ghi_crs float64 0 1.01k | bni_crs float64 0 1.02k | dhi_crs float64 0 523 | __index_level_0__ timestamp[ns, tz=UTC]date 2021-03-01 00:00:00 2026-01-31 23:59:00 |
|---|---|---|---|
172.926 | 77.892 | 152.61 | 2022-01-01T00:00:00 |
175.044 | 83.658 | 153.084 | 2022-01-01T00:01:00 |
185.346 | 153.042 | 144.912 | 2022-01-01T00:02:00 |
195.774 | 222.87 | 136.518 | 2022-01-01T00:03:00 |
206.34 | 293.13 | 127.908 | 2022-01-01T00:04:00 |
217.038 | 363.81 | 119.088 | 2022-01-01T00:05:00 |
227.868 | 434.91 | 110.046 | 2022-01-01T00:06:00 |
238.824 | 506.424 | 100.8 | 2022-01-01T00:07:00 |
249.912 | 578.334 | 91.344 | 2022-01-01T00:08:00 |
261.126 | 650.634 | 81.672 | 2022-01-01T00:09:00 |
272.472 | 723.324 | 71.796 | 2022-01-01T00:10:00 |
278.802 | 758.04 | 67.278 | 2022-01-01T00:11:00 |
280.782 | 760.158 | 67.452 | 2022-01-01T00:12:00 |
282.75 | 762.246 | 67.626 | 2022-01-01T00:13:00 |
284.706 | 764.31 | 67.794 | 2022-01-01T00:14:00 |
286.656 | 766.35 | 67.962 | 2022-01-01T00:15:00 |
288.588 | 768.36 | 68.13 | 2022-01-01T00:16:00 |
290.508 | 770.346 | 68.292 | 2022-01-01T00:17:00 |
292.416 | 772.308 | 68.454 | 2022-01-01T00:18:00 |
294.318 | 774.246 | 68.61 | 2022-01-01T00:19:00 |
296.202 | 776.154 | 68.766 | 2022-01-01T00:20:00 |
298.074 | 778.044 | 68.916 | 2022-01-01T00:21:00 |
299.934 | 779.91 | 69.066 | 2022-01-01T00:22:00 |
301.782 | 781.746 | 69.216 | 2022-01-01T00:23:00 |
303.618 | 783.564 | 69.36 | 2022-01-01T00:24:00 |
305.442 | 785.358 | 69.504 | 2022-01-01T00:25:00 |
307.254 | 787.134 | 69.642 | 2022-01-01T00:26:00 |
309.054 | 788.88 | 69.78 | 2022-01-01T00:27:00 |
310.836 | 790.608 | 69.918 | 2022-01-01T00:28:00 |
312.612 | 792.318 | 70.05 | 2022-01-01T00:29:00 |
314.37 | 793.998 | 70.176 | 2022-01-01T00:30:00 |
300.456 | 752.7 | 67.92 | 2022-01-01T00:31:00 |
272.94 | 674.52 | 63.624 | 2022-01-01T00:32:00 |
245.1 | 595.998 | 59.334 | 2022-01-01T00:33:00 |
216.936 | 517.14 | 55.044 | 2022-01-01T00:34:00 |
188.448 | 437.952 | 50.754 | 2022-01-01T00:35:00 |
159.642 | 358.44 | 46.47 | 2022-01-01T00:36:00 |
130.518 | 278.604 | 42.186 | 2022-01-01T00:37:00 |
101.088 | 198.456 | 37.908 | 2022-01-01T00:38:00 |
71.352 | 118.002 | 33.63 | 2022-01-01T00:39:00 |
41.31 | 37.248 | 29.358 | 2022-01-01T00:40:00 |
31.284 | 0 | 31.284 | 2022-01-01T00:41:00 |
38.544 | 0 | 38.544 | 2022-01-01T00:42:00 |
45.87 | 0.006 | 45.87 | 2022-01-01T00:43:00 |
53.262 | 0.006 | 53.256 | 2022-01-01T00:44:00 |
60.714 | 0.006 | 60.714 | 2022-01-01T00:45:00 |
68.232 | 0.006 | 68.232 | 2022-01-01T00:46:00 |
75.816 | 0.006 | 75.816 | 2022-01-01T00:47:00 |
83.46 | 0.012 | 83.454 | 2022-01-01T00:48:00 |
91.164 | 0.012 | 91.158 | 2022-01-01T00:49:00 |
