Permalink for Seasonal Forecast Reliability user case

[johtoblan]

Data Type

Seasonal Forecasts

Assessment Category

validation

Dataset Name

seasonal-monthly-single-levels

Question Number

3

Workflow ID

eqctier3-01531d25-ba87-4494-9247-ae45ef33ccf0

Zipped Notebook

seasonal_seasonal-monthly-single-levels_validation_q03.zip

Environment

name: wp3
channels:
  - conda-forge
dependencies:
  - _libgcc_mutex=0.1=conda_forge
  - _openmp_mutex=4.5=2_gnu
  - accessible-pygments=0.0.5=pyhd8ed1ab_0
  - affine=2.4.0=pyhd8ed1ab_0
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  - pytz=2024.1=pyhd8ed1ab_0
  - pyyaml=6.0.2=py311h9ecbd09_1
  - pyzmq=26.2.0=py311h7deb3e3_2
  - qhull=2020.2=h434a139_5
  - qt6-main=6.7.2=hadfd74e_5
  - rasterio=1.3.11=py311hce1b398_2
  - re2=2023.09.01=h7f4b329_2
  - readline=8.2=h8228510_1
  - referencing=0.35.1=pyhd8ed1ab_0
  - regionmask=0.12.1=pyhd8ed1ab_0
  - requests=2.32.3=pyhd8ed1ab_0
  - rfc3339-validator=0.1.4=pyhd8ed1ab_0
  - rfc3986-validator=0.1.1=pyh9f0ad1d_0
  - rich=13.8.1=pyhd8ed1ab_0
  - rpds-py=0.20.0=py311h9e33e62_1
  - s2n=1.5.3=h7b32b05_0
  - scikit-learn=1.5.2=py311h57cc02b_1
  - scipy=1.14.1=py311he1f765f_0
  - seaborn=0.13.2=hd8ed1ab_2
  - seaborn-base=0.13.2=pyhd8ed1ab_2
  - send2trash=1.8.3=pyh0d859eb_0
  - setuptools=75.1.0=pyhd8ed1ab_0
  - shapely=2.0.6=py311h9036bbf_1
  - shellingham=1.5.4=pyhd8ed1ab_0
  - simpervisor=1.0.0=pyhd8ed1ab_0
  - six=1.16.0=pyh6c4a22f_0
  - snappy=1.2.1=ha2e4443_0
  - sniffio=1.3.1=pyhd8ed1ab_0
  - snowballstemmer=2.2.0=pyhd8ed1ab_0
  - snuggs=1.4.7=pyhd8ed1ab_1
  - sortedcontainers=2.4.0=pyhd8ed1ab_0
  - soupsieve=2.5=pyhd8ed1ab_1
  - sparse=0.15.4=pyhd8ed1ab_0
  - spdlog=1.14.1=hed91bc2_1
  - sphinx=7.4.7=pyhd8ed1ab_0
  - sphinx-book-theme=1.1.3=pyhd8ed1ab_0
  - sphinx-comments=0.0.3=pyh9f0ad1d_0
  - sphinx-copybutton=0.5.2=pyhd8ed1ab_0
  - sphinx-design=0.6.1=pyhd8ed1ab_1
  - sphinx-external-toc=1.0.1=pyhd8ed1ab_0
  - sphinx-jupyterbook-latex=1.0.0=pyhd8ed1ab_0
  - sphinx-multitoc-numbering=0.1.3=pyhd8ed1ab_0
  - sphinx-thebe=0.3.1=pyhd8ed1ab_0
  - sphinx-togglebutton=0.3.2=pyhd8ed1ab_0
  - sphinxcontrib-applehelp=2.0.0=pyhd8ed1ab_0
  - sphinxcontrib-bibtex=2.6.3=pyhd8ed1ab_0
  - sphinxcontrib-devhelp=2.0.0=pyhd8ed1ab_0
  - sphinxcontrib-htmlhelp=2.1.0=pyhd8ed1ab_0
  - sphinxcontrib-jsmath=1.0.1=pyhd8ed1ab_0
  - sphinxcontrib-qthelp=2.0.0=pyhd8ed1ab_0
  - sphinxcontrib-serializinghtml=1.1.10=pyhd8ed1ab_0
  - sqlalchemy=2.0.35=py311h9ecbd09_0
  - sqlite=3.46.1=h9eae976_0
  - stack_data=0.6.2=pyhd8ed1ab_0
  - statsmodels=0.14.3=py311h9f3472d_1
  - structlog=24.4.0=pyhd8ed1ab_0
  - tabulate=0.9.0=pyhd8ed1ab_1
  - tblib=3.0.0=pyhd8ed1ab_0
  - tenacity=9.0.0=pyhd8ed1ab_0
  - terminado=0.18.1=pyh0d859eb_0
  - threadpoolctl=3.5.0=pyhc1e730c_0
  - tiledb=2.26.1=h4c922dd_1
  - tinycss2=1.3.0=pyhd8ed1ab_0
  - tk=8.6.13=noxft_h4845f30_101
  - toml=0.10.2=pyhd8ed1ab_0
  - tomli=2.0.1=pyhd8ed1ab_0
  - toolz=0.12.1=pyhd8ed1ab_0
  - tornado=6.4.1=py311h9ecbd09_1
  - tqdm=4.66.5=pyhd8ed1ab_0
  - traitlets=5.14.3=pyhd8ed1ab_0
