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""" |
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Sanity check validation rules for gas storage components. |
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Validates CH4 and H2 storage capacities against expected values from |
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grid capacities and external data sources. |
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""" |
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from egon_validation.rules.base import DataFrameRule, RuleResult, Severity |
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from egon.data import config |
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from egon.data.datasets.hydrogen_etrago.storage import ( |
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calculate_and_map_saltcavern_storage_potential |
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) |
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class CH4StoresCapacity(DataFrameRule): |
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""" |
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Validate CH4 store capacity in Germany. |
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Compares the sum of CH4 store capacities in the database against the |
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expected capacity calculated from: |
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- CH4 grid capacity allocation |
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- Total CH4 store capacity in Germany (source: GIE) |
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The check allows for small deviations between observed and expected values. |
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""" |
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def __init__(self, table: str, rule_id: str, scenario: str = "eGon2035", |
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rtol: float = 0.02, **kwargs): |
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""" |
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Parameters |
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---------- |
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table : str |
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Target table (grid.egon_etrago_store) |
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rule_id : str |
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Unique identifier for this validation rule |
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scenario : str |
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Scenario name ("eGon2035" or "eGon100RE") |
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rtol : float |
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Relative tolerance for capacity deviation (default: 0.02 = 2%) |
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""" |
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super().__init__(rule_id=rule_id, table=table, scenario=scenario, |
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rtol=rtol, **kwargs) |
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self.kind = "sanity" |
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self.scenario = scenario |
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def get_query(self, ctx): |
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""" |
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Query to get total CH4 store capacity in Germany. |
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Returns a query that sums all CH4 store capacities for German buses |
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in the specified scenario. |
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""" |
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return f""" |
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SELECT SUM(e_nom::numeric) as e_nom_germany |
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FROM grid.egon_etrago_store |
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WHERE scn_name = '{self.scenario}' |
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AND carrier = 'CH4' |
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AND bus IN ( |
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SELECT bus_id |
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FROM grid.egon_etrago_bus |
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WHERE scn_name = '{self.scenario}' |
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AND country = 'DE' |
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AND carrier = 'CH4' |
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) |
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""" |
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def evaluate_df(self, df, ctx): |
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""" |
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Evaluate CH4 store capacity against expected values. |
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Parameters |
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---------- |
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df : pd.DataFrame |
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DataFrame with e_nom_germany column |
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ctx : dict |
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Context information |
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Returns |
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------- |
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RuleResult |
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Validation result with success/failure status |
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""" |
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if df.empty or df["e_nom_germany"].isna().all(): |
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return RuleResult( |
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rule_id=self.rule_id, |
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task=self.task, |
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table=self.table, |
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kind=self.kind, |
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success=False, |
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message=f"No CH4 store data found for scenario {self.scenario}", |
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severity=Severity.WARNING, |
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schema=self.schema, |
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table_name=self.table_name, |
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rule_class=self.__class__.__name__ |
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) |
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observed_capacity = float(df["e_nom_germany"].values[0]) |
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# Calculate expected capacity based on scenario |
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if self.scenario == "eGon2035": |
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grid_cap = 130000 # MWh |
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elif self.scenario == "eGon100RE": |
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# Get retrofitted share from config |
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from egon.data.datasets.scenario_parameters import get_sector_parameters |
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retrofitted_share = get_sector_parameters("gas", "eGon100RE")[ |
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"retrofitted_CH4pipeline-to-H2pipeline_share" |
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] |
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grid_cap = 13000 * (1 - retrofitted_share) # MWh |
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else: |
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return RuleResult( |
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rule_id=self.rule_id, |
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task=self.task, |
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table=self.table, |
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kind=self.kind, |
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success=False, |
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message=f"Unknown scenario: {self.scenario}", |
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severity=Severity.ERROR, |
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schema=self.schema, |
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table_name=self.table_name, |
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rule_class=self.__class__.__name__ |
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) |
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# GIE capacity: https://www.gie.eu/transparency/databases/storage-database/ |
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stores_cap_germany = 266424202 # MWh |
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expected_capacity = stores_cap_germany + grid_cap |
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# Calculate relative deviation |
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rtol = self.params.get("rtol", 0.02) |
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deviation = abs(observed_capacity - expected_capacity) / expected_capacity |
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success = deviation <= rtol |
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deviation_pct = deviation * 100 |
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if success: |
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return RuleResult( |
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rule_id=self.rule_id, |
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task=self.task, |
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table=self.table, |
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kind=self.kind, |
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success=True, |
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observed=observed_capacity, |
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expected=expected_capacity, |
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message=( |
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f"CH4 stores capacity valid for {self.scenario}: " |
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f"deviation {deviation_pct:.2f}% (tolerance: {rtol*100:.2f}%)" |
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), |
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severity=Severity.INFO, |
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schema=self.schema, |
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table_name=self.table_name, |
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rule_class=self.__class__.__name__ |
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) |
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else: |
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return RuleResult( |
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rule_id=self.rule_id, |
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task=self.task, |
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table=self.table, |
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kind=self.kind, |
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success=False, |
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observed=observed_capacity, |
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expected=expected_capacity, |
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message=( |
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f"CH4 stores capacity deviation too large for {self.scenario}: " |
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f"{deviation_pct:.2f}% (tolerance: {rtol*100:.2f}%)" |
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), |
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severity=Severity.ERROR, |
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schema=self.schema, |
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table_name=self.table_name, |
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rule_class=self.__class__.__name__ |
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) |
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class H2SaltcavernStoresCapacity(DataFrameRule): |
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""" |
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Validate H2 saltcavern store potential capacity in Germany. |
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Compares the sum of H2 saltcavern potential storage capacities (e_nom_max) |
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in the database against the expected capacity calculated from: |
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- Area fractions around substations in federal states |
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- Estimated total hydrogen storage potential per federal state (InSpEE-DS) |
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The check allows for small deviations between observed and expected values. |
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""" |
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187
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def __init__(self, table: str, rule_id: str, scenario: str = "eGon2035", |
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rtol: float = 0.02, **kwargs): |
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189
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""" |
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190
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Parameters |
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191
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---------- |
