cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7801/471
title: Paraly: Replication package for exploring the concept of paralysis (fr. ‘paralysie’) in a digital corpus of French Literature

description: This replication package provides all necessary resources to reproduce the dataset and methodological approach described in the Paraly data paper. The dataset consists of three corpora (full texts and metadata) of French literature from the 18th, 19th, and 20th centuries, containing both figurative and concrete linguistic references (annotations) to the concept of paralysis. The texts originate from the “Les classiques de la littérature” collection maintained on Gallica, the digital library of the Bibliothèque nationale de France (BnF). The replication package includes scripts and documentation for data collection, extraction, processing, annotation, and model training. It contains: scripts for data and metadata collection, original OCR-ed texts with metadata from Gallica, text excerpts containing the character sequence “paraly” and their manual annotations, annotation guidelines detailing the methodology used, a pre-trained multilabel classifier trained on the annotated data using the flair library, a graphical user interface application for automatic annotation, code and workflows for processing text corpora. By providing these resources, the replication package enables researchers to reproduce the dataset creation process, refine the annotation workflow, and extend the methodological approach to other literary corpora.
DOI: 10.15468/dl.fc29cm
title: Occurrence Download

description: A dataset containing 263 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Peromyscus carletoni Bradley et al., 2014"
 ]
}

 The dataset includes 263 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002487-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pncjga
title: Occurrence Download

description: A dataset containing 19964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calotropis procera (Aiton) W.T.Aiton",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 19964 records from 258 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002488-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ddumr4
title: Occurrence Download

description: A dataset listing the 281262 species recorded in GBIF matching the query:
{
 "and" : [
 "Year is 2022",
 "BasisOfRecord is Human Observation",
 "TaxonomicStatus is Accepted"
 ]
}

 The dataset's 281262 records were derived from 6500 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002479-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uuf6nc
title: Occurrence Download

description: A dataset containing 650449 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is LACM Entomology Collection"
 ]
}

 The dataset includes 650449 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050950-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9emd3q
title: Occurrence Download

description: A dataset containing 586 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iris pallida",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 586 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050962-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzrsnr
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iris pallida",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 68 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050963-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/qfej-e81t-dc0w
title: TI3GER: AMS-60s (Aerosol Mass Spectrometer) 1 Minute Data. Version 2.0

description: AMS-60s (Aerosol Mass Spectrometer) 1 Minute Data, chemically speciated submicron non-refractory particulate mass (AMS-60s) collected on board the NSF NCAR GV HIAPER during the TI3GER (Technological Innovation Into Iodine and GV Environmental Research) campaign in April 2022.
DOI: 10.15468/dl.fd49e7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iris pallida",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050964-250920141307145/datasets/export for details.
DOI: 10.15468/dl.9jyv2h
title: Occurrence Download

description: A dataset containing 735 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abies forrestii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 735 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050966-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16878539
title: Data from: Geopolitical impacts on the description of new terrestrial mollusc species

description: Description

This repository provides the raw data and codebase for analyzing scientific colonialism in the global discovery of mollusk species from 2003 to 2022. The code fully reproduces all analyses reported in the manuscript, including the classification of species descriptions by research collaboration type (domestic, mixed, or parachute research), extraction of socioeconomic variables from global datasets, statistical comparisons of taxonomic practices across geopolitical regions, and generation of all figures for the main text and supplementary materials. The workflow ensures transparent and replicable results, from data processing to visualization.

File content

RawData.xlsx: it represents the raw data on mollusc species descriptions published between 2003 and 2022. It contains 24 fields informing taxonomic ranks, authors' affiliation country, geographical coordinates of species type-locality, and details on methods and resources applied to each species description.

R-code: script to reproduce all analyses and figures.

