cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7cy93x
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elatostema undulatum H.J.P.Winkl."
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188745-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.l6s5ul
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trimeresurus garciai Smith, 1940"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000596-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-24966
title: Reviews / summaries of officers involved in civil litigation cases, binder 2, 1991 June 12-19

description: LAPD Records - Reviews / summaries of officers involved in civil litigation cases, binder 2, 1991 June 12-19. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.25549/independent-c69-23372
title: Case summaries of the 83 selected cases (3 & 4 of 4), 1991 May 23-31

description: Packet - Case summaries of the 83 selected cases by the Independent Commission - cases against LAPD (3 & 4 of 4), 1991 May 23-31. PART OF A SERIES: Latham & Watkins researched a total of 83 civil litigation cases brought against the LAPD pertaining to excessive force and/or improper tactics to ascertain whether the Rodney King incident was in fact the aberration that Chief Daryl Gates described. Included in the series are several materials related to the firm’s investigation and final work product. Specifically, the series contains source materials related to the 83 cases that were studied. These materials include the firm’s own memoranda and notes, statistics on misconduct and police brutality, summaries of the selected cases, recommendations for settlement drafted by the Office of the City Attorney, docket cards, copies of settlement agreements, a master roster of officers named in the civil suits, and excerpts from officers’ personnel files. Also included are summaries of interviews held with police personnel and aggrieved citizens about their perception of problems within the LAPD.
DOI: 10.15468/dl.melqnu
title: Occurrence Download

description: A dataset containing 320 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Succisella inflexa (Kluk) G.Beck"
 ]
}

 The dataset includes 320 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000596-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxhwya
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Combretum coccineum",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060740-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/revjcz
title: Replication Data for: A review and discussion of pre-contact burials in northeast New South Wales

description: A selection of references used in: A review and discussion of pre-contact burials in northeast New South Wales
DOI: 10.34740/kaggle/dsv/13298270
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.6084/m9.figshare.30304459
title: Research on the double-edged effect of intelligent algorithm recommendation on shaping college students' values and the path of collaborative governance

description: This study proposes a stochastic game model of value perception using a multi-agent reinforcement learning framework to address the double-edged influence of algorithmic recommendation systems on college students' values. With 73% of students trapped in algorithmic information cocoons and a 23% exposure rate to historical nihilism content on campus platforms, traditional governance methods such as keyword filtering and manual review are insufficient. To address this, we construct a 128-dimensional state space that integrates user personas, policy strength, and value similarity, and define a constrained action space to regulate recommendation weights. A dual-path evolution mechanism is introduced: one path driven by social practice diffuses red values through replication dynamics, while the other uses institutional deterrence to suppress harmful content. The model rigorously proves convergence to a Nash equilibrium with value similarity ≥0.8 when the deterrence factor equals 0.4. Empirical validation on 15,600 users and 12,340 content items, with cross-validation on 5,200 users, shows a 107% increase in value similarity and a 91% reduction in harmful content exposure. Consensus convergence time is reduced by 3.3times. The results demonstrate the effectiveness and generalizability of this approach, offering a dynamic governance paradigm aligned with national algorithm regulation strategies.
DOI: 10.6084/m9.figshare.30304459.v1
title: Research on the double-edged effect of intelligent algorithm recommendation on shaping college students' values and the path of collaborative governance

description: This study proposes a stochastic game model of value perception using a multi-agent reinforcement learning framework to address the double-edged influence of algorithmic recommendation systems on college students' values. With 73% of students trapped in algorithmic information cocoons and a 23% exposure rate to historical nihilism content on campus platforms, traditional governance methods such as keyword filtering and manual review are insufficient. To address this, we construct a 128-dimensional state space that integrates user personas, policy strength, and value similarity, and define a constrained action space to regulate recommendation weights. A dual-path evolution mechanism is introduced: one path driven by social practice diffuses red values through replication dynamics, while the other uses institutional deterrence to suppress harmful content. The model rigorously proves convergence to a Nash equilibrium with value similarity ≥0.8 when the deterrence factor equals 0.4. Empirical validation on 15,600 users and 12,340 content items, with cross-validation on 5,200 users, shows a 107% increase in value similarity and a 91% reduction in harmful content exposure. Consensus convergence time is reduced by 3.3times. The results demonstrate the effectiveness and generalizability of this approach, offering a dynamic governance paradigm aligned with national algorithm regulation strategies.
DOI: 10.15468/dl.2bmm6b
title: Occurrence Download

description: A dataset containing 3143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnolia champaca)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3143 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060741-250920141307145/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.30304468
title: Factors driving the home-field advantage in litter decomposition: decomposer starvation effects and nutrient limitations

description: To evaluate the overall contribution of HFA to litter decomposition and identify its drivers, we quantitatively analyzed a global dataset comprising 1,434 observations from 66 studies. We employed two commonly used models: (1) the Home Field Advantage Index (HFAI), which quantifies HFA based on differences in litter mass loss between native and non-native sites, typically involving reciprocal transplants of two species; and (2) the Decomposer Ability Regression Test (DART), which distinguishes the effects of litter quality and decomposer ability from HFA and requires at least three litter species.
DOI: 10.6084/m9.figshare.30304468.v1
title: Factors driving the home-field advantage in litter decomposition: decomposer starvation effects and nutrient limitations

