Minimal OpenSCM-Runner example with CICERO-SCM#
import logging
from pathlib import Path
import matplotlib.pyplot as plt
import scmdata
import openscm_runner
from openscm_runner.adapters import CICEROSCMPY
from openscm_runner.run import run
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/scmdata/database/_database.py:9: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)
import tqdm.autonotebook as tqdman
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/pymagicc/io/base.py:224: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df = pd.read_csv(
STDERR_INFO_HANDLER = logging.StreamHandler()
FORMATTER = logging.Formatter(
"%(asctime)s %(name)s %(threadName)s - %(levelname)s: %(message)s",
datefmt="%Y-%m-%d %H:%M:%S",
)
STDERR_INFO_HANDLER.setFormatter(FORMATTER)
OPENSCM_RUNNER_LOGGER = logging.getLogger("openscm_runner")
OPENSCM_RUNNER_LOGGER.setLevel(logging.INFO)
OPENSCM_RUNNER_LOGGER.addHandler(STDERR_INFO_HANDLER)
openscm_runner.__version__
'0.13.1a0'
cicero_scm = CICEROSCMPY()
cicero_scm.get_version()
'1.1.1'
input_emissions = scmdata.ScmRun(
str(
Path("..")
/ ".."
/ ".."
/ ".."
/ "tests"
/ "test-data"
/ "clean_scenarios_full_ssps.csv"
),
lowercase_cols=True,
).drop_meta(["activity_id", "mip_era"])
input_emissions.head(30)
| time | 2015-01-01 00:00:00 | 2016-01-01 00:00:00 | 2017-01-01 00:00:00 | 2018-01-01 00:00:00 | 2019-01-01 00:00:00 | 2020-01-01 00:00:00 | 2021-01-01 00:00:00 | 2022-01-01 00:00:00 | 2023-01-01 00:00:00 | 2024-01-01 00:00:00 | ... | 2491-01-01 00:00:00 | 2492-01-01 00:00:00 | 2493-01-01 00:00:00 | 2494-01-01 00:00:00 | 2495-01-01 00:00:00 | 2496-01-01 00:00:00 | 2497-01-01 00:00:00 | 2498-01-01 00:00:00 | 2499-01-01 00:00:00 | 2500-01-01 00:00:00 | ||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| model | region | scenario | unit | variable | |||||||||||||||||||||
| AIM/CGE | World | ssp370 | Mt BC/yr | Emissions|BC | 9.727424 | 9.827463 | 9.927776 | 10.027815 | 10.127854 | 10.227893 | 10.273947 | 10.319876 | 10.365804 | 10.411732 | ... | 1.665267 | 1.665267 | 1.665267 | 1.665267 | 1.665267 | 1.665267 | 1.665267 | 1.665267 | 1.665267 | 1.665267 |
| Mt CH4/yr | Emissions|CH4 | 388.072796 | 394.145751 | 400.235345 | 406.308301 | 412.381256 | 418.454212 | 423.752003 | 429.035318 | 434.318634 | 439.601950 | ... | 401.196557 | 401.196557 | 401.196557 | 401.196557 | 401.196557 | 401.196557 | 401.196557 | 401.196557 | 401.196557 | 401.196557 | |||
| Mt CO/yr | Emissions|CO | 934.349885 | 941.116189 | 947.901031 | 954.667335 | 961.433639 | 968.199943 | 969.922626 | 971.640602 | 973.358579 | 975.076555 | ... | 332.366037 | 332.366037 | 332.366037 | 332.366037 | 332.366037 | 332.366037 | 332.366037 | 332.366037 | 332.366037 | 332.366037 | |||
| kt HFC125/yr | Emissions|HFC125 | 78.790600 | 93.911413 | 109.073652 | 124.194465 | 139.315277 | 154.436090 | 160.239466 | 166.026986 | 171.814507 | 177.602027 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt HFC134a/yr | Emissions|HFC134a | 201.953400 | 208.272777 | 214.609468 | 220.928845 | 227.248223 | 233.567600 | 230.112953 | 226.667744 | 223.222536 | 219.777328 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt HFC143a/yr | Emissions|HFC143a | 32.381000 | 37.151646 | 41.935362 | 46.706008 | 51.476654 | 56.247300 | 58.236865 | 60.220994 | 62.205124 | 64.189253 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt HFC152a/yr | Emissions|HFC152a | 55.881400 | 55.803972 | 55.726331 | 55.648903 | 55.571474 | 55.494046 | 53.444477 | 51.400509 | 49.356540 | 47.312571 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt HFC227ea/yr | Emissions|HFC227ea | 3.663300 | 3.922643 | 4.182696 | 4.442038 | 4.701381 | 4.960724 | 4.971996 | 4.983237 | 4.994479 | 5.005720 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt HFC23/yr | Emissions|HFC23 | 14.485700 | 12.060929 | 9.629514 | 7.204743 | 4.779971 | 2.355200 | 2.172070 | 1.989440 | 1.806810 | 1.624180 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt HFC236fa/yr | Emissions|HFC236fa | 0.260400 | 0.292203 | 0.324092 | 