| 1 |  |  | # coding: utf-8 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2 |  |  | import datetime | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3 |  |  | import json | 
            
                                                                                                            
                            
            
                                    
            
            
                | 4 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 5 |  |  | from geoalchemy2.types import Geometry | 
            
                                                                                                            
                            
            
                                    
            
            
                | 6 |  |  | from shapely.geometry import LineString | 
            
                                                                                                            
                            
            
                                    
            
            
                | 7 |  |  | from sqlalchemy import ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 8 |  |  |     ARRAY, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 9 |  |  |     BigInteger, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 10 |  |  |     Boolean, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 11 |  |  |     Column, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 12 |  |  |     DateTime, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 13 |  |  |     Float, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 14 |  |  |     Integer, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 15 |  |  |     Numeric, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 16 |  |  |     String, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  |     Text, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  |     text, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  | ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  | from sqlalchemy.ext.declarative import declarative_base | 
            
                                                                                                            
                            
            
                                    
            
            
                | 21 |  |  | import geopandas as gpd | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  | import pandas as pd | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  | import pypsa | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  | from egon.data import db | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  | from egon.data.datasets import Dataset | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  | from egon.data.metadata import ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 28 |  |  |     context, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 29 |  |  |     contributors, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 30 |  |  |     license_egon_data_odbl, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 31 |  |  |     meta_metadata, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 32 |  |  |     sources | 
            
                                                                                                            
                            
            
                                    
            
            
                | 33 |  |  | ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 34 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 35 |  |  | Base = declarative_base() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 36 |  |  | metadata = Base.metadata | 
            
                                                                                                            
                            
            
                                    
            
            
                | 37 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 38 |  |  | network = pypsa.Network() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  | # add Storage key (called StorageUnit in PyPSA) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 40 |  |  | network.component_attrs["Storage"] = network.component_attrs["StorageUnit"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 42 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 43 |  |  | def get_pypsa_field_descriptors(component, timeseries=False): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 44 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  |     ident = component.lower() + "_id" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |     data = network.component_attrs[component].rename({"name": ident}) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |     data = data[data.status != "Output"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  |     if timeseries: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  |         data = data[data["type"].str.contains("series")] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  |         data.loc["temp_id"] = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  |             "integer", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 54 |  |  |             "n/a", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 55 |  |  |             "n/a", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 56 |  |  |             "Unique identifyier of temporal index", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  |             "Input", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |         ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |     data.loc[ident, "type"] = "int" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  |     data.loc["scn_name"] = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  |         "string", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  |         "n/a", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |         "n/a", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  |         "Name of the eGon scenario", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  |         "Input", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  |     data.unit.fillna("none", inplace=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  |     data.default.fillna("n/a", inplace=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |     return data | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  | def get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  |     schema, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  |     component, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |     description="TODO", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 77 |  |  |     source_list=[], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 78 |  |  |     contributor_list=[], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 79 |  |  |     timeseries=False, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 80 |  |  | ): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 81 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 82 |  |  |     table = "egon_etrago_" + component.lower() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 83 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 84 |  |  |     if timeseries: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 85 |  |  |         table = table + "_timeseries" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 86 |  |  |     fields = ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 87 |  |  |         get_pypsa_field_descriptors(component, timeseries) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 88 |  |  |         .reset_index() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 89 |  |  |         .to_dict(orient="records") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 90 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 91 |  |  |     # geometry column still missing | 
            
                                                                                                            
                            
            
                                    
            
            
                | 92 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 93 |  |  |     meta = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 94 |  |  |         "name": schema + "." + table, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 95 |  |  |         "title": component, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 96 |  |  |         "id": "WILL_BE_SET_AT_PUBLICATION", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 97 |  |  |         # no automatic description? PyPSA descriptions do not quite fit our | 
            
                                                                                                            
                            
            
                                    
            
            
                | 98 |  |  |         # scope | 
            
                                                                                                            
                            
            
                                    
            
            
                | 99 |  |  |         "description": description, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 100 |  |  |         "language": ["en-EN"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 101 |  |  |         "publicationDate": datetime.date.today().isoformat(), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 102 |  |  |         "context": context(), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 103 |  |  |         "spatial": { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 104 |  |  |             "location": None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 105 |  |  |             "extent": "Germany", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 106 |  |  |             "resolution": None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 107 |  |  |         }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 108 |  |  |         "sources": source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 109 |  |  |         "licenses": [license_egon_data_odbl()], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 110 |  |  |         "contributors": contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 111 |  |  |         "resources": [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 112 |  |  |             { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 113 |  |  |                 "profile": "tabular-data-resource", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 114 |  |  |                 "name": schema + "." + table, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 115 |  |  |                 "path": None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 116 |  |  |                 "format": "PostgreSQL", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 117 |  |  |                 "encoding": "UTF-8", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 118 |  |  |                 "schema": { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 119 |  |  |                     "fields": fields, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 120 |  |  |                     "primaryKey": ["scn_name", component.lower() + "_id"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 121 |  |  |                     "foreignKeys": [], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 122 |  |  |                 }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 123 |  |  |                 "dialect": { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 124 |  |  |                     "delimiter": "", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 125 |  |  |                     "decimalSeparator": "" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 126 |  |  |                     }, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 127 |  |  |             } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 128 |  |  |         ], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 129 |  |  |         "metaMetadata": meta_metadata(), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 130 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 131 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 132 |  |  |     # Create json dump | 
            
                                                                                                            
                            
            
                                    
            
            
                | 133 |  |  |     meta_json = "'" + json.dumps(meta, indent=4, ensure_ascii=False) + "'" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 134 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 135 |  |  |     return meta_json | 
            
                                                                                                            
                            
            
                                    
            
            