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192
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table : str |
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Target table (grid.egon_etrago_store) |
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rule_id : str |
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Unique identifier for this validation rule |
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scenario : str |
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Scenario name ("eGon2035" or "eGon100RE") |
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rtol : float |
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199
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Relative tolerance for capacity deviation (default: 0.02 = 2%) |
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200
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""" |
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201
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super().__init__(rule_id=rule_id, table=table, scenario=scenario, |
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rtol=rtol, **kwargs) |
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self.kind = "sanity" |
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self.scenario = scenario |
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206
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def get_query(self, ctx): |
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""" |
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Query to get total H2 saltcavern potential storage capacity in Germany. |
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210
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Returns a query that sums all H2_underground store e_nom_max capacities |
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for German H2_saltcavern buses in the specified scenario. |
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""" |
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213
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return f""" |
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SELECT SUM(e_nom_max::numeric) as e_nom_max_germany |
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FROM grid.egon_etrago_store |
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WHERE scn_name = '{self.scenario}' |
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217
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AND carrier = 'H2_underground' |
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AND bus IN ( |
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SELECT bus_id |
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FROM grid.egon_etrago_bus |
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WHERE scn_name = '{self.scenario}' |
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AND country = 'DE' |
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AND carrier = 'H2_saltcavern' |
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) |
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""" |
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227
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def evaluate_df(self, df, ctx): |
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""" |
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229
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Evaluate H2 saltcavern storage capacity against expected values. |
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230
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231
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Parameters |
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232
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---------- |
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233
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df : pd.DataFrame |
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DataFrame with e_nom_max_germany column |
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ctx : dict |
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236
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Context information |
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238
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Returns |
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239
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------- |
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240
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RuleResult |
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241
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Validation result with success/failure status |
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242
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""" |
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243
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if df.empty or df["e_nom_max_germany"].isna().all(): |
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return RuleResult( |
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rule_id=self.rule_id, |
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task=self.task, |
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table=self.table, |
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kind=self.kind, |
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success=False, |
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message=f"No H2 saltcavern store data found for scenario {self.scenario}", |
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severity=Severity.WARNING, |
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schema=self.schema, |
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table_name=self.table_name, |
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rule_class=self.__class__.__name__ |
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) |
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256
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257
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observed_capacity = float(df["e_nom_max_germany"].values[0]) |
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259
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# Calculate expected capacity from saltcavern potential |
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260
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try: |
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storage_potentials = calculate_and_map_saltcavern_storage_potential() |
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262
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storage_potentials["storage_potential"] = ( |
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263
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storage_potentials["area_fraction"] * storage_potentials["potential"] |
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) |
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expected_capacity = sum(storage_potentials["storage_potential"].to_list()) |
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except Exception as e: |
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267
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return RuleResult( |
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rule_id=self.rule_id, |
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task=self.task, |
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table=self.table, |
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271
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kind=self.kind, |
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success=False, |
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message=f"Error calculating expected H2 saltcavern capacity: {str(e)}", |
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severity=Severity.ERROR, |
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275
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schema=self.schema, |
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276
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table_name=self.table_name, |
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277
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rule_class=self.__class__.__name__ |
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278
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) |
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279
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280
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# Calculate relative deviation |
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281
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rtol = self.params.get("rtol", 0.02) |
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282
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deviation = abs(observed_capacity - expected_capacity) / expected_capacity |
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283
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284
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success = deviation <= rtol |
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285
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286
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deviation_pct = deviation * 100 |
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287
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288
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if success: |
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289
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return RuleResult( |
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290
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rule_id=self.rule_id, |
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291
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task=self.task, |
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292
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table=self.table, |
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293
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kind=self.kind, |
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294
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success=True, |
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295
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observed=observed_capacity, |
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296
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expected=expected_capacity, |
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297
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message=( |
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298
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f"H2 saltcavern stores capacity valid for {self.scenario}: " |
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299
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f"deviation {deviation_pct:.2f}% (tolerance: {rtol*100:.2f}%)" |
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300
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), |
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301
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severity=Severity.INFO, |
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302
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schema=self.schema, |
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303
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table_name=self.table_name, |
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304
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rule_class=self.__class__.__name__ |
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305
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) |
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306
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else: |
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307
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return RuleResult( |
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308
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rule_id=self.rule_id, |
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309
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task=self.task, |
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310
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table=self.table, |
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311
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kind=self.kind, |
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312
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success=False, |
|
313
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observed=observed_capacity, |
|
314
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|
|
expected=expected_capacity, |
|
315
|
|
|
message=( |
|
316
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|
|
f"H2 saltcavern stores capacity deviation too large for {self.scenario}: " |
|
317
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|
|
f"{deviation_pct:.2f}% (tolerance: {rtol*100:.2f}%)" |
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318
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), |
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319
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|
|
severity=Severity.ERROR, |
|
320
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|
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schema=self.schema, |
|
321
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|
|
table_name=self.table_name, |
|
322
|
|
|
rule_class=self.__class__.__name__ |
|
323
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|
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) |
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324
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|