0.355895 | 0.387697 | 0.419500 | 0.433597 | 0.447655 | 0.461714 | 0.475772 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt HFC245fa/yr | Emissions|HFC245fa | 11.728500 | 13.160962 | 14.597349 | 16.029811 | 17.462274 | 18.894736 | 19.529612 | 20.162753 | 20.795894 | 21.429035 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt HFC32/yr | Emissions|HFC32 | 38.579200 | 32.121399 | 25.645904 | 19.188103 | 12.730301 | 6.272500 | 5.784777 | 5.298387 | 4.811997 | 4.325607 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt HFC365mfc/yr | Emissions|HFC365mfc | 4.649200 | 4.794680 | 4.940558 | 5.086038 | 5.231518 | 5.376998 | 5.297472 | 5.218163 | 5.138854 | 5.059545 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt HFC4310mee/yr | Emissions|HFC4310mee | 1.151600 | 1.150004 | 1.148405 | 1.146809 | 1.145214 | 1.143618 | 1.101381 | 1.059259 | 1.017137 | 0.975015 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt NF3/yr | Emissions|NF3 | 1.358100 | 1.371252 | 1.384440 | 1.397591 | 1.410743 | 1.423895 | 1.428280 | 1.432654 | 1.437027 | 1.441401 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt C2F6/yr | Emissions|C2F6 | 1.570000 | 1.659611 | 1.749467 | 1.839078 | 1.928689 | 2.018300 | 1.952083 | 1.886048 | 1.820012 | 1.753976 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt C3F8/yr | Emissions|C3F8 | 0.447800 | 0.473366 | 0.499002 | 0.524568 | 0.550134 | 0.575700 | 0.556814 | 0.537979 | 0.519145 | 0.500310 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt C4F10/yr | Emissions|C4F10 | 0.099400 | 0.105071 | 0.110758 | 0.116429 | 0.122100 | 0.127771 | 0.123579 | 0.119398 | 0.115217 | 0.111036 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt C5F12/yr | Emissions|C5F12 | 0.043500 | 0.045977 | 0.048461 | 0.050938 | 0.053416 | 0.055893 | 0.054060 | 0.052231 | 0.050403 | 0.048575 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt C6F14/yr | Emissions|C6F14 | 0.350000 | 0.369967 | 0.389989 | 0.409956 | 0.429923 | 0.449891 | 0.435136 | 0.420422 | 0.405707 | 0.390993 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt C7F16/yr | Emissions|C7F16 | 0.233800 | 0.247153 | 0.260542 | 0.273895 | 0.287247 | 0.300600 | 0.290731 | 0.280889 | 0.271047 | 0.261205 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt C8F18/yr | Emissions|C8F18 | 0.101400 | 0.107197 | 0.113010 | 0.118806 | 0.124603 | 0.130400 | 0.126122 | 0.121855 | 0.117589 | 0.113322 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt CF4/yr | Emissions|CF4 | 10.869900 | 11.245971 | 11.623071 | 11.999142 | 12.375212 | 12.751283 | 12.508431 | 12.266242 | 12.024053 | 11.781865 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt cC4F8/yr | Emissions|cC4F8 | 1.267200 | 1.311055 | 1.355030 | 1.398885 | 1.442739 | 1.486594 | 1.458263 | 1.430009 | 1.401756 | 1.373502 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt SF6/yr | Emissions|SF6 | 8.020000 | 8.097717 | 8.175648 | 8.253365 | 8.331083 | 8.408800 | 8.434690 | 8.460508 | 8.486327 | 8.512146 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt SO2F2/yr | Emissions|SO2F2 | 2.531700 | 2.619292 | 2.707125 | 2.794717 | 2.882310 | 2.969902 | 2.913341 | 2.856935 | 2.800528 | 2.744122 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt CCl4/yr | Emissions|CCl4 | 47.547600 | 45.018546 | 42.482563 | 39.953508 | 37.424454 | 34.895400 | 33.282295 | 31.673597 | 30.064899 | 28.456201 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt CFC11/yr | Emissions|CFC11 | 43.573400 | 41.881747 | 40.185459 | 38.493806 | 36.802153 | 35.110500 | 33.876730 | 32.646332 | 31.415933 | 30.185534 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt CFC113/yr | Emissions|CFC113 | 0.874200 | 0.781611 | 0.688768 | 0.596179 | 0.503589 | 0.411000 | 0.378929 | 0.346945 | 0.314961 | 0.282978 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | |||
| kt CFC114/yr | Emissions|CFC114 | 1.669600 | 1.515316 | 1.360609 | 1.206325 | 1.052041 | 0.897757 | 0.833804 | 0.770025 | 0.706247 | 0.642468 | ... | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