Shapefiles.zip: it represents the "Shapefiles" folder directory, which includes four shapefiles in this zip. (i) landcover_SIMP, boundaries of land areas worldwide. (ii) world_limit, bounding box of world extent. (iii) world-administrative-boundaries, country-level geopolitical boundaries (see https://data.ipu.org/content/regional-groupings). (iv) wwf_realms, the biogeographical realm limits extracted from https://ecoregions.appspot.com/). 

Citation

Abreu, E.C.T., Silva, E.L. & Moura, M.R. (2025). Geopolitical impacts on the description of new terrestrial mollusc species. Proceedings of the Royal Society B, in press. doi: 10.1098/rspb.2025.1428Correspondence to: mariormoura@gmail.com
description: http://mariormoura.wordpress.com/
DOI: 10.5281/zenodo.16878540
title: Data from: Geopolitical impacts on the description of new terrestrial mollusc species

description: Description

This repository provides the raw data and codebase for analyzing scientific colonialism in the global discovery of mollusk species from 2003 to 2022. The code fully reproduces all analyses reported in the manuscript, including the classification of species descriptions by research collaboration type (domestic, mixed, or parachute research), extraction of socioeconomic variables from global datasets, statistical comparisons of taxonomic practices across geopolitical regions, and generation of all figures for the main text and supplementary materials. The workflow ensures transparent and replicable results, from data processing to visualization.

File content

RawData.xlsx: it represents the raw data on mollusc species descriptions published between 2003 and 2022. It contains 24 fields informing taxonomic ranks, authors' affiliation country, geographical coordinates of species type-locality, and details on methods and resources applied to each species description.

R-code: script to reproduce all analyses and figures.

Shapefiles.zip: it represents the "Shapefiles" folder directory, which includes four shapefiles in this zip. (i) landcover_SIMP, boundaries of land areas worldwide. (ii) world_limit, bounding box of world extent. (iii) world-administrative-boundaries, country-level geopolitical boundaries (see https://data.ipu.org/content/regional-groupings). (iv) wwf_realms, the biogeographical realm limits extracted from https://ecoregions.appspot.com/). 

Citation

Abreu, E.C.T., Silva, E.L. & Moura, M.R. (2025). Geopolitical impacts on the description of new terrestrial mollusc species. Proceedings of the Royal Society B, in press. doi: 10.1098/rspb.2025.1428Correspondence to: mariormoura@gmail.com
description: http://mariormoura.wordpress.com/
DOI: 10.15468/dl.dt7r4e
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iris pallida",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050967-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2fjfu
title: Occurrence Download

description: A dataset containing 19327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantago major",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19327 records from 208 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050965-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/9cy3-0rmh-k901
title: TI3GER: AMSSD (Aerosol Mass Spectrometer Size Distribution) Data. Version 2.0

description: AAMSSD (Aerosol Mass Spectrometer Size Distribution) Data, chemically speciated size-resolved submicron non-refractory particulate mass data collected on board the NSF/NCAR GV HIAPER during the TI3GER (Technological Innovation Into Iodine and GV Environmental Research) campaign in April 2022.
DOI: 10.15468/dl.t6w8a7
title: Occurrence Download

description: A dataset containing 704 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abies holophylla)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 704 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050968-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k96wp4
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iris tuberosa",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 117 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050972-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4rzdzu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iris tuberosa",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050971-250920141307145/datasets/export for details.
DOI: 10.15468/dl.f7ux4h
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iris tuberosa",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 175 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050970-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5awtya
title: Occurrence Download

description: A dataset containing 1913 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platanus orientalis",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1913 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050973-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a8nn5r
title: Occurrence Download

description: A dataset containing 74015 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thymallus thymallus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 74015 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050900-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mpxghc
title: Occurrence Download

description: A dataset containing 646 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abies nephrolepis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 646 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050974-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/pyz1-4297-6t0x
title: TI3GER: AMS (Aerosol Mass Spectrometer) 1Hz Data. Version 2.0

description: AMS (Aerosol Mass Spectrometer) 1Hz Data, chemically speciated submicron non-refractory particulate mass data collected on board the NSF NCAR GV HIAPER during the TI3GER (Technological Innovation Into Iodine and GV Environmental Research) campaign in April 2022.
DOI: 10.15468/dl.67p5ks
title: Occurrence Download

description: A dataset containing 54132 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Populus tremuloides"
 ]
}

