cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ydakxa
title: Occurrence Download

description: A dataset containing 661 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-105.09526 22.06767,-101.09526 22.06767,-101.09526 26.06767,-105.09526 26.06767,-105.09526 22.06767))",
 "Geometry POLYGON((-110.01709 27.26807,-100.87646 18.25928,-94.94385 16.41357,-91.38428 18.65479,-97.7124 24.36768,-110.01709 27.26807))"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Herichthys cyanoguttatus Baird & Girard, 1854",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 661 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050679-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kyvkcc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phacus Dujardin, 1841",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063764-250525065834625/datasets/export for details.
DOI: 10.15468/dl.9t7g4m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phacus Dujardin, 1841",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((18.2339 -32.5266,18.1411 -32.657,18.1007 -32.7021,18.0224 -32.6366,17.8923 -32.6419,17.754 -32.8255,17.7723 -32.9007,20.509 -32.9007,20.509 -28.5786,16.2782 -28.5786,16.4358 -28.7202,16.726 -29.1235,17.1957 -30.3752,17.6655 -31.1743,18.1322 -31.7679,18.2495 -32.2638,18.2339 -32.5266))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063765-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.29378558
title: lake pollution data

description: This file is related to lake pollution data
DOI: 10.6084/m9.figshare.29378558.v1
title: lake pollution data

description: This file is related to lake pollution data
DOI: 10.15468/dl.jfccm5
title: Occurrence Download

description: A dataset containing 348 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Caledonia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eriaxis rigida Rchb.f."
 ]
}

 The dataset includes 348 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063767-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a4pnb9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phacus Dujardin, 1841",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.6372 -28.0032,16.2782 -28.5786,20.509 -28.5786,20.509 -24.0715,15.4933 -24.0715,15.4945 -24.1257,16.0509 -25.6631,15.6372 -28.0032))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063768-250525065834625/datasets/export for details.
DOI: 10.15468/dl.5769u3
title: Occurrence Download

description: A dataset containing 1426 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Algeria",
 "DatasetKey is one of (EOD – eBird Observation Dataset, iNaturalist Research-grade Observations, Western Palearctic migratory birds in continental Africa, Observation.org, Nature data from around the World, Structure of waterbird assemblages in fragmented coastal wetlands of Northeastern Algeria, Does salinity have an influence on the diversity and structure of the wintering waterbirds of the Saharan wetlands in Algeria?, Aranzadi Ringing Scheme (bird ring-recovery data), Naturalis Biodiversity Center (NL) - Aves, Historical Ringing Data of Birds with Polish Rings, Ringing or Bird Recapture, Check list of waterbirds at Wadi Djedi in Ziban Oasis-Algeria)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Geodetic datum invalid, Country derived from coordinates, Continent derived from coordinates, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, Basis of record invalid, Occurrence status inferred from individual count)",
 "IucnRedListCategory is LC",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (e2e717bf-551a-4917-bdc9-4fa0f342c530, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, 3f72d721-27e1-4b80-9038-20430911ba0c, c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f, e8eada63-4a33-44aa-b2fd-4f71efb222a0, 396d5f30-dea9-11db-8ab4-b8a03c50a862, 823818f6-0696-4e29-bc4c-b6f3817535a7, 53f347a7-99ce-4528-a085-5c76eb1301a0, e147be40-75eb-11d9-b257-b8a03c50a862)",
 "TaxonKey is Ciconia ciconia (Linnaeus, 1758)"
 ]
}

 The dataset includes 1426 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063769-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpg43p
title: Occurrence Download

description: A dataset containing 338 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Tatia Miranda Ribeiro, 1911"
 ]
}

 The dataset includes 338 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063770-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.95ehf8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phacus Dujardin, 1841",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.4784 -23.4046,15.4933 -24.0715,20.509 -24.0715,20.509 -24.0455,20.0952 -23.5072,19.9968 -23.017,19.7843 -22.5405,19.1988 -21.8785,18.5972 -21.5447,17.8859 -21.3993,17.1626 -21.4805,16.5332 -21.7596,16.1257 -22.0882,15.8234 -22.4662,15.606 -22.8993,15.4784 -23.4046))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063771-250525065834625/datasets/export for details.
DOI: 10.15468/dl.kufsyh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phacus Dujardin, 1841",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -28.5786,20.509 -28.5786,20.509 -32.9007,25.5395 -32.9007,25.5395 -28.5786))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063772-250525065834625/datasets/export for details.
DOI: 10.15468/dl.xyhza2
title: Occurrence Download

description: A dataset containing 338 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Tatia Miranda Ribeiro, 1911"
 ]
}

