cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.89mz3t
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Maranta bahiensis N.Luna & E.M.Pessoa"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170313-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.za5abh
title: Occurrence Download

description: A dataset containing 1903 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atomaria lewisi Reitter, 1877"
 ]
}

 The dataset includes 1903 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004776-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wn7ptn
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eulophia clandestina (Börge Pett.) Bytebier"
 ]
}

 The dataset includes 9 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048733-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.obsw1g
title: Occurrence Download

description: A dataset containing 29333044 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Animalia",
 "BasisOfRecord is Observation",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 29333044 records from 365 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042798-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqwi1k
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paratecoma peroba (Record) Kuhlm."
 ]
}

 The dataset includes 86 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004777-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2jpz6
title: Occurrence Download

description: A dataset containing 286 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia orites Pedley"
 ]
}

 The dataset includes 286 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006287-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1x9fwq
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Megascops seductus (R.T.Moore, 1941)",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-109.54 15.15,-109.54 23.42,-95.77 23.42,-95.77 15.15,-109.54 15.15))"
 ]
}

 The dataset includes 128 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042800-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pccx1h
title: Occurrence Download

description: A dataset containing 11941 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Universitat de València, Colecciones de Criptógamas: VAL_Lich"
 ]
}

 The dataset includes 11941 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004778-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nvnun0
title: Occurrence Download

description: A dataset containing 6936426 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6936426 records from 436 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042806-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6sqc6y
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Timon tangitanus (Boulenger, 1889)"
 ]
}

 The dataset includes 114 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048736-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.koim7q
title: Occurrence Download

description: A dataset containing 12194 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polybia Richards, 1978"
 ]
}

 The dataset includes 12194 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004779-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztxpe8
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepanthes casasae Pupulin"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0170314-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tniwdf
title: Occurrence Download

description: A dataset containing 674 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Culcita macrocarpa C.Presl"
 ]
}

 The dataset includes 674 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042810-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uf7gra
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acalypha arciana (Baill.) Müll.Arg."
 ]
}

 The dataset includes 19 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006265-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zujsct
title: Occurrence Download

description: A dataset containing 32460 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-101.608926 33.486613, -101.645597 33.536732, -101.710196 33.536732, -101.673502 33.486613, -101.608926 33.486613))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 32460 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043960-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5255/ukda-sn-9170-4
title: Understanding Society: Waves 1-15, 2009-2024: Special Licence Access, Census 2021 Middle Layer Super Output Areas
title: Understanding Society, Waves 1-, 2008- : Safeguarded/Special Licence
title: United Kingdom Household Longitudinal Study; UKHLS

description: &lt;span style="font-style: italic;"&gt;Understanding Society&lt;/span&gt; (the UK Household Longitudinal Study), which began in 2009, is conducted by the Institute for Social and Economic Research (ISER) at the University of Essex, and the survey research organisations Verian Group (formerly Kantar Public) and NatCen. It builds on and incorporates, the British Household Panel Survey (BHPS), which began in 1991. 
&lt;p&gt;This dataset contains Middle Layer Super Output Areas (MSOA) Census 2021-defined geographic variables for each wave of Understanding Society to date, and a household identification serial number for file matching to the main data. MSOA’s are provided for England and Wales and Intermediate Zones are provided for Scotland. There is no equivalent for Northern Ireland whose entries in this file are set to missing (-9).&lt;/p&gt;
&lt;p&gt;These data have more restrictive access conditions than those available under the standard End User Licence (see 'Access study data' for more information).&lt;/p&gt;
&lt;p&gt;Please see the Geographical Lookup Tables and Main Survey User Guide Geography documents for further details.&lt;/p&gt;
&lt;p&gt;&lt;b&gt;Census 2001, 2011 and 2021 MSOA access restrictions&lt;/b&gt;&lt;/p&gt;
&lt;p&gt;Census 2001 and 2021 - defined MSOA geographic variables are also available under Special Licence access conditions to match to Understanding Society data - see SN 7245 and SN 7249 respectively. When placing an order for these data, users should note that, to minimise the risk of disclosure, users may access only one of SN 9170 (this study), SN 7245 or SN 7249.&lt;/p&gt;
&lt;p&gt;&lt;b&gt;Latest Edition Information&lt;/b&gt;&lt;/p&gt;
&lt;p&gt;For the 4th edition (December 2025), Wave 15 data have been added, and the documentation has been updated.&lt;/p&gt;
DOI: 10.15468/dl.h35u2c
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-5.96648 59.16092,-11.687 56.81239,-12.09929 50.96231,-4.83268 49.24366,0.57863 50.17675,3.31005 53.27179,0.6817 58.38615,-5.14189 59.34536,-5.96648 59.16092))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus rubra"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043961-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5255/ukda-sn-9169-4
title: Understanding Society: Waves 1-15, 2009-2024: Special Licence Access, Census 2021 Lower Layer Super Output Areas
title: Understanding Society, Waves 1-, 2008- : Safeguarded/Special Licence
title: United Kingdom Household Longitudinal Study; UKHLS

