cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6073/pasta/89bbbeee6dc3990274fd079bdda92f1e
title: Species cover, community biomass, and richness in global grasslands from NutNet (2007–2023): Dominant species predict plant richness and biomass in global grasslands

description: The Nutrient Network (NutNet) is a globally coordinated research initiative designed to investigate the impacts of human-driven alterations in nutrient availability and consumer presence on grassland ecosystems. Data were collected from over 130 herbaceous-dominated sites worldwide, spanning diverse environmental conditions from desert grasslands to arctic tundra. Standardized methodologies were employed across all sites to enable direct comparisons of productivity, diversity, and ecosystem responses. Experimental treatments included nutrient additions to assess co-limitation of plant growth by multiple nutrients, as well as grazer manipulations to examine their role in regulating biomass, species diversity, and community composition. By compiling these cross-site data, NutNet aims to enhance our understanding of productivity-diversity relationships and provide new insights into the ecological consequences of anthropogenic changes to nutrient cycles and food webs at a global scale.
DOI: 10.15468/dl.txaxa5
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Adesmia spuma Werderm. ex Burkart)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017206-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h9dfxd
title: Occurrence Download

description: A dataset containing 373 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oxychloe andina Phil.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 373 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017205-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pfj4jx
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oxalis hypsophila Phil.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017207-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwmxkx
title: Occurrence Download

description: A dataset containing 170328324 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0)"
 ]
}

 The dataset includes 170328324 records from 1445 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017153-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zsqfre
title: Occurrence Download

description: A dataset containing 225137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Megarynchus pitangua (Linnaeus, 1766)"
 ]
}

 The dataset includes 225137 records from 359 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017180-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m85r44
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Albuca donaldsonii Rendle"
 ]
}

 The dataset includes 16 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212871-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1ot3m4
title: Occurrence Download

description: A dataset containing 379365 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Convolvulaceae"
 ]
}

 The dataset includes 379365 records from 632 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030184-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5r4dwj
title: Occurrence Download

description: A dataset containing 665 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Myrothamnus flabellifolius (Sond.) Welw."
 ]
}

 The dataset includes 665 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161039-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4wkt6
title: Occurrence Download

description: A dataset listing the 508 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "GadmGid is one of (COL.2.67_2)",
 "TaxonKey is one of (Aves)"
 ]
 }
 ]
}

 The dataset's 508 records were derived from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002070-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t98fik
title: Occurrence Download

description: A dataset containing 151700 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Pelecaniformes"
 ]
}

 The dataset includes 151700 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030184-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8enawm
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hedysarum neglectum Ledeb."
 ]
}

 The dataset includes 207 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0208688-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u75grz
title: Occurrence Download

description: A dataset containing 821 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingCountry is Canada",
 {
 "and" : [
 "StateProvince is one of (quebec)",
 "TaxonKey is one of (Cicadellidae)"
 ]
 }
 ]
}

 The dataset includes 821 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002082-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ulwmre
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "MediaType is Image",
 "HasCoordinate is true",
 "TaxonKey is Viburnum hartwegii Benth.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030185-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.575anr
title: Occurrence Download

description: A dataset containing 8535 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, France, Germany, Sweden, Finland, Belgium, Netherlands, Luxembourg, United Kingdom of Great Britain and Northern Ireland, Ireland)",
 "Geometry POLYGON((-37.43250 14.28414,88.43250 14.28414,88.43250 64.71586,-37.43250 64.71586,-37.43250 14.28414))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aricia cramera (Eschscholtz, 1821)"
 ]
}

 The dataset includes 8535 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002096-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fvy3ge
title: Occurrence Download

description: A dataset containing 130674 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Iris pseudacorus L.",
 "Year 2010-2021"
 ]
}

 The dataset includes 130674 records from 339 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0208684-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgqo5j
title: Occurrence Download

description: A dataset containing 4418 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Mustela frenata Lichtenstein, 1831",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4418 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030185-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcmhcn
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Akodon cursor (Winge, 1887)",
 "Year 1967-2021"
 ]
}

 The dataset includes 238 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161057-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtbyfx
title: Occurrence Download

description: A dataset containing 34948 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 Testudo hermanni Gmelin, 1789"
 ]
}

 The dataset includes 34948 records from 246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002334-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.svpbf0
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elaphoglossum vestitum (Schltdl. & Cham.) Schott"
 ]
}

 The dataset includes 240 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030186-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adnhjc
title: Occurrence Download

description: A dataset listing the 8 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vanilla planifolia Andrews"
 ]
}

 The dataset's 8 records were derived from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149404-200613084148143/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.28713287
title: LT05_L2SP_138045_20110209_20200823_02_T1_SR_B1.TIF

description: All satellite data sets are available on the USGS site. We used it for our research program.
DOI: 10.6084/m9.figshare.28713287.v1
title: LT05_L2SP_138045_20110209_20200823_02_T1_SR_B1.TIF

description: All satellite data sets are available on the USGS site. We used it for our research program.
DOI: 10.15468/dl.wh6rx6
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Juniperus recurva var. coxii (A.B.Jacks.) Melville"
 ]
}

 The dataset includes 139 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000031-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxpdfd
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "GadmGid is CHN.21_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Aquila heliaca Savigny, 1809",
 "Year 2000-2024"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000029-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shepav
title: Occurrence Download

description: A dataset containing 3268 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Country is one of (China, Russian Federation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Numenius madagascariensis (Linnaeus, 1766)",
 "Year 2014-2024"
 ]
}

 The dataset includes 3268 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000028-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5r2jma
title: Occurrence Download

description: A dataset containing 691 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Romania",
 "OccurrenceStatus is Present",
 "TaxonKey is Ursus arctos Linnaeus, 1758"
 ]
}