 The dataset includes 338 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063773-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7238ht
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phacus Dujardin, 1841",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.7576 -24.3688,20.529 -24.0715,20.509 -24.0715,20.509 -28.5786,25.5395 -28.5786,25.5395 -24.0715,25.1306 -24.0715,24.9333 -24.4571,23.8962 -24.2467,22.8065 -24.295,22.3719 -24.7207,22.2323 -25.547,22.0387 -25.7188,21.7833 -25.7784,21.5388 -25.7113,21.3553 -25.5415,20.7576 -24.3688))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063774-250525065834625/datasets/export for details.
DOI: 10.15468/dl.w2urnc
title: Occurrence Download

description: A dataset containing 211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Caledonia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Excoecaria agallocha L."
 ]
}

 The dataset includes 211 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063775-250525065834625/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.29378555
title: SOC_metadata

description: The ensemble model showed strong predictive performance (R² = 0.86, RMSE = 0.11) and generalized well across a wide range of conditions. Shapley Additive exPlanations (SHAP) analysis identified biochar addition rates, crop types, and soil pH were the most influential predictors of SOC changes. Partial dependence plots revealed nonlinear and threshold effects of pyrolysis temperature, initial SOC levels, and nitrogen content. This work highlights the predictive power and interpretability of ML tools in digital soil carbon modeling and supports data-driven strategies for optimizing biochar use in climate-smart agriculture.
DOI: 10.6084/m9.figshare.29378555.v1
title: SOC_metadata

description: The ensemble model showed strong predictive performance (R² = 0.86, RMSE = 0.11) and generalized well across a wide range of conditions. Shapley Additive exPlanations (SHAP) analysis identified biochar addition rates, crop types, and soil pH were the most influential predictors of SOC changes. Partial dependence plots revealed nonlinear and threshold effects of pyrolysis temperature, initial SOC levels, and nitrogen content. This work highlights the predictive power and interpretability of ML tools in digital soil carbon modeling and supports data-driven strategies for optimizing biochar use in climate-smart agriculture.
DOI: 10.15468/dl.b99bxw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phacus Dujardin, 1841",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.529 -24.0715,20.509 -24.0455,20.509 -24.0715,20.529 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063776-250525065834625/datasets/export for details.
DOI: 10.15468/dl.aq7spf
title: Occurrence Download

description: A dataset containing 1638168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vulpes vulpes (Linnaeus, 1758)"
 ]
}

 The dataset includes 1638168 records from 3687 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063766-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cxpa85
title: Occurrence Download

description: A dataset containing 5833 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lathyrus angulatus L.",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 5833 records from 251 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044262-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13149401
title: Identification of two autoantigens recognised by circulating autoantibodies as potential biomarkers for diagnosing giant cell arteritis

description: Dataset associated with the papaer "Identification of two autoantigens recognised by circulating autoantibodies as potential biomarkers for diagnosing giant cell arteritis".

This set of raw data cannot be made publicly available as containing sensitive information, but might be made available to interested researchers uponr reasonable requests. Please, forward your request to: p.meroni@auxologico.it.
DOI: 10.5281/zenodo.13149402
title: Identification of two autoantigens recognised by circulating autoantibodies as potential biomarkers for diagnosing giant cell arteritis

description: Dataset associated with the papaer "Identification of two autoantigens recognised by circulating autoantibodies as potential biomarkers for diagnosing giant cell arteritis".

This set of raw data cannot be made publicly available as containing sensitive information, but might be made available to interested researchers uponr reasonable requests. Please, forward your request to: p.meroni@auxologico.it.
DOI: 10.21227/fam6-hm73
title: Twitter (Delhi 2013)

description: A Twitter dataset on Delhi Assembly elections 2013. The Delhi Legislative Assembly elections of 2013 was a keenly contested event with three major parties (two old parties, BJP and Congress, and one newly formed party, AAP) winning roughly equal vote share. For testing our system, we used the Twitter search API to collect tweets containing the following hashtags: #BJP, #AAP, #Congress, and #Polls2013. The first three represented the hashtags for the three major parties competing in the elections, whereas the fourth was the most popular hashtag corresponding to the event. We gathered tweets December 9 through 15, 2013. This period corresponds to the week following the declaration of results on December 8, 2013. The obtained dataset has around 20K posts and a connected graph having 548 users and 5.2K edges.
DOI: 10.20394/0vppp4kh
title: Local Housing Allowance (LHA) rates per Broad Rental Market Area (BRMA), 2012-2023

description: LHA rates are set relative to the costs of private rented housing in each BRMA with separate rates by property size (room in a shared property, and then by number of bedrooms for self-contained property up to a maximum of four bedrooms). The rates are calculated based on evidence of market rents for current tenancies collected by the relevant government agency in each country. Evidence collected across the twelve months of the year to September is used to set rates for the following financial year (April to March). Rents which are supported by LHA are removed from the database where possible before calculation of market rent levels. From April 2011, the maximum LHA rate was reduced from the median rent for each BRMA to the 30th centile rent. From 2012 onwards, limits were placed on the annual increases in LHA rates. LHA rates were restored to the 30th centile in April 2020 with the onset of the pandemic, but then saw annual increases again restricted in subsequent years. There is also national maximum cap for LHA rates although this tends to have an impact only in Central and Inner London where rents are highest. 