description: &lt;span style="font-style: italic;"&gt;Understanding Society&lt;/span&gt; (the UK Household Longitudinal Study), which began in 2009, is conducted by the Institute for Social and Economic Research (ISER) at the University of Essex, and the survey research organisations Verian Group (formerly Kantar Public) and NatCen. It builds on and incorporates, the British Household Panel Survey (BHPS), which began in 1991. 
&lt;p&gt;This dataset contains Lower Layer Super Output Areas (LSOA) Census 2021-defined geographic variables for each wave of Understanding Society to date, and a household identification serial number for file matching to the main data. LSOA’s are provided for England and Wales households, Super Data Zones (SDZ) are provided for Northern Ireland and Data Zones (DZ), are provided for Scotland.&lt;/p&gt;
&lt;p&gt;These data have more restrictive access conditions than those available under the standard End User Licence (see 'Access study data' for more information).&lt;/p&gt;
&lt;p&gt;Please see the Geographical Lookup Tables and Main Survey User Guide Geography documents for further details.&lt;/p&gt;
&lt;p&gt;&lt;b&gt;Census 2001, 2011 and 2021 LSOA access restrictions&lt;/b&gt;&lt;/p&gt;
&lt;p&gt;Census 2001 and 2011 - defined LSOA geographic variables are also available under Special Licence access conditions to match to Understanding Society data - see SN 6670 and SN 7248 respectively. When placing an order for these data users should note that, to minimise the risk of disclosure, users may access only one of SN 6670, SN 7248 or SN 9169 (this study).&lt;/p&gt;
&lt;p&gt;&lt;b&gt;Latest Edition Information&lt;/b&gt;&lt;/p&gt;
&lt;p&gt;For the 4th edition (December 2025), Wave 15 data have been added (including Scottish Data Zones (DZ) , and the documentation has been updated.&lt;/p&gt;
DOI: 10.13140/rg.2.2.32169.45925
title: sycamore leaf based design
DOI: 10.15468/dl.fk642p
title: Occurrence Download

description: A dataset containing 20932 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Quercus robur"
 ]
}

 The dataset includes 20932 records from 455 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043963-251120083545085/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.30512033
title: The Matlab code applied for the calculation of the matrix of extreme currents from A distinctive approach to comprehending regulatory signalling mechanisms underlying the hypothalamic‒pituitary‒adrenal (HPA) axis

description: This MATLAB code computes the extreme current matrix using a stoichiometric matrix as input, allowing all results derived from this matrix to be obtained.
DOI: 10.6084/m9.figshare.30512033.v2
title: The Matlab code applied for the calculation of the matrix of extreme currents from A distinctive approach to comprehending regulatory signalling mechanisms underlying the hypothalamic‒pituitary‒adrenal (HPA) axis

description: This MATLAB code computes the extreme current matrix using a stoichiometric matrix as input, allowing all results derived from this matrix to be obtained.
DOI: 10.6084/m9.figshare.30512033.v1
title: The Matlab code applied for the calculation of the matrix of extreme currents from A distinctive approach to comprehending regulatory signalling mechanisms underlying the hypothalamic‒pituitary‒adrenal (HPA) axis

description: This MATLAB code computes the extreme current matrix using a stoichiometric matrix as input, allowing all results derived from this matrix to be obtained.
DOI: 10.15468/dl.qap5ab
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphaerodorum indutum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043964-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.989fsx
title: Occurrence Download

description: A dataset containing 9581 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-101.572612 33.466922, -101.609275 33.517084, -101.673926 33.517084, -101.637240 33.466922, -101.572612 33.466922))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 9581 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043966-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5255/ukda-sn-8579-7
title: Understanding Society: Waves 1-15, 2009-2024 and Harmonised BHPS: Waves 1-18, 1991-2009: Special Licence Access, Interviewer Characteristics
title: Understanding Society, Waves 1-, 2008- : Safeguarded/Special Licence
title: United Kingdom Household Longitudinal Study; UKHLS

description: &lt;span style="font-style: italic;"&gt;Understanding Society&lt;/span&gt; (the UK Household Longitudinal Study), which began in 2009, is conducted by the Institute for Social and Economic Research (ISER) at the University of Essex, and the survey research organisations Verian Group (formerly Kantar Public) and NatCen. It builds on and incorporates, the British Household Panel Survey (BHPS), which began in 1991. 
&lt;p&gt;&lt;/p&gt;
&lt;p&gt;Understanding Society (the UK Household Longitudinal Study), which began in 2009, is conducted by the Institute for Social and Economic Research (ISER) at the University of Essex, and the survey research organisations Kantar Public and NatCen. It builds on and incorporates, the British Household Panel Survey (BHPS), which began in 1991.&lt;/p&gt;
&lt;p&gt;This dataset contains details on all individual Interviewers who conducted interviews for all waves of Understanding Society and BHPS. Released variables for Understanding Society waves include: gender, sex, year of birth, year started, fieldwork agency and ethnic grouping. These interviewer details can be linked to the interview details in the main datasets SN 6614 and SN 6931.&lt;/p&gt;
&lt;p&gt;These data have more restrictive access conditions than those available under the standard End User Licence (see 'Access study data' for more information).&lt;/p&gt;
&lt;p&gt;&lt;b&gt;Latest Edition Information&lt;/b&gt;&lt;/p&gt;
&lt;p&gt;For the 7th edition (December 2025), Wave 15 interviewers have been added.&lt;/p&gt;
DOI: 10.6084/m9.figshare.30261691
title: Minimal dataset—How digital proximity shapes firms’ optimal energy demand: Evidence from Chinese manufacturing

