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

description: A dataset containing 1547 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Rostellularia adscendens (R.Br.) R.Barker",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 1547 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005392-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbippq
title: Occurrence Download

description: A dataset containing 5430 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vitex trifolia L."
 ]
}

 The dataset includes 5430 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003537-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2plnva
title: Occurrence Download

description: A dataset containing 960 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Czechia",
 "TaxonKey is Bombus Latreille, 1802"
 ]
}

 The dataset includes 960 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034775-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edtkff
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Iranecio B.Nord."
 ]
}

 The dataset includes 124 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003537-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.een4gd
title: Occurrence Download

description: A dataset containing 5058 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Achatina fulica (Bowdich, 1822)"
 ]
}

 The dataset includes 5058 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033887-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cc8xjk
title: Occurrence Download

description: A dataset containing 507662 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 507662 records from 195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078349-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v6qkmf
title: Occurrence Download

description: A dataset containing 1178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CollectionCode is fc",
 "Country is Seychelles",
 "Year 2005-2005",
 "InstitutionCode is saiab"
 ]
}

 The dataset includes 1178 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003537-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mji1nc
title: Occurrence Download

description: A dataset containing 329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-86.81122 2.41353,-78.15674 -26.70227,-79.68384 -26.79956,-80.00244 -57.05119,-65.96466 -60.75513,-25.82336 -21.90737,-30.0119 -5.43009,-54.91516 14.9554,-77.97272 17.10142,-86.81122 2.41353))",
 "HasCoordinate is true",
 "TaxonKey is Diabrotica speciosa Germar, 1824",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 329 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005392-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lchksh
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Coscinodiscus concinnus W.Smith, 1856",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 148 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006344-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8rqwa
title: Occurrence Download

description: A dataset containing 8821 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthus lutescens Pucheran, 1855"
 ]
}

 The dataset includes 8821 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050252-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfnhqu
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Pachliopta butterfly specimens at Museum Zoologi Bogor, Indonesia",
 "Issue is Recorded date unlikely"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016340-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y4fyut
title: Occurrence Download

description: A dataset containing 9379 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Delphinapterus leucas (Pallas, 1776)"
 ]
}

 The dataset includes 9379 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0384329-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nq2s5e
title: Occurrence Download

description: A dataset containing 1644 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mushrooms Flora of Nepal at Natural History Museum"
 ]
}

 The dataset includes 1644 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009385-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13149454
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.f9ab5b
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alternanthera caracasana",
 "Country is Zimbabwe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009387-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbzz7b
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alternanthera caracasana",
 "Country is Zambia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009386-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17182319
title: Punjab Pakistan Synthetic and Real License Plate Character Datasets (P-LPCD)

description: Dataset Overview

There is limited availability of license plate datasets specific to Punjab, Pakistan. With evolving plate templates and privacy concerns around capturing real vehicle images, collecting large-scale real data is challenging. A practical approach is to gather a modest set of real images and fine-tune models pretrained on synthetic license plates, enabling adaptation to new templates without much effort.

The Punjab Pakistan Synthetic and Real License Plate Character Datasets (P-LPCD) are designed for license plate character detection and recognition, focusing exclusively on vehicle plates from Punjab, Pakistan. The dataset includes two complementary subsets: PS-LPCD (Punjab Synthetic License Plate Character Dataset), containing 40,000 images (32,000 for training and 8,000 for validation) and intended for large-scale pretraining on synthetic images, and PR-LPCD (Punjab Real License Plate Character Dataset), containing 650 images (500 for training and 150 for testing) and intended for fine-tuning and evaluation on real-world images.








Subset
Number of Images
Split
Purpose




PS-LPCD
40,000
Train: 32,000Validation: 8,000
Large-scale pretraining on synthetic images


PR-LPCD
650
Train: 500Test: 150
Fine-tuning and evaluation on real-world images






Key Features





Covers four official Punjab license plate templates (2 front, 2 rear) to ensure realistic design variations.




Labels are provided in YOLO format (.txt) with bounding boxes for individual characters.




Contains 36 classes:





Alphabets: A–Z




Digits: 0–9




The special “PUNJAB” class: identifies regions on the license plate that are not part of the standard character sequence. These regions appear as “PUNJAB” on the plate, can be ignored during evaluation or post-processing, and any characters misidentified within them can also be skipped.





Recommended Workflow





Pretrain models on the PS-LPCD (synthetic) subset.




