Analyzing Monthly Temperature Data to Detect Extreme Events

[camila-trigoso]

Data Type

Reanalyses

Assessment Category

extremes-detection

Dataset Name

reanalysis-era5-land-monthly-means

Question Number

2

Workflow ID

eqctier3-a767b3c1-f3b5-461f-a0aa-dc0cd7c7fdc2

Zipped Notebook

ERA5_Land_Case2.zip

Environment

name: wp5
channels:
  - conda-forge
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  - python-json-logger=2.0.7=pyhd8ed1ab_0
  - python-tzdata=2024.2=pyhd8ed1ab_0
  - python_abi=3.11=5_cp311
  - 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
  - rioxarray=0.17.0=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
  - xarraymannkendall=1.4.5=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
      - pymannkendall==1.4.3
      - sqlalchemy-utils==0.41.2
prefix: /data/common/miniforge3/envs/wp5

Note: you may need to restart the kernel to use updated packages.

Anything else we need to know?

No response

[malmans2]

Hi @camila-trigoso,

I think you already had a similar issue, but you can not jump from heading level 3 to 5. Therefore, I changed ##### Figure to #### Figure.

Permalink: https://github.com/ecmwf-projects/c3s2-eqc-quality-assessment/blob/79b6caf100144267cf85575c500ed5ef3cb05b02/Reanalyses/reanalysis_reanalysis-era5-land-monthly-means_extremes-detection_q02.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

[camila-trigoso]

Thank you Mattia!