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msg1-enh-icoads-subset-9

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train · 11.6M rows

year int32 1.96k 2.01k	month int32 1 12	longitude float64 0 359	latitude float64 -78 89	box_size_degrees float64 1 1	platform_id1 float64 -1 -1	platform_id2 float64 1 1	data_group int32 9 9	checksum int32 0 14	source_file stringclasses 660 values	moisture_flux_u_tercile1 float64 -284.5 325 ⌀	moisture_flux_u_median float64 -268.1 325 ⌀	moisture_flux_u_tercile3 float64 -268.1 325 ⌀	moisture_flux_u_mean float64 -268.1 325 ⌀	moisture_flux_v_tercile1 float64 -358.6 297 ⌀	moisture_flux_v_median float64 -345.2 297 ⌀	moisture_flux_v_tercile3 float64 -345.2 297 ⌀	moisture_flux_v_mean float64 -345.2 297 ⌀	wind_cubed_b1_tercile1 float64 0 32.5k ⌀	wind_cubed_b1_median float64 0 32.6k ⌀	wind_cubed_b1_tercile3 float64 0 32.8k ⌀	wind_cubed_b1_mean float64 0 32.6k ⌀	wind_cubed_b2_tercile1 float64 0 132k	wind_cubed_b2_median float64 0 132k	wind_cubed_b2_tercile3 float64 0 132k	wind_cubed_b2_mean float64 0 132k	date_string stringdate 1960-01-01 00:00:00 2014-12-01 00:00:00
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1,960	1	6	69	1	-1	1	9	6	MSG1_1960.01.9.ENH.gz	null	null	null	null	null	null	null	null	25	41	56.5	41	25	40	55	40	1960-01
1,960	1	8	69	1	-1	1	9	5	MSG1_1960.01.9.ENH.gz	null	null	null	null	null	null	null	null	8,000	8,000	8,000	8,000	8,000	8,000	8,000	8,000	1960-01
1,960	1	10	69	1	-1	1	9	1	MSG1_1960.01.9.ENH.gz	null	null	null	null	null	null	null	null	1,861	1,861	1,861	1,861	1,860	1,860	1,860	1,860	1960-01
1,960	1	12	69	1	-1	1	9	6	MSG1_1960.01.9.ENH.gz	null	null	null	null	null	null	null	null	594.5	1,835	3,075.5	1,835	595	1,835	3,075	1,835	1960-01
1,960	1	13	69	1	-1	1	9	8	MSG1_1960.01.9.ENH.gz	-11.8	-8.2	5.6	-3.3	-14.5	-1.5	4.9	-4.7	97.5	301	1,861	827.5	95	300	1,860	825	1960-01
1,960	1	14	69	1	-1	1	9	5	MSG1_1960.01.9.ENH.gz	12.4	12.4	12.4	12.4	0	0	0	0	97.5	301	804.5	505	95	300	805	505	1960-01
1,960	1	15	69	1	-1	1	9	6	MSG1_1960.01.9.ENH.gz	-3.5	-1	1.6	-1	-12.7	-5.9	0.8	-5.9	97.5	343	1,676.5	853.5	95	345	1,675	855	1960-01
1,960	1	16	69	1	-1	1	9	7	MSG1_1960.01.9.ENH.gz	-31	-18.4	-0.5	-16.4	-0.7	4	5.5	2.7	17.5	301	1,861	864.5	20	300	1,860	865	1960-01
1,960	1	17	69	1	-1	1	9	4	MSG1_1960.01.9.ENH.gz	null	null	null	null	null	null	null	null	97.5	804.5	1,861	1,470.5	95	805	1,860	1,470	1960-01

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International Comprehensive Ocean‑Atmosphere Data Set (ICOADS) - Group 9

The International Comprehensive Ocean‑Atmosphere Data Set (ICOADS) is the world’s most comprehensive and publicly accessible archive of surface marine meteorological and oceanographic observations, spanning from the 17th century (1662) to the present. It integrates data from ships, buoys, coastal stations, and autonomous platforms, encompassing individual reports of sea surface and air temperatures, winds, pressure, humidity, cloudiness, and related oceanographic variables. ICOADS underpins global climate monitoring, reanalyses, and marine‑atmosphere research, and includes both individual observations and gridded monthly at 1° (since 1960) resolution.

This subset has a time range from 1960 to 2014, with a spatial resolution of 1°×1°.

Summary

moisture_flux_u
moisture_flux_v
wind_cubed_b1
wind_cubed_b2

Each variable includes ten monthly statistics (median, mean, count, standard deviation estimate, mean day-of-month, fraction in daylight, mean location), computed on enhanced 1°×1° grids spanning 1960 to 2014.

Use


from datasets import load_dataset

# Login using e.g. `huggingface-cli login` to access this dataset
ds = load_dataset("leonhard-behr/msg1-enh-icoads-subset-9")

Source data producers

Original observation producers include:

U.S. NOAA / NCEI coordinating ICOADS R3.0
International voluntary platforms: VOS ships, research vessels, buoys, coastal stations

MSG Group 9 statistics are described in ICOADS R3.0 documentation (Freeman et al., 2016)

Homepage of the dataset: https://icoads.noaa.gov

This dataset is a redistribution of NOAA ICOADS data. I am not an original contributor to its creation. I contacted NOAA in advance to confirm that sharing this subset on Hugging Face aligns with their data use guidelines.

Licensing

The ICOADS dataset is released under the CC0 1.0 Universal license, which allows for unrestricted use, modification, and distribution of the data without requiring attribution. For more information on the licensing policy, see the LICENSE_information.txt file in this repository.

Citation

Freeman, E. et al. (2016). ICOADS Release 3.0: A major update to the historical marine climate record. International Journal of Climatology, 37(5), 2211–2232. https://doi.org/10.1002/joc.4775

@article{freeman2017icoads,
  title={ICOADS Release 3.0: a major update to the historical marine climate record},
  author={Freeman, Eric and Woodruff, Scott D. and Lubker, Susan J. and Kent, Elizabeth C. and Angel, Warren E. and Berry, David I. and Brohan, Philip and Eastman, Ryan and Gates, Lillian and Gloeden, Warren and Ji, Zeng-Zhen and Lawrimore, Jay H. and Rayner, Nick A. and Rosencrans, Mike and Smith, Shawn R. and Worley, Steve J.},
  journal={International Journal of Climatology},
  volume={37},
  number={5},
  pages={2211--2232},
  year={2017},
  publisher={Wiley Online Library},
  doi={10.1002/joc.4775}
}

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11,568,058