cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.34up6c
title: Occurrence Download

description: A dataset containing 862 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Timor-Leste",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Laridae, Anseriformes)",
 "Year 2015-2025"
 ]
}

 The dataset includes 862 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0112998-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/6p5-5f7-4hj
title: Hieracium bracteolatum subsp. reinholdii (Boiss.) Zahn

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/3g7-gq2-b7t
title: Ficus luschnathiana (Miq.) Miq.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/4ab-s2p-l8x
title: Pilosella bauhini subsp. magyarica (Peter) S. Bräut.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/tkj-c58-vlm
title: Thlaspi huetii Boiss.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.qfe3kv
title: Occurrence Download

description: A dataset containing 3022 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adromischus Lem."
 ]
}

 The dataset includes 3022 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004369-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qs4w8b
title: Occurrence Download

description: A dataset containing 17 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 GBIF_WITHIN('POLYGON((127.03664 41.80603,138.96932 41.80603,138.96932 51.11352,127.03664 51.11352,127.03664 41.80603))', occurrence.decimallatitude, occurrence.decimallongitude) = TRUE
 AND (occurrence.taxonkey = 5219420 OR occurrence.acceptedtaxonkey = 5219420 OR occurrence.kingdomkey = 5219420 OR occurrence.phylumkey = 5219420 OR occurrence.classkey = 5219420 OR occurrence.orderkey = 5219420 OR occurrence.familykey = 5219420 OR occurrence.genuskey = 5219420 OR occurrence.specieskey = 5219420)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 17 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004371-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ygqjkg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-16.80626 27.28163,43.91313 27.28163,43.91313 51.69543,-16.80626 51.69543,-16.80626 27.28163))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhinobatos cemiculus Geoffroy Saint-Hilaire, 1817"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004368-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r6yqmr
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-8.75165 27.54802,44.53272 27.54802,44.53272 51.10962,-3.9506 42.77154,-8.75165 27.54802))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Raja undulata Lacepède, 1802"
 ]
}

 The dataset includes 117 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004367-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4j8jfb
title: Occurrence Download

description: A dataset containing 212 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Rana onca Cope, 1875)"
 ]
}

 The dataset includes 212 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004373-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23729/d625690a-3050-444e-8a13-73c8c1880c7e
title: JYFL-ACCLAB-JM56: Isospin symmetry in semi-magic T=3/2 mirror nuclei
title: JYFL-ACCLAB-JM56: Isospin symmetry in semi-magic T=3/2 mirror nuclei

description: Investigation of the excited states in 37Ca employing the JUROGAM 3 and MARA spectrometers in 28Si + 12C fusion-evaporation reaction.
DOI: 10.15468/dl.gpkf49
title: Occurrence Download

description: A dataset containing 353 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon punctatus Highton, 1972)"
 ]
}

 The dataset includes 353 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004378-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66cq7n
title: Occurrence Download

description: A dataset containing 4072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Negaprion brevirostris (Poey, 1868)"
 ]
}

 The dataset includes 4072 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004375-250426092105405/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.28890647
title: Supplementary Material for <b>Public Libraries as Catalysts for Social Inclusion: A Multicultural Framework for Developing Countries</b>

description: This supplementary material includes Appendix A (Full Search Strategy) and Appendix B (Quality Assurance tool) associated with the article '<b>Public Libraries as Catalysts for Social Inclusion: A Multicultural Framework for Developing Countries</b>' submitted to the Journal of Librarianship and Information Science."
DOI: 10.6084/m9.figshare.28890647.v1
title: Supplementary Material for <b>Public Libraries as Catalysts for Social Inclusion: A Multicultural Framework for Developing Countries</b>

description: This supplementary material includes Appendix A (Full Search Strategy) and Appendix B (Quality Assurance tool) associated with the article '<b>Public Libraries as Catalysts for Social Inclusion: A Multicultural Framework for Developing Countries</b>' submitted to the Journal of Librarianship and Information Science."
DOI: 10.15468/dl.wqbxf4
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-10.94101 27.35258,47.61899 27.35258,47.61899 50.8076,2.96949 46.17236,-10.94101 27.35258))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhinobatos rhinobatos (Linnaeus, 1758)"
 ]
}

