                                            
                            
            
                                    
            
            
                | 362 |  |  |     and the heat demand. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 363 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 364 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 365 |  |  |     *Dependencies* | 
            
                                                                                                            
                            
            
                                    
            
            
                | 366 |  |  |       * :py:class:`DataBundle <egon.data.datasets.data_bundle.DataBundle>` | 
            
                                                                                                            
                            
            
                                    
            
            
                | 367 |  |  |       * :py:class:`DistrictHeatingAreas <egon.data.datasets.district_heating_areas.DistrictHeatingAreas>` | 
            
                                                                                                            
                            
            
                                    
            
            
                | 368 |  |  |       * :py:class:`ZensusMvGridDistricts <egon.data.datasets.zensus_mv_grid_districts.ZensusMvGridDistricts>` | 
            
                                                                                                            
                            
            
                                    
            
            
                | 369 |  |  |       * :py:class:`Chp <egon.data.datasets.chp.Chp>` | 
            
                                                                                                            
                            
            
                                    
            
            
                | 370 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 371 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 372 |  |  |     *Resulting tables* | 
            
                                                                                                            
                            
            
                                    
            
            
                | 373 |  |  |       * :py:class:`demand.egon_district_heating <egon.data.datasets.heat_supply.EgonDistrictHeatingSupply>` is created and filled | 
            
                                                                                                            
                            
            
                                    
            
            
                | 374 |  |  |       * :py:class:`demand.egon_individual_heating <egon.data.datasets.heat_supply.EgonIndividualHeatingSupply>` is created and filled | 
            
                                                                                                            
                            
            
                                    
            
            
                | 375 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 376 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 377 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 378 |  |  |     #: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 379 |  |  |     name: str = "HeatSupply" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 380 |  |  |     #: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 381 |  |  |     version: str = "0.0.9" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 382 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 383 |  |  |     def __init__(self, dependencies): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 384 |  |  |         super().__init__( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 385 |  |  |             name=self.name, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 386 |  |  |             version=self.version, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 387 |  |  |             dependencies=dependencies, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 388 |  |  |             tasks=( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 389 |  |  |                 create_tables, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 390 |  |  |                 { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 391 |  |  |                     district_heating, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 392 |  |  |                     individual_heating, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 393 |  |  |                     potential_germany, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 394 |  |  |                 }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 395 |  |  |                 metadata, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 396 |  |  |             ), | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 397 |  |  |         ) | 
            
                                                        
            
                                    
            
            
                | 398 |  |  |  |