cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16909505
title: Dataset from the paper "Time-Dependent Modeling of the Sub-Hour Spectral Evolution During the 2013 Outburst of Mrk 421", MAGIC Collaboration et al. 2025

description: This Zenodo entry releases the high-level data products presented in the paper "Time-Dependent Modeling of the Sub-Hour Spectral Evolution During the 2013 Outburst of Mrk 421", MAGIC Collaboration et al. 2025. 

The four main elements are:



A .zip file "data_SEDs_mrk421_2013_flare.zip". It contains the 310 simultaneous SEDs from radio to TeV binned over 15-minute intervals between April 11th 2013 and April 19th 2013. Each SED is saved in a separate .txt file, whose filename includes the starting and ending MJDs over which the SED is computed. The structure of the individual .txt file is the following:- 1st column: frequency in Hz - 2nd column: nu_Fnu in ergs/cm^2/s - 3rd and 4th column: upper and lower uncertainty on nu_Fnu in ergs/cm^2/s. If equal to 0, the 2nd column provides an upper limit on nu_Fnu with a 95% confidence level

A Python script plot_SED.py. It is an example showing how to access and plot the broadband SEDs. The script can generate a 2-by-1 grid of python subplots. The upper panel is the SED at a given MJD bin. In a lower panel, the >0.8 TeV light curve (also computed over 15-minute bins) is shown together with a vertical line highlighting the time correspondng to the SED plotted in the top panel. The >0.8 TeV light curve are from MAGIC & VERITAS observations and taken from Acciari et al. 2020, https://ui.adsabs.harvard.edu/abs/2020ApJS..248...29A/abstract . For convenience, we also provide them in this Zenodo entry (files  magic_lightcurve_08TeV_CDS.txt & veritas_lightcurve_08TeV_CDS.txt)

A GIF "animation_model.gif". It illustrates the SED model evolution throughout the flare, and a comparison with the data (plotted with black markers). The lower panel is the VHE light curve above 0.8TeV from MAGIC & VERITAS observations binned over 15-minute intervals, as for the SEDs. We refer the reader to the paper for more details on the model. 

A .zip file "data_model_SEDs_mrk421_2013_flare.zip". It contains all the individual 15-minute time frames (model + data) as .pdf files featured in the animation_model.gif animation.


 

Finally, the MAGIC Data Level 3 (DL3) files  - produced according to the Data formats for gamma-ray astronomy (GADF) specifications - can be retrived in the Zenodo repository https://zenodo.org/records/17064461
DOI: 10.15468/dl.s3z2er
title: Occurrence Download

description: A dataset containing 10871 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Adansonia digitata"
 ]
}

 The dataset includes 10871 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045004-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g3yzva
title: Occurrence Download

description: A dataset containing 934 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is DEU.11_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Platanthera chlorantha",
 "Year 2015-2025"
 ]
}

 The dataset includes 934 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045006-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hcsqcq
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chrysocolaptes festivus",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045005-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13006165
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.pd5vya
title: Occurrence Download

description: A dataset containing 20485 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((120.12091 23.51959,120.11861 23.51595,120.11897 23.4976,120.11941 23.49379,120.12346 23.48886,120.1259 23.48749,120.13135 23.4871,120.1554 23.49351,120.16249 23.49258,120.16249 23.49258,120.16241 23.51441,120.12467 23.52077,120.12091 23.51959))",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2015-2016"
 ]
}

 The dataset includes 20485 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045007-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hcmpqs
title: Occurrence Download

description: A dataset containing 2483 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is The reptiles and amphibians collection (RA) of the Muséum national d'Histoire Naturelle (MNHN - Paris)",
 "OccurrenceStatus is Present",
 "PublishingOrg is 2cd829bb-b713-433d-99cf-64bef11e5b3e",
 "TypeStatus is one of (Syntype, Type)"
 ]
}

 The dataset includes 2483 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045010-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17084454
title: SourceData_CANUCS-LRD-z8.6

description: Source Data to reproduce all the Figures and the Tables in the paper "Extreme properties of a compact and massive accreting black hole host in the first 500 Myr"
DOI: 10.15468/dl.pw63ee
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chrysocolaptes guttacristatus",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 149 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045013-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hsf3bp
title: Occurrence Download

description: A dataset containing 46115 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lonicera maackii"
 ]
}

 The dataset includes 46115 records from 297 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045008-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29264336
title: Nitrogen enrichment reverses microbial biomass-function relationships over time in a global meta-analysis

description: How nitrogen enrichment affects ecosystem functionality, soil microbial communities, and their relationships at the global scale remains poorly understood. We conduct a meta-analysis of 6255 paired observations from 308 studies by collecting relevant data.
DOI: 10.6084/m9.figshare.29264336.v2
title: Nitrogen enrichment reverses microbial biomass-function relationships over time in a global meta-analysis

description: How nitrogen enrichment affects ecosystem functionality, soil microbial communities, and their relationships at the global scale remains poorly understood. We conduct a meta-analysis of 6255 paired observations from 308 studies by collecting relevant data.
DOI: 10.6084/m9.figshare.29264336.v1
title: Nitrogen enrichment reverses microbial biomass-function relationships over time in a global meta-analysis

description: How nitrogen enrichment affects ecosystem functionality, soil microbial communities, and their relationships at the global scale remains poorly understood. We conduct a meta-analysis of 5436 paired observations from 308 studies by collecting relevant data.
DOI: 10.15468/dl.hvnp4y
title: Occurrence Download

description: A dataset containing 4905 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Oceania, Asia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Spiranthes sinensis"
 ]
}

