cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6ejcex
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Elevation 1500.0-1800.0m",
 "GadmGid is USA.6_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Penstemon caespitosus"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001151-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8z9r5
title: Occurrence Download

description: A dataset listing the 31 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Monitoreo participativo de la salud de los arrecifes coralinos, una propuesta de adaptación del protocolo Reef Check Pacífico colombiano"
 ]
}

 The dataset's 31 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001146-251025141854904/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.30449651
title: Youth Digital Activism on Social Media, 2010–2025: Systematic Review Dataset (v1)

description: This dataset accompanies a PRISMA-based systematic review of youth digital activism on social media (2010–2025). It contains a cleaned, derived spreadsheet with core bibliographic and analytic variables extracted from 65 peer‑reviewed articles identified via Web of Science (Core Collection) and Scopus. The file includes:Sheet 1: dataset_clean (year, country, author keywords, research method, disciplinary field, and quantitative gender findings where reported; n=14)Sheet 2: README (schema, variable definitions, coding notes; “NR” = Not Reported)Sheet 3: Appendix A – Search Strategy (search strings, filters, dates, and eligibility criteria) Raw database exports are not shared due to licensing; only derived data needed for transparency and replication are provided.Included file: (1) dataset (.xlsx) with three sheets (dataset_clean, README, Appendix A – Search Strategy); (2) PRISMA_2020_checklist.docx.”
DOI: 10.6084/m9.figshare.30449651.v1
title: Youth Digital Activism on Social Media, 2010–2025: Systematic Review Dataset (v1)

description: This dataset accompanies a PRISMA-based systematic review of youth digital activism on social media (2010–2025). It contains a cleaned, derived spreadsheet with core bibliographic and analytic variables extracted from 65 peer‑reviewed articles identified via Web of Science (Core Collection) and Scopus. The file includes:Sheet 1: dataset_clean (year, country, author keywords, research method, disciplinary field, and quantitative gender findings where reported; n=14)Sheet 2: README (schema, variable definitions, coding notes; “NR” = Not Reported)Sheet 3: Appendix A – Search Strategy (search strings, filters, dates, and eligibility criteria) Raw database exports are not shared due to licensing; only derived data needed for transparency and replication are provided.Included file: (1) dataset (.xlsx) with three sheets (dataset_clean, README, Appendix A – Search Strategy); (2) PRISMA_2020_checklist.docx.”
DOI: 10.5281/zenodo.17449789
title: The datasets of "A_deep_learning_method_for_extinction_spectrum_prediction_and_graphene-coated_silver_nanoparticles_inverse_design.

description: The datasets and Codes pertain to the manuscript titled "A_deep_learning_method_for_extinction_spectrum_prediction_and_graphene-coated_silver_nanoparticles_inverse_design." The manuscript is due for peer review in a scientific journal in 2025.
DOI: 10.5281/zenodo.17449790
title: The datasets of "A_deep_learning_method_for_extinction_spectrum_prediction_and_graphene-coated_silver_nanoparticles_inverse_design.

description: The datasets and Codes pertain to the manuscript titled "A_deep_learning_method_for_extinction_spectrum_prediction_and_graphene-coated_silver_nanoparticles_inverse_design." The manuscript is due for peer review in a scientific journal in 2025.
DOI: 10.15468/dl.njphfs
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Elevation 1800.0-2100.0m",
 "GadmGid is USA.6_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Penstemon caespitosus"
 ]
}

 The dataset includes 31 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001153-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/dbxv-dz97
title: "Energy Consumption and Runtime Traces of Lightweight LLM Inference"

description: "This dataset contains runtime and energy consumption measurements for multiple lightweight large language models (LLMs) under varying inference configurations. Experiments were conducted on a CPU\u2013GPU hybrid system equipped with an NVIDIA GeForce RTX 3060 (8 GB VRAM) GPU and an Intel i7 CPU. The evaluated models include GPT-2, Falcon-rw-1B, LLaMA-3.2-1B, and DeepSeek-R1-Distill-Qwen-1.5B, along with their quantized variants.Energy consumption was profiled using PyJoules, which integrates with pynvml (for GPU) and Intel RAPL (for CPU) to collect fine-grained hardware-level energy data during inference.Each inference trace corresponds to a unique combination of:Input token length T_in,Output token length T_outQuantization threshold Qn \u2208 {1,2,4,6}Token lengths vary in powers of two (T_in, T_out \u2208 {8,16,32,64,128,256,512}.Each configuration was executed 25 times in randomized order for robustness, yielding 24,500 total traces across all models.The dataset provides a reproducible benchmark for analyzing LLM inference efficiency, scalability, and energy-performance trade-offs under hardware constraints."
DOI: 10.15468/dl.xj4sjz
title: Occurrence Download

description: A dataset containing 310622 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Pilosella officinarum)"
 ]
}