30 rows × 486 columns
res = run(
climate_models_cfgs={
"CICEROSCMPY": [
# @marit, how do you get the model to stop in 2100?
{
"scenario_end": input_emissions["year"].max(),
"model_end": input_emissions["year"].max(),
**cfg,
}
for cfg in [
# {}, # passing an empty list of an empty dict will do <@marit to write>
{
"Index": 30040,
"pamset_udm": {
"lambda": 0.540,
"akapa": 0.341,
"cpi": 0.556,
"W": 1.897,
"rlamdo": 16.618,
"beto": 3.225,
"mixed": 107.277,
},
"pamset_emiconc": {
"qdirso2": -0.457,
"qindso2": -0.514,
"qbc": 0.200,
"qoc": -0.103,
},
},
{
"Index": 1,
"pamset_udm": {
"lambda": 0.3925,
"akapa": 0.2421,
"cpi": 0.3745,
"W": 0.8172,
"rlamdo": 16.4599,
"beto": 4.4369,
"mixed": 35.4192,
},
"pamset_emiconc": {
"qdirso2": -0.3428,
"qindso2": -0.3856,
"qbc": 0.1507,
"qoc": -0.0776,
},
},
# {"q": np.array([0.3, 0.45]), "r0": 30.0, "lambda_global": 0.9},
# {"q": np.array([0.35, 0.4]), "r0": 25.0, "lambda_global": 1.1},
]
],
},
scenarios=input_emissions,
output_variables=(
"Surface Air Temperature Change",
"Atmospheric Concentrations|CO2",
"Effective Radiative Forcing",
"Effective Radiative Forcing|CO2",
"Effective Radiative Forcing|CH4",
"Effective Radiative Forcing|N2O",
"Effective Radiative Forcing|Greenhouse Gases",
"Effective Radiative Forcing|Aerosols",
"Effective Radiative Forcing|Aerosols|Direct Effect|BC",
"Effective Radiative Forcing|Aerosols|Direct Effect|OC",
"Effective Radiative Forcing|Aerosols|Direct Effect|SOx",
"Effective Radiative Forcing|Aerosols|Direct Effect",
"Effective Radiative Forcing|Aerosols|Indirect Effect",
),
# not yet implemented
# out_config={"CICEROSCM": ("lambda",)}
).filter(
year=range(1, input_emissions["year"].max() + 1)
) # TODO: remove filter once we know how to stop the model
2024-01-30 13:54:18 openscm_runner.adapters.utils.cicero_utils._run_ciceroscm_parallel MainThread - INFO: Entered _parallel_ciceroscm
2024-01-30 13:54:18 openscm_runner.adapters.utils.cicero_utils._run_ciceroscm_parallel MainThread - INFO: Running in parallel with up to 2 workers
2024-01-30 13:54:19 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: {'HFC152a', 'HFC236fa', 'C3F8', 'CH2Cl2', 'C7F16', 'Halon1202', 'NF3', 'C8F18', 'cC4F8', 'CH3Cl', 'CHCl3', 'SO2F2', 'HFC365mfc', 'C4F10', 'C5F12'} not used by CICERO-SCM
2024-01-30 13:54:19 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: {'HFC152a', 'HFC236fa', 'C3F8', 'CH2Cl2', 'C7F16', 'Halon1202', 'NF3', 'C8F18', 'cC4F8', 'CH3Cl', 'CHCl3', 'SO2F2', 'HFC365mfc', 'C4F10', 'C5F12'} not used by CICERO-SCM
2024-01-30 13:54:22 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No HCFC-123 data available, using ssp245
2024-01-30 13:54:22 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_BC data available, using ssp245
2024-01-30 13:54:22 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_OC data available, using ssp245
2024-01-30 13:54:22 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No HCFC-123 data available, using ssp245
Parameter idtm not in pamset. Using default value 24
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:39: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_gas = pd.read_csv(filename, delim_whitespace=True, index_col=0)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:98: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_input = pd.read_csv(
2024-01-30 13:54:22 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_BC data available, using ssp245
2024-01-30 13:54:22 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_OC data available, using ssp245
Parameter idtm not in pamset. Using default value 24
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:39: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_gas = pd.read_csv(filename, delim_whitespace=True, index_col=0)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:98: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_input = pd.read_csv(
11
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141
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11
12
142
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
113
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
114
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
115
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
22
Parameter ldtime not in pamset. Using default value 12
141
123
142
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
Parameter qbmb not in pamset. Using default value 0.0
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
Parameter qo3 not in pamset. Using default value 0.5
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
Surface Air Temperature Change
Atmospheric Concentrations|CO2
Effective Radiative Forcing
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Surface Air Temperature Change
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Atmospheric Concentrations|CO2
Effective Radiative Forcing
Effective Radiative Forcing|Aerosols|Direct Effect
Effective Radiative Forcing|Aerosols|Indirect Effect
Effective Radiative Forcing|CO2
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Effective Radiative Forcing|CH4