                | 136 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 137 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 138 |  |  | class EtragoSetup(Dataset): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 139 |  |  |     def __init__(self, dependencies): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 140 |  |  |         super().__init__( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 141 |  |  |             name="EtragoSetup", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 142 |  |  |             version="0.0.11", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 143 |  |  |             dependencies=dependencies, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 144 |  |  |             tasks=(create_tables, {temp_resolution, insert_carriers}), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 145 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 146 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 147 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 148 |  |  | class EgonPfHvBus(Base): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 149 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 150 |  |  |     source_list = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 151 |  |  |         sources()["egon-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 152 |  |  |         sources()["openstreetmap"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 153 |  |  |         sources()["peta"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 154 |  |  |         sources()["SciGRID_gas"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 155 |  |  |         sources()["bgr_inspeeds_data_bundle"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 156 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 157 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 158 |  |  |     contributor_list = contributors(["ic", "cb", "ke", "an", "fw"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 159 |  |  |     contributor_list[0]["comment"] = "Added electricity substations" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 160 |  |  |     contributor_list[1]["comment"] = "Added heat buses" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 161 |  |  |     contributor_list[2]["comment"] = "Added DSM buses" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 162 |  |  |     contributor_list[3]["comment"] = "Added CH4 sector buses" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 163 |  |  |     contributor_list[4]["comment"] = "Added H2 sector buses" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 164 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 165 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 166 |  |  |     __tablename__ = "egon_etrago_bus" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 167 |  |  |     __table_args__ = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 168 |  |  |         "schema": "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 169 |  |  |         "comment": get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 170 |  |  |             "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 171 |  |  |             "Bus", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 172 |  |  |             source_list=source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 173 |  |  |             contributor_list=contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 174 |  |  |         ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 175 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 176 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 177 |  |  |     scn_name = Column(String, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 178 |  |  |     bus_id = Column(BigInteger, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 179 |  |  |     v_nom = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 180 |  |  |     type = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 181 |  |  |     carrier = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 182 |  |  |     v_mag_pu_set = Column(Float(53)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 183 |  |  |     v_mag_pu_min = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 184 |  |  |     v_mag_pu_max = Column(Float(53), server_default="inf") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 185 |  |  |     x = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 186 |  |  |     y = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 187 |  |  |     geom = Column(Geometry("POINT", 4326), index=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 188 |  |  |     country = Column(Text, server_default=text("'DE'::text")) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 189 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 190 |  |  |  | 
            
                                                                                                            
                            
            
                                                                    
                                                                                                        
            
            
                | 191 |  | View Code Duplication | class EgonPfHvBusTimeseries(Base): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 192 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 193 |  |  |     source_list = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 194 |  |  |         sources()["egon-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 195 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 196 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 197 |  |  |     contributor_list = contributors(["cb"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 198 |  |  |     contributor_list[0]["comment"] = "Added metadata" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 199 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 200 |  |  |     __tablename__ = "egon_etrago_bus_timeseries" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 201 |  |  |     __table_args__ = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 202 |  |  |         "schema": "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 203 |  |  |         "comment": get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 204 |  |  |             "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 205 |  |  |             "Bus", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 206 |  |  |             source_list=source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 207 |  |  |             contributor_list=contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 208 |  |  |             timeseries=True, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 209 |  |  |         ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 210 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 211 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 212 |  |  |     scn_name = Column(String, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 213 |  |  |     bus_id = Column(BigInteger, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 214 |  |  |     v_mag_pu_set = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 215 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 216 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 217 |  |  | class EgonPfHvGenerator(Base): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 218 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 219 |  |  |     source_list = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 220 |  |  |         sources()["egon-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 221 |  |  |         sources()["openstreetmap"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 222 |  |  |         sources()["mastr"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 223 |  |  |         sources()["nep2021"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 224 |  |  |         sources()["tyndp"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 225 |  |  |         sources()["SciGRID_gas"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 226 |  |  |         sources()["Einspeiseatlas"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 227 |  |  |         sources()["technology-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 228 |  |  |         sources()["vg250"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 229 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 230 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 231 |  |  |     contributor_list = contributors(["ic", "cb", "ce", "an", "ke"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 232 |  |  |     contributor_list[0]["comment"] = "Added hydro and biomass plants" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 233 |  |  |     contributor_list[1]["comment"] = "Added solar and geothermal plants" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 234 |  |  |     contributor_list[2]["comment"] = "Added wind on- and offshore plants" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 235 |  |  |     contributor_list[3]["comment"] = "Added gas feedin generators" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 236 |  |  |     contributor_list[4]["comment"] = "Added pv ground mounted" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 237 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 238 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 239 |  |  |     __tablename__ = "egon_etrago_generator" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 240 |  |  |     __table_args__ = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 241 |  |  |         "schema": "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 242 |  |  |         "comment": get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 243 |  |  |             "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 244 |  |  |             "Generator", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 245 |  |  |             source_list=source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 246 |  |  |             contributor_list=contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 247 |  |  |         ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 248 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 249 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 250 |  |  |     scn_name = Column(String, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 251 |  |  |     generator_id = Column(BigInteger, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 252 |  |  |     bus = Column(BigInteger) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 253 |  |  |     control = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 254 |  |  |     type = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 255 |  |  |     carrier = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 256 |  |  |     p_nom = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 257 |  |  |     p_nom_extendable = Column(Boolean, server_default="False") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 258 |  |  |     p_nom_min = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 259 |  |  |     p_nom_max = Column(Float(53), server_default="inf") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 260 |  |  |     p_min_pu = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 261 |  |  |     p_max_pu = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 262 |  |  |     p_set = Column(Float(53)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 263 |  |  |     q_set = Column(Float(53)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 264 |  |  |     sign = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 265 |  |  |     marginal_cost = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 266 |  |  |     build_year = Column(BigInteger, server_default="0") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 267 |  |  |     lifetime = Column(Float(53), server_default="inf") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 268 |  |  |     capital_cost = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 269 |  |  |     efficiency = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 270 |  |  |     committable = Column(Boolean, server_default="False") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 271 |  |  |     start_up_cost = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 272 |  |  |     shut_down_cost = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 273 |  |  |     min_up_time = Column(BigInteger, server_default="0") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 274 |  |  |     min_down_time = Column(BigInteger, server_default="0") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 275 |  |  |     up_time_before = Column(BigInteger, server_default="0") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 276 |  |  |     down_time_before = Column(BigInteger, server_default="0") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 277 |  |  |     ramp_limit_up = Column(Float(53), server_default="NaN") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 278 |  |  |     ramp_limit_down = Column(Float(53), server_default="NaN") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 279 |  |  |     ramp_limit_start_up = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 280 |  |  |     ramp_limit_shut_down = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 281 |  |  |     e_nom_max = Column( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 282 |  |  |         Float(53), server_default="inf" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 283 |  |  |     )  # [MWh(/y)] Value to be used in eTraGo to set constraint for the production over the year | 
            
                                                                                                            
                            
            
                                    
            
            
                | 284 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 285 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 286 |  |  | class EgonPfHvGeneratorTimeseries(Base): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 287 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 288 |  |  |     source_list = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 289 |  |  |         sources()["egon-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 290 |  |  |         sources()["era5"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 291 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 292 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 293 |  |  |     contributor_list = contributors(["cb"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 294 |  |  |     contributor_list[0][ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 295 |  |  |         "comment" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 296 |  |  |     ] = "Added p_max_pu timeseries for pv and wind" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 297 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 298 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 299 |  |  |     __tablename__ = "egon_etrago_generator_timeseries" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 300 |  |  |     __table_args__ = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 301 |  |  |         "schema": "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 302 |  |  |         "comment": get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 303 |  |  |             "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 304 |  |  |             "Generator", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 305 |  |  |             source_list=source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 306 |  |  |             contributor_list=contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 307 |  |  |             timeseries=True, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 308 |  |  |         ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 309 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 310 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 311 |  |  |     scn_name = Column(String, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 312 |  |  |     generator_id = Column(Integer, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 313 |  |  |     temp_id = Column(Integer, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 314 |  |  |     p_set = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 315 |  |  |     q_set = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 316 |  |  |     p_min_pu = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 317 |  |  |     p_max_pu = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 318 |  |  |     marginal_cost = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 319 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 320 |  |  |  | 
            
