Adds network energy balance plots

[p-glaum]

Closes # (if applicable).

Changes proposed in this Pull Request

This PR is still a draft and needs improvement. Only uses statistics functions to create network plots by including scripts from @bobbyxng, @FabianHofmann and me.

Feel free to make improvements/changes to make it even more modular.

Checklist

• I tested my contribution locally and it works as intended.
• Code and workflow changes are sufficiently documented.
• Changed dependencies are added to envs/environment.yaml.
• Changes in configuration options are added in config/config.default.yaml.
• Changes in configuration options are documented in doc/configtables/*.csv.
• Sources of newly added data are documented in doc/data_sources.rst.
• A release note doc/release_notes.rst is added.

TODOS

• Add all plotting config settings to the plotting.yaml
• improve scaling parameters
• automatically take all carriers from balance_map for plotting of maps
• write collecting rule to plot all maps

[FabianHofmann]

this looks nice @p-glaum, what is the status? can I support with something?

[p-glaum]

this looks nice @p-glaum, what is the status? can I support with something?

status hasn't changed so far 😅 . It was just an initial draft that the code is not lost/forgotten. I think it still needs some cleaning and updating because not all graphs look nice at the moment. I collected some TODOs above.
Currently, I don't have the time to continue on this. @bobbyxng was also working on this, but I think he is currently also busy. So if you want, you can go ahead with the implementation :)

[github-actions]

Validator Report

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General

Plots comparison

Main branch	Feature branch

Files comparison

	Status	NRMSE	MAE (norm)
prices.csv	⚠️Changed	0.000	0.22
weighted_prices.csv	⚠️Changed	0.403	0.52
market_values.csv	⚠️Changed	0.000	0.07
price_statistics.csv	⚠️Changed	0.000	0.22
metrics.csv	⚠️Changed	0.000	0.09
cfs.csv	⚠️Changed	0.039	0.06
curtailment.csv	⚠️Changed	0.000	0.18
nodal_cfs.csv	⚠️ NaN mismatch
nodal_supply_energy.csv	⚠️ NaN mismatch
nodal_costs.csv	⚠️ NaN mismatch
nodal_capacities.csv	⚠️ NaN mismatch
supply.csv	✅ Almost equal	0.000	0.02
costs.csv	✅ Almost equal	0.001	0.01
capacities.csv	✅ Almost equal	0.000	0.02
supply_energy.csv	✅ Almost equal	0.000	0.02
energy.csv	✅ Almost equal	0.000	0.02

NRMSE: Normalized (combined-min-max) Root Mean Square Error
MAE (norm): Mean Absolute Error on normalized data (min-max)
Status Threshold: MAE (norm) > 0.05 and NRMSE > 0.3

Model Metrics

Benchmarks

Comparing add_modular_map_plots (d3f38e0) with master (5095a74).
Branch is 2 commits ahead and 0 commits behind.
Last updated on 2024-10-09 13:26:48 CEST.