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""" |
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The central module containing code to create CH4 and H2 voronoi polygons |
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""" |
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import datetime |
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import json |
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import pandas as pd |
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from geoalchemy2.types import Geometry |
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from sqlalchemy import BigInteger, Column, Text |
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from sqlalchemy.ext.declarative import declarative_base |
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from egon.data import db, config |
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from egon.data.datasets import Dataset, wrapped_partial |
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from egon.data.datasets.generate_voronoi import get_voronoi_geodataframe |
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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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class EgonPfHvGasVoronoi(Base): |
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""" |
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Class definition of table grid.egon_gas_voronoi |
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""" |
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source_list = [ |
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sources()["openstreetmap"], |
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sources()["SciGRID_gas"], |
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sources()["bgr_inspeeds_data_bundle"], |
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] |
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meta = { |
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"name": "grid.egon_gas_voronoi", |
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"title": "Gas voronoi areas", |
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"id": "WILL_BE_SET_AT_PUBLICATION", |
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"description": "H2 and CH4 voronoi cells", |
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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": contributors(["fw"]), |
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"resources": [ |
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{ |
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"profile": "tabular-data-resource", |
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"name": "grid.egon_gas_voronoi", |
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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": [ |
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{ |
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"name": "scn_name", |
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"description": "Name of the scenario", |
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"type": "str", |
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"unit": None, |
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}, |
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{ |
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"name": "bus_id", |
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"description": "Unique identifier", |
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"type": "integer", |
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"unit": None, |
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}, |
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{ |
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"name": "carrier", |
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"description": "Carrier of the voronoi cell", |
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"type": "str", |
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"unit": None, |
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}, |
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{ |
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"name": "geom", |
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"description": "Voronoi cell geometry", |
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"type": "Geometry(Polygon, 4326)", |
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"unit": None, |
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}, |
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], |
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"primaryKey": ["scn_name", "bus_id"], |
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"foreignKeys": [], |
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}, |
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"dialect": {"delimiter": None, "decimalSeparator": "."}, |
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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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__tablename__ = "egon_gas_voronoi" |
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__table_args__ = { |
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"schema": "grid", |
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"comment": meta_json, |
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} |
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#: Name of the scenario |
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scn_name = Column(Text, primary_key=True, nullable=False) |
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#: Bus of the corresponding area |
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bus_id = Column(BigInteger, primary_key=True, nullable=False) |
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#: Gas carrier of the voronoi area ("CH4", "H2" or "H2_saltcavern") |
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carrier = Column(Text) |
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#: Geometry of the corresponding area |
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geom = Column(Geometry("GEOMETRY", 4326)) |
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def create_gas_voronoi_table(): |
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""" |
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Create gas voronoi table |
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""" |
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engine = db.engine() |
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EgonPfHvGasVoronoi.__table__.drop(bind=engine, checkfirst=True) |
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EgonPfHvGasVoronoi.__table__.create(bind=engine, checkfirst=True) |
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def voronoi_egon2035(): |
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""" |
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Create voronoi polygons for all gas carriers in eGon2035 scenario |
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""" |
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for carrier in ["CH4", "H2", "H2_saltcavern"]: |
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create_voronoi("eGon2035", carrier) |
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def voronoi_egon100RE(): |
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""" |
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Create voronoi polygons for all gas carriers in eGon100RE scenario |
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""" |
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for carrier in ["CH4", "H2", "H2_saltcavern"]: |
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create_voronoi("eGon100RE", carrier) |
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def voronoi_status(scn_name): |
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""" |
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Create voronoi polygons for all gas carriers in status_x scenario |
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""" |
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for carrier in ["CH4"]: |
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create_voronoi(scn_name, carrier) |
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def create_voronoi(scn_name, carrier): |
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""" |
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Create voronoi polygons for specified carrier in specified scenario. |