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Effective Radiative Forcing|N2O
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Effective Radiative Forcing|Aerosols|Direct Effect
Effective Radiative Forcing|Aerosols|Indirect Effect
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
Surface Air Temperature Change
Surface Air Temperature Change
Atmospheric Concentrations|CO2
Atmospheric Concentrations|CO2
Effective Radiative Forcing
Effective Radiative Forcing
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Effective Radiative Forcing|Aerosols
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Effective Radiative Forcing|Aerosols|Indirect Effect
Effective Radiative Forcing|Aerosols|Direct Effect
Effective Radiative Forcing|Aerosols|Indirect Effect
2024-01-30 13:54:50 openscm_runner.adapters.ciceroscm_py_adapter.ciceroscmpy MainThread - INFO: Finished run
2024-01-30 13:54:50 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: {'HFC152a', 'HFC236fa', 'C3F8', 'CH2Cl2', 'C7F16', 'Halon1202', 'NF3', 'C8F18', 'cC4F8', 'CH3Cl', 'CHCl3', 'SO2F2', 'HFC365mfc', 'C4F10', 'C5F12'} not used by CICERO-SCM
2024-01-30 13:54:50 openscm_runner.adapters.ciceroscm_py_adapter.ciceroscmpy MainThread - INFO: Finished run
2024-01-30 13:54:50 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: {'HFC152a', 'HFC236fa', 'C3F8', 'CH2Cl2', 'C7F16', 'Halon1202', 'NF3', 'C8F18', 'cC4F8', 'CH3Cl', 'CHCl3', 'SO2F2', 'HFC365mfc', 'C4F10', 'C5F12'} not used by CICERO-SCM
2024-01-30 13:54:50 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No HCFC-123 data available, using ssp245
2024-01-30 13:54:50 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No HCFC-123 data available, using ssp245
2024-01-30 13:54:50 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_BC data available, using ssp245
2024-01-30 13:54:50 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_OC data available, using ssp245
Parameter idtm not in pamset. Using default value 24
2024-01-30 13:54:50 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_BC data available, using ssp245
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:39: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_gas = pd.read_csv(filename, delim_whitespace=True, index_col=0)
2024-01-30 13:54:50 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_OC data available, using ssp245
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:98: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_input = pd.read_csv(
Parameter idtm not in pamset. Using default value 24
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:39: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_gas = pd.read_csv(filename, delim_whitespace=True, index_col=0)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:98: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_input = pd.read_csv(
11
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/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
113
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
114
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
115
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
22
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
141
123
Parameter fnso not in pamset. Using default value 0.7531
142
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
Parameter qo3 not in pamset. Using default value 0.5
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
Parameter ref_yr not in pamset. Using default value 2010
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
Parameter beta_f not in pamset. Using default value 0.287
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
Surface Air Temperature Change
Atmospheric Concentrations|CO2
Effective Radiative Forcing
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Effective Radiative Forcing|Aerosols|Direct Effect
Effective Radiative Forcing|Aerosols|Indirect Effect
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
Surface Air Temperature Change
Atmospheric Concentrations|CO2
Effective Radiative Forcing
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Effective Radiative Forcing|Aerosols|Direct Effect
Effective Radiative Forcing|Aerosols|Indirect Effect
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
Surface Air Temperature Change
Atmospheric Concentrations|CO2
Effective Radiative Forcing
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Effective Radiative Forcing|Aerosols|Direct Effect
Surface Air Temperature Change
Effective Radiative Forcing|Aerosols|Indirect Effect
Atmospheric Concentrations|CO2
Effective Radiative Forcing
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
2024-01-30 13:55:20 openscm_runner.adapters.ciceroscm_py_adapter.ciceroscmpy MainThread - INFO: Finished run
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Effective Radiative Forcing|Aerosols|Direct Effect|OC
2024-01-30 13:55:20 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: {'HFC152a', 'HFC236fa', 'C3F8', 'CH2Cl2', 'C7F16', 'Halon1202', 'NF3', 'C8F18', 'cC4F8', 'CH3Cl', 'CHCl3', 'SO2F2', 'HFC365mfc', 'C4F10', 'C5F12'} not used by CICERO-SCM