description: With respect to sample selection, we retain only manufacturing firms and exclude those with severe missing values in energy consumption data. Firms flagged as *ST, ST, or PT, which indicate financial distress or delisting risk, are removed from the sample. In addition, continuous variables are winsorized at the 1% and 99% levels to mitigate the influence of extreme values. After applying these procedures, the final dataset comprises an unbalanced panel of 2,942 Chinese manufacturing firms covering the period 2014 to 2024.
DOI: 10.6084/m9.figshare.30261691.v3
title: Data:<sub>How digital proximity drives energy-saving production: Evidence from Chinese manufacturing firms</sub>

description: With respect to sample selection, we retain only manufacturing firms and exclude those with severe missing values in energy consumption data. Firms flagged as *ST, ST, or PT, which indicate financial distress or delisting risk, are removed from the sample. In addition, continuous variables are winsorized at the 1% and 99% levels to mitigate the influence of extreme values. After applying these procedures, the final dataset comprises an unbalanced panel of 2,942 Chinese manufacturing firms covering the period 2014 to 2024.
DOI: 10.6084/m9.figshare.30261691.v4
title: Minimal dataset—How digital proximity shapes firms’ optimal energy demand: Evidence from Chinese manufacturing

description: With respect to sample selection, we retain only manufacturing firms and exclude those with severe missing values in energy consumption data. Firms flagged as *ST, ST, or PT, which indicate financial distress or delisting risk, are removed from the sample. In addition, continuous variables are winsorized at the 1% and 99% levels to mitigate the influence of extreme values. After applying these procedures, the final dataset comprises an unbalanced panel of 2,942 Chinese manufacturing firms covering the period 2014 to 2024.
DOI: 10.25403/upresearchdata.30846464
title: Visual content analysis of the afterimages of atrocity

description: This research examined and critiqued selected afterimages of African atrocities, namely, apartheid (1948-1994), the Rwandan Genocide (1994) and the Democratic Republic of Congo Wars (1998-2003) through a Black gaze. The study is qualitative and utilised Visual Content Analysis and Multimodal Critical Discourse Analysis (MCDA) to render an Africanfurturist, Postcolonial African Trauma reading of the works of Colin Richards, Judith Mason, Rafiki Ubaldo, Richard Mosse and WITNESS (documentary), selected using judgmental sampling. The data was collected using both primary and secondary data in the public domain related to all aspects of the research project. This study used visual content analysis for manifest analysis, literature review and to establish the artworks' historical and social context. MCDA was used to analyse latent aspects of the artworks such as the creating artist's ideological perspectives. Artists who are deemed cultural outsiders are unfamiliar with Black African values, cultural processes, or mourning practices and they therefore risk undermining the trauma (physical and psychological) inflicted upon Black African bodies by prolonged racial and cultural subjugation. Imaginative and/or pornographic visual approaches to such trauma are suspect because they are ethically and historically irresponsible.
DOI: 10.25403/upresearchdata.30846464.v1
title: Visual content analysis of the afterimages of atrocity

description: This research examined and critiqued selected afterimages of African atrocities, namely, apartheid (1948-1994), the Rwandan Genocide (1994) and the Democratic Republic of Congo Wars (1998-2003) through a Black gaze. The study is qualitative and utilised Visual Content Analysis and Multimodal Critical Discourse Analysis (MCDA) to render an Africanfurturist, Postcolonial African Trauma reading of the works of Colin Richards, Judith Mason, Rafiki Ubaldo, Richard Mosse and WITNESS (documentary), selected using judgmental sampling. The data was collected using both primary and secondary data in the public domain related to all aspects of the research project. This study used visual content analysis for manifest analysis, literature review and to establish the artworks' historical and social context. MCDA was used to analyse latent aspects of the artworks such as the creating artist's ideological perspectives. Artists who are deemed cultural outsiders are unfamiliar with Black African values, cultural processes, or mourning practices and they therefore risk undermining the trauma (physical and psychological) inflicted upon Black African bodies by prolonged racial and cultural subjugation. Imaginative and/or pornographic visual approaches to such trauma are suspect because they are ethically and historically irresponsible.
DOI: 10.15468/dl.sfd2ze
title: Occurrence Download

description: A dataset containing 52865 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vigna unguiculata",
 "Continent is Africa"
 ]
}

 The dataset includes 52865 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043941-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d3wpnh
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spinther usarpia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043967-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fny49
title: Occurrence Download

description: A dataset containing 68981 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is DEU.2.54_1",
 "OccurrenceStatus is Present",
 "PublishingOrg is bb646dff-a905-4403-a49b-6d378c2cf0d9"
 ]
}

 The dataset includes 68981 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043954-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.