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Parameters |
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---------- |
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scn_name : str |
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Name of the scenario |
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carrier : str |
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Name of the carrier |
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""" |
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engine = db.engine() |
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table_exist = ( |
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len( |
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pd.read_sql( |
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""" |
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SELECT * |
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FROM information_schema.tables |
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WHERE table_schema = 'grid' |
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AND table_name = 'egon_gas_voronoi' |
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LIMIT 1; |
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""", |
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engine, |
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) |
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) |
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> 0 |
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) |
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if not table_exist: |
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create_gas_voronoi_table() |
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boundary = db.select_geodataframe( |
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""" |
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SELECT id, geometry |
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FROM boundaries.vg250_sta_union; |
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""", |
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geom_col="geometry", |
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).to_crs(epsg=4326) |
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db.execute_sql( |
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f""" |
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DELETE FROM grid.egon_gas_voronoi |
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WHERE "carrier" = '{carrier}' and "scn_name" = '{scn_name}'; |
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""" |
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) |
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buses = db.select_geodataframe( |
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f""" |
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SELECT bus_id, geom |
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FROM grid.egon_etrago_bus |
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WHERE scn_name = '{scn_name}' |
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AND country = 'DE' |
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AND carrier = '{carrier}'; |
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""", |
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).to_crs(epsg=4326) |
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if len(buses) == 0: |
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return |
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# generate voronois |
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# For some scenarios it is defined that there is only 1 bus (e.g. gas). It |
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# means that there will be just 1 voronoi covering the entire german |
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# territory. For other scenarios with more buses, voronois are calculated. |
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if len(buses) == 1: |
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gdf = buses.copy() |
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gdf.at[0, "geom"] = boundary.at[0, "geometry"] |
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else: |
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buses["x"] = buses.geometry.x |
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buses["y"] = buses.geometry.y |
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gdf = get_voronoi_geodataframe(buses, boundary.geometry.iloc[0]) |
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gdf.rename_geometry("geom", inplace=True) |
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gdf.drop(columns=["id"], inplace=True) |
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# set scn_name and carrier |
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gdf["scn_name"] = scn_name |
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gdf["carrier"] = carrier |
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# Insert data to db |
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gdf.set_crs(epsg=4326).to_postgis( |
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f"egon_gas_voronoi", |
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engine, |
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schema="grid", |
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index=False, |
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if_exists="append", |
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dtype={"geom": Geometry}, |
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) |
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class GasAreas(Dataset): |
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"""Create the gas voronoi table and the gas voronoi areas |
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*Dependencies* |
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* :py:class:`EtragoSetup <egon.data.datasets.etrago_setup.EtragoSetup>` |
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* :py:class:`HydrogenBusEtrago <egon.data.datasets.hydrogen_etrago.HydrogenBusEtrago>` |
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* :py:class:`Vg250 <egon.data.datasets.vg250.Vg250>` |
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* :py:class:`GasNodesAndPipes <egon.data.datasets.gas_grid.GasNodesAndPipes>` |
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*Resulting tables* |
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* :py:class:`EgonPfHvGasVoronoi <EgonPfHvGasVoronoi>` |
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""" |
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#: |
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name: str = "GasAreas" |
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#: |
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version: str = "0.0.3" |
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tasks = (create_gas_voronoi_table,) |
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extra_dependencies = () |
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if "eGon2035" in config.settings()["egon-data"]["--scenarios"]: |
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tasks = tasks + (voronoi_egon2035,) |
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if "eGon100RE" in config.settings()["egon-data"]["--scenarios"]: |
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tasks = tasks + (voronoi_egon100RE,) |
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extra_dependencies = extra_dependencies + ("insert_h2_grid",) |
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for scn_name in config.settings()["egon-data"]["--scenarios"]: |
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if "status" in scn_name: |
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tasks += (wrapped_partial( |
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voronoi_status, scn_name=scn_name, postfix=f"_{scn_name[-4:]}" |
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),) |
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def __init__(self, dependencies): |
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super().__init__( |
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name=self.name, |
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version=self.version, |
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dependencies=dependencies, |
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tasks=self.tasks, |
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) |
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