pypsa-eur/scripts/plot_p_nom_max.py

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# SPDX-FileCopyrightText: : 2017-2020 The PyPSA-Eur Authors
#
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# SPDX-License-Identifier: MIT
"""
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Plots renewable installation potentials per capacity factor.
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Relevant Settings
-----------------
Inputs
------
Outputs
-------
Description
-----------
"""
Add logging to logfiles to all snakemake workflow scripts. (#102) * Add logging to logfiles to all snakemake workflow scripts. * Fix missing quotation marks in Snakefile. * Apply suggestions from code review Co-Authored-By: Fabian Neumann <fabian.neumann@outlook.de> * Apply suggestions from code review Co-Authored-By: Fabian Neumann <fabian.neumann@outlook.de> * doc: fix _ec_ filenames in docs * Allow logging message format to be specified in config.yaml. * Add logging for Snakemake rule 'retrieve_databundle '. * Add limited logging to STDERR only for retrieve_*.py scripts. * Import progressbar module only on demand. * Fix logging to file and enable concurrent printing to STDERR for most scripts. * Add new 'logging_format' option to Travis CI test config.yaml. * Add missing parenthesis (bug fix) and cross-os compatible paths. * Fix typos in messages. * Use correct log files for logging (bug fix). * doc: fix line references * config: logging_format in all configs * doc: add doc for logging_format * environment: update to powerplantmatching 0.4.3 * doc: update line references for tutorial.rst * Change logging configuration scheme for config.yaml. * Add helper function for doing basic logging configuration. * Add logpath for prepare_links_p_nom rule. * Outsource basic logging configuration for all scripts to _helper submodule. * Update documentation for changed config.yaml structure. Instead of 'logging_level' and 'logging_format', now 'logging' with subcategories is used. * _helpers: Change configure_logging signature.
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import logging
from _helpers import configure_logging
import pypsa
import pandas as pd
import matplotlib.pyplot as plt
logger = logging.getLogger(__name__)
def cum_p_nom_max(net, tech, country=None):
carrier_b = net.generators.carrier == tech
generators = pd.DataFrame(dict(
p_nom_max=net.generators.loc[carrier_b, 'p_nom_max'],
p_max_pu=net.generators_t.p_max_pu.loc[:,carrier_b].mean(),
country=net.generators.loc[carrier_b, 'bus'].map(net.buses.country)
)).sort_values("p_max_pu", ascending=False)
if country is not None:
generators = generators.loc[generators.country == country]
generators["cum_p_nom_max"] = generators["p_nom_max"].cumsum() / 1e6
return generators
if __name__ == "__main__":
if 'snakemake' not in globals():
Introduce mocksnakemake which acutally parses Snakefile (#107) * rewrite mocksnakemake for parsing real Snakefile * continue add function to scripts * going through all scripts, setting new mocksnakemake * fix plotting scripts * fix build_country_flh * fix build_country_flh II * adjust config files * fix make_summary for tutorial network * create dir also for output * incorporate suggestions * consistent import of mocksnakemake * consistent import of mocksnakemake II * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/plot_network.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/plot_network.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/retrieve_databundle.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * use pathlib for mocksnakemake * rename mocksnakemake into mock_snakemake * revert change in data * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * remove setting logfile in mock_snakemake, use Path in configure_logging * fix fallback path and base_dir fix return type of make_io_accessable * reformulate mock_snakemake * incorporate suggestion, fix typos * mock_snakemake: apply absolute paths again, add assertion error *.py: make hard coded io path accessable for mock_snakemake * retrieve_natura_raster: use snakemake.output for fn_out * include suggestion * Apply suggestions from code review Co-Authored-By: Jonas Hörsch <jonas.hoersch@posteo.de> * linting, add return ad end of file * Update scripts/plot_p_nom_max.py Co-Authored-By: Jonas Hörsch <jonas.hoersch@posteo.de> * Update scripts/plot_p_nom_max.py fixes #112 Co-Authored-By: Jonas Hörsch <jonas.hoersch@posteo.de> * plot_p_nom_max: small correction * config.tutorial.yaml fix snapshots end * use techs instead of technology * revert try out from previous commit, complete replacing * change clusters -> clusts in plot_p_nom_max due to wildcard constraints of clusters * change clusters -> clusts in plot_p_nom_max due to wildcard constraints of clusters II