 The dataset includes 78 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004374-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34760/68109f9c163ad
title: POAD
title: Pregnancy in autoimmune diseases

description: Prospective study on pregnancies in patients with auto-immune diseases (SLE, Sjogren, Reumatoid artritis)
description: General Design

Type: Cohort study
Start/End data collection: 2024 (ongoing)

Population

Main medical condition: 
ORPHAcodes:
- NON RARE IN EUROPE: Rheumatoid arthritis
- Primary Sjögren syndrom
- Systemic lupus erythematosus
DOI: 10.15468/dl.ufc6he
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cecropterus lyciades"
 ]
}

 The dataset includes 70 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004379-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15292678
title: Dataset of Impact of Peer Support on Older Adult Education through Moodle: A Study Based on the Community of Inquiry Model

description: A quasi-experimental design based on an intervention for training digital instructors through Moodle was used, involving 72 participants over the age of 65. The first edition was implemented with the teaching staff (n=26), and in the second edition, peer facilitators were incorporated (n=46). Using the Community of Inquiry (CoI) framework as a reference, 4,426 activity logs were analyzed. 

A successive linear regression analysis evaluated the predictive power of activity logs (related to teaching presence, social and cognitive activity) of participants on task completion and submission.

The inclusion of peer support improved the effectiveness of informational, social, and cognitive activity in relation to task completion and submission. In conclusion, specific and direct interactions, such as forum participation and task exploration, are crucial for task submission, and peer facilitation is an effective strategy to enhance participation and performance among older adult learners.
DOI: 10.15468/dl.dafcjg
title: Occurrence Download

description: A dataset containing 637 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Namibia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Macroscelidea"
 ]
}

 The dataset includes 637 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004382-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nq859x
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.68436 40.51721,-3.68455 40.48413,-3.68719 40.48317,-3.68593 40.48186,-3.68282 40.4809,-3.68386 40.47381,-3.68364 40.46731,-3.67822 40.46747,-3.67486 40.47173,-3.67299 40.48129,-3.67548 40.48453,-3.67406 40.48777,-3.68436 40.51721))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004372-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wk2qpk
title: Occurrence Download

description: A dataset containing 493 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Castor fiber Linnaeus, 1758",
 "Country is Denmark",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 493 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004384-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edutx6
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mangifera caesia Jack",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 39 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004387-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00008337.1
title: Available datapackage for study 'A Phase 3, Multicenter, Randomized, Double-blind, Placebo and Active Comparator-controlled Study Evaluating the Efficacy and Safety of Guselkumab for the Treatment of Subjects With Moderate to Severe Plaque-type Psoriasis With Randomized Withdrawal and Retreatment'

description: The purpose of this study is to evaluate the efficacy, safety, and tolerability of guselkumab (CNTO 1959) in the treatment of participants with moderate to severe plaque-type psoriasis (scaly skin rash).
DOI: 10.15468/dl.rsez7e
title: Occurrence Download

description: A dataset containing 1577 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Echinops sphaerocephalus subsp. sphaerocephalus, Echium strictum subsp. strictum, Elaeagnus ×reflexa É.Morren & Decne., Elaphoglossum austromarquesense Rouhan & Lorence, Eleocharis nipponica Makino)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1577 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004388-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15106533
title: YOLO_oo : Workflow for Oocyte Detection Using YOLOv5

description: Description

Oocyte quantification in histological slides has traditionally been manual, making it time-consuming and subjective. This project introduces an automated YOLOv5s-based workflow for detecting oocytes in mole-rat histological images. Validated across three species, the model achieved high accuracy and consistency, matching manual annotations while significantly reducing analysis time. This approach standardizes quantification and offers a scalable, objective alternative to manual assessment in reproductive biology.
description: Workflows

Data PreparationDataset creation and annotation using Labelme for mole-rat oocyte histological images.

Enhancing training diversity by accounting for variability in histological slide preparation and Mallory staining.

