cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18343626
title: ChromoDB Source Data: Chromosome counts from the "Mediterranean chromosome number reports" series (Flora Mediterranea)

description: General Information

This dataset provides a comprehensive compilation of plant chromosome numbers published in the journal Flora Mediterranea. This work is part of the ChromoDB project, an initiative to build a global, Open Access, curated, and updated database of plant cytogenetics.

The objective of this specific dataset is to offer researchers easy and structured access to data published in one of the most significant chromosome count series for the Mediterranean region, thereby facilitating its reuse in studies of systematics, evolution, and biodiversity conservation.

Scope and Coverage

It is essential to note that this dataset (version 2.0) exclusively comprises counts published within the recurrent monographic series "Mediterranean chromosome number reports" from the journal Flora Mediterranea.

Chromosome counts that may appear in other general articles (e.g., taxonomic revisions, floristic studies) within the same journal are not included in this version. The inclusion of this additional data is planned for future updates to the ChromoDB project.

For a complete and detailed description of the dataset, its structure, and the data schema, please consult the `README_Flora_Mediterranea_2025.pdf` file available in the "Files" section below.

Changes in version 2.0 (January 2026):





Dataset updated with chromosome counts published up to December 2025.




Standardized metadata to match the latest ChromoDB framework.
DOI: 10.6084/m9.figshare.19948733.v1
title: O–D matrix estimation based on data-driven network assignment

description: Time-dependent Origin-Destination (OD) matrices are an essential input to transportation models. A cost-efficient and widely used approach for estimating OD matrices involves the exploitation of flow counts from stationary traffic detectors. This estimation approach is also referred to as assignment-based OD matrix estimation because, typically, Dynamic Traffic Assignment (DTA) models are used to map the OD matrix to the link flows. The conventional DTA establish a complex non-linear relationship between the demand, and the link flows, adding an inherent complexity to the OD matrix estimation problem. In this paper, attempting to exploit the growing availability of Floating-Car Data (FCD), we suggest a solution approach that is based on a Data-Driven Network Assignment (DDNA) mechanism. The DDNA utilises the FCD from probe vehicles to capture congestion effects, providing a linear mapping of the OD matrix to the link flow observations. We present the results of two synthetic-data experiments that serve as proof of concept, indicating that if FCD are available, the computationally costly DTA may not be necessary for solving the OD matrix estimation problem. <b>Abbreviations</b> APR: average penetration rate; DDNA: data driven network assignment; DDNL: data driven network loading; DODME: dynamic OD matrix estimation; DTA:dynamic traffic assignment; FCD: floating-car data; ITS: intelligent transportationsystems; NNLSQ: non-negative least squares; OD: origin destination; ODME: ODmatrix estimation; PV: probe vehicle; RUM: random utility model
DOI: 10.15468/dl.cbaum4
title: Occurrence Download

description: A dataset containing 396 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Peltocephalus dumerilianus"
 ]
}

 The dataset includes 396 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005392-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2gjzc
title: Occurrence Download

description: A dataset containing 912 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is ReefSYN | Standardized datasets of Brazilian reef diversity in space and time - Dataset XIII: Extended benthic communities from the Brazilian province"
 ]
}

 The dataset includes 912 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005389-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fa7e4f
title: Occurrence Download

description: A dataset containing 39291 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Tillandsia usneoides"
 ]
}

 The dataset includes 39291 records from 554 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005390-260120142942310/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/14586061
title: Berita UNDIP
DOI: 10.57761/8tww-3z56
title: TEST-only

description: This is a dataset for TEST-only, current API params: {'dataset_id': 'TEST-only', 'is_save_to_storage': True, 'is_force_uploading_to_redivis': False, 'slack_notification_mode': 'None', 'orgs': "pilot-uniandes-co-rural-test (users): Org (['mnmxUgnG1JGYmCRFY7sM']), Date range: No date limit"}
DOI: 10.25574/31396
title: Chandra X-ray Observatory ObsId 31396

description: AO-27 Cross-Calibration Observations of 3C273
DOI: 10.15468/dl.7yxnhn
title: Occurrence Download

description: A dataset containing 103909 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Myrmeleontidae"
 ]
}

 The dataset includes 103909 records from 940 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005352-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gg38yb
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Rhododendron pubescens Balf.fil. & Forrest"
 ]
}

 The dataset includes 96 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001270-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4gpk45
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.67833 40.53434,5.35594 40.53434,5.35594 43.34684,-1.67833 43.34684,-1.67833 40.53434))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Crepis pyrenaica (L.) Greuter",
 "Year 2024-2024"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001271-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38qct9
title: Occurrence Download

description: A dataset containing 902 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (, , , Phoebe neurantha, , , , , , , , , , , , , , Machilus neurantha, )",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 902 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031591-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8gtwn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Achillea millefolium",
 "Country is Germany"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031590-251025141854904/datasets/export for details.
DOI: 10.15468/dl.eabdpf
title: Occurrence Download

description: A dataset containing 95700 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Quercus",
 "Year 2025-2025"
 ]
}