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Effective Radiative Forcing|Aerosols|Direct Effect
Effective Radiative Forcing|Aerosols|Indirect Effect
2024-01-30 13:55:20 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No HCFC-123 data available, using ssp245
2024-01-30 13:55:20 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_BC data available, using ssp245
2024-01-30 13:55:20 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_OC data available, using ssp245
Parameter idtm not in pamset. Using default value 24
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:39: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_gas = pd.read_csv(filename, delim_whitespace=True, index_col=0)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:98: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_input = pd.read_csv(
2024-01-30 13:55:21 openscm_runner.adapters.ciceroscm_py_adapter.ciceroscmpy MainThread - INFO: Finished run
2024-01-30 13:55:21 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: {'HFC152a', 'HFC236fa', 'C3F8', 'CH2Cl2', 'C7F16', 'Halon1202', 'NF3', 'C8F18', 'cC4F8', 'CH3Cl', 'CHCl3', 'SO2F2', 'HFC365mfc', 'C4F10', 'C5F12'} not used by CICERO-SCM
2024-01-30 13:55:21 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No HCFC-123 data available, using ssp245
2024-01-30 13:55:21 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_BC data available, using ssp245
2024-01-30 13:55:21 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_OC data available, using ssp245
Parameter idtm not in pamset. Using default value 24
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:39: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_gas = pd.read_csv(filename, delim_whitespace=True, index_col=0)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:98: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_input = pd.read_csv(
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/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
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/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
Surface Air Temperature Change
Atmospheric Concentrations|CO2
Effective Radiative Forcing
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Surface Air Temperature Change
Atmospheric Concentrations|CO2
Effective Radiative Forcing
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Effective Radiative Forcing|Aerosols|Direct Effect
Effective Radiative Forcing|Aerosols|Indirect Effect
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Effective Radiative Forcing|Aerosols|Direct Effect
Effective Radiative Forcing|Aerosols|Indirect Effect
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
Surface Air Temperature Change
Atmospheric Concentrations|CO2
Effective Radiative Forcing
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Surface Air Temperature Change
Effective Radiative Forcing|Aerosols|Direct Effect
Atmospheric Concentrations|CO2
Effective Radiative Forcing|Aerosols|Indirect Effect
Effective Radiative Forcing
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
2024-01-30 13:55:50 openscm_runner.adapters.ciceroscm_py_adapter.ciceroscmpy MainThread - INFO: Finished run
Effective Radiative Forcing|Aerosols|Direct Effect|BC
2024-01-30 13:55:50 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: {'HFC152a', 'HFC236fa', 'C3F8', 'CH2Cl2', 'C7F16', 'Halon1202', 'NF3', 'C8F18', 'cC4F8', 'CH3Cl', 'CHCl3', 'SO2F2', 'HFC365mfc', 'C4F10', 'C5F12'} not used by CICERO-SCM
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Effective Radiative Forcing|Aerosols|Direct Effect
2024-01-30 13:55:50 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No HCFC-123 data available, using ssp245
Effective Radiative Forcing|Aerosols|Indirect Effect
2024-01-30 13:55:50 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_BC data available, using ssp245
2024-01-30 13:55:50 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_OC data available, using ssp245
Parameter idtm not in pamset. Using default value 24
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:39: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_gas = pd.read_csv(filename, delim_whitespace=True, index_col=0)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:98: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_input = pd.read_csv(
2024-01-30 13:55:50 openscm_runner.adapters.ciceroscm_py_adapter.ciceroscmpy MainThread - INFO: Finished run
2024-01-30 13:55:50 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: {'HFC152a', 'HFC236fa', 'C3F8', 'CH2Cl2', 'C7F16', 'Halon1202', 'NF3', 'C8F18', 'cC4F8', 'CH3Cl', 'CHCl3', 'SO2F2', 'HFC365mfc', 'C4F10', 'C5F12'} not used by CICERO-SCM
2024-01-30 13:55:50 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No HCFC-123 data available, using ssp245
2024-01-30 13:55:50 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_BC data available, using ssp245
2024-01-30 13:55:50 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_OC data available, using ssp245
Parameter idtm not in pamset. Using default value 24