                                                                                                            
                            
            
                                                                    
                                                                                                        
            
            
                | 321 |  | View Code Duplication | class EgonPfHvLine(Base): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 322 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 323 |  |  |     source_list = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 324 |  |  |         sources()["egon-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 325 |  |  |         sources()["openstreetmap"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 326 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 327 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 328 |  |  |     contributor_list = contributors(["ic", "cb"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 329 |  |  |     contributor_list[0]["comment"] = "Added lines from osmTGmod tables" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 330 |  |  |     contributor_list[1]["comment"] = "Added meta data" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 331 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 332 |  |  |     __tablename__ = "egon_etrago_line" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 333 |  |  |     __table_args__ = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 334 |  |  |         "schema": "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 335 |  |  |         "comment": get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 336 |  |  |             "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 337 |  |  |             "Line", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 338 |  |  |             source_list=source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 339 |  |  |             contributor_list=contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 340 |  |  |         ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 341 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 342 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 343 |  |  |     scn_name = Column(String, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 344 |  |  |     line_id = Column(BigInteger, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 345 |  |  |     bus0 = Column(BigInteger) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 346 |  |  |     bus1 = Column(BigInteger) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 347 |  |  |     type = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 348 |  |  |     carrier = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 349 |  |  |     x = Column(Numeric, server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 350 |  |  |     r = Column(Numeric, server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 351 |  |  |     g = Column(Numeric, server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 352 |  |  |     b = Column(Numeric, server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 353 |  |  |     s_nom = Column(Numeric, server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 354 |  |  |     s_nom_extendable = Column(Boolean, server_default="False") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 355 |  |  |     s_nom_min = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 356 |  |  |     s_nom_max = Column(Float(53), server_default="inf") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 357 |  |  |     s_max_pu = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 358 |  |  |     build_year = Column(BigInteger, server_default="0") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 359 |  |  |     lifetime = Column(Float(53), server_default="inf") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 360 |  |  |     capital_cost = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 361 |  |  |     length = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 362 |  |  |     cables = Column(Integer) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 363 |  |  |     terrain_factor = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 364 |  |  |     num_parallel = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 365 |  |  |     v_ang_min = Column(Float(53), server_default="-inf") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 366 |  |  |     v_ang_max = Column(Float(53), server_default="inf") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 367 |  |  |     v_nom = Column(Float(53)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 368 |  |  |     geom = Column(Geometry("MULTILINESTRING", 4326)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 369 |  |  |     topo = Column(Geometry("LINESTRING", 4326)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 370 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 371 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 372 |  |  | class EgonPfHvLineTimeseries(Base): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 373 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 374 |  |  |     source_list = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 375 |  |  |         sources()["egon-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 376 |  |  |         sources()["nep2021"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 377 |  |  |         sources()["era5"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 378 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 379 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 380 |  |  |     contributor_list = contributors(["ce", "cb"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 381 |  |  |     contributor_list[0]["comment"] = "Added s_max_pu timeseries" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 382 |  |  |     contributor_list[1]["comment"] = "Added meta data" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 383 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 384 |  |  |     __tablename__ = "egon_etrago_line_timeseries" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 385 |  |  |     __table_args__ = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 386 |  |  |         "schema": "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 387 |  |  |         "comment": get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 388 |  |  |             "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 389 |  |  |             "Line", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 390 |  |  |             source_list=source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 391 |  |  |             contributor_list=contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 392 |  |  |             timeseries=True, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 393 |  |  |         ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 394 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 395 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 396 |  |  |     scn_name = Column(String, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 397 |  |  |     line_id = Column(BigInteger, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 398 |  |  |     temp_id = Column(Integer, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 399 |  |  |     s_max_pu = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 400 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 401 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 402 |  |  | class EgonPfHvLink(Base): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 403 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 404 |  |  |     source_list = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 405 |  |  |         sources()["egon-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 406 |  |  |         sources()["openstreetmap"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 407 |  |  |         sources()["nep2021"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 408 |  |  |         sources()["peta"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 409 |  |  |         sources()["mastr"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 410 |  |  |         sources()["SciGRID_gas"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 411 |  |  |         sources()["pipeline_classification"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 412 |  |  |         sources()["technology-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 413 |  |  |         sources()["dsm-heitkoetter"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 414 |  |  |         sources()["schmidt"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 415 |  |  |         sources()["hotmaps_industrial_sites"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 416 |  |  |         sources()["demandregio"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 417 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 418 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 419 |  |  |     contributor_list = contributors(["ic", "cb", "ke", "ja", "fw", "an"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 420 |  |  |     contributor_list[0]["comment"] = "Added DC lines from osmTGmod tables" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 421 |  |  |     contributor_list[1]["comment"] = "Added CHPs and heat links" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 422 |  |  |     contributor_list[2]["comment"] = "Added DSM links" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 423 |  |  |     contributor_list[3]["comment"] = "Added e-Mobility links" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 424 |  |  |     contributor_list[4]["comment"] = "Added H2 related links" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 425 |  |  |     contributor_list[5]["comment"] = "Added CH4 links" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 426 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 427 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 428 |  |  |     __tablename__ = "egon_etrago_link" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 429 |  |  |     __table_args__ = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 430 |  |  |         "schema": "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 431 |  |  |         "comment": get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 432 |  |  |             "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 433 |  |  |             "Link", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 434 |  |  |             source_list=source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 435 |  |  |             contributor_list=contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 436 |  |  |         ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 437 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 438 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 439 |  |  |     __tablename__ = "egon_etrago_link" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 440 |  |  |     __table_args__ = {"schema": "grid", "comment": get_meta("grid", "Link")} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 441 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 442 |  |  |     scn_name = Column(String, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 443 |  |  |     link_id = Column(BigInteger, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 444 |  |  |     bus0 = Column(BigInteger) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 445 |  |  |     bus1 = Column(BigInteger) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 446 |  |  |     type = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 447 |  |  |     carrier = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 448 |  |  |     efficiency = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 449 |  |  |     build_year = Column(BigInteger, server_default="0") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 450 |  |  |     lifetime = Column(Float(53), server_default="inf") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 451 |  |  |     p_nom = Column(Numeric, server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 452 |  |  |     p_nom_extendable = Column(Boolean, server_default="False") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 453 |  |  |     p_nom_min = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 454 |  |  |     p_nom_max = Column(Float(53), server_default="inf") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 455 |  |  |     p_min_pu = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 456 |  |  |     p_max_pu = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 457 |  |  |     p_set = Column(Float(53)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 458 |  |  |     capital_cost = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 459 |  |  |     marginal_cost = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 460 |  |  |     length = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 461 |  |  |     terrain_factor = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 462 |  |  |     geom = Column(Geometry("MULTILINESTRING", 