 The dataset includes 95700 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031560-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a7zz67
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ameiurus melas",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031593-251025141854904/datasets/export for details.
DOI: 10.15468/dl.2rrdra
title: Occurrence Download

description: A dataset containing 9138 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Juniperus horizontalis"
 ]
}

 The dataset includes 9138 records from 270 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031592-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17603216
title: Global environmental suitability of Citrus sinensis
DOI: 10.15468/dl.tskja9
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Agalychnis callidryas taylori"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031594-251025141854904/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.30613352
title: <b>Code: Inferred movements of SARS-CoV-2 infections between the 25 administrative regions of Peru (Figure 3) + </b><b>International spread of four SARS-CoV-2 sub-lineages of Peruvian origin (Figure 4)</b>

description: This repository contains the Python scripts used to visualize the inferred movements of respiratory virus lineages at the departmental level in Peru and internationally between countries. The visualizations were generated using the Cartopy, GeoPandas, Matplotlib, Basemap, and Shapely libraries.<b>Figure 3. </b><b>Inferred movements of SARS-CoV-2 infections between the 25 administrative regions of Peru. </b>The map is projected in Plate Carrée at a scale of 200 km. Circles represent departments and are scaled to the number of inferred outgoing viral movements. Arrows represent the direction and intensity of viral transitions between regions, with width indicating the number of events. Population density is displayed as a blue choropleth background, based on open data from the Ministry of Health of Peru.Shapefiles from INEI were used for departmental boundaries.Nodes represent departments, and their size is proportional to the number of inferred outgoing transitions.Arrows indicate origin–destination routes, with thickness and transparency proportional to the number of events.Random grey circles (~10,000 inhabitants) were added to represent population density, based on MINSA data.<b>Figure 4.</b> <b>International spread of four SARS-CoV-2 sub-lineages of Peruvian origin.</b> Movements of Lambda C.37, Gamma P.1.12, Omicron XBB.2.6, and Omicron DJ.1 lineages inferred from phylogeographic analysis. Arcs represent transitions between countries of sample collection, projected in Plate Carrée at a scale of 1000 km. The width of each arrow indicates the number of inferred transitions, and the color denotes the viral lineage.<br>Base maps from Natural Earth Data were used.Geodesic arrows represent inferred transitions between countries.The thickness of each arrow indicates the number of inferred transitions on that route.The color of each arrow represents the corresponding viral lineage.Github repository available at: https://github.com/renatocava/inferred_dates_animationUploaded November 13, 2025.
DOI: 10.6084/m9.figshare.30613352.v1
title: <b>Code: Inferred movements of SARS-CoV-2 infections between the 25 administrative regions of Peru (Figure 3) + </b><b>International spread of four SARS-CoV-2 sub-lineages of Peruvian origin (Figure 4)</b>

description: This repository contains the Python scripts used to visualize the inferred movements of respiratory virus lineages at the departmental level in Peru and internationally between countries. The visualizations were generated using the Cartopy, GeoPandas, Matplotlib, Basemap, and Shapely libraries.<b>Figure 3. </b><b>Inferred movements of SARS-CoV-2 infections between the 25 administrative regions of Peru. </b>The map is projected in Plate Carrée at a scale of 200 km. Circles represent departments and are scaled to the number of inferred outgoing viral movements. Arrows represent the direction and intensity of viral transitions between regions, with width indicating the number of events. Population density is displayed as a blue choropleth background, based on open data from the Ministry of Health of Peru.Shapefiles from INEI were used for departmental boundaries.Nodes represent departments, and their size is proportional to the number of inferred outgoing transitions.Arrows indicate origin–destination routes, with thickness and transparency proportional to the number of events.Random grey circles (~10,000 inhabitants) were added to represent population density, based on MINSA data.<b>Figure 4.</b> <b>International spread of four SARS-CoV-2 sub-lineages of Peruvian origin.</b> Movements of Lambda C.37, Gamma P.1.12, Omicron XBB.2.6, and Omicron DJ.1 lineages inferred from phylogeographic analysis. Arcs represent transitions between countries of sample collection, projected in Plate Carrée at a scale of 1000 km. The width of each arrow indicates the number of inferred transitions, and the color denotes the viral lineage.<br>Base maps from Natural Earth Data were used.Geodesic arrows represent inferred transitions between countries.The thickness of each arrow indicates the number of inferred transitions on that route.The color of each arrow represents the corresponding viral lineage.Github repository available at: https://github.com/renatocava/inferred_dates_animationUploaded November 13, 2025.
DOI: 10.25345/c5td9nn59
title: MassIVE MSV000099892 - S. elongatus PCC 7942 Circadian Control Proteomics (MC-DP3)
title: S. elongatus (dilute OD) circadian experiment. TMT16 fractions for redox and global proteomics. Samples were processed using the SP3-based multi-PTM workflow (Gluth et al, 2024, MCP). Data was searched with MS-GF+ using PNNL's DMS Processing pipeline. PlexedPiper was used to link peptide identifications with MASIC quantification data. Normalization was performed using the global median method, and redox data were further normalized to the corresponding global dataset.
DOI: 10.15468/dl.7y3d8a
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "Geometry POLYGON((15.03482 40.05509,18.61796 40.05509,18.61796 42.05642,15.03482 42.05642,15.03482 40.05509))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is Geodetic datum assumed WGS84",
 "IucnRedListCategory is one of (NT, LC)",
 "OccurrenceStatus is Present",
 "TaxonKey is Melanargia arge"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031597-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.363aaj
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ameiurus natalis",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031598-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzcra6
title: Occurrence Download