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from _helpers import mock_snakemake
snakemake = mock_snakemake('plot_p_nom_max', network='elec', simpl='',
techs='solar,onwind,offwind-dc', ext='png',
clusts= '5,full', country= 'all')
Add logging to logfiles to all snakemake workflow scripts. (#102) * Add logging to logfiles to all snakemake workflow scripts. * Fix missing quotation marks in Snakefile. * Apply suggestions from code review Co-Authored-By: Fabian Neumann <fabian.neumann@outlook.de> * Apply suggestions from code review Co-Authored-By: Fabian Neumann <fabian.neumann@outlook.de> * doc: fix _ec_ filenames in docs * Allow logging message format to be specified in config.yaml. * Add logging for Snakemake rule 'retrieve_databundle '. * Add limited logging to STDERR only for retrieve_*.py scripts. * Import progressbar module only on demand. * Fix logging to file and enable concurrent printing to STDERR for most scripts. * Add new 'logging_format' option to Travis CI test config.yaml. * Add missing parenthesis (bug fix) and cross-os compatible paths. * Fix typos in messages. * Use correct log files for logging (bug fix). * doc: fix line references * config: logging_format in all configs * doc: add doc for logging_format * environment: update to powerplantmatching 0.4.3 * doc: update line references for tutorial.rst * Change logging configuration scheme for config.yaml. * Add helper function for doing basic logging configuration. * Add logpath for prepare_links_p_nom rule. * Outsource basic logging configuration for all scripts to _helper submodule. * Update documentation for changed config.yaml structure. Instead of 'logging_level' and 'logging_format', now 'logging' with subcategories is used. * _helpers: Change configure_logging signature.
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configure_logging(snakemake)
paths, config, wildcards, logs, out = retrieve_snakemake_keys(snakemake)
plot_kwds = dict(drawstyle="steps-post")
clusters = wildcards.clusts.split(',')
techs = wildcards.techs.split(',')
country = wildcards.country
if country == 'all':
country = None
else:
plot_kwds['marker'] = 'x'
fig, axes = plt.subplots(1, len(techs))
Introduce mocksnakemake which acutally parses Snakefile (#107) * rewrite mocksnakemake for parsing real Snakefile * continue add function to scripts * going through all scripts, setting new mocksnakemake * fix plotting scripts * fix build_country_flh * fix build_country_flh II * adjust config files * fix make_summary for tutorial network * create dir also for output * incorporate suggestions * consistent import of mocksnakemake * consistent import of mocksnakemake II * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/plot_network.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/plot_network.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/retrieve_databundle.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * use pathlib for mocksnakemake * rename mocksnakemake into mock_snakemake * revert change in data * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * remove setting logfile in mock_snakemake, use Path in configure_logging * fix fallback path and base_dir fix return type of make_io_accessable * reformulate mock_snakemake * incorporate suggestion, fix typos * mock_snakemake: apply absolute paths again, add assertion error *.py: make hard coded io path accessable for mock_snakemake * retrieve_natura_raster: use snakemake.output for fn_out * include suggestion * Apply suggestions from code review Co-Authored-By: Jonas Hörsch <jonas.hoersch@posteo.de> * linting, add return ad end of file * Update scripts/plot_p_nom_max.py Co-Authored-By: Jonas Hörsch <jonas.hoersch@posteo.de> * Update scripts/plot_p_nom_max.py fixes #112 Co-Authored-By: Jonas Hörsch <jonas.hoersch@posteo.de> * plot_p_nom_max: small correction * config.tutorial.yaml fix snapshots end * use techs instead of technology * revert try out from previous commit, complete replacing * change clusters -> clusts in plot_p_nom_max due to wildcard constraints of clusters * change clusters -> clusts in plot_p_nom_max due to wildcard constraints of clusters II
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for j, cluster in enumerate(clusters):