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:39: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_gas = pd.read_csv(filename, delim_whitespace=True, index_col=0)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:98: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_input = pd.read_csv(
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/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
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/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
Surface Air Temperature Change
Atmospheric Concentrations|CO2
Effective Radiative Forcing
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Effective Radiative Forcing|Aerosols|Direct Effect
Effective Radiative Forcing|Aerosols|Indirect Effect
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
Surface Air Temperature Change
Atmospheric Concentrations|CO2
Effective Radiative Forcing
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Effective Radiative Forcing|Aerosols|Direct Effect
Effective Radiative Forcing|Aerosols|Indirect Effect
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
Surface Air Temperature Change
Atmospheric Concentrations|CO2
Effective Radiative Forcing
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Effective Radiative Forcing|Aerosols|Direct Effect
Effective Radiative Forcing|Aerosols|Indirect Effect
Surface Air Temperature Change
Atmospheric Concentrations|CO2
Effective Radiative Forcing
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
2024-01-30 13:56:20 openscm_runner.adapters.ciceroscm_py_adapter.ciceroscmpy MainThread - INFO: Finished run
Effective Radiative Forcing|Aerosols
2024-01-30 13:56:20 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: {'HFC152a', 'HFC236fa', 'C3F8', 'CH2Cl2', 'C7F16', 'Halon1202', 'NF3', 'C8F18', 'cC4F8', 'CH3Cl', 'CHCl3', 'SO2F2', 'HFC365mfc', 'C4F10', 'C5F12'} not used by CICERO-SCM
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
2024-01-30 13:56:20 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No HCFC-123 data available, using ssp245
Effective Radiative Forcing|Aerosols|Direct Effect
Effective Radiative Forcing|Aerosols|Indirect Effect
2024-01-30 13:56:20 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_BC data available, using ssp245
2024-01-30 13:56:20 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_OC data available, using ssp245
Parameter idtm not in pamset. Using default value 24
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:39: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_gas = pd.read_csv(filename, delim_whitespace=True, index_col=0)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:98: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_input = pd.read_csv(
2024-01-30 13:56:20 openscm_runner.adapters.ciceroscm_py_adapter.ciceroscmpy MainThread - INFO: Finished run
2024-01-30 13:56:20 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: {'HFC152a', 'HFC236fa', 'C3F8', 'CH2Cl2', 'C7F16', 'Halon1202', 'NF3', 'C8F18', 'cC4F8', 'CH3Cl', 'CHCl3', 'SO2F2', 'HFC365mfc', 'C4F10', 'C5F12'} not used by CICERO-SCM
2024-01-30 13:56:20 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No HCFC-123 data available, using ssp245
2024-01-30 13:56:21 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_BC data available, using ssp245
2024-01-30 13:56:21 openscm_runner.adapters.utils.cicero_utils.make_scenario_common MainThread - WARNING: No BMB_AEROS_OC data available, using ssp245
Parameter idtm not in pamset. Using default value 24
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:39: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_gas = pd.read_csv(filename, delim_whitespace=True, index_col=0)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:98: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_input = pd.read_csv(
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/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
11
12
113
114
115
22
141
123
142
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/ciceroscm/input_handler.py:513: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\s+'`` instead
df_data = pd.read_csv(
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
Surface Air Temperature Change
Atmospheric Concentrations|CO2
Effective Radiative Forcing
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Effective Radiative Forcing|Aerosols|Direct Effect
Surface Air Temperature Change
Effective Radiative Forcing|Aerosols|Indirect Effect
Atmospheric Concentrations|CO2
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Effective Radiative Forcing
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Effective Radiative Forcing|Aerosols|Direct Effect
Effective Radiative Forcing|Aerosols|Indirect Effect
Parameter threstemp not in pamset. Using default value 7.0
Parameter foan not in pamset. Using default value 0.61
Parameter foas not in pamset. Using default value 0.81
Parameter ebbeta not in pamset. Using default value 0.0
Parameter fnso not in pamset. Using default value 0.7531
Parameter lm not in pamset. Using default value 40