 The dataset includes 54132 records from 402 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050929-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hvkgdh
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ixia dubia",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050975-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wb3b59
title: Occurrence Download

description: A dataset containing 8293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poa angustifolia",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8293 records from 189 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050976-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mk48b8
title: Occurrence Download

description: A dataset containing 92028 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (USA.33.32_1, USA.33.44_1, USA.33.24_1, USA.33.42_1, USA.33.3_1)",
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is one of (Lepidoptera, Coleoptera, Hymenoptera)",
 "Year 2000-2025"
 ]
}

 The dataset includes 92028 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050958-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mydn4g
title: Occurrence Download

description: A dataset containing 6814 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abies sibirica)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6814 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050977-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15250168
title: A dataset and source code for object detection and tracking using YOLOv8 and DeepSORT

description: This dataset and source code are supplementary materials for our study on object detection and tracking using YOLOv4/YOLOv8 and DeepSORT.The project includes training images and labels, test videos, trained models, and tracking results. It also contains the complete Python code and Jupyter notebooks used in model training, tracking execution, and analysis of object movement and spatial density.

The structure is organized as follows:





data/: Training and validation datasets, and sample videos




training/: YOLOv4 and YOLOv8 training configuration, code, and model weights




tracking_analysis/: DeepSORT outputs and movement/density analysis




notebooks/: Jupyter notebooks for training, tracking, and result visualization



All code and notebooks are designed to be executable in Google Colab and contain relative paths for reproducibility.Please refer to the README.md in the root folder for detailed usage instructions.
DOI: 10.5281/zenodo.17269761
title: A dataset and source code for object detection and tracking using YOLOv8 and DeepSORT

description: This dataset and source code are supplementary materials for our study on object detection and tracking using YOLOv4/YOLOv8 and DeepSORT.The project includes training images and labels, test videos, trained models, and tracking results. It also contains the complete Python code and Jupyter notebooks used in model training, tracking execution, and analysis of object movement and spatial density.

The structure is organized as follows:





data/: Training and validation datasets, and sample videos




training/: YOLOv4 and YOLOv8 training configuration, code, and model weights




tracking_analysis/: DeepSORT outputs and movement/density analysis




notebooks/: Jupyter notebooks for training, tracking, and result visualization



All code and notebooks are designed to be executable in Google Colab and contain relative paths for reproducibility.Please refer to the README.md in the root folder for detailed usage instructions.
DOI: 10.15468/dl.r9uvcn
title: Occurrence Download

description: A dataset containing 17322 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abies concolor"
 ]
}

 The dataset includes 17322 records from 364 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050978-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lxssfy
title: Occurrence Download

description: A dataset containing 3804 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptodactylus fuscus (Schneider, 1799)"
 ]
}

 The dataset includes 3804 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002671-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnn28n
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Manis pentadactyla Linnaeus, 1758",
 "Year 1901-2024"
 ]
}

 The dataset includes 16 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036989-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nesfdo
title: Occurrence Download

description: A dataset containing 3973 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ptilotrigona Moure, 1951",
 "Country is Brazil"
 ]
}

 The dataset includes 3973 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002671-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-30670
title: 10.12. IC on LAPD / general counsel - Los Angeles Times polls, 1979 Apr. 18 - 1991 Apr. 29

description: 10.12. Independent Commission on Los Angeles Police Department / general counsel - Los Angeles Times polls, 1979 April 18 - 1991 April 29. Los Angeles Times report with statistical analysis on the LAPD's racial discrimination - felony arrests made by LAPD which lead to release due to lack of evidence most common amongst blacks, etc. PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.