4326)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 463 |  |  |     topo = Column(Geometry("LINESTRING", 4326)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 464 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 465 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 466 |  |  | class EgonPfHvLinkTimeseries(Base): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 467 |  |  |     source_list = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 468 |  |  |         sources()["egon-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 469 |  |  |         sources()["era5"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 470 |  |  |         sources()["dsm-heitkoetter"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 471 |  |  |         sources()["schmidt"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 472 |  |  |         sources()["hotmaps_industrial_sites"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 473 |  |  |         sources()["openstreetmap"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 474 |  |  |         sources()["demandregio"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 475 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 476 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 477 |  |  |     contributor_list = contributors(["cb", "ke", "ja"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 478 |  |  |     contributor_list[0][ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 479 |  |  |         "comment" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 480 |  |  |     ] = "Added efficiency timeseries for heat pumps" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 481 |  |  |     contributor_list[1]["comment"] = "Added dsm link timeseries" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 482 |  |  |     contributor_list[2]["comment"] = "Added e mobility link timeseries" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 483 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 484 |  |  |     __tablename__ = "egon_etrago_link_timeseries" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 485 |  |  |     __table_args__ = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 486 |  |  |         "schema": "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 487 |  |  |         "comment": get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 488 |  |  |             "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 489 |  |  |             "Link", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 490 |  |  |             source_list=source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 491 |  |  |             contributor_list=contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 492 |  |  |             timeseries=True, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 493 |  |  |         ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 494 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 495 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 496 |  |  |     scn_name = Column(String, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 497 |  |  |     link_id = Column(BigInteger, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 498 |  |  |     temp_id = Column(Integer, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 499 |  |  |     p_set = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 500 |  |  |     p_min_pu = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 501 |  |  |     p_max_pu = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 502 |  |  |     efficiency = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 503 |  |  |     marginal_cost = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 504 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 505 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 506 |  |  | class EgonPfHvLoad(Base): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 507 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 508 |  |  |     source_list = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 509 |  |  |         sources()["egon-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 510 |  |  |         sources()["demandregio"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 511 |  |  |         sources()["nep2021"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 512 |  |  |         sources()["peta"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 513 |  |  |         sources()["schmidt"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 514 |  |  |         sources()["hotmaps_industrial_sites"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 515 |  |  |         sources()["openstreetmap"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 516 |  |  |         sources()["openffe_gas"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 517 |  |  |         sources()["tyndp"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 518 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 519 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 520 |  |  |     contributor_list = contributors(["ic", "cb", "an", "ja"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 521 |  |  |     contributor_list[0]["comment"] = "Added electrical demands" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 522 |  |  |     contributor_list[1]["comment"] = "Added heat deands" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 523 |  |  |     contributor_list[2]["comment"] = "Added gas demands" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 524 |  |  |     contributor_list[3]["comment"] = "Added mobility demands" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 525 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 526 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 527 |  |  |     __tablename__ = "egon_etrago_load" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 528 |  |  |     __table_args__ = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 529 |  |  |         "schema": "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 530 |  |  |         "comment": get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 531 |  |  |             "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 532 |  |  |             "Load", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 533 |  |  |             source_list=source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 534 |  |  |             contributor_list=contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 535 |  |  |         ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 536 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 537 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 538 |  |  |     scn_name = Column(String, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 539 |  |  |     load_id = Column(BigInteger, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 540 |  |  |     bus = Column(BigInteger) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 541 |  |  |     type = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 542 |  |  |     carrier = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 543 |  |  |     p_set = Column(Float(53)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 544 |  |  |     q_set = Column(Float(53)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 545 |  |  |     sign = Column(Float(53), server_default="-1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 546 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 547 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 548 |  |  | class EgonPfHvLoadTimeseries(Base): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 549 |  |  |     source_list = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 550 |  |  |         sources()["egon-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 551 |  |  |         sources()["demandregio"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 552 |  |  |         sources()["nep2021"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 553 |  |  |         sources()["peta"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 554 |  |  |         sources()["openffe_gas"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 555 |  |  |         sources()["tyndp"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 556 |  |  |         sources()["era5"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 557 |  |  |         sources()["schmidt"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 558 |  |  |         sources()["hotmaps_industrial_sites"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 559 |  |  |         sources()["openstreetmap"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 560 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 561 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 562 |  |  |     contributor_list = contributors(["cb", "ic", "ja", "an"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 563 |  |  |     contributor_list[0]["comment"] = "Added heat load timeseries" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 564 |  |  |     contributor_list[1]["comment"] = "Added electricity load timeseries" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 565 |  |  |     contributor_list[2]["comment"] = "Added e mobility load timeseries" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 566 |  |  |     contributor_list[3]["comment"] = "Added gas load timeseries" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 567 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 568 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 569 |  |  |     __tablename__ = "egon_etrago_load_timeseries" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 570 |  |  |     __table_args__ = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 571 |  |  |         "schema": "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 572 |  |  |         "comment": get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 573 |  |  |             "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 574 |  |  |             "Load", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 575 |  |  |             source_list=source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 576 |  |  |             contributor_list=contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 577 |  |  |             timeseries=True, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 578 |  |  |         ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 579 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 580 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 581 |  |  |     scn_name = Column(String, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 582 |  |  |     load_id = Column(BigInteger, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 583 |  |  |     temp_id = Column(Integer, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 584 |  |  |     p_set = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 585 |  |  |     q_set = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 586 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 587 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 588 |  |  | class EgonPfHvCarrier(Base): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 589 |  |  |     source_list = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 590 |  |  |         sources()["egon-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 591 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 592 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 593 |  |  |     contributor_list = contributors(["fw"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 594 |  |  |     contributor_list[0]["comment"] = "Added list of carriers" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 595 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 596 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 597 |  |  |     __tablename__ = "egon_etrago_carrier" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 598 |  |  |     __table_args__ = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 599 |  |  |         "schema": "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 600 |  |  |         "comment": get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 601 |  |  |             "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 602 |  |  |             "Carrier", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 603 |  |  |             source_list=source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 604 |  |  |             contributor_list=contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 605 |  |  |         ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 606 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 607 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 608 |  |  |     name = Column(Text, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 609 |  |  |     co2_emissions = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 610 |  |  |     color = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 611 |  |  |     nice_name = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 612 |  |  |     commentary = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 613 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 614 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 