Datasets:
Update ASR reproducibility dataset card
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README.md
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---
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license: cc-by-4.0
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pretty_name: ASR CYGNSS-SMAP H-GMM reproducibility data
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task_categories:
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- tabular-regression
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tags:
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- cygnss
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- smap
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- gnss-r
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- ocean-wind
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- remote-sensing
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- gaussian-mixture-model
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---
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# ASR CYGNSS-SMAP H-GMM reproducibility repository
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This public dataset repository stores **derived CYGNSS-SMAP collocations, model
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checkpoints, evaluation statistics, and manuscript figures** for the manuscript
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on year-adaptive CYGNSS sea-surface wind retrieval.
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## Upstream public data
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- CYGNSS Level-2 Science Data Record v3.2 (`CYGNSS_L2_V3.2`), NASA PO.DAAC,
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DOI: 10.5067/CYGNS-L2X32.
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- JPL SMAP Level-2B CAP Sea Surface Salinity and extreme-wind product v5.0
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(`SMAP_JPL_L2B_SSS_CAP_V5`), NASA PO.DAAC, DOI: 10.5067/SMP50-2TOCS.
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The upstream raw HDF5/netCDF granules are **not mirrored** here. They are
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retrieved temporarily in Google Colab, transformed into quality-controlled
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collocation shards, and deleted after the derived shard has been uploaded.
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## Repository structure
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- `data/collocations/`: monthly Parquet shards for 2021-2025.
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- `training/`: balanced historical training sample.
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- `models/`: hard-gated H-GMM and chronological calibrators.
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- `predictions/`: 2025 raw and strict out-of-time test predictions.
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- `metrics/`: JSON/CSV statistical outputs and bootstrap intervals.
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- `figures/`: vector PDF and 600-dpi PNG manuscript figures.
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- `manifests/`: provenance, checksums, split definitions, and processing logs.
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- `code/`: exact Colab notebook and support package.
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## Important limitations
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SMAP is treated as an external reference product rather than error-free ground
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truth. The strict primary protocol uses the earliest 5% of 2025 observations as
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chronological anchors and evaluates all later observations without anchor/test
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overlap.
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Repository: `wuff-mann/ASR-CYGNSS-HGMM-Reproducibility`
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