Fine-tune models on the PR-LPCD (real) subset.




Evaluate using the PR-LPCD test set for real-world performance.



Applications





License plate character detection and recognition




Synthetic-to-real domain adaptation




Benchmarking OCR pipelines for regional license plates



Notes





This dataset is not global; it is specifically tailored to the fonts, templates, and styles of Punjab, Pakistan license plates.




The code used to generate the synthetic data, along with additional supporting files, is available in the GitHub repository P-LPCD and is included when the dataset is downloaded.
DOI: 10.5281/zenodo.17182320
title: Punjab Pakistan Synthetic and Real License Plate Character Datasets (P-LPCD)

description: Dataset Overview

There is limited availability of license plate datasets specific to Punjab, Pakistan. With evolving plate templates and privacy concerns around capturing real vehicle images, collecting large-scale real data is challenging. A practical approach is to gather a modest set of real images and fine-tune models pretrained on synthetic license plates, enabling adaptation to new templates without much effort.

The Punjab Pakistan Synthetic and Real License Plate Character Datasets (P-LPCD) are designed for license plate character detection and recognition, focusing exclusively on vehicle plates from Punjab, Pakistan. The dataset includes two complementary subsets: PS-LPCD (Punjab Synthetic License Plate Character Dataset), containing 40,000 images (32,000 for training and 8,000 for validation) and intended for large-scale pretraining on synthetic images, and PR-LPCD (Punjab Real License Plate Character Dataset), containing 650 images (500 for training and 150 for testing) and intended for fine-tuning and evaluation on real-world images.








Subset
Number of Images
Split
Purpose




PS-LPCD
40,000
Train: 32,000Validation: 8,000
Large-scale pretraining on synthetic images


PR-LPCD
650
Train: 500Test: 150
Fine-tuning and evaluation on real-world images






Key Features





Covers four official Punjab license plate templates (2 front, 2 rear) to ensure realistic design variations.




Labels are provided in YOLO format (.txt) with bounding boxes for individual characters.




Contains 36 classes:





Alphabets: A–Z




Digits: 0–9




The special “PUNJAB” class: identifies regions on the license plate that are not part of the standard character sequence. These regions appear as “PUNJAB” on the plate, can be ignored during evaluation or post-processing, and any characters misidentified within them can also be skipped.





Recommended Workflow





Pretrain models on the PS-LPCD (synthetic) subset.




Fine-tune models on the PR-LPCD (real) subset.




Evaluate using the PR-LPCD test set for real-world performance.



Applications





License plate character detection and recognition




Synthetic-to-real domain adaptation




Benchmarking OCR pipelines for regional license plates



Notes





This dataset is not global; it is specifically tailored to the fonts, templates, and styles of Punjab, Pakistan license plates.




The code used to generate the synthetic data, along with additional supporting files, is available in the GitHub repository P-LPCD and is included when the dataset is downloaded.
DOI: 10.57967/hf/6573
title: MARKER
DOI: 10.15468/dl.c3av23
title: Occurrence Download

description: A dataset listing the 203 species recorded in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 2cd829bb-b713-433d-99cf-64bef11e5b3e",
 "TaxonKey is Dichapetalaceae"
 ]
}

 The dataset's 203 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009373-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17186090
title: systematic review digital history

description: Dataset from 6 title in systematic review of digital history in education
DOI: 10.5281/zenodo.17186091
title: systematic review digital history

description: Dataset from 6 title in systematic review of digital history in education
DOI: 10.15468/dl.htx2mq
title: Occurrence Download

description: A dataset containing 594 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material citation, Specimen)",
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Leptolobium panamense"
 ]
}

 The dataset includes 594 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009390-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yetcb3
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Material citation)",
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Asclepias jaliscana"
 ]
}

 The dataset includes 81 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009389-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8jewv3
title: Occurrence Download

description: A dataset containing 3350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material citation, Specimen)",
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Dahlia coccinea"
 ]
}