615 |  |  | class EgonPfHvStorage(Base): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 616 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 617 |  |  |     source_list = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 618 |  |  |         sources()["egon-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 619 |  |  |         sources()["nep2021"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 620 |  |  |         sources()["mastr"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 621 |  |  |         sources()["technology-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 622 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 623 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 624 |  |  |     contributor_list = contributors(["ic"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 625 |  |  |     contributor_list[0][ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 626 |  |  |         "comment" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 627 |  |  |     ] = "Added battery and pumped hydro storage units" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 628 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 629 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 630 |  |  |     __tablename__ = "egon_etrago_storage" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 631 |  |  |     __table_args__ = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 632 |  |  |         "schema": "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 633 |  |  |         "comment": get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 634 |  |  |             "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 635 |  |  |             "Storage", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 636 |  |  |             source_list=source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 637 |  |  |             contributor_list=contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 638 |  |  |         ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 639 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 640 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 641 |  |  |     scn_name = Column(String, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 642 |  |  |     storage_id = Column(BigInteger, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 643 |  |  |     bus = Column(BigInteger) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 644 |  |  |     control = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 645 |  |  |     type = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 646 |  |  |     carrier = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 647 |  |  |     p_nom = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 648 |  |  |     p_nom_extendable = Column((Boolean), server_default="False") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 649 |  |  |     p_nom_min = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 650 |  |  |     p_nom_max = Column(Float(53), server_default="inf") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 651 |  |  |     p_min_pu = Column(Float(53), server_default="-1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 652 |  |  |     p_max_pu = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 653 |  |  |     p_set = Column(Float(53)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 654 |  |  |     q_set = Column(Float(53)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 655 |  |  |     sign = Column(Float(53), server_default="1") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 656 |  |  |     marginal_cost = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 657 |  |  |     capital_cost = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 658 |  |  |     build_year = Column(BigInteger, server_default="0") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 659 |  |  |     lifetime = Column(Float(53), server_default="inf") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 660 |  |  |     state_of_charge_initial = Column(Float(53), server_default="0") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 661 |  |  |     cyclic_state_of_charge = Column(Boolean, server_default="False") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 662 |  |  |     state_of_charge_set = Column(Float(53)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 663 |  |  |     max_hours = Column(Float(53), server_default="1") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 664 |  |  |     efficiency_store = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 665 |  |  |     efficiency_dispatch = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 666 |  |  |     standing_loss = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 667 |  |  |     inflow = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 668 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 669 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 670 |  |  | class EgonPfHvStorageTimeseries(Base): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 671 |  |  |     source_list = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 672 |  |  |         sources()["egon-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 673 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 674 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 675 |  |  |     contributor_list = contributors(["cb"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 676 |  |  |     contributor_list[0]["comment"] = "Added metadata" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 677 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 678 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 679 |  |  |     __tablename__ = "egon_etrago_storage_timeseries" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 680 |  |  |     __table_args__ = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 681 |  |  |         "schema": "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 682 |  |  |         "comment": get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 683 |  |  |             "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 684 |  |  |             "Storage", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 685 |  |  |             source_list=source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 686 |  |  |             contributor_list=contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 687 |  |  |             timeseries=True, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 688 |  |  |         ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 689 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 690 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 691 |  |  |     scn_name = Column(String, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 692 |  |  |     storage_id = Column(BigInteger, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 693 |  |  |     temp_id = Column(Integer, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 694 |  |  |     p_set = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 695 |  |  |     q_set = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 696 |  |  |     p_min_pu = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 697 |  |  |     p_max_pu = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 698 |  |  |     state_of_charge_set = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 699 |  |  |     inflow = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 700 |  |  |     marginal_cost = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 701 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 702 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 703 |  |  | class EgonPfHvStore(Base): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 704 |  |  |     source_dict = sources() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 705 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 706 |  |  |     source_list = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 707 |  |  |         source_dict["bgr_inspee"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 708 |  |  |         source_dict["bgr_inspeeds"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 709 |  |  |         source_dict["bgr_inspeeds_data_bundle"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 710 |  |  |         source_dict["bgr_inspeeds_report"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 711 |  |  |         source_dict["SciGRID_gas"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 712 |  |  |         sources()["technology-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 713 |  |  |         sources()["dsm-heitkoetter"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 714 |  |  |         sources()["schmidt"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 715 |  |  |         sources()["hotmaps_industrial_sites"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 716 |  |  |         sources()["openstreetmap"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 717 |  |  |         sources()["demandregio"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 718 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 719 |  |  |     contributor_list = contributors(["an", "fw", "ke", "cb", "ja"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 720 |  |  |     contributor_list[0]["comment"] = "Add H2 storage" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 721 |  |  |     contributor_list[1]["comment"] = "Add CH4 storage" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 722 |  |  |     contributor_list[2]["comment"] = "Add DSM storage" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 723 |  |  |     contributor_list[3]["comment"] = "Add heat storage" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 724 |  |  |     contributor_list[4]["comment"] = "Add e-mobility storage" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 725 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 726 |  |  |     __tablename__ = "egon_etrago_store" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 727 |  |  |     __table_args__ = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 728 |  |  |         "schema": "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 729 |  |  |         "comment": get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 730 |  |  |             "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 731 |  |  |             "Store", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 732 |  |  |             source_list=source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 733 |  |  |             contributor_list=contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 734 |  |  |         ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 735 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 736 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 737 |  |  |     scn_name = Column(String, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 738 |  |  |     store_id = Column(BigInteger, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 739 |  |  |     bus = Column(BigInteger) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 740 |  |  |     type = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 741 |  |  |     carrier = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 742 |  |  |     e_nom = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 743 |  |  |     e_nom_extendable = Column((Boolean), server_default="False") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 744 |  |  |     e_nom_min = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 745 |  |  |     e_nom_max = Column(Float(53), server_default="inf") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 746 |  |  |     e_min_pu = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 747 |  |  |     e_max_pu = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 748 |  |  |     p_set = Column(Float(53)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 749 |  |  |     q_set = Column(Float(53)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 750 |  |  |     e_initial = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 751 |  |  |     e_cyclic = Column(Boolean, server_default="False") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 752 |  |  |     sign = Column(Float(53), server_default="1") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 753 |  |  |     marginal_cost = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 754 |  |  |     capital_cost = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 755 |  |  |     standing_loss = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 756 |  |  |     build_year = Column(BigInteger, server_default="0") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 757 |  |  |     lifetime = Column(Float(53), server_default="inf") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 758 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 759 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 760 |  |  | class EgonPfHvStoreTimeseries(Base): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 761 |  |  |     source_dict = sources() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 762 |  |  |     # TODO: Add other sources for dsm | 
            
