cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.e2coz0
title: Occurrence Download

description: A dataset containing 184964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-83.16101 15.44128,-86.27014 14.3866,-88.61023 12.32117,-85.43518 10.80505,-83.11707 10.48645,-80.90881 13.15613,-83.16101 15.44128))",
 "DatasetKey is Tropicos MO Specimen Data"
 ]
}

 The dataset includes 184964 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029948-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uc8nsi
title: Occurrence Download

description: A dataset containing 1149203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1149203 records from 180 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002214-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17630/831e6094-2936-49af-985d-110f16e23f6a
title: Moving Beyond Cyanoarene Thermally Activated Delayed Fluorescence Compounds as Photocatalysts: An Assessment of the Performance of a Pyrimidyl Sulfone Photocatalyst in Comparison to 4CzIPN (dataset)
DOI: 10.15468/dl.28aqaq
title: Occurrence Download

description: A dataset containing 1207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ateles paniscus (Linnaeus, 1758)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1207 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043361-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdrgk6
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Anfibios y reptiles del municipio de Cimitarra, Santander - Proyecto Santander BIO"
 ]
}

 The dataset includes 177 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0424472-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0ghibz
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((96.44238 11.23242,126.58887 11.23242,126.58887 33.99609,96.44238 33.99609,96.44238 11.23242))",
 "TaxonKey is Hierodula formosana Giglio-Tos, 1912"
 ]
}

 The dataset includes 41 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029935-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vkfumm
title: Occurrence Download

description: A dataset containing 246 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrias davidianus (Blanchard, 1871)"
 ]
}

 The dataset includes 246 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035222-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2kbp28
title: Occurrence Download

description: A dataset listing the 44641 species recorded in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset's 44641 records were derived from 628 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071088-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g6xyxh
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Ariocarpus bravoanus H.M.Hern. & E.F.Anderson",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 17 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042921-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iqmj85
title: Occurrence Download

description: A dataset containing 283 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callosobruchus chinensis (Linnaeus, 1758)"
 ]
}

 The dataset includes 283 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026013-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cuk4aw
title: Occurrence Download

description: A dataset containing 7135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Lepidotheca suaveolens (Pursh) Nutt.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7135 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071133-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejqy4s
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Morocco",
 "TaxonKey is Agropyron cristatum (L.) Gaertn."
 ]
}

 The dataset includes 13 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042922-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49ep88
title: Occurrence Download

description: A dataset containing 1301661 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Anas penelope Linnaeus, 1758",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1301661 records from 368 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012972-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2pue6y
title: Occurrence Download

description: A dataset containing 223822 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Jacobaea vulgaris Gaertn.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 223822 records from 420 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002685-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfxst8
title: Occurrence Download

description: A dataset containing 362 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anomalocardia flexuosa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 362 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011111-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s76eya
title: Occurrence Download

description: A dataset containing 75386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Rafflesiaceae, Ranunculaceae, Resedaceae, Rhamnaceae, Rhizophoraceae, Rosaceae, Rubiaceae, Ruppiaceae, Rutaceae, Sabiaceae, Salicaceae, Salvadoraceae, Santalaceae, Sapindaceae, Sapotaceae, Saururaceae, Saxifragaceae, Schisandraceae, Scrophulariaceae, Simaroubaceae, Smilacaceae, Solanaceae, Sonneratiaceae, Sparganiaceae, Sphenocleaceae, Stachyuraceae, Staphyleaceae, Stemonaceae, Sterculiaceae, Stylidiaceae, Styracaceae, Surianaceae, Symphoremataceae, Symplocaceae)"
 ]
}

 The dataset includes 75386 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011067-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uzgyf6
title: Occurrence Download

description: A dataset listing the 7 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Corydoras aeneus"
 ]
}

 The dataset's 7 records were derived from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011094-250914085247600/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.30148744
title: IUCN Himalayan Mammals

description: Data for a research article "From mountain birth to mammalian marvels: A review of the Himalayas’ role in mammalian community assembly".
DOI: 10.6084/m9.figshare.29468471
title: LLM-Based Multi-Agent Framework for Process Discovery (ICSOC 2025 Dataset)

description: This dataset accompanies the ICSOC 2025 submission on LLM-based Multi-Agent Systems (MAS) for conversational business process discovery. It includes the source code, role prompts, evaluation logs, experimental configurations, and example outputs for three process scenarios (Shop, Reimbursement, Hotel). The MAS was tested using GeminiPro, Mistral, and DeepSeek under four architectural setups (Monolithic, Duo, Manager, Team). Instructions are included for reproducibility. The data supports the evaluation of task completion, BPMN feature identification, and failure analysis.
DOI: 10.15468/dl.ceseds
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iberis umbellata",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 136 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011113-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17136573
title: Live cell imaging of MCF10A cells treated with OSM, IFNG, or EGF, under siRNA knockdown of 14 genes - Replicate 3