 The dataset includes 691 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000030-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2k3fch
title: Occurrence Download

description: A dataset containing 16683 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Bupleurum fruticosum L.",
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 16683 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000040-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwwdwu
title: Occurrence Download

description: A dataset containing 16683 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Bupleurum fruticosum L.",
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 16683 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000049-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v8tay7
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Livistona mariae F.Muell.",
 "Year 2021-2025"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000039-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q94mwq
title: Occurrence Download

description: A dataset listing the 4055707 species recorded in GBIF matching the query:
{
 "OccurrenceStatus" : [
 "is Present"
 ]
}

 The dataset's 4055707 records were derived from 72089 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000065-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2sr2t
title: Occurrence Download

description: A dataset containing 2602 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((16.67207205280857 48.253382781046874, 16.680633772564978 48.31795060481536, 16.593916112637412 48.3231673770585, 16.585464000056678 48.258591865944695, 16.67207205280857 48.253382781046874))"
 ]
}

 The dataset includes 2602 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000027-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j669b8
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material citation, Occurrence evidence)",
 "Continent is North America",
 "Country is Mexico",
 "Geometry POLYGON((-94.17366 18.18992,-94.49987 18.20084,-94.74053 18.61448,-95.07144 18.71225,-95.7859 18.85514,-95.81598 19.00555,-96.23714 19.47184,-96.30483 19.80274,-96.88392 20.4044,-97.37276 21.14894,-97.29034 21.6017,-97.71756 22.22043,-98.20371 22.50033,-98.36576 22.40458,-98.60147 22.37511,-98.32157 22.25726,-98.54254 21.92579,-98.44679 21.77111,-98.6383 21.66062,-98.51308 21.49857,-98.44679 21.20394,-98.3142 21.18184,-98.15952 21.07135,-98.26264 20.82828,-98.41732 20.87247,-98.57201 20.51891,-98.46888 20.33476,-98.06376 20.63676,-97.93117 20.53364,-97.90171 20.81355,-97.75439 20.76935,-97.69547 20.5852,-97.54815 20.53364,-97.7102 20.40842,-97.74703 20.22427,-97.59971 20.12115,-97.42293 20.22427,-97.15776 20.13588,-97.20932 19.99593,-97.40083 19.60554,-97.37873 19.39929,-97.18722 19.32564,-97.00307 19.26671,-97.04727 19.15622,-97.18722 19.15622,-97.26824 19.08256,-97.23141 18.87632,-97.31981 18.83212,-97.33278 18.66995,-97.17709 18.63103,-97.05384 18.50778,-96.93059 18.55967,-96.68409 18.33912,-96.63868 18.45588,-96.73599 18.52724,-96.69058 18.644,-96.46354 18.59211,-96.40515 18.41047,-96.19757 18.15748,-96.00297 18.14451,-95.83431 18.13802,-95.7889 17.96288,-95.89269 17.76178,-95.6397 17.53474,-95.23103 17.74232,-95.12075 17.69043,-95.31259 17.60683,-95.08015 17.39273,-94.8844 17.26428,-94.89052 17.19087,-93.86229 17.14553,-93.64174 17.5088,-94.07636 17.82017,-94.0569 17.96936,-94.17366 18.18992))",
 "OccurrenceStatus is Present",
 "TaxonKey is Crotalus Linnaeus, 1758",
 "Year 1960-2025"
 ]
}

 The dataset includes 145 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000035-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6y7dk9
title: Occurrence Download

description: A dataset containing 40766 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Andropogon gayanus Kunth"
 ]
}

 The dataset includes 40766 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000070-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48436/5whzg-62b97
title: Dataset of an experimental campaign of a Digital Twin for a biomass-to-SNG pilot plant

description: This dataset contains the results of the Digital Twin for a biomass-to-SNG pilot plant created within the ADORe-SNG project. 

Context and methodology



A Digital Twin was created for a biomass-to-SNG pilot plant at TU Wien.

The plant was automated and optimised using model predictive control (MPC), online process simulation and a soft sensor.

The data presented here is the output of these software tools that controlled the plant and were presented to the operators in real time.

The plant data stems from an excerpt of 9.5 hours from an experimental campaign in November 2023


The dataset accompanies a publication wherein further details regarding methods can be found.

Technical details



The data consist of four files:



Two CSV files with the outputs of the MPC



Data_MPC_DFB.csv with a sampling rate of 5 seconds

Data_MPC_Syngas.csv with a sampling rate of 1 second


One CSV file with the results of the soft sensor



Data_SoftSensor.csv with a sampling rate of 1 second retimed to 1 minute


One JSON file with the inputs and outputs of the online process simulation in the software IPSEpro



Data_IPSE.json with a sampling rate of 1 minute



The variable names in the files are explained in the attached README.txt


Further details

For further details see the publication “Design and Implementation of a Digital Twin for a Biomass-to-Gas plant” by Stefan Jankovic, Lukas Stanger, Alexander Bartik, Martin Hammerschmid, Florian Benedikt, Michael Mittermayr, Matthias Binder, Martin Kozek and Stefan Müller submitted to “Applied Energy”
DOI: 10.15468/dl.3d25fp
title: Occurrence Download

description: A dataset containing 8 records in GBIF matching the query:
SELECT 
countrycode,
COUNT(*) AS total_occurrences,
COUNT(DISTINCT publisher) AS total_publishers
FROM occurrence
WHERE countrycode IN ('IR', 'IQ', 'KW', 'SA', 'BH', 'QA', 'AE', 'OM')
GROUP BY countrycode;


 The dataset's 8 records were derived from 1952 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000068-250402095845217/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drjncj
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Macropodina blumenavii (Hieron.) R.M.King & H.Rob."
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095132-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.