Parameter ldtime not in pamset. Using default value 12
Parameter qbmb not in pamset. Using default value 0.0
Parameter qo3 not in pamset. Using default value 0.5
Parameter qh2o_ch4 not in pamset. Using default value 0.091915
Parameter ref_yr not in pamset. Using default value 2010
Parameter beta_f not in pamset. Using default value 0.287
Surface Air Temperature Change
Atmospheric Concentrations|CO2
Effective Radiative Forcing
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Effective Radiative Forcing|Aerosols|Direct Effect
Effective Radiative Forcing|Aerosols|Indirect Effect
Surface Air Temperature Change
2024-01-30 13:56:48 openscm_runner.adapters.ciceroscm_py_adapter.ciceroscmpy MainThread - INFO: Finished run
Atmospheric Concentrations|CO2
Effective Radiative Forcing
Effective Radiative Forcing|CO2
Effective Radiative Forcing|CH4
Effective Radiative Forcing|N2O
Effective Radiative Forcing|Greenhouse Gases
Effective Radiative Forcing|Aerosols
Effective Radiative Forcing|Aerosols|Direct Effect|BC
Effective Radiative Forcing|Aerosols|Direct Effect|OC
Effective Radiative Forcing|Aerosols|Direct Effect|SOx
Effective Radiative Forcing|Aerosols|Direct Effect
Effective Radiative Forcing|Aerosols|Indirect Effect
2024-01-30 13:56:48 openscm_runner.adapters.ciceroscm_py_adapter.ciceroscmpy MainThread - INFO: Finished run
2024-01-30 13:56:48 openscm_runner.adapters.utils.cicero_utils._run_ciceroscm_parallel MainThread - INFO: Appending CICERO-SCM results into a single ScmRun
2024-01-30 13:56:48 openscm_runner.run MainThread - INFO: Only one model run, returning its results
res.head()
| time | 1750-01-01 00:00:00 | 1751-01-01 00:00:00 | 1752-01-01 00:00:00 | 1753-01-01 00:00:00 | 1754-01-01 00:00:00 | 1755-01-01 00:00:00 | 1756-01-01 00:00:00 | 1757-01-01 00:00:00 | 1758-01-01 00:00:00 | 1759-01-01 00:00:00 | ... | 2491-01-01 00:00:00 | 2492-01-01 00:00:00 | 2493-01-01 00:00:00 | 2494-01-01 00:00:00 | 2495-01-01 00:00:00 | 2496-01-01 00:00:00 | 2497-01-01 00:00:00 | 2498-01-01 00:00:00 | 2499-01-01 00:00:00 | 2500-01-01 00:00:00 | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| climate_model | model | region | run_id | scenario | unit | variable | |||||||||||||||||||||
| CICERO-SCM-PY | IMAGE | World | 30040 | ssp119 | K | Surface Air Temperature Change | 0.024533 | 0.039848 | 0.047527 | 0.050594 | 0.050361 | 0.045774 | 0.017755 | 0.019224 | 0.029289 | 0.042297 | ... | -1.709923 | -1.710202 | -1.710480 | -1.710758 | -1.711034 | -1.711310 | -1.711585 | -1.711858 | -1.712131 | -1.712403 |
| ppm | Atmospheric Concentrations|CO2 | 278.037703 | 278.072183 | 278.104705 | 278.135873 | 278.166063 | 278.195537 | 278.224562 | 278.253198 | 278.281554 | 278.309720 | ... | 318.820909 | 318.804120 | 318.787365 | 318.770644 | 318.753957 | 318.737303 | 318.720684 | 318.704099 | 318.687548 | 318.671032 | |||||
| W/m^2 | Effective Radiative Forcing | 0.259367 | 0.242095 | 0.213386 | 0.178202 | 0.144341 | 0.096575 | -0.135500 | 0.013334 | 0.143706 | 0.222568 | ... | -3.405112 | -3.405456 | -3.405799 | -3.406141 | -3.406482 | -3.406822 | -3.407161 | -3.407500 | -3.407837 | -3.408173 | |||||
| Effective Radiative Forcing|CO2 | 0.000000 | 0.000690 | 0.001342 | 0.001965 | 0.002570 | 0.003160 | 0.003741 | 0.004314 | 0.004881 | 0.005445 | ... | 0.764864 | 0.764568 | 0.764273 | 0.763978 | 0.763684 | 0.763391 | 0.763098 | 0.762805 | 0.762514 | 0.762222 | ||||||
| Effective Radiative Forcing|CH4 | 0.000000 | 0.000279 | 0.000964 | 0.001437 | 0.001803 | 0.002147 | 0.002588 | 0.002892 | 0.003094 | 0.003024 | ... | 0.029861 | 0.029861 | 0.029861 | 0.029861 | 0.029861 | 0.029861 | 0.029861 | 0.029861 | 0.029862 | 0.029862 |
5 rows × 751 columns
res.tail()
| time | 1750-01-01 00:00:00 | 1751-01-01 00:00:00 | 1752-01-01 00:00:00 | 1753-01-01 00:00:00 | 1754-01-01 00:00:00 | 1755-01-01 00:00:00 | 1756-01-01 00:00:00 | 1757-01-01 00:00:00 | 1758-01-01 00:00:00 | 1759-01-01 00:00:00 | ... | 2491-01-01 00:00:00 | 2492-01-01 00:00:00 | 2493-01-01 00:00:00 | 2494-01-01 00:00:00 | 2495-01-01 00:00:00 | 2496-01-01 00:00:00 | 2497-01-01 00:00:00 | 2498-01-01 00:00:00 | 2499-01-01 00:00:00 | 2500-01-01 00:00:00 | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| climate_model | model | region | run_id | scenario | unit | variable | |||||||||||||||||||||
| CICERO-SCM-PY | REMIND-MAGPIE | World | 1 | ssp585 | W/m^2 | Effective Radiative Forcing|Aerosols|Direct Effect|BC | 0.0 | -0.000144 | -0.000143 | -0.000024 | 0.000173 | 0.000100 | 0.000128 | 0.000388 | 0.000127 | 0.000341 | ... | -0.003387 | -0.003387 | -0.003387 | -0.003387 | -0.003387 | -0.003387 | -0.003387 | -0.003387 | -0.003387 | -0.003387 |
| Effective Radiative Forcing|Aerosols|Direct Effect|OC | -0.0 | 0.000085 | 0.000070 | -0.000027 | -0.000178 | -0.000142 | -0.000173 | -0.000367 | -0.000201 | -0.000363 | ... | -0.007106 | -0.007106 | -0.007106 | -0.007106 | -0.007106 | -0.007106 | -0.007106 | -0.007106 | -0.007106 | -0.007106 | ||||||