                                                                                                            
                            
            
                                    
            
            
                | 763 |  |  |     source_list = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 764 |  |  |         sources()["technology-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 765 |  |  |         sources()["dsm-heitkoetter"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 766 |  |  |         sources()["schmidt"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 767 |  |  |         sources()["hotmaps_industrial_sites"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 768 |  |  |         sources()["openstreetmap"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 769 |  |  |         sources()["demandregio"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 770 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 771 |  |  |     contributor_list = contributors(["ke", "ja"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 772 |  |  |     contributor_list[0]["comment"] = "Add DSM storage" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 773 |  |  |     contributor_list[1]["comment"] = "Add e-mobility storage" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 774 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 775 |  |  |     __tablename__ = "egon_etrago_store_timeseries" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 776 |  |  |     __table_args__ = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 777 |  |  |         "schema": "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 778 |  |  |         "comment": get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 779 |  |  |             "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 780 |  |  |             "Store", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 781 |  |  |             source_list=source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 782 |  |  |             contributor_list=contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 783 |  |  |             timeseries=True, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 784 |  |  |         ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 785 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 786 |  |  |     scn_name = Column(String, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 787 |  |  |     store_id = Column(BigInteger, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 788 |  |  |     temp_id = Column(Integer, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 789 |  |  |     p_set = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 790 |  |  |     q_set = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 791 |  |  |     e_min_pu = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 792 |  |  |     e_max_pu = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 793 |  |  |     marginal_cost = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 794 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 795 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 796 |  |  | class EgonPfHvTempResolution(Base): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 797 |  |  |     __tablename__ = "egon_etrago_temp_resolution" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 798 |  |  |     __table_args__ = {"schema": "grid"} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 799 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 800 |  |  |     temp_id = Column(BigInteger, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 801 |  |  |     timesteps = Column(BigInteger, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 802 |  |  |     resolution = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 803 |  |  |     start_time = Column(DateTime) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 804 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 805 |  |  |  | 
            
                                                                                                            
                            
            
                                                                    
                                                                                                        
            
            
                | 806 |  | View Code Duplication | class EgonPfHvTransformer(Base): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 807 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 808 |  |  |     source_list = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 809 |  |  |         sources()["egon-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 810 |  |  |         sources()["openstreetmap"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 811 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 812 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 813 |  |  |     contributor_list = contributors(["ic", "cb"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 814 |  |  |     contributor_list[0]["comment"] = "Added transformes from osmTGmod tables" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 815 |  |  |     contributor_list[1]["comment"] = "Added meta data" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 816 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 817 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 818 |  |  |     __tablename__ = "egon_etrago_transformer" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 819 |  |  |     __table_args__ = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 820 |  |  |         "schema": "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 821 |  |  |         "comment": get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 822 |  |  |             "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 823 |  |  |             "Transformer", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 824 |  |  |             source_list=source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 825 |  |  |             contributor_list=contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 826 |  |  |         ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 827 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 828 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 829 |  |  |     scn_name = Column(String, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 830 |  |  |     trafo_id = Column(BigInteger, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 831 |  |  |     bus0 = Column(BigInteger) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 832 |  |  |     bus1 = Column(BigInteger) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 833 |  |  |     type = Column(Text) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 834 |  |  |     model = Column((Text), server_default="t") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 835 |  |  |     x = Column((Numeric), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 836 |  |  |     r = Column((Numeric), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 837 |  |  |     g = Column((Numeric), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 838 |  |  |     b = Column((Numeric), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 839 |  |  |     s_nom = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 840 |  |  |     s_nom_extendable = Column((Boolean), server_default="False") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 841 |  |  |     s_nom_min = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 842 |  |  |     s_nom_max = Column(Float(53), server_default="inf") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 843 |  |  |     s_max_pu = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 844 |  |  |     tap_ratio = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 845 |  |  |     tap_side = Column((BigInteger), server_default="0") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 846 |  |  |     tap_position = Column((BigInteger), server_default="0") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 847 |  |  |     phase_shift = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 848 |  |  |     build_year = Column(BigInteger, server_default="0") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 849 |  |  |     lifetime = Column(Float(53), server_default="inf") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 850 |  |  |     v_ang_min = Column(Float(53), server_default="-inf") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 851 |  |  |     v_ang_max = Column(Float(53), server_default="inf") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 852 |  |  |     capital_cost = Column(Float(53), server_default="0.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 853 |  |  |     num_parallel = Column(Float(53), server_default="1.") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 854 |  |  |     geom = Column(Geometry("MULTILINESTRING", 4326)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 855 |  |  |     topo = Column(Geometry("LINESTRING", 4326)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 856 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 857 |  |  |  | 
            
                                                                                                            
                            
            
                                                                    
                                                                                                        
            
            
                | 858 |  | View Code Duplication | class EgonPfHvTransformerTimeseries(Base): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 859 |  |  |     source_list = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 860 |  |  |         sources()["egon-data"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 861 |  |  |     ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 862 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 863 |  |  |     contributor_list = contributors(["cb"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 864 |  |  |     contributor_list[0]["comment"] = "Added meta data" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 865 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 866 |  |  |     __tablename__ = "egon_etrago_transformer_timeseries" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 867 |  |  |     __table_args__ = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 868 |  |  |         "schema": "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 869 |  |  |         "comment": get_meta( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 870 |  |  |             "grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 871 |  |  |             "Transformer", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 872 |  |  |             source_list=source_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 873 |  |  |             contributor_list=contributor_list, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 874 |  |  |             timeseries=True, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 875 |  |  |         ), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 876 |  |  |     } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 877 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 878 |  |  |     scn_name = Column(String, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 879 |  |  |     trafo_id = Column(BigInteger, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 880 |  |  |     temp_id = Column(Integer, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 881 |  |  |     s_max_pu = Column(ARRAY(Float(precision=53))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 882 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 883 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 884 |  |  | class EgonPfHvBusmap(Base): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 885 |  |  |     __tablename__ = "egon_etrago_hv_busmap" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 886 |  |  |     __table_args__ = {"schema": "grid"} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 887 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 888 |  |  |     scn_name = Column(Text, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 889 |  |  |     bus0 = Column(Text, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 890 |  |  |     bus1 = Column(Text, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 891 |  |  |     path_length = Column(Numeric) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 892 |  |  |     version = Column(Text, primary_key=True, nullable=False) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 893 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 894 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 895 |  |  | def create_tables(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 896 |  |  |     """Create tables for eTraGo input data. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 897 |  |  |     Returns | 
            
                                                                                                            
                            
            
                                    
            
            
                | 898 |  |  |     ------- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 899 |  |  |     None. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 900 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 901 |  |  |     db.execute_sql("CREATE SCHEMA IF NOT EXISTS grid;") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 902 |  |  |     engine = db.engine() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 903 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 904 |  |  |     ##################### drop tables with old names ######################### | 
            
                                                                                                            
                            
            
                                    
