cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15012510
title: Example Dataset for "Statistical Downscaling of Multiple Atmospheric Variables over Europe using Super-Resolution Transformer"

description: This dataset includes example dataset files for the research paper titled "Statistical Downscaling of Multiple Atmospheric Variables over Europe using Super-Resolution Transformer", which is currently under review. This study introduces a Super-Resolution Transformer for downscaling of multiple atmospheric variables. For further information and the source code, we refer to the accompaning GitHub Repository.

 

Data Overview

Example Evaluation Data

The data used in this study stems from the public ERA5 and CERRA datasets, as well as observational data from the Integrated Surface Database project and Germany's National Meteorological Service (DWD).



Period Coverage:



Training Data: 2010-2018

Validation Data: 2019

Testing Data: 2020 - June 2021



Dataset Resolution:



ERA5: regridded to CERRA resolution (5.5km) using bicubic-interpolation, originally at 0.25°

CERRA: 5.5km resolution




File Structure





included Example Data (further months/years can be downloaded from the source datasets, and preprocessed using the python scripts in the GitHub repository)



CERRA: preprocessed for June 2020, + additional constant data and dataset statistics (min, max, mean, std.dev.)

ERA5: preprocessed for June 2020 + additional constant data and dataset statistics (min, max, mean, std.dev.)

ISD: preprocessed for 2020

wj8yuabe:v8/model.ckpt: model checkpoint of a trained SwinFSD model
DOI: 10.15468/dl.jhp68h
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Pterinopelma sazimai Bertani, Nagahama & Fukushima, 2011"
 ]
}

 The dataset includes 15 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001913-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jx87zs
title: Occurrence Download

description: A dataset containing 2435 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-5.62729 40.17613,-6.13744 39.29925,-5.53726 38.646,-4.57697 38.38772,-3.85675 38.83326,-3.94677 39.69292,-4.00679 40.1532,-5.62729 40.17613))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Odonata"
 ]
}

 The dataset includes 2435 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001914-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8vjjz
title: Occurrence Download

description: A dataset containing 198 records in GBIF matching the query:
SELECT
 species,
 specieskey,
 "year",
 GBIF_EEARGCODE(1000, decimallatitude, decimallongitude, COALESCE(coordinateuncertaintyinmeters, 1000)) eeacellcode,
 occurrence.level2gid,
 COUNT(*) occurrences,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 (occurrence.coordinateuncertaintyinmeters &gt;= 0.0 AND occurrence.coordinateuncertaintyinmeters &lt;= 3499.0 OR occurrence.coordinateuncertaintyinmeters IS NULL)
 AND occurrence.countrycode = 'BE'
 AND occurrence.level1gid = 'BEL.2_1'
 AND occurrence.occurrencestatus = 'PRESENT'
 AND occurrence.specieskey = 5218786
 AND (occurrence."year" &gt;= 1954 AND occurrence."year" &lt;= 2025)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (LOWER(occurrence.identificationverificationstatus) NOT IN ('unverified', 'unvalidated', 'not validated', 'under validation', 'not able to validate', 'control could not be conclusive due to insufficient knowledge', 'uncertain', 'unconfirmed', 'unconfirmed - not reviewed', 'validation requested') OR occurrence.identificationverificationstatus IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL AND occurrence.hascoordinate = TRUE)
GROUP BY
 occurrence.species,
 occurrence.specieskey,
 occurrence."year",
 GBIF_EEARGCODE(1000, occurrence.decimallatitude, occurrence.decimallongitude, COALESCE(occurrence.coordinateuncertaintyinmeters, 1000)),
 occurrence.level2gid
ORDER BY
 occurrence."year" DESC,
 eeacellcode

 The dataset's 198 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001888-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtq326
title: Occurrence Download

description: A dataset containing 28129 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sphyrna lewini (Griffith & Smith, 1834)"
 ]
}

 The dataset includes 28129 records from 260 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001915-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zer4uf
title: Occurrence Download

description: A dataset containing 2521 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HigherGeography is Pakistan",
 "OccurrenceStatus is Present",
 "Year 1979-2020"
 ]
}

 The dataset includes 2521 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001916-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gyqzky
title: Occurrence Download

description: A dataset listing the 6817 species recorded in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Boraginaceae"
 ]
}