 The dataset includes 310622 records from 1204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001152-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-12569
title: Witness biographies - Wilson, James Q., 1991-04-16

description: Summary of remarks of James Q. Wilson, Christopher Commission, 1991 April 16. PART OF A SERIES: The staff of Skadden, Arps, Slate, Meagher & Flom assisted the Commission's investigation by coordinating interviews and compiling and synthesizing witness declarations. Included in the series are biographies of several expert witnesses solicited by the Commission, as well as three witnesses' written testimonies. Also included are statistics provided by the Police Misconduct Lawyer Referral Service, a nonprofit organization that counsels victims of police abuse, and one article regarding the critical role that mayors play in the implementation of police policy.
DOI: 10.15468/dl.z397q4
title: Occurrence Download

description: A dataset containing 300212 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fringilla montifringilla Linnaeus, 1758",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990",
 {
 "or" : [
 "Month is December",
 "Month is January",
 "Month is February"
 ]
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 300212 records from 502 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178723-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-16018
title: Commission meetings (1 of 6), 1984-06 - 1991-05-03

description: Commission meetings (1 of 6), 1984 June - 1991 May 3. PART OF A SERIES: Materials in the series fall into one of several categories related to the Independent Commission's work product: (1) Commission meeting materials, which include meeting agendas, work plans, memoranda, and articles about police misconduct that were circulated and reviewed during the Commission's internal meetings; (2) public correspondence, which includes citizen complaints against the LAPD in the form of written testimony, articles, and an audio cassette tape, as well as letters drafted by citizens in support of the LAPD; (3) summaries of interviews held with LAPD officers regarding Departmental procedures and relations; (4) public meeting materials, which include transcripts, supplementary documents, and witness statements that were reviewed at the Commission's public meetings; (5) press releases related to the formation and work product of the Commission; and (6) miscellaneous materials reviewed by the Commission during its study, including LAPD personnel and training manuals, a memorandum of understanding, and messages from the LAPD's Mobile Digital Terminal (MDT) system.
DOI: 10.15468/dl.jatnmy
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Valeriana zamoranensis Rzed. & Calderón"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001092-171020152545675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2yjdz
title: Occurrence Download

description: A dataset containing 86817 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calandrella brachydactyla (Leisler, 1814)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 86817 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002639-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hdnmx
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-11.55129 28.51246,-4.06206 28.51246,-4.06206 33.94044,-11.55129 33.94044,-11.55129 28.51246))",
 "TaxonKey is Cytisus arboreus (Desf.) DC."
 ]
}

 The dataset includes 18 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178734-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-16132
title: Commission meetings (5 of 6), 1963-1991

description: Commission meetings (5 of 6), 1963-1991. PART OF A SERIES: Materials in the series fall into one of several categories related to the Independent Commission's work product: (1) Commission meeting materials, which include meeting agendas, work plans, memoranda, and articles about police misconduct that were circulated and reviewed during the Commission's internal meetings; (2) public correspondence, which includes citizen complaints against the LAPD in the form of written testimony, articles, and an audio cassette tape, as well as letters drafted by citizens in support of the LAPD; (3) summaries of interviews held with LAPD officers regarding Departmental procedures and relations; (4) public meeting materials, which include transcripts, supplementary documents, and witness statements that were reviewed at the Commission's public meetings; (5) press releases related to the formation and work product of the Commission; and (6) miscellaneous materials reviewed by the Commission during its study, including LAPD personnel and training manuals, a memorandum of understanding, and messages from the LAPD's Mobile Digital Terminal (MDT) system.
DOI: 10.15468/dl.9pixrz
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heliconia fredberryana W.J.Kress"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001092-171109162308116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-241
title: Staff One: A Perspective on Effective Police Management by Edward M. Davis, 1978

description: Edward M. Davis. Staff one: A perspective on effective police management. Englewood Cliffs, New Jersey: Prentice-Hall, Inc., 1978. PART OF A SERIES: Included in the series are research materials collected by the staff of First Interstate Bancorp during their broad analysis of municipal police departments' structure and function. The series consists primarily of excerpts from books, reports, academic journals, case studies, and other published sources regarding the proper role of police in society. Also included are inventories of other sources relevant to staff's investigation, correspondence and memoranda, speech transcripts, and excerpts from the Congressional Record regarding the implementation of a 10-year fixed term for the FBI Director.
DOI: 10.15468/dl.fkrdfx
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Myotis planiceps Baker, 1955"
 ]
}

 The dataset includes 15 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178742-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnedkf
title: Occurrence Download

description: A dataset containing 6103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Caretta caretta (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6103 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001092-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-12600
title: A need for change: confronting the problems of the LAPD, 1991-05-01

description: A need for change: confronting the problems of the Los Angeles Police Department. Testimony of Ramona Ripston, Executive Director, ACLU of Southern California before the Special Independent Commission on the Los Angeles Police Department, 1991 May 1. PART OF A SERIES: The staff of Skadden, Arps, Slate, Meagher & Flom assisted the Commission's investigation by coordinating interviews and compiling and synthesizing witness declarations. Included in the series are biographies of several expert witnesses solicited by the Commission, as well as three witnesses' written testimonies. Also included are statistics provided by the Police Misconduct Lawyer Referral Service, a nonprofit organization that counsels victims of police abuse, and one article regarding the critical role that mayors play in the implementation of police policy.
DOI: 10.25549/independent-c69-17670
title: Correspondence: suggestions for the Commission (2 of 2), 1941-1991