            
            
                | 905 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 906 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 907 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_bus;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 908 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 909 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 910 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 911 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_bus_timeseries;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 912 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 913 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 914 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 915 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_carrier;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 916 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 917 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 918 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 919 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_generator;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 920 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 921 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 922 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 923 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_generator_timeseries;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 924 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 925 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 926 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 927 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_line;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 928 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 929 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 930 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 931 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_line_timeseries;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 932 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 933 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 934 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 935 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_link;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 936 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 937 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 938 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 939 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_link_timeseries;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 940 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 941 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 942 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 943 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_load;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 944 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 945 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 946 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 947 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_load_timeseries;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 948 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 949 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 950 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 951 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_storage;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 952 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 953 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 954 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 955 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_storage_timeseries;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 956 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 957 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 958 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 959 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_store;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 960 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 961 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 962 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 963 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_store_timeseries;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 964 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 965 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 966 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 967 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_temp_resolution;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 968 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 969 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 970 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 971 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_transformer;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 972 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 973 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 974 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 975 |  |  |         DROP TABLE IF EXISTS grid.egon_pf_hv_transformer_timeseries;""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 976 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 977 |  |  |     ########################################################################## | 
            
                                                                                                            
                            
            
                                    
            
            
                | 978 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 979 |  |  |     # Drop existing tables | 
            
                                                                                                            
                            
            
                                    
            
            
                | 980 |  |  |     EgonPfHvBus.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 981 |  |  |     EgonPfHvBusTimeseries.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 982 |  |  |     EgonPfHvGenerator.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 983 |  |  |     EgonPfHvGeneratorTimeseries.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 984 |  |  |     EgonPfHvLine.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 985 |  |  |     EgonPfHvLineTimeseries.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 986 |  |  |     EgonPfHvLink.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 987 |  |  |     EgonPfHvLinkTimeseries.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 988 |  |  |     EgonPfHvLoad.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 989 |  |  |     EgonPfHvLoadTimeseries.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 990 |  |  |     EgonPfHvCarrier.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 991 |  |  |     EgonPfHvStorage.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 992 |  |  |     EgonPfHvStorageTimeseries.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 993 |  |  |     EgonPfHvStore.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 994 |  |  |     EgonPfHvStoreTimeseries.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 995 |  |  |     EgonPfHvTempResolution.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 996 |  |  |     EgonPfHvTransformer.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 997 |  |  |     EgonPfHvTransformerTimeseries.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 998 |  |  |     EgonPfHvBusmap.__table__.drop(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 999 |  |  |     # Create new tables | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1000 |  |  |     EgonPfHvBus.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1001 |  |  |     EgonPfHvBusTimeseries.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1002 |  |  |     EgonPfHvGenerator.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1003 |  |  |     EgonPfHvGeneratorTimeseries.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1004 |  |  |     EgonPfHvLine.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1005 |  |  |     EgonPfHvLineTimeseries.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1006 |  |  |     EgonPfHvLink.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1007 |  |  |     EgonPfHvLinkTimeseries.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1008 |  |  |     EgonPfHvLoad.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1009 |  |  |     EgonPfHvLoadTimeseries.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1010 |  |  |     EgonPfHvCarrier.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1011 |  |  |     EgonPfHvStorage.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1012 |  |  |     EgonPfHvStorageTimeseries.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1013 |  |  |     EgonPfHvStore.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1014 |  |  |     EgonPfHvStoreTimeseries.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1015 |  |  |     EgonPfHvTempResolution.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1016 |  |  |     EgonPfHvTransformer.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1017 |  |  |     EgonPfHvTransformerTimeseries.__table__.create( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1018 |  |  |         bind=engine, checkfirst=True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1019 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1020 |  |  |     EgonPfHvBusmap.__table__.create(bind=engine, checkfirst=True) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1021 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1022 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1023 |  |  | def temp_resolution(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1024 |  |  |     """Insert temporal resolution for etrago | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1025 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1026 |  |  |     Returns | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1027 |  |  |     ------- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1028 |  |  |     None. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1029 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1030 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1031 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1032 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1033 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1034 |  |  |         INSERT INTO grid.egon_etrago_temp_resolution | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1035 |  |  |         (temp_id, timesteps, resolution, start_time) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1036 |  |  |         SELECT 1, 8760, 'h', TIMESTAMP '2011-01-01 00:00:00'; | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1037 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1038 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1039 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1040 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1041 |  |  | def insert_carriers(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1042 |  |  |     """Insert list of carriers into eTraGo table | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1043 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1044 |  |  |     Returns | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1045 |  |  |     ------- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1046 |  |  |     None. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1047 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1048 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1049 |  |  |     # Delete existing entries | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1050 |  |  |     db.execute_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1051 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1052 |  |  |         DELETE FROM grid.egon_etrago_carrier | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1053 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1054 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1055 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1056 |  |  |     # List carrier names from all components | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1057 |  |  |     df = pd.DataFrame( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1058 |  |  |         data={ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1059 |  |  |             "name": [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1060 |  |  |                 "biogas", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1061 |  |  |                 "biogas_feedin", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1062 |  |  |                 "biogas_to_gas", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1063 |  |  |                 "biomass", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1064 |  |  |                 "pv", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1065 |  |  |                 "wind_offshore", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1066 |  |  |                 "wind_onshore", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1067 |  |  |                 "central_heat_pump", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1068 |  |  |                 "central_resistive_heater", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1069 |  |  |                 "CH4", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1070 |  |  |                 "CH4_for_industry", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1071 |  |  |                 "CH4_system_boundary", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1072 |  |  |                 "CH4_to_H2", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1073 |  |  |                 "dsm", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1074 |  |  |                 "H2", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1075 |  |  |                 "H2_feedin", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1076 |  |  |                 "H2_for_industry", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1077 |  |  |                 "H2_grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1078 |  |  |                 "H2_gridextension", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1079 |  |  |                 "H2_hgv_load", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1080 |  |  |                 "H2_overground", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1081 |  |  |                 "H2_retrofit", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1082 |  |  |                 "H2_saltcavern", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1083 |  |  |                 "H2_system_boundary", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1084 |  |  |                 "H2_to_CH4", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1085 |  |  |                 "H2_to_power", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1086 |  |  |                 "H2_underground", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1087 |  |  |                 "rural_heat_pump", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1088 |  |  |                 "industrial_biomass_CHP", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1089 |  |  |                 "industrial_gas_CHP", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1090 |  |  |                 "central_biomass_CHP_heat", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1091 |  |  |                 "central_biomass_CHP", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1092 |  |  |                 "central_gas_CHP", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1093 |  |  |                 "central_gas_CHP_heat", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1094 |  |  |                 "power_to_H2", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1095 |  |  |                 "rural_gas_boiler", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1096 |  |  |                 "central_gas_boiler", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1097 |  |  |                 "solar_thermal_collector", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1098 |  |  |                 "geo_thermal", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1099 |  |  |                 "AC", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1100 |  |  |                 "central_heat", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1101 |  |  |                 "rural_heat", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1102 |  |  |                 "natural_gas_feedin", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1103 |  |  |                 "pumped_hydro", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1104 |  |  |                 "battery", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1105 |  |  |                 "OCGT", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1106 |  |  |             ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1107 |  |  |         } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1108 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1109 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1110 |  |  |     # Insert data into database | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1111 |  |  |     df.to_sql( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1112 |  |  |         "egon_etrago_carrier", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1113 |  |  |         schema="grid", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1114 |  |  |         con=db.engine(), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1115 |  |  |         if_exists="append", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1116 |  |  |         index=False, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1117 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1118 |  |  |  | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 1119 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1120 |  |  | def check_carriers(): | 
            