 The dataset's 6817 records were derived from 5922 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001889-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p927xem6
title: Aquaculture, domestic, irrigation, and livestock water withdrawals from the Sparta aquifer by parish in Louisiana, 2020

description: Since 1975, annual water use for Louisiana has been published on a 5-year basis and is used for a variety of purposes. As the Sparta aquifer is a heavily used aquifer, is the sole source of groundwater for many parishes in Louisiana, and recent withdrawals have exceeded the Sparta’s natural recharge, a more frequent compilation of water usage for the Sparta aquifer in Louisiana is needed to inform State conservation groups and efforts, private and public entities, and to feed groundwater models. In cooperation with the Louisiana Department of Transportation and Development and the Sparta Groundwater Conservation District, the U.S. Geological Survey (USGS) Lower Mississippi-Gulf (LMG) Water Science Center collected and compiled water-withdrawal and water-use information for a four-year period, 2020–2023. The methodology followed previous 5-year reports, such as those described in Collier and Sargent, 2018. 

This data release contains water withdrawn for aquaculture, domestic, irrigation, and livestock use from the Sparta aquifer in 2020, tabulated by parish and water-use category. The estimated domestic withdrawals in 2020 from the Sparta aquifer in Louisiana were 1.33 million gallons per day (Mgal/d), irrigation was 1.22 Mgal/d (0.17 Mgal/d for general irrigation and 1.05 Mgal/d for rice irrigation) and livestock was 0.14 Mgal/d, totaling to approximately 2.70 Mgal/d. There were no withdrawals for aquaculture.

Reference:

Collier, A.L., and Sargent, B.P., 2018, Water use in Louisiana, 2015: Louisiana Department of Transportation and Development Water Resources Special Report no. 18, 138 p. [Also available at https://wise.er.usgs.gov/dp/pdfs/WaterUseinLouisiana_2015.pdf.]
DOI: 10.6084/m9.figshare.28632650
title: Fossil Histiogaster mites and syninclusions from Eocene Rovno amber

description: Source image stacks of specimens, dataset for the paper<b>An exceptionally well-preserved Eocene </b><b>fossil mite, Histiogaster altilis sp. n. </b><b>(Acari: Astigmata), from tree sap: </b><b>Evidence of morphological and </b><b>ecological niche conservatism, with a </b><b>review of fossil Astigmata</b>Vasiliy B. Kolesnikov, Dmitry D. Vorontsov, Evgeny E. Perkovsky, Pavel B. KlimovWe describe <i>Histiogaster altilis</i> sp. nov. (Acari: Astigmata: Acaridae), a newly identified species of mite from Eocene Rovno amber (34–37 Ma), based on both male and female specimens. The exceptional preservation of the fossils, coupled with advanced amber preparation and imaging techniques—including high-resolution microscopy, differential interference contrast (DIC) with transmitted light, and confocal laser scanning microscopy (CLSM) equipped with a super-resolution detector—enabled detailed examination of nearly all diagnostic features. These data allowed us to perform a comprehensive comparison between this fossil species and extant representatives of the genus <i>Histiogaster</i>. Based on morphological similarities with extant species of known biology, and the presence of syninclusions such as fossilized phloem sap emulsions and fungal or bacterial hyphae, we hypothesize that this fossil mite likely fed on fermented tree sap and associated microorganisms. Our findings indicate that species within the genus <i>Histiogaster</i> have undergone minimal morphological changes since the Eocene, while continuing to occupy their ancestral ecological niche. We also review fossil Astigmata and provide an annotated checklist of 14 fossil astigmatid records, and exclude 8 records, including the genus <i>Palaeotyroglyphus</i> Dubinin, 1962, from Astigmata.Images in JPEG or TIFF format, zipped per specimen.<br>Scalebars included as separate files, insert pixel to pixel to the photo. FastStone image viewer (freeware) is recommended for viewing the stacks.<br>Compound microscopes Nikon E-800 with dry (10x, 20x), water (40x and 60x) and oil (100x) immersion optics and Zeiss AxioImager A2 with dry (40x, 63x) and oil immersion optics (100x) were used, with brightfield, polarized, differential interference contrast and incident illumination. Stacks of images, comprising multiple focal planes, were obtained with Olympus OM-D E-M10-II digital camera. Images were treated for color, digital noise and sharpness with Adobe Lightroom.Fluorescence imaging was performed using a Zeiss LSM-880 confocal laser scanning microscope (CLSM) equipped with an Airyscan super-resolution detector.
DOI: 10.15468/dl.223z7w
title: Occurrence Download

description: A dataset containing 531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hymenachne amplexicaulis (Rudge) Nees"
 ]
}