description: This dataset contains live cell imaging of MCF10A mammary epithelial cells subjected to cytokine treatment and siRNA-mediated gene knockdown. MCF10A cells were cultured in DMEM/F12 growth medium supplemented with horse serum, hydrocortisone, cholera toxin, insulin, and EGF, then transitioned to growth factor-free medium prior to treatment. Cells were treated with either Oncostatin M (10 ng/mL), Interferon-gamma plus EGF (IFNG 20 ng/mL + EGF 10 ng/mL), or EGF alone (10 ng/mL).

For gene perturbations, siRNA knockdowns targeting 14 candidate regulators were performed using Lipofectamine RNAiMAX-mediated reverse transfection. Knockdown efficency was assessed functionally through phenotypic readouts. Following siRNA transfection and ligand treatment, cells were imaged using the Incucyte S3 microscope for 48 hours, with images acquired every 30 minutes. Fixed-cell immunofluorescent imaging was performed after 48 hours of ligand treatment. Cells were fixed in 4% formaldehyde, permeabilized, and blocked prior to staining with primary conjugated antibodies for B-Catenin and DAPI counterstaining. Imaging was performed using the InCell 6000 platform.

This dataset includes raw imaging data cross all conditions (ligand treatments and siRNA knockdowns), enabling the study of cytokine-incuded collective cell migration and phenotypic transitions in mammary epithelial cells. An excel table is included with Well metadata. IF imaging and live cell imaging of the other replicates are available at the linked related Zenodo repositories.
DOI: 10.5281/zenodo.17136574
title: Live cell imaging of MCF10A cells treated with OSM, IFNG, or EGF, under siRNA knockdown of 14 genes - Replicate 3

description: This dataset contains live cell imaging of MCF10A mammary epithelial cells subjected to cytokine treatment and siRNA-mediated gene knockdown. MCF10A cells were cultured in DMEM/F12 growth medium supplemented with horse serum, hydrocortisone, cholera toxin, insulin, and EGF, then transitioned to growth factor-free medium prior to treatment. Cells were treated with either Oncostatin M (10 ng/mL), Interferon-gamma plus EGF (IFNG 20 ng/mL + EGF 10 ng/mL), or EGF alone (10 ng/mL).

For gene perturbations, siRNA knockdowns targeting 14 candidate regulators were performed using Lipofectamine RNAiMAX-mediated reverse transfection. Knockdown efficency was assessed functionally through phenotypic readouts. Following siRNA transfection and ligand treatment, cells were imaged using the Incucyte S3 microscope for 48 hours, with images acquired every 30 minutes. Fixed-cell immunofluorescent imaging was performed after 48 hours of ligand treatment. Cells were fixed in 4% formaldehyde, permeabilized, and blocked prior to staining with primary conjugated antibodies for B-Catenin and DAPI counterstaining. Imaging was performed using the InCell 6000 platform.

This dataset includes raw imaging data cross all conditions (ligand treatments and siRNA knockdowns), enabling the study of cytokine-incuded collective cell migration and phenotypic transitions in mammary epithelial cells. An excel table is included with Well metadata. IF imaging and live cell imaging of the other replicates are available at the linked related Zenodo repositories.
DOI: 10.15468/dl.24wa32
title: Occurrence Download

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

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011114-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17143673
title: AL-RSSD (Document Attribute Localization – Russian Semi-Structured Documents)

description: Description:

The dataset contains Russian semi-structured documents of three types: 



Form “OS15” (18 images) 

“Invoice 1c” document (400 images) 

“Consignment note” (300 images)


The total number of images is 718. Form “OS15” is presented with one template, “Invoice 1c” – with two different templates and “Consignment note” – with three templates.

 

Dataset Structure:



Folder "images" contains sorted in three folders (concerning its type) document images.

Folder "ground_truth" contains sorted in three folders (concerning its type) JSON files. 

Each JSON file corresponds to each document image, contains its type and the text values 

for each attribute.