                                                                        
                            
            
                                    
            
            
                | 1121 |  |  |     """Check if any eTraGo table has carriers not included in the carrier table. | 
            
                                                                        
                            
            
                                    
            
            
                | 1122 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1123 |  |  |     Raises | 
            
                                                                        
                            
            
                                    
            
            
                | 1124 |  |  |     ------ | 
            
                                                                        
                            
            
                                    
            
            
                | 1125 |  |  |     ValueError if carriers that are not defined in the carriers table are | 
            
                                                                        
                            
            
                                    
            
            
                | 1126 |  |  |     used in any eTraGo table. | 
            
                                                                        
                            
            
                                    
            
            
                | 1127 |  |  |     """ | 
            
                                                                        
                            
            
                                    
            
            
                | 1128 |  |  |     carriers = db.select_dataframe( | 
            
                                                                        
                            
            
                                    
            
            
                | 1129 |  |  |         f""" | 
            
                                                                        
                            
            
                                    
            
            
                | 1130 |  |  |         SELECT name FROM grid.egon_etrago_carrier | 
            
                                                                        
                            
            
                                    
            
            
                | 1131 |  |  |         """ | 
            
                                                                        
                            
            
                                    
            
            
                | 1132 |  |  |     ) | 
            
                                                                        
                            
            
                                    
            
            
                | 1133 |  |  |     unknown_carriers = {} | 
            
                                                                        
                            
            
                                    
            
            
                | 1134 |  |  |     tables = ["bus", "store", "storage", "link", "line", "generator", "load"] | 
            
                                                                        
                            
            
                                    
            
            
                | 1135 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1136 |  |  |     for table in tables: | 
            
                                                                        
                            
            
                                    
            
            
                | 1137 |  |  |         # Delete existing entries | 
            
                                                                        
                            
            
                                    
            
            
                | 1138 |  |  |         data = db.select_dataframe( | 
            
                                                                        
                            
            
                                    
            
            
                | 1139 |  |  |             f""" | 
            
                                                                        
                            
            
                                    
            
            
                | 1140 |  |  |             SELECT carrier FROM grid.egon_etrago_{table} | 
            
                                                                        
                            
            
                                    
            
            
                | 1141 |  |  |             """ | 
            
                                                                        
                            
            
                                    
            
            
                | 1142 |  |  |         ) | 
            
                                                                        
                            
            
                                    
            
            
                | 1143 |  |  |         unknown_carriers[table] = data[~data["carrier"].isin(carriers)][ | 
            
                                                                        
                            
            
                                    
            
            
                | 1144 |  |  |             "carrier" | 
            
                                                                        
                            
            
                                    
            
            
                | 1145 |  |  |         ].unique() | 
            
                                                                        
                            
            
                                    
            
            
                | 1146 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1147 |  |  |     if len(unknown_carriers) > 0: | 
            
                                                                        
                            
            
                                    
            
            
                | 1148 |  |  |         msg = ( | 
            
                                                                        
                            
            
                                    
            
            
                | 1149 |  |  |             "The eTraGo tables contain carriers, that are not included in the " | 
            
                                                                        
                            
            
                                    
            
            
                | 1150 |  |  |             "carrier table:\n" | 
            
                                                                        
                            
            
                                    
            
            
                | 1151 |  |  |         ) | 
            
                                                                        
                            
            
                                    
            
            
                | 1152 |  |  |         for table, carriers in unknown_carriers.items(): | 
            
                                                                        
                            
            
                                    
            
            
                | 1153 |  |  |             carriers = [str(c) for c in carriers] | 
            
                                                                        
                            
            
                                    
            
            
                | 1154 |  |  |             if len(carriers) > 0: | 
            
                                                                        
                            
            
                                    
            
            
                | 1155 |  |  |                 msg += table + ": '" + "', '".join(carriers) + "'\n" | 
            
                                                                        
                            
            
                                    
            
            
                | 1156 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1157 |  |  |         raise ValueError(msg) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1158 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1159 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1160 |  |  | def link_geom_from_buses(df, scn_name): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1161 |  |  |     """Add LineString geometry accoring to geometry of buses to links | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1162 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1163 |  |  |     Parameters | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1164 |  |  |     ---------- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1165 |  |  |     df : pandas.DataFrame | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1166 |  |  |         List of eTraGo links with bus0 and bus1 but without topology | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1167 |  |  |     scn_name : str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1168 |  |  |         Scenario name | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1169 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1170 |  |  |     Returns | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1171 |  |  |     ------- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1172 |  |  |     gdf : geopandas.GeoDataFrame | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1173 |  |  |         List of eTraGo links with bus0 and bus1 but with topology | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1174 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1175 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1176 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1177 |  |  |     geom_buses = db.select_geodataframe( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1178 |  |  |         f""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1179 |  |  |         SELECT bus_id, geom | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1180 |  |  |         FROM grid.egon_etrago_bus | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1181 |  |  |         WHERE scn_name = '{scn_name}' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1182 |  |  |         """, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1183 |  |  |         index_col="bus_id", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1184 |  |  |         epsg=4326, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1185 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1186 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1187 |  |  |     # Create geometry columns for bus0 and bus1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1188 |  |  |     df["geom_0"] = geom_buses.geom[df.bus0.values].values | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1189 |  |  |     df["geom_1"] = geom_buses.geom[df.bus1.values].values | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1190 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1191 |  |  |     geometry = df.apply( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1192 |  |  |         lambda x: LineString([x["geom_0"], x["geom_1"]]), axis=1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1193 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1194 |  |  |     df = df.drop(["geom_0", "geom_1"], axis=1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1195 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1196 |  |  |     gdf = gpd.GeoDataFrame(df, geometry=geometry, crs=4326).rename_geometry( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1197 |  |  |         "topo" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1198 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1199 |  |  |  | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 1200 |  |  |     return gdf | 
            
                                                        
            
                                    
            
            
                | 1201 |  |  |  |