 The dataset includes 531 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019097-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqeqw5
title: Occurrence Download

description: A dataset listing the 5 species recorded in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Halyomorpha halys (Stål, 1855)"
 ]
}

 The dataset's 5 records were derived from 351 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019087-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhd4z9
title: Occurrence Download

description: A dataset containing 396 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zizania palustris L.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 396 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019099-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/4qkk-mgdm
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.48597/47je-4jmf
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.48597/5569-7chu
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.48597/vytx-5wqj
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.48597/2a9g-um74
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.48597/6f4g-w532
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.48597/86ut-76cm
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.48597/k7q6-9rbs
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.48597/kht9-6hpq
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.48597/ktfh-urk9
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.48597/kwna-k9md
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.48597/nncx-7ph4
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.48597/nuh6-yt7c
title: Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.48597/p86c-73dy
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.48597/x4gs-nzs3
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.48597/yjkg-2ant
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.48597/zk3j-k92f
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.48597/tejt-rgke
title: Measurement of Meteorology at Värriö

description: Measurement of Meteorology at Värriö
DOI: 10.15468/dl.pwk7dh
title: Occurrence Download

description: A dataset containing 142238155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "SpeciesKey is not null",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 {
 "not" : {
 "License" : [
 "is one of (CC-BY-NC 4.0)"
 ]
 }
 },
 {
 "and" : [
 "Year is greater than 2018",
 "Year is less than or equal to 2019"
 ]
 }
 ]
}

 The dataset includes 142238155 records from 2461 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019080-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxrxtp
title: Occurrence Download

description: A dataset containing 22863308 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fabaceae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 22863308 records from 5226 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0424235-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhx5m9
title: Occurrence Download

description: A dataset containing 214 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Vergleich der Regenwurmpopulationen (Oligochaeta: Lumbricidae) unterschiedlich bewirtschafteten Grünlandes in der Okeraue nördlich von Braunschweig"
 ]
}

 The dataset includes 214 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061035-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgfpew
title: Occurrence Download

description: A dataset containing 381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnolia laevifolia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 381 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061034-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.1.3892.1446
title: Water Management in Agriculture (Prelims-final)
DOI: 10.15468/dl.m3mjtc
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Untersuchungen zur Isopodenfauna (Unterordnung Oniscoidea) verschiedener Habitattypen von Bergbaufolgelandschaften und des Umlandes im Land Sachsen-Anhalt"
 ]
}

 The dataset includes 122 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061037-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3uj9et
title: Occurrence Download

description: A dataset containing 421 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.11283 40.17916,-3.09973 40.17916,-3.09973 40.18944,-3.11283 40.18944,-3.11283 40.17916))",
 "HasCoordinate is true",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 421 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061036-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d8t4yn
title: Occurrence Download

description: A dataset containing 777 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mesotype verberata (Scopoli, 1763)"
 ]
}

 The dataset includes 777 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0201707-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwz3tp
title: Occurrence Download

description: A dataset containing 728259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ghana",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1000-2024"
 ]
}

 The dataset includes 728259 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004822-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.29dd9a
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Corallus caninus (Linnaeus, 1758)"
 ]
}

 The dataset includes 98 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004830-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zzm748
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dicentrarchus punctatus (Bloch, 1792)",
 "Year 1899-1950"
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004831-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.encnew
title: Occurrence Download

description: A dataset containing 16603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Benthosema glaciale (Reinhardt, 1837)",
 "Year 1899-1950"
 ]
}

 The dataset includes 16603 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004927-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfpbj3
title: Occurrence Download

description: A dataset containing 812 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-67 44.82,-65.5 44.82,-65.5 46,-67 46,-67 44.82))",
 "IucnRedListCategory is VU",
 "TaxonKey is Fringillidae",
 "Year 2013-2023"
 ]
}

 The dataset includes 812 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004832-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xh6fy
title: Occurrence Download

description: A dataset containing 382 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Cercopithecus petaurista (Schreber, 1774)"
 ]
}

 The dataset includes 382 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004928-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2zuuva
title: Occurrence Download

description: A dataset containing 743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Benin, Togo, Nigeria, Ghana, Niger, Burkina Faso)",
 "TaxonKey is Irvingia gabonensis (Aubry-Lecomte ex O'Rorke) Baill."
 ]
}

 The dataset includes 743 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009404-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdvkri
title: Occurrence Download

description: A dataset containing 5930814 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Year 2000-2018"
 ]
}

 The dataset includes 5930814 records from 938 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029221-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.