net = pypsa.Network(paths[j])
for i, tech in enumerate(techs):
Introduce mocksnakemake which acutally parses Snakefile (#107) * rewrite mocksnakemake for parsing real Snakefile * continue add function to scripts * going through all scripts, setting new mocksnakemake * fix plotting scripts * fix build_country_flh * fix build_country_flh II * adjust config files * fix make_summary for tutorial network * create dir also for output * incorporate suggestions * consistent import of mocksnakemake * consistent import of mocksnakemake II * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/plot_network.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/plot_network.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/retrieve_databundle.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * use pathlib for mocksnakemake * rename mocksnakemake into mock_snakemake * revert change in data * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * remove setting logfile in mock_snakemake, use Path in configure_logging * fix fallback path and base_dir fix return type of make_io_accessable * reformulate mock_snakemake * incorporate suggestion, fix typos * mock_snakemake: apply absolute paths again, add assertion error *.py: make hard coded io path accessable for mock_snakemake * retrieve_natura_raster: use snakemake.output for fn_out * include suggestion * Apply suggestions from code review Co-Authored-By: Jonas Hörsch <jonas.hoersch@posteo.de> * linting, add return ad end of file * Update scripts/plot_p_nom_max.py Co-Authored-By: Jonas Hörsch <jonas.hoersch@posteo.de> * Update scripts/plot_p_nom_max.py fixes #112 Co-Authored-By: Jonas Hörsch <jonas.hoersch@posteo.de> * plot_p_nom_max: small correction * config.tutorial.yaml fix snapshots end * use techs instead of technology * revert try out from previous commit, complete replacing * change clusters -> clusts in plot_p_nom_max due to wildcard constraints of clusters * change clusters -> clusts in plot_p_nom_max due to wildcard constraints of clusters II
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cum_p_nom_max(net, tech, country).plot(x="p_max_pu", y="cum_p_nom_max",
label=cluster, ax=axes[i], **plot_kwds)
for i, tech in enumerate(techs):
Introduce mocksnakemake which acutally parses Snakefile (#107) * rewrite mocksnakemake for parsing real Snakefile * continue add function to scripts * going through all scripts, setting new mocksnakemake * fix plotting scripts * fix build_country_flh * fix build_country_flh II * adjust config files * fix make_summary for tutorial network * create dir also for output * incorporate suggestions * consistent import of mocksnakemake * consistent import of mocksnakemake II * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/plot_network.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/plot_network.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * Update scripts/retrieve_databundle.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * use pathlib for mocksnakemake * rename mocksnakemake into mock_snakemake * revert change in data * Update scripts/_helpers.py Co-Authored-By: euronion <42553970+euronion@users.noreply.github.com> * remove setting logfile in mock_snakemake, use Path in configure_logging * fix fallback path and base_dir fix return type of make_io_accessable * reformulate mock_snakemake * incorporate suggestion, fix typos * mock_snakemake: apply absolute paths again, add assertion error *.py: make hard coded io path accessable for mock_snakemake * retrieve_natura_raster: use snakemake.output for fn_out * include suggestion * Apply suggestions from code review Co-Authored-By: Jonas Hörsch <jonas.hoersch@posteo.de> * linting, add return ad end of file * Update scripts/plot_p_nom_max.py Co-Authored-By: Jonas Hörsch <jonas.hoersch@posteo.de> * Update scripts/plot_p_nom_max.py fixes #112 Co-Authored-By: Jonas Hörsch <jonas.hoersch@posteo.de> * plot_p_nom_max: small correction * config.tutorial.yaml fix snapshots end * use techs instead of technology * revert try out from previous commit, complete replacing * change clusters -> clusts in plot_p_nom_max due to wildcard constraints of clusters * change clusters -> clusts in plot_p_nom_max due to wildcard constraints of clusters II
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ax = axes[i]
ax.set_xlabel(f"Capacity factor of {tech}")
ax.set_ylabel("Cumulative installable capacity / TW")
plt.legend(title="Cluster level")
fig.savefig(out[0], transparent=True, bbox_inches='tight')