 The dataset includes 4905 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045016-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p8b8mp
title: Occurrence Download

description: A dataset containing 8091 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((4.08659 43.65162,4.12721 43.65162,4.12721 43.68845,4.08659 43.68845,4.08659 43.65162))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2015-2025"
 ]
}

 The dataset includes 8091 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045014-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17864/1947.001389
title: GIS dataset locating suitable sites in England for high-quality Chardonnay viticulture: climate, topography, and soils (2010–2019, 2040–2059 RCP4.5)

description: This dataset provides GIS files from an assessment of site suitability for Chardonnay viticulture in England, aimed at identifying locations capable of producing premium single-varietal still wines. The modelling framework uses the Chablis region (France) as an analogue for climate and topography, with additional consideration of soil suitability. Climate conditions are presented for two periods: 2010–2019 (representing current conditions) and 2040–2059 (RCP 4.5, median and upper projections). For each scenario, mean vintage scores were calculated using the Weather Model of Biss and Ellis (2021, 2022). Land suitability is further classified into four categories – Unclassified, Village, Premier Cru, and Grand Cru – based on the combined effects of topography and soils.
DOI: 10.15468/dl.cv4eas
title: Occurrence Download

description: A dataset containing 24566164 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 24566164 records were derived from 60598 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044945-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7pvy5z
title: Occurrence Download

description: A dataset containing 189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Lagenaria siceraria (Molina) Standl."
 ]
}

 The dataset includes 189 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075689-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tfe8nf
title: Occurrence Download

description: A dataset containing 216989 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pimpinella saxifraga L., Pimpinella peregrina Kotschy ex Boiss., 1849)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 216989 records from 489 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249306-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-31810
title: Correspondence book No. 4 of Pentecostal Missionary Union [PMU], 1921-1923

description: [description english/roman)] Pentecostal Missionary Union [PMU] Correspondence book No. 4 including 2012 pages of PMU outgoing correspondence; 50 pages of subject index.
DOI: 10.15468/dl.hj4edz
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Abraliopsis falco R.E.Young, 1972"
 ]
}

 The dataset includes 26 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138042-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdsssx
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus hohenackeri Boiss."
 ]
}

 The dataset includes 30 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075684-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.63jdjs
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mitsukurina owstoni Jordan, 1898",
 "Year 1950-2000"
 ]
}

 The dataset includes 54 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272337-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-33100
title: Minute book no. 4, PMU, 1923-1924

description: [description english/roman)] Pentecostal Missionary Union [PMU] minute book No. 4 including 156 pages of council meeting minutes; 16 pages of subject index.
DOI: 10.15468/dl.2q85zu
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus holophyllus Boriss."
 ]
}

 The dataset includes 31 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075705-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76s8ty
title: Occurrence Download

description: A dataset containing 739 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cheilanthes microphylla (Sw.) Sw."
 ]
}

 The dataset includes 739 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138065-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-33116
title: Minute book no. 4, PMU, 1923-1924

description: [description english/roman)] Pentecostal Missionary Union [PMU] minute book No. 4 including 156 pages of council meeting minutes; 16 pages of subject index.
DOI: 10.15468/dl.4mj9rp
title: Occurrence Download

description: A dataset containing 369 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-7.02658 36.43746,-5.30172 36.43746,-5.30172 37.64596,-7.02658 37.64596,-7.02658 36.43746))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pterocles alchata (Linnaeus, 1766)"
 ]
}

 The dataset includes 369 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084560-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bv9f8a
title: Occurrence Download

description: A dataset containing 1014 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erinaceus amurensis Schrenk, 1859)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1014 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075692-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-33126
title: Minute book no. 4, PMU, 1923-1924

description: [description english/roman)] Pentecostal Missionary Union [PMU] minute book No. 4 including 156 pages of council meeting minutes; 16 pages of subject index.
DOI: 10.15468/dl.7zpxc4
title: Occurrence Download

description: A dataset containing 15822 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Abies alba Mill.",
 "Country is one of (Switzerland)"
 ]
}

 The dataset includes 15822 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0345038-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f3dnpe
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crocidura bottegi Thomas, 1898, Crocidura batesi Dollman, 1915)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075717-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-33426
title: Alfred Lewer, China, 1913-1924

description: [description english/roman)] Tribute from Donald Gee [4 pages]; photo; missionary application forms and references; correspondence; telegrams regarding Lewer's death.
DOI: 10.15468/dl.cfjm9n
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Jaculispora H.J.Huds. & Ingold"
 ]
}

 The dataset includes 79 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0434673-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-33122
title: Minute book no. 4, PMU, 1923-1924

description: [description english/roman)] Pentecostal Missionary Union [PMU] minute book No. 4 including 156 pages of council meeting minutes; 16 pages of subject index.
DOI: 10.15468/dl.uc3y42
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mammillaria herrerae Werderm."
 ]
}

 The dataset includes 28 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075723-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbjgx5
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bispora betulina (Corda) S.Hughes",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 19 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138055-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-33269
title: Jenny Robinson, E.M. Dickens, India, 1930-1933

description: [description english/roman)] Photo; correspondence.
DOI: 10.15468/dl.648y9z
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cercis chingii Chun"
 ]
}

 The dataset includes 36 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021047-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.