Folder "supplementary_materials" images with highlighted target attributes are presented

Files with an extension "<subset_name>.lst" list the files associated with the subset
DOI: 10.5281/zenodo.17143674
title: AL-RSSD (Document Attribute Localization – Russian Semi-Structured Documents)

description: Description:

The dataset contains Russian semi-structured documents of three types: 



Form “OS15” (18 images) 

“Invoice 1c” document (400 images) 

“Consignment note” (300 images)


The total number of images is 718. Form “OS15” is presented with one template, “Invoice 1c” – with two different templates and “Consignment note” – with three templates.

 

Dataset Structure:



Folder "images" contains sorted in three folders (concerning its type) document images.

Folder "ground_truth" contains sorted in three folders (concerning its type) JSON files. 

Each JSON file corresponds to each document image, contains its type and the text values 

for each attribute.

Folder "supplementary_materials" images with highlighted target attributes are presented

Files with an extension "<subset_name>.lst" list the files associated with the subset
DOI: 10.15468/dl.za7mw6
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iberis umbellata",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 51 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011112-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7uhzr
title: Occurrence Download

description: A dataset containing 306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anomalodiscus squamosus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 306 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011116-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wywr35
title: Occurrence Download

description: A dataset containing 6383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is American Museum of Natural History (AMNH) Hymenoptera Meliponini Collection",
 "Year 1000-2025"
 ]
}

 The dataset includes 6383 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011115-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7916/fwtg-rt91
title:  Stress Relaxation Data under Uniaxial Tension for 6 Nonpregnant and 6 Pregnant Human Cervix
DOI: 10.15468/dl.tthee8
title: Occurrence Download

description: A dataset containing 1086 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((116.80622 7.55384,115.17453 5.9001,112.5065 3.82741,110.80866 2.76902,110.58816 2.08547,109.70616 2.35007,108.89032 1.88702,108.55957 0.65223,109.00057 -0.97946,109.52976 -1.88351,109.86051 -3.1624,111.38195 -3.58135,113.32234 -3.97824,114.11614 -4.28694,115.10838 -4.28694,116.78417 -4.28694,116.87237 -3.22855,116.67392 -2.12605,116.65187 -1.75121,117.18107 -1.44251,117.68822 -1.00151,117.82052 -0.22977,117.71027 0.18918,117.90871 0.47583,118.32766 0.58608,119.20966 0.69633,119.20966 1.20347,118.79071 1.53422,118.39381 1.99727,118.30561 2.46032,118.01896 2.83517,118.19536 3.36436,118.54816 3.73921,118.98916 4.18021,119.03326 4.64326,119.23171 5.04015,119.56245 5.4591,119.16556 6.09855,118.57021 6.297,118.01896 6.62774,117.64412 7.33334,116.80622 7.55384))",
 "TaxonKey is Lasianthus"
 ]
}

 The dataset includes 1086 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011117-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14284/759
title: LifeWatch observatory data: zooplankton observations by imaging (ZooScan) in the Belgian Part of the North Sea

description: In the framework of the Lifewatch marine observatory a number of fixed stations on the Belgian Part of the North Sea (BPNS) are visited on a monthly or seasonal basis using the RV Simon Stevin. A grid of nine stations covers the coastal zone and are sampled monthly. Eight additional stations, located further at sea, are sampled on a seasonal basis. 

This dataset contains zooplankton observations in the Belgian Part of the North Sea (BPNS) since 2012.

Zooplankton is sampled by vertical WP2 net tows, samples scanned with ZooScanner and identification with plankton analyser software, followed by manual validation.
DOI: 10.15468/dl.hgr5gx
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011119-250914085247600/datasets/export for details.
DOI: 10.15468/dl.kuhynt
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iberis umbellata",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011118-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17143831
title: AI-Based Teleaudiology for Pure-Tone and Speech Recognition Screening in a High-Volume ENT Outpatient Clinic
title: AI Teleaudiology Screening
DOI: 10.5281/zenodo.17143830
title: AI-Based Teleaudiology for Pure-Tone and Speech Recognition Screening in a High-Volume ENT Outpatient Clinic
title: AI Teleaudiology Screening
DOI: 10.15468/dl.dgptaf
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011120-250914085247600/datasets/export for details.
DOI: 10.15468/dl.5pftx6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Antigona magnifica",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011121-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1086865
title: Site Data from an Archaeological Evaluation Adjacent to 28 Hill Cottage Gardens, Southampton 2020 (SOU1885)

description: This collection comprises the Digital Archive (images, site plans and site records) from archaeological evaluation trenching on Land Adjacent to 28 Cottage Hill Gardens, Southampton prior to proposed development. Work was undertaken by Archaeological Research Services Ltd in December 2020 and no material or deposits of archaeological relevance were revealed by the evaluation.