  - typer=0.12.5=pyhd8ed1ab_0
  - typer-slim=0.12.5=pyhd8ed1ab_0
  - typer-slim-standard=0.12.5=hd8ed1ab_0
  - types-python-dateutil=2.9.0.20240906=pyhd8ed1ab_0
  - typing-extensions=4.12.2=hd8ed1ab_0
  - typing_extensions=4.12.2=pyha770c72_0
  - typing_utils=0.1.0=pyhd8ed1ab_0
  - tzcode=2024b=hb9d3cd8_0
  - tzdata=2024a=h8827d51_1
  - uc-micro-py=1.0.3=pyhd8ed1ab_0
  - udunits2=2.2.28=h40f5838_3
  - uri-template=1.3.0=pyhd8ed1ab_0
  - uriparser=0.9.8=hac33072_0
  - urllib3=2.2.3=pyhd8ed1ab_0
  - wayland=1.23.1=h3e06ad9_0
  - wcwidth=0.2.13=pyhd8ed1ab_0
  - webcolors=24.8.0=pyhd8ed1ab_0
  - webencodings=0.5.1=pyhd8ed1ab_2
  - websocket-client=1.8.0=pyhd8ed1ab_0
  - wheel=0.44.0=pyhd8ed1ab_0
  - xarray=2024.9.0=pyhd8ed1ab_0
  - xcb-util=0.4.1=hb711507_2
  - xcb-util-cursor=0.1.5=hb9d3cd8_0
  - xcb-util-image=0.4.0=hb711507_2
  - xcb-util-keysyms=0.4.1=hb711507_0
  - xcb-util-renderutil=0.3.10=hb711507_0
  - xcb-util-wm=0.4.2=hb711507_0
  - xerces-c=3.2.5=h666cd97_1
  - xesmf=0.8.7=pyhd8ed1ab_0
  - xhistogram=0.3.2=pyhd8ed1ab_0
  - xkeyboard-config=2.42=h4ab18f5_0
  - xorg-fixesproto=5.0=hb9d3cd8_1003
  - xorg-inputproto=2.3.2=hb9d3cd8_1003
  - xorg-kbproto=1.0.7=hb9d3cd8_1003
  - xorg-libice=1.1.1=hd590300_0
  - xorg-libsm=1.2.4=h7391055_0
  - xorg-libx11=1.8.9=hb711507_1
  - xorg-libxau=1.0.11=hb9d3cd8_1
  - xorg-libxdmcp=1.1.3=hb9d3cd8_1
  - xorg-libxext=1.3.4=h0b41bf4_2
  - xorg-libxfixes=5.0.3=h7f98852_1004
  - xorg-libxi=1.7.10=h4bc722e_1
  - xorg-libxrender=0.9.11=hd590300_0
  - xorg-libxtst=1.2.5=h4bc722e_0
  - xorg-libxxf86vm=1.1.5=hb9d3cd8_2
  - xorg-recordproto=1.14.2=hb9d3cd8_1003
  - xorg-renderproto=0.11.1=hb9d3cd8_1003
  - xorg-xextproto=7.3.0=hb9d3cd8_1004
  - xorg-xproto=7.0.31=hb9d3cd8_1008
  - xskillscore=0.0.26=pyhd8ed1ab_0
  - xyzservices=2024.9.0=pyhd8ed1ab_0
  - xz=5.2.6=h166bdaf_0
  - yaml=0.2.5=h7f98852_2
  - yarl=1.12.1=py311h9ecbd09_0
  - zarr=2.18.3=pyhd8ed1ab_0
  - zeromq=4.3.5=ha4adb4c_5
  - zict=3.0.0=pyhd8ed1ab_0
  - zipp=3.20.2=pyhd8ed1ab_0
  - zlib=1.3.1=h4ab18f5_1
  - zstandard=0.23.0=py311hbc35293_1
  - zstd=1.5.6=ha6fb4c9_0
  - pip:
      - alembic==1.13.3
      - c3s-eqc-automatic-quality-control==0.1.2.dev113+g12de045
      - cacholote==1.4.0
      - cgul==0.0.4
      - earthkit-geo==0.2.0
      - earthkit-meteo==0.1.1
      - eccodes==2.38.0
      - ecmwflibs==0.6.3
      - kaleido==0.2.1
      - mako==1.3.5
      - sqlalchemy-utils==0.41.2
prefix: /data/common/miniforge3/envs/wp3

Anything else we need to know?

No response

[malmans2]

Permalink: https://github.com/ecmwf-projects/c3s2-eqc-quality-assessment/blob/b3f92388e47ad61128f70733d834032170d9f818/Seasonal_Forecasts/seasonal_seasonal-monthly-single-levels_validation_q03.ipynb

Please ensure that the notebook name is correct. If you need to make any modifications (e.g., addressing the reviewer's comments), please share the new version of the notebook here, and I will provide a new permalink. Let me know once the notebook is accepted, and I will merge the PR into the main branch.

PREVIEW