Annual increases were limited as follows: 

* in 2012, there was no increase; 

* in 2013, increases were limited to the Consumer Price Index; 

* in 2014 and 2015, the maximum increase was 1%; 

* from 2016 to 2019, there were no increases for four years; 

* in 2020, rates were reset to the 30th centile with the onset of the pandemic but still subject to the national maximum level (impacting some areas in Central and Inner London only); and 

* from 2021 to 2023, there were again no increases for three years. 

BRMA boundaries were collected from publicly available datasets and linked to postcode centroids from the Office for National Statistics (ONS).

Updated version May 2024: (https://doi.org/10.20394/yqq2vjva)
DOI: 10.15468/dl.bgpeam
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Miconia rigida (Sw.) Triana"
 ]
}

 The dataset includes 46 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044263-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mjmag
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Luthrodes pandava"
 ]
}

 The dataset includes 170 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044264-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9ktnf
title: Occurrence Download

description: A dataset containing 12774 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tapirus terrestris (Linnaeus, 1758)"
 ]
}

 The dataset includes 12774 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044266-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edaz9z
title: Occurrence Download

description: A dataset containing 8643 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 8643 records from 272 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044267-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p59v8u
title: Occurrence Download

description: A dataset containing 11961 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spodoptera frugiperda J.E.Smith, 1797"
 ]
}

 The dataset includes 11961 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044268-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25592/uhhfdm.14729
title: MSI Data of Inks on Parchment and Papyrus fragments prepared in collaboration with Schülerforschungszentrum (SFZ) Hamburg

description: As part of cooperation with Schülerforschungszentrum Hamburg (SFZ), the Cluster UWA offers courses in which pupils in grades 8 to 10 can try to unravel the secrets of lost writings themselves. First, they learn what inks were used in antiquity and the Middle Ages, and make their own inks according to original recipes. The manuscripts produced with these inks are then examined with modern analytical methods under the guidance of our researchers.

This multispectral imaging (MSI) dataset of the prepared ink samples on parchment and papyrus was taken on the 10th of July 2024. Image Processing and analysis of Ink spectra was done during the visit to the SFZ on the 17th of July 2024. Due to time constrains only one of the total of 4 sets of samples was analyzed and processed.

Images in preview are compressed and of lower quality. They are mainly intended to serve as thumbnails. Original hiqh quality TIF images can be found in the Color and PROCESSED folder below (zip file). For information about filenames and folderstructure as well as MSI system related info, please read the "Brief Description of Datasets for Multispectral Imaging Version Q". 
description: The research for this … was funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Germany's Excellence Strategy – EXC 2176 'Understanding Written Artefacts: Material, Interaction and Transmission in Manuscript Cultures', project no. 390893796. The research was conducted within the scope of the Centre for the Study of Manuscript Cultures (CSMC) at Universität Hamburg.
DOI: 10.25592/uhhfdm.14728
title: MSI Data of Inks on Parchment and Papyrus fragments prepared in collaboration with Schülerforschungszentrum (SFZ) Hamburg

description: As part of cooperation with Schülerforschungszentrum Hamburg (SFZ), the Cluster UWA offers courses in which pupils in grades 8 to 10 can try to unravel the secrets of lost writings themselves. First, they learn what inks were used in antiquity and the Middle Ages, and make their own inks according to original recipes. The manuscripts produced with these inks are then examined with modern analytical methods under the guidance of our researchers.

This multispectral imaging (MSI) dataset of the prepared ink samples on parchment and papyrus was taken on the 10th of July 2024. Image Processing and analysis of Ink spectra was done during the visit to the SFZ on the 17th of July 2024. Due to time constrains only one of the total of 4 sets of samples was analyzed and processed.

Images in preview are compressed and of lower quality. They are mainly intended to serve as thumbnails. Original hiqh quality TIF images can be found in the Color and PROCESSED folder below (zip file). For information about filenames and folderstructure as well as MSI system related info, please read the "Brief Description of Datasets for Multispectral Imaging Version Q". 
description: The research for this … was funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Germany's Excellence Strategy – EXC 2176 'Understanding Written Artefacts: Material, Interaction and Transmission in Manuscript Cultures', project no. 390893796. The research was conducted within the scope of the Centre for the Study of Manuscript Cultures (CSMC) at Universität Hamburg.
DOI: 10.25592/uhhfdm.14747
title: CT of Maranta leuconeura rhizome

description: CT dataset (.nii) and metadata sheet of the rhizome of <em>Maranta leuconeura</em>.
description: Linnea Hesse was supported by the European Social Fund and the Ministry of Science, Research and the Arts Baden-Württemberg within the framework of the 'Margarete von Wrangell Habilitation Programme'. Linnea Hesse and Sébastien Bär received additional support by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation; HE 9048/1-1).