description: To evaluate the overall contribution of HFA to litter decomposition and identify its drivers, we quantitatively analyzed a global dataset comprising 1,434 observations from 66 studies. We employed two commonly used models: (1) the Home Field Advantage Index (HFAI), which quantifies HFA based on differences in litter mass loss between native and non-native sites, typically involving reciprocal transplants of two species; and (2) the Decomposer Ability Regression Test (DART), which distinguishes the effects of litter quality and decomposer ability from HFA and requires at least three litter species.
DOI: 10.6084/m9.figshare.30304480
title: Dataset for research

description: Data for reference
DOI: 10.6084/m9.figshare.30304480.v1
title: Dataset for research

description: Data for reference
DOI: 10.15468/dl.eznuxv
title: Occurrence Download

description: A dataset containing 404 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera uncia"
 ]
}

 The dataset includes 404 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060742-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tyc3cj
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cuphea llavea",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060744-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbrsnd
title: Occurrence Download

description: A dataset containing 2448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-91.57236 0.97727,-56.42764 0.97727,-56.42764 15.02273,-91.57236 15.02273,-91.57236 0.97727))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cebus versicolor"
 ]
}

 The dataset includes 2448 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060739-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfmgur
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnolia championii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 155 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060746-250920141307145/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-858065
title: Survey of Moto-taxi Riders in Kampala, Uganda, 2022

description: Survey data from 334 moto-taxi riders in Kampala, Uganda, generated using computer-assisted personal interviewing (CAPI) software between January and February 2022. Content includes: respondents' backgrounds and employment histories; means of motorcycle access; incomes and expenditures; working conditions; experiences of digital (ride-hail) work; interactions with law enforcers; and perceptions of politics and governance.
DOI: 10.15468/dl.mu6q63
title: Occurrence Download

description: A dataset containing 4984033 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Podicipediformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((0 30,30 30,30 60,0 60,0 30))"
 ]
}

 The dataset includes 4984033 records from 2048 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060698-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pashpn
title: Occurrence Download

description: A dataset containing 15494 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Abraxas Leach, 1815"
 ]
}

 The dataset includes 15494 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0173668-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2ccbm
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hydroides brachyacantha Rioja, 1941)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 273 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046536-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ffdnqd
title: Occurrence Download

description: A dataset containing 1801 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Diplotaxis harra (Forssk.) Boiss.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1801 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030541-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpr56f
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phytophthora palmivora (E.J.Butler) E.J.Butler",
 "Year 1927-2023"
 ]
}

 The dataset includes 98 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001031-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yw9bty
title: Occurrence Download

description: A dataset containing 36303 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset includes 36303 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0181866-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.linsb0
title: Occurrence Download

description: A dataset containing 323237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Cytisus scoparius (L.) Link",
 "TaxonKey is Acacia mearnsii De Wild.",
 "TaxonKey is Ulex europaeus L."
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 323237 records from 361 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030543-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hq5zs
title: Occurrence Download

description: A dataset containing 2208 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Piper betle L."
 ]
}

 The dataset includes 2208 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000562-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mx3qym
title: Occurrence Download

description: A dataset containing 128249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Occurrence records of southern African aquatic biodiversity",
 "TaxonKey is Actinopterygii"
 ]
}

 The dataset includes 128249 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0201587-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n7kuug
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neobuxbaumia polylopha (DC.) Backeb."
 ]
}

 The dataset includes 102 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030544-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2gthv2
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Vernonia chingiana Hand.-Mazz."
 ]
}

 The dataset includes 23 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0323736-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xgcubf
title: Occurrence Download

description: A dataset containing 387014 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((29.5 0, 32 0, 32 -2, 29.5 -2, 29.5 0))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 387014 records from 1688 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0212842-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3nae6v
title: Occurrence Download

description: A dataset containing 32225044 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Costa Rica"
 ]
}

 The dataset includes 32225044 records from 1793 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015253-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4h99sf
title: Occurrence Download

description: A dataset containing 152041 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Pakistan",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 152041 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0144503-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zaknui
title: Occurrence Download

description: A dataset containing 4265 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sceloporus siniferus Cope, 1870"
 ]
}

 The dataset includes 4265 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047130-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8gvd3
title: Occurrence Download

description: A dataset containing 3373 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Macfadyena unguis-cati (L.) A.H.Gentry"
 ]
}

 The dataset includes 3373 records from 186 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078751-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3c5zfx
title: Occurrence Download

description: A dataset containing 660424 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Buteo platypterus (Vieillot, 1823)",
 "HasCoordinate is True",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 2021",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False"
 ]
}

 The dataset includes 660424 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0345378-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fotjaj
title: Occurrence Download

description: A dataset containing 21528 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Honckenya peploides (L.) Ehrh."
 ]
}

 The dataset includes 21528 records from 249 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047132-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d583j7
title: Occurrence Download

description: A dataset containing 4641 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-9.22766 38.91401,-9.22834 38.86163,-9.16517 38.86243,-9.16208 38.91401,-9.16208 38.91535,-9.22766 38.91535,-9.22766 38.91401))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4641 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093349-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pfat5u
title: Occurrence Download

description: A dataset containing 26722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium alpestre L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 26722 records from 303 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079116-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.