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                # coding: utf-8  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import datetime  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import json  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from geoalchemy2.types import Geometry  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from shapely.geometry import LineString  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from sqlalchemy import (  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    ARRAY,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    BigInteger,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Boolean,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Column,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    DateTime,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Float,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Integer,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Numeric,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    String,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Text,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    text,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from sqlalchemy.ext.declarative import declarative_base  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import geopandas as gpd  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import pandas as pd  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import pypsa  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from egon.data import db  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from egon.data.datasets import Dataset  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from egon.data.metadata import (  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    context,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    contributors,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    license_egon_data_odbl,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    meta_metadata,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    sources  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                Base = declarative_base()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                metadata = Base.metadata  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                network = pypsa.Network()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # add Storage key (called StorageUnit in PyPSA)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                network.component_attrs["Storage"] = network.component_attrs["StorageUnit"]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def get_pypsa_field_descriptors(component, timeseries=False):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    ident = component.lower() + "_id"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    data = network.component_attrs[component].rename({"name": ident}) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    data = data[data.status != "Output"]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    if timeseries:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        data = data[data["type"].str.contains("series")] | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        data.loc["temp_id"] = [  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            "integer",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            "n/a",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            "n/a",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            "Unique identifyier of temporal index",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            "Input",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        ]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    data.loc[ident, "type"] = "int"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    data.loc["scn_name"] = [  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "string",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "n/a",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "n/a",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "Name of the eGon scenario",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "Input",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    ]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    data.unit.fillna("none", inplace=True) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    data.default.fillna("n/a", inplace=True) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return data  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def get_meta(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    schema,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    component,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    description="TODO",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    source_list=[],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    contributor_list=[],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    timeseries=False,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                ):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    table = "egon_etrago_" + component.lower()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    if timeseries:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        table = table + "_timeseries"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    fields = (  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        get_pypsa_field_descriptors(component, timeseries)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        .reset_index()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        .to_dict(orient="records")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    # geometry column still missing  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    meta = { | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "name": schema + "." + table,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "title": component,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "id": "WILL_BE_SET_AT_PUBLICATION",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # no automatic description? PyPSA descriptions do not quite fit our  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # scope  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "description": description,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "language": ["en-EN"],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "publicationDate": datetime.date.today().isoformat(),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "context": context(),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "spatial": { | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            "location": None,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            "extent": "Germany",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            "resolution": None,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        },  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "sources": source_list,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "licenses": [license_egon_data_odbl()],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "contributors": contributor_list,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "resources": [  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            { | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                "profile": "tabular-data-resource",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                "name": schema + "." + table,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                "path": None,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                "format": "PostgreSQL",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                "encoding": "UTF-8",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                "schema": { | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    "fields": fields,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    "primaryKey": ["scn_name", component.lower() + "_id"],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    "foreignKeys": [],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                },  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                "dialect": { | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    "delimiter": "",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    "decimalSeparator": ""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    },  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            }  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        ],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        "metaMetadata": meta_metadata(),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    }  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    # Create json dump  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    meta_json = "'" + json.dumps(meta, indent=4, ensure_ascii=False) + "'"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return meta_json  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                class EtragoSetup(Dataset):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    139
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                    def __init__(self, dependencies):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    140
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                        super().__init__(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    141
                 | 
                                    
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                            name="EtragoSetup",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    142
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                            version="0.0.11",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    143
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                            dependencies=dependencies,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            tasks=(create_tables, {temp_resolution, insert_carriers}), | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    145
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                        )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                class EgonPfHvBus(Base):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    source_list = [  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        sources()["egon-data"],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        sources()["openstreetmap"],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        sources()["peta"],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        sources()["SciGRID_gas"],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    155
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                        sources()["bgr_inspeeds_data_bundle"],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    156
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                    ]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    158
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                    contributor_list = contributors(["ic", "cb", "ke", "an", "fw"])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    159
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                    contributor_list[0]["comment"] = "Added electricity substations"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    160
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                    contributor_list[1]["comment"] = "Added heat buses"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    161
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                    contributor_list[2]["comment"] = "Added DSM buses"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    162
                 | 
                                    
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                 | 
                    contributor_list[3]["comment"] = "Added CH4 sector buses"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    163
                 | 
                                    
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                    contributor_list[4]["comment"] = "Added H2 sector buses"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    164
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                    166
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                    __tablename__ = "egon_etrago_bus"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    167
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                    __table_args__ = { | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    168
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                        "schema": "grid",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    169
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                        "comment": get_meta(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    170
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                            "grid",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    171
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                 | 
                            "Bus",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    172
                 | 
                                    
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                 | 
                            source_list=source_list,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    173
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                 | 
                            contributor_list=contributor_list,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    174
                 | 
                                    
                                                     | 
                
                 | 
                        ),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    175
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                    }  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    176
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                    177
                 | 
                                    
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                 | 
                    scn_name = Column(String, primary_key=True, nullable=False)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    178
                 | 
                                    
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                 | 
                    bus_id = Column(BigInteger, primary_key=True, nullable=False)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    179
                 | 
                                    
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                 | 
                    v_nom = Column(Float(53), server_default="1.")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    180
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                    type = Column(Text)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    181
                 | 
                                    
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                 | 
                    carrier = Column(Text)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    182
                 | 
                                    
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                 | 
                    v_mag_pu_set = Column(Float(53))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    183
                 | 
                                    
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                 | 
                    v_mag_pu_min = Column(Float(53), server_default="0.")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    184
                 | 
                                    
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                 | 
                    v_mag_pu_max = Column(Float(53), server_default="inf")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    185
                 | 
                                    
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                 | 
                    x = Column(Float(53), server_default="0.")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    186
                 | 
                                    
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                 | 
                    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
                 | 
                                    
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                    190
                 | 
                                    
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                | 
                    191
                 | 
                                    
                                                     | 
                
                View Code Duplication | 
                class EgonPfHvBusTimeseries(Base):  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    192
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    193
                 | 
                                    
                                                     | 
                
                 | 
                    source_list = [  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    194
                 | 
                                    
                                                     | 
                
                 | 
                        sources()["egon-data"],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    195
                 | 
                                    
                                                     | 
                
                 | 
                    ]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    196
                 | 
                                    
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                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    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
                 | 
                                    
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                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    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
                 | 
                                    
                                                     | 
                
                 | 
                 |