 The dataset includes 3350 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009391-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34894/yrol7f
title: Institutional grammar coded data of rules in Smart, 2017-2022

description: &lt;p&gt;This dataset is compiled as part of Damion Bunders' PhD project on the challenges that gig workers face when organising themselves in a worker-owned and worker-governed cooperative enterprise. It aimed to answer the following research question: How are regulative institutions used to curb members' opportunism in a heterogeneous cooperative of gig workers whilst faced with an external shock? The dataset involves the case of gig workers' cooperative Smart Belgium between 2017 and 2022, thereby covering the COVID-19 pandemic as an external shock. Through a content analysis on their bylaws and other regulatory documents, 412 rules were coded using the institutional grammar approach.&lt;/p&gt;
description: Online resource. https://doi.org/10.25397/eur.22717171
DOI: 10.15468/dl.bteepk
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Fossil, Material citation, Human Observation)",
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Bison bison"
 ]
}

 The dataset includes 116 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009388-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17185431
title: Developmental transcriptional atlas of the Drosophila melanogaster VNC (glia - loom version)

description: This object contains scRNA-seq counts data of the Drosophila malanogaster VNC atlas presented in "A Developmental Atlas of the Drosophila Nerve Cord Uncovers a Global Temporal Code for Neuronal Identity" (Cachero et al. 2025, doi.org/10.1101/2025.07.16.664682). This dataset contains only the glia subset. Data were collected from 92 individual animals, covering four developmental stages (6, 24, 36 and 48 hours after puparium formation) and both sexes. Each stage–sex condition is represented by 5 to 18 biological replicates, covering between 5 to 11 different genotypes.

Two umap embeddings are stored in the object:

UMAP_allages: calculated before stage integrationumap: calculated after integration

Cellular metadata:

Sex: sex of the animal the cell originated fromStage: developmental stage of the animal the cell originated fromGliaCellType: predicted glial typeCellCyclePhase: predicted cell cycle phase
DOI: 10.5281/zenodo.17185432
title: Developmental transcriptional atlas of the Drosophila melanogaster VNC (glia - loom version)

description: This object contains scRNA-seq counts data of the Drosophila malanogaster VNC atlas presented in "A Developmental Atlas of the Drosophila Nerve Cord Uncovers a Global Temporal Code for Neuronal Identity" (Cachero et al. 2025, doi.org/10.1101/2025.07.16.664682). This dataset contains only the glia subset. Data were collected from 92 individual animals, covering four developmental stages (6, 24, 36 and 48 hours after puparium formation) and both sexes. Each stage–sex condition is represented by 5 to 18 biological replicates, covering between 5 to 11 different genotypes.

Two umap embeddings are stored in the object:

UMAP_allages: calculated before stage integrationumap: calculated after integration

Cellular metadata:

Sex: sex of the animal the cell originated fromStage: developmental stage of the animal the cell originated fromGliaCellType: predicted glial typeCellCyclePhase: predicted cell cycle phase
DOI: 10.25574/27028
title: Chandra X-ray Observatory ObsId 27028

description: AO-24 Calibration Observations of A1795
DOI: 10.25574/27029
title: Chandra X-ray Observatory ObsId 27029

description: AO-24 Calibration Observations of A1795
DOI: 10.58020/ksa8-ht12
title: RISE FOR HEALTH
DOI: 10.25574/27630
title: Chandra X-ray Observatory ObsId 27630

description: Why does feedback fail? The cluster-central type-II QSO in CL 09104+4109
DOI: 10.15468/dl.dewv6m
title: Occurrence Download

description: A dataset containing 597 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Mexico",
 "TaxonKey is Coffea arabica",
 "Year 1995-2025"
 ]
}

 The dataset includes 597 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009392-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzwqhx
title: Occurrence Download

description: A dataset containing 5878 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pinus elliottii",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 5878 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009393-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pf8uzp
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Material citation)",
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Passiflora pentaschista"
 ]
}

 The dataset includes 117 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009394-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xj6s6f
title: Occurrence Download

description: A dataset containing 1072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (South Africa, Mexico)",
 "OccurrenceStatus is Present",
 "TaxonKey is Tithonia diversifolia"
 ]
}

 The dataset includes 1072 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009397-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5hpf9
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hemileia vastatrix"
 ]
}

 The dataset includes 26 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009398-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4v68g
title: Occurrence Download

description: A dataset containing 596 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (South Africa, Mexico)",
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio inaequidens"
 ]
}

 The dataset includes 596 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009395-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.58020/e6wz-gg24
title: Study to Enhance Understanding of Stent-associated Symptoms

description: STENTS is an observational clinical trial focused on mitigating pain and suffering from the use of ureteral stents in individuals with Urinary Stone Disease (USD).
DOI: 10.15468/dl.r62h34
title: Occurrence Download

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

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009401-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.