description: Correspondence: suggestions for the Commission (2 of 2), 1941 October 1 - 1991 July 24. PART OF A SERIES: Materials in the series fall into one of several categories related to the Independent Commission's work product: (1) Commission meeting materials, which include meeting agendas, work plans, memoranda, and articles about police misconduct that were circulated and reviewed during the Commission's internal meetings; (2) public correspondence, which includes citizen complaints against the LAPD in the form of written testimony, articles, and an audio cassette tape, as well as letters drafted by citizens in support of the LAPD; (3) summaries of interviews held with LAPD officers regarding Departmental procedures and relations; (4) public meeting materials, which include transcripts, supplementary documents, and witness statements that were reviewed at the Commission's public meetings; (5) press releases related to the formation and work product of the Commission; and (6) miscellaneous materials reviewed by the Commission during its study, including LAPD personnel and training manuals, a memorandum of understanding, and messages from the LAPD's Mobile Digital Terminal (MDT) system.
DOI: 10.15468/dl.rmwsbg
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((52.05165 42.76587,50.78811 43.09097,37.11022 35.28653,34.42291 34.35322,42.1469 41.38526,40.36073 41.99674,35.4045 37.58764,32.92639 35.60836,32.82984 34.25667,35.29186 32.55095,52.01107 41.53009,52.05165 42.76587))",
 "TaxonKey is Chelon auratus (Risso, 1810)"
 ]
}

 The dataset includes 14 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178740-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7wo5g
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leontopithecus chrysopygus (Mikan, 1823)"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001093-150204170955391/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-12631
title: A need for change: confronting the problems of the LAPD, 1991-05-01

description: A need for change: confronting the problems of the Los Angeles Police Department. Testimony of Ramona Ripston, Executive Director, ACLU of Southern California before the Special Independent Commission on the Los Angeles Police Department, 1991 May 1. PART OF A SERIES: The staff of Skadden, Arps, Slate, Meagher & Flom assisted the Commission's investigation by coordinating interviews and compiling and synthesizing witness declarations. Included in the series are biographies of several expert witnesses solicited by the Commission, as well as three witnesses' written testimonies. Also included are statistics provided by the Police Misconduct Lawyer Referral Service, a nonprofit organization that counsels victims of police abuse, and one article regarding the critical role that mayors play in the implementation of police policy.
DOI: 10.15468/dl.zm3s7t
title: Occurrence Download

description: A dataset containing 1733 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "TaxonKey is Bufotes viridis (Laurenti, 1768)"
 ]
}

 The dataset includes 1733 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178744-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.np1cwz
title: Occurrence Download

description: A dataset containing 2621 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mormoops megalophylla (Peters, 1864)",
 "Country is Mexico"
 ]
}

 The dataset includes 2621 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001093-150221044754056/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-15992
title: Commission meetings, 1991-02-27 - 1991-05-01

description: Commission meetings, 1991 February 27 - May 1. PART OF A SERIES: Materials in the series fall into one of several categories related to the Independent Commission's work product: (1) Commission meeting materials, which include meeting agendas, work plans, memoranda, and articles about police misconduct that were circulated and reviewed during the Commission's internal meetings; (2) public correspondence, which includes citizen complaints against the LAPD in the form of written testimony, articles, and an audio cassette tape, as well as letters drafted by citizens in support of the LAPD; (3) summaries of interviews held with LAPD officers regarding Departmental procedures and relations; (4) public meeting materials, which include transcripts, supplementary documents, and witness statements that were reviewed at the Commission's public meetings; (5) press releases related to the formation and work product of the Commission; and (6) miscellaneous materials reviewed by the Commission during its study, including LAPD personnel and training manuals, a memorandum of understanding, and messages from the LAPD's Mobile Digital Terminal (MDT) system.
DOI: 10.15468/dl.kv9enr
title: Occurrence Download

description: A dataset containing 327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ephedra przewalskii Stapf"
 ]
}

 The dataset includes 327 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178743-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-12596
title: A need for change: confronting the problems of the LAPD, 1991-05-01

description: A need for change: confronting the problems of the Los Angeles Police Department. Testimony of Ramona Ripston, Executive Director, ACLU of Southern California before the Special Independent Commission on the Los Angeles Police Department, 1991 May 1. PART OF A SERIES: The staff of Skadden, Arps, Slate, Meagher & Flom assisted the Commission's investigation by coordinating interviews and compiling and synthesizing witness declarations. Included in the series are biographies of several expert witnesses solicited by the Commission, as well as three witnesses' written testimonies. Also included are statistics provided by the Police Misconduct Lawyer Referral Service, a nonprofit organization that counsels victims of police abuse, and one article regarding the critical role that mayors play in the implementation of police policy.
DOI: 10.15468/dl.m7zvvx
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bactris tefensis A.J.Hend."
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001093-150311145101897/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ndnsfw
title: Occurrence Download

description: A dataset containing 56797 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Melastomataceae"
 ]
}

 The dataset includes 56797 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002621-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.