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ghi_crs
float64
0
1.01k
bni_crs
float64
0
1.02k
dhi_crs
float64
0
523
__index_level_0__
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2021-03-01 00:00:00
2026-01-31 23:59:00
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BSRN CAMS Radiation Service (CRS) All-sky Data

All-sky solar radiation data for Baseline Surface Radiation Network (BSRN) stations. These parquet files provide satellite-derived irradiance from the CAMS Radiation Service (CRS) [1].

Dataset Description

Each file contains 1-minute all-sky irradiance variables at a single BSRN station location. Data are retrieved from the SoDa CRS API via the bsrn Python package.

File Structure

Station folders use the lowercase BSRN three-letter code (e.g. qiq, abs, asp, brb).

{station}/
  {station}{MM}{YY}_crs.parquet   # One file per month

Examples:

  • qiq/qiq0124_crs.parquet — QIQ, January 2024
  • abs/abs0321_crs.parquet — ABS, March 2021

Variables

Column Description Source Units (raw)
ghi_crs All-sky global horizontal irradiance CAMS CRS W/m²
bni_crs All-sky beam normal irradiance CAMS CRS W/m²
dhi_crs All-sky diffuse horizontal irradiance CAMS CRS W/m²
  • Index: UTC DatetimeIndex (1-minute resolution, start-of-interval labeled).
  • Time coverage: Variable by station; Himawari coverage starts 2016-01-01, MSG coverage starts 2004-01-01.

Usage

Load from Hugging Face

from huggingface_hub import hf_hub_download
import pandas as pd

# Download a single file; path is {station}/{station}{MM}{YY}_crs.parquet
path = hf_hub_download(
    repo_id="dazhiyang/bsrn-crs",
    filename="qiq/qiq0124_crs.parquet",
    repo_type="dataset",
)
df = pd.read_parquet(path)
# df has DatetimeIndex (UTC) and columns: ghi_crs, bni_crs, dhi_crs

Use with bsrn package

The bsrn package can fetch CRS data automatically during QC and modeling workflows.

from bsrn.io.crs import fetch_crs

# Fetch aligned CRS data for a target index
# station_code = "QIQ"
crs_df = fetch_crs(target_index, station_code="QIQ")

Data Sources

  • CAMS Radiation Service: SoDa-Pro
  • Station inventory: BSRN FTP

References

  1. Qu, Z., Oumbe, A., Blanc, P., Espinar, B., Gschwind, B., Wald, L., ... & Schroedter-Homscheidt, M. (2017). Fast clear-sky irradiance model for CAMS radiation service. Solar Energy, 158, 286-305.

  2. Gschwind, B., Wald, L., Blanc, P., Lefèvre, M., Schroedter-Homscheidt, M., & Arola, A. (2019). Improving the McClear model estimating the downwelling solar radiation at ground level in cloud-free conditions – McClear-v3. Meteorologische Zeitschrift, 28(2).

License

This dataset mirrors publicly available CAMS Radiation Service data. Access via SoDa-Pro is subject to CAMS License.

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