description: A dataset containing 46388 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Otospermophilus beecheyi"
 ]
}

 The dataset includes 46388 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031595-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3mx6wu
title: Occurrence Download

description: A dataset containing 418 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Nectandra angustifolia"
 ]
}

 The dataset includes 418 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031599-251025141854904/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.30613541
title: CRHF

description: CRHF is a pilot randomized clinical feeding trial that waa conducted on head and neck cancer patients undergoing radiotherapy. Participants were provided of medically tailored meals of either a standard diet or a carbohydrate-restricted, high fat diet.
DOI: 10.6084/m9.figshare.30613541.v1
title: CRHF

description: CRHF is a pilot randomized clinical feeding trial that waa conducted on head and neck cancer patients undergoing radiotherapy. Participants were provided of medically tailored meals of either a standard diet or a carbohydrate-restricted, high fat diet.
DOI: 10.5281/zenodo.17602011
title: Albanian word2vec embeddings trained on OpenSubtitles

description: This dataset contains the subs2vec embeddings for Albanian, as presented in https://zenodo.org/records/17243814. The embeddings were trained on large-scale subtitle corpora and represent semantic vector spaces derived from naturalistic language use in films and television from the OpenSubtitles 2018 datasets: https://opus.nlpl.eu/OpenSubtitles/corpus/version/OpenSubtitles. 

For this language, we provide all embedding variants explored in the study. Specifically, the dataset includes vectors generated under different combinations of:





Dimensionality: multiple vector sizes (e.g., 100, 200, 300, …)




Window size: varying context windows (e.g., 2, 5, 10, …)




Each file corresponds to a unique configuration (dimension × window size). 



Each file contains the vocabulary for that language (column 1) and then the embedding values (columns 2 through dimension size + 1). 

If you use this dataset, please cite:





Manuscript: https://doi.org/10.5281/zenodo.17243812 




Data: This Zenodo dataset (using the DOI provided here)
DOI: 10.5281/zenodo.17602010
title: Albanian word2vec embeddings trained on OpenSubtitles

description: This dataset contains the subs2vec embeddings for Albanian, as presented in https://zenodo.org/records/17243814. The embeddings were trained on large-scale subtitle corpora and represent semantic vector spaces derived from naturalistic language use in films and television from the OpenSubtitles 2018 datasets: https://opus.nlpl.eu/OpenSubtitles/corpus/version/OpenSubtitles. 

For this language, we provide all embedding variants explored in the study. Specifically, the dataset includes vectors generated under different combinations of:





Dimensionality: multiple vector sizes (e.g., 100, 200, 300, …)




Window size: varying context windows (e.g., 2, 5, 10, …)




Each file corresponds to a unique configuration (dimension × window size). 



Each file contains the vocabulary for that language (column 1) and then the embedding values (columns 2 through dimension size + 1). 

If you use this dataset, please cite:





Manuscript: https://doi.org/10.5281/zenodo.17243812 




Data: This Zenodo dataset (using the DOI provided here)
DOI: 10.15468/dl.r3q5bv
title: Occurrence Download

description: A dataset containing 213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (, , , , , , , Phoebe neuranthoides, , , , , , , , Phoebe pandurata, , , )",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 213 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031600-251025141854904/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/13723130
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.j7ysnu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ameiurus nebulosus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031601-251025141854904/datasets/export for details.
DOI: 10.15468/dl.9duyzq
title: Occurrence Download

description: A dataset containing 1107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cosmopolites sordidus"
 ]
}

 The dataset includes 1107 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031602-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p14kpcqp
title: Data on Lepidium draba seed set and genetic diversity in northern Colorado

description: Data were collected on the seed production and genetic diversity of Lepidium draba, an invasive plant. Site characteristics were also measured for 26 sites throughout northern Colorado. In addition, a pollen supplementation experiment was conducted at six of those sites, in which L. draba plants were pollinated with within-population pollen, among-population pollen, or were not pollinated, and seed production was compared among treatments.