| Effective Radiative Forcing|Aerosols|Direct Effect|SOx | -0.0 | 0.000095 | 0.000129 | 0.000088 | -0.000066 | -0.000007 | 0.000063 | -0.000203 | -0.000119 | -0.000101 | ... | 0.001335 | 0.001335 | 0.001335 | 0.001335 | 0.001335 | 0.001335 | 0.001335 | 0.001335 | 0.001335 | 0.001335 | ||||||
| Effective Radiative Forcing|Aerosols|Direct Effect | 0.0 | 0.000037 | 0.000056 | 0.000037 | -0.000071 | -0.000049 | 0.000018 | -0.000182 | -0.000194 | -0.000124 | ... | -0.009158 | -0.009158 | -0.009158 | -0.009158 | -0.009158 | -0.009158 | -0.009158 | -0.009158 | -0.009158 | -0.009158 | ||||||
| Effective Radiative Forcing|Aerosols|Indirect Effect | -0.0 | 0.000107 | 0.000145 | 0.000099 | -0.000075 | -0.000008 | 0.000071 | -0.000228 | -0.000134 | -0.000113 | ... | 0.001502 | 0.001502 | 0.001502 | 0.001502 | 0.001502 | 0.001502 | 0.001502 | 0.001502 | 0.001502 | 0.001502 |
5 rows × 751 columns
plot_kwargs = dict(
quantiles_plumes=[((0.05, 0.95), 0.5), ((0.5,), 1.0)],
quantile_over="run_id",
hue_var="scenario",
style_var="model",
style_label="IAM",
time_axis="year",
)
ax = plt.figure(figsize=(12, 7)).add_subplot(111)
res.filter(variable="Surface Air Temperature Change").plumeplot(ax=ax, **plot_kwargs)
ax.axhline(1.1)
ax.axvline(2018)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/scmdata/run.py:197: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`
df.reset_index(inplace=True)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/scmdata/run.py:197: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`
df.reset_index(inplace=True)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/scmdata/run.py:197: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`
df.reset_index(inplace=True)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/scmdata/run.py:197: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`
df.reset_index(inplace=True)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/scmdata/run.py:197: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`
df.reset_index(inplace=True)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/scmdata/run.py:197: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`
df.reset_index(inplace=True)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/scmdata/run.py:197: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`
df.reset_index(inplace=True)
<matplotlib.lines.Line2D at 0x7f63aa415220>
ax = plt.figure(figsize=(12, 7)).add_subplot(111)
res.filter(variable="Atmospheric Concentrations|CO2").plumeplot(ax=ax, **plot_kwargs)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/scmdata/run.py:197: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`
df.reset_index(inplace=True)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/scmdata/run.py:197: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`
df.reset_index(inplace=True)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/scmdata/run.py:197: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`
df.reset_index(inplace=True)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/scmdata/run.py:197: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`
df.reset_index(inplace=True)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/scmdata/run.py:197: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`
df.reset_index(inplace=True)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/scmdata/run.py:197: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`
df.reset_index(inplace=True)
/home/docs/checkouts/readthedocs.org/user_builds/openscm-runner/envs/latest/lib/python3.9/site-packages/scmdata/run.py:197: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider joining all columns at once using pd.concat(axis=1) instead. To get a de-fragmented frame, use `newframe = frame.copy()`
df.reset_index(inplace=True)
(<Axes: ylabel='ppm'>,
[<matplotlib.patches.Patch at 0x7f63aa423730>,
<matplotlib.collections.PolyCollection at 0x7f63aa89adc0>,
<matplotlib.lines.Line2D at 0x7f63aa1211f0>,
<matplotlib.patches.Patch at 0x7f63aa0baca0>,
<matplotlib.lines.Line2D at 0x7f63aa406ca0>,
<matplotlib.lines.Line2D at 0x7f63aa121b20>,
<matplotlib.lines.Line2D at 0x7f63aa121f10>,
<matplotlib.lines.Line2D at 0x7f63aa121580>,
<matplotlib.lines.Line2D at 0x7f63aa121520>,
<matplotlib.lines.Line2D at 0x7f63aa1212b0>,
<matplotlib.lines.Line2D at 0x7f63aa121e80>,
<matplotlib.lines.Line2D at 0x7f63aa121a00>,
<matplotlib.lines.Line2D at 0x7f63aa1216d0>,
<matplotlib.lines.Line2D at 0x7f63aa2fa130>,
<matplotlib.patches.Patch at 0x7f63aa0bad00>,
<matplotlib.lines.Line2D at 0x7f63aa0badc0>,
<matplotlib.lines.Line2D at 0x7f63aa2d6700>,
<matplotlib.lines.Line2D at 0x7f63aa2d6790>,
<matplotlib.lines.Line2D at 0x7f63aa2d6160>,
<matplotlib.lines.Line2D at 0x7f63aa10ff70>])
ax = plt.figure(figsize=(12, 7)).add_subplot(111)
ax, legend_items = res.filter(
variable="Effective Radiative Forcing*",
scenario="ssp245",
year=range(2000, 2030),
).plumeplot(
quantiles_plumes=[((0.05, 0.95), 0.5), ((0.5,), 1.0)],
quantile_over="run_id",
hue_var="variable",
hue_label="Variable",
style_var="scenario",
style_label="Scenario",
ax=ax,
time_axis="year",
)
ax.legend(handles=legend_items, ncol=2, loc="center right")
<matplotlib.legend.Legend at 0x7f63aa343460>