98.928 | 0.012 | 98.922 | 2022-01-01T00:50:00 |
111.066 | 10.764 | 107.466 | 2022-01-01T00:51:00 |
126.99 | 30.72 | 116.682 | 2022-01-01T00:52:00 |
143.034 | 50.736 | 125.952 | 2022-01-01T00:53:00 |
159.204 | 70.812 | 135.282 | 2022-01-01T00:54:00 |
175.494 | 90.948 | 144.666 | 2022-01-01T00:55:00 |
191.898 | 111.138 | 154.104 | 2022-01-01T00:56:00 |
208.422 | 131.388 | 163.596 | 2022-01-01T00:57:00 |
225.06 | 151.692 | 173.142 | 2022-01-01T00:58:00 |
241.812 | 172.044 | 182.742 | 2022-01-01T00:59:00 |
258.672 | 192.456 | 192.39 | 2022-01-01T01:00:00 |
264.186 | 192.774 | 197.598 | 2022-01-01T01:01:00 |
259.932 | 175.902 | 198.984 | 2022-01-01T01:02:00 |
255.63 | 158.982 | 200.382 | 2022-01-01T01:03:00 |
251.28 | 142.02 | 201.786 | 2022-01-01T01:04:00 |
246.882 | 125.01 | 203.19 | 2022-01-01T01:05:00 |
242.442 | 107.952 | 204.606 | 2022-01-01T01:06:00 |
237.954 | 90.846 | 206.022 | 2022-01-01T01:07:00 |
233.418 | 73.704 | 207.444 | 2022-01-01T01:08:00 |
228.84 | 56.514 | 208.872 | 2022-01-01T01:09:00 |
224.22 | 39.282 | 210.3 | 2022-01-01T01:10:00 |
213.702 | 29.67 | 203.16 | 2022-01-01T01:11:00 |
198.096 | 26.562 | 188.634 | 2022-01-01T01:12:00 |
182.382 | 23.448 | 174.012 | 2022-01-01T01:13:00 |
166.566 | 20.328 | 159.288 | 2022-01-01T01:14:00 |
150.636 | 17.202 | 144.468 | 2022-01-01T01:15:00 |
134.61 | 14.064 | 129.552 | 2022-01-01T01:16:00 |
118.482 | 10.926 | 114.54 | 2022-01-01T01:17:00 |
102.252 | 7.776 | 99.444 | 2022-01-01T01:18:00 |
85.926 | 4.62 | 84.252 | 2022-01-01T01:19:00 |
69.504 | 1.458 | 68.976 | 2022-01-01T01:20:00 |
62.4 | 0 | 62.4 | 2022-01-01T01:21:00 |
63.3 | 0 | 63.3 | 2022-01-01T01:22:00 |
64.2 | 0 | 64.2 | 2022-01-01T01:23:00 |
65.106 | 0 | 65.106 | 2022-01-01T01:24:00 |
66.006 | 0 | 66.006 | 2022-01-01T01:25:00 |
66.912 | 0 | 66.912 | 2022-01-01T01:26:00 |
67.818 | 0 | 67.818 | 2022-01-01T01:27:00 |
68.724 | 0 | 68.724 | 2022-01-01T01:28:00 |
69.63 | 0 | 69.63 | 2022-01-01T01:29:00 |
70.536 | 0 | 70.536 | 2022-01-01T01:30:00 |
70.686 | 0 | 70.686 | 2022-01-01T01:31:00 |
70.176 | 0 | 70.176 | 2022-01-01T01:32:00 |
69.66 | 0 | 69.66 | 2022-01-01T01:33:00 |
69.144 | 0 | 69.144 | 2022-01-01T01:34:00 |
68.622 | 0 | 68.622 | 2022-01-01T01:35:00 |
68.088 | 0 | 68.088 | 2022-01-01T01:36:00 |
67.554 | 0 | 67.554 | 2022-01-01T01:37:00 |
67.014 | 0 | 67.014 | 2022-01-01T01:38:00 |
66.468 | 0 | 66.468 | 2022-01-01T01:39:00 |
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 2024abs/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
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.
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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