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+ ---
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+ # For reference on dataset card metadata, see the spec: https://github.com/huggingface/hub-docs/blob/main/datasetcard.md?plain=1
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+ # Doc / guide: https://huggingface.co/docs/hub/datasets-cards
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+ {}
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+ ---
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+
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+ # Dataset Card for ERA5 climate dataset
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+
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+
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+ <!-- Provide a quick summary of the dataset. -->
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+ This dataset is for reproducing [ClimODE](https://github.com/Aalto-QuML/ClimODE) results, which aims to model the climate efficiently with physics-inspired neural networks. It contains a 2004-2018 subset of the [weatherbench](https://dataserv.ub.tum.de/index.php/s/m1524895) data at 5.625deg granularity.
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+ Made with :heart: from by students at [USI](https://www.usi.ch/it).
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+
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+ ## Dataset Details
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+
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+ ### Dataset Sources [optional]
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+
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+ <!-- Provide the basic links for the dataset. -->
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+ - **Repository:** https://dataserv.ub.tum.de/index.php/s/m1524895
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+ - **Paper** https://cds.climate.copernicus.eu/datasets/reanalysis-era5-single-levels
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+
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+ ## Uses
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+ Climate modeling and prediction
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+
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+ ### Direct Use
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+ <!-- This section describes suitable use cases for the dataset. -->
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+ This dataset is used as a supporting resource in [Climode-reproducibility](https://github.com/tornikeo/climode-reproducibility) repository, which aims to reproduce and validate the original paper authors' claims.
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+
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+ ## Dataset Structure
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+
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+ <!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->
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+ The dataset is a set of `.nc` files. These can be read as follows:
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+ ```py
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+ import xarray as xr
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+
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+ # Download the dataset from TornikeO/era5-5.625deg
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+ data = xr.open_mfdataset(
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+ 'era5-5.625deg/geopotential_500/*.nc',
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+ combine='by_coords')
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+ data = data.resample(time="6H").nearest(tolerance="1H") # Setting data to be 6-hour cycles
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+ data_global = data.sel(time=slice('2006','2018')).load() # select subset only
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+ ```
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+
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+ ## Dataset Creation
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+
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+ ### Source Data
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+ <!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). -->
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+ This dataset was generated by downloading [WeatherBench](https://dataserv.ub.tum.de/index.php/s/m1524895) data
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+ #### Data Collection and Processing
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+ <!-- This section describes the data collection and processing process such as data selection criteria, filtering and normalization methods, tools and libraries used, etc. -->
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+ Dataset was downloaded and processed using python, with a simple , using [automated python download script](https://github.com/tornikeo/climode-reproducibility/blob/main/scripts/download.py).
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+
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+ ## Citation [optional]
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+ <!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->
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+ **BibTeX:**
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+ [More Information Needed]
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+ **APA:**
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+ [More Information Needed]
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+ ## Glossary [optional]
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+ <!-- If relevant, include terms and calculations in this section that can help readers understand the dataset or dataset card. -->
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+ [More Information Needed]
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+ ## More Information [optional]
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+ [More Information Needed]
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+ ## Dataset Card Authors [optional]
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+ The Sole author is [Tornike Onoprishvili](https://github.com/tornikeo/).
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+ ## Dataset Card Contact
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+ [More Information Needed]