TrainingYOLOv5s model training with parameter tuning and GPU optimization.

Performance evaluation through comparison with manual annotations.

DetectionAutomated oocyte detection in whole-slide histological images using a Google Colab notebook for:



Image preparation

Detection execution

Saving and loading results

Downloading outputs


Output includes .csv files with detected oocyte counts for further quantitative analysis.

Results and ComparisonsAccuracy and efficiency comparison between automated detection and manual annotation.
description:  

Image Data





/datasetYOLO640_tiff/train/images → Histological images used for training the YOLOv5s model.




/datasetYOLO640_tiff/validation/images → Validation images for model performance tuning.



Annotation Data





/datasetYOLO640_tiff/train/labels → YOLO annotation files (.txt) corresponding to training images.




/datasetYOLO640_tiff/validation/labels → YOLO annotation files (.txt) for validation images.


dataset.yaml → YOLO dataset configuration file for model training.


Model Results & Comparisons





/results/model_outputs/manual_vs_yolo.xlsx → Side-by-side comparison of manual annotations vs YOLO detections, including ICC and CCC metrics of Bland-Altman.




/results/model_outputs/bland_altman.png → Bland-Altman plot to compare YOLO detections against manual annotations.



Google Colab Notebooks





/OocyteYolo.ipynb → Contains Google colab notebook for:





Data preparation (image processing and annotation formatting).




Automated detection pipeline.




Exporting and analyzing results.
DOI: 10.5281/zenodo.15106534
title: YOLO_oo : Workflow for Oocyte Detection Using YOLOv5

description: Description

Oocyte quantification in histological slides has traditionally been manual, making it time-consuming and subjective. This project introduces an automated YOLOv5s-based workflow for detecting oocytes in mole-rat histological images. Validated across three species, the model achieved high accuracy and consistency, matching manual annotations while significantly reducing analysis time. This approach standardizes quantification and offers a scalable, objective alternative to manual assessment in reproductive biology.
description: Workflows

Data PreparationDataset creation and annotation using Labelme for mole-rat oocyte histological images.

Enhancing training diversity by accounting for variability in histological slide preparation and Mallory staining.

TrainingYOLOv5s model training with parameter tuning and GPU optimization.

Performance evaluation through comparison with manual annotations.

DetectionAutomated oocyte detection in whole-slide histological images using a Google Colab notebook for:



Image preparation

Detection execution

Saving and loading results

Downloading outputs


Output includes .csv files with detected oocyte counts for further quantitative analysis.

Results and ComparisonsAccuracy and efficiency comparison between automated detection and manual annotation.
description:  

Image Data





/datasetYOLO640_tiff/train/images → Histological images used for training the YOLOv5s model.




/datasetYOLO640_tiff/validation/images → Validation images for model performance tuning.



Annotation Data





/datasetYOLO640_tiff/train/labels → YOLO annotation files (.txt) corresponding to training images.




/datasetYOLO640_tiff/validation/labels → YOLO annotation files (.txt) for validation images.


dataset.yaml → YOLO dataset configuration file for model training.


Model Results & Comparisons





/results/model_outputs/manual_vs_yolo.xlsx → Side-by-side comparison of manual annotations vs YOLO detections, including ICC and CCC metrics of Bland-Altman.




/results/model_outputs/bland_altman.png → Bland-Altman plot to compare YOLO detections against manual annotations.



Google Colab Notebooks





/OocyteYolo.ipynb → Contains Google colab notebook for:





Data preparation (image processing and annotation formatting).




Automated detection pipeline.




Exporting and analyzing results.
DOI: 10.34740/kaggle/dsv/11611725
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.15468/dl.jjyd9n
title: Occurrence Download

description: A dataset listing the 4063151 species recorded in GBIF matching the query:
{
 "OccurrenceStatus" : [
 "is Present"
 ]
}

 The dataset's 4063151 records were derived from 72693 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004380-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.peanhx
title: Occurrence Download

description: A dataset containing 187409 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "TaxonKey is Milvus milvus (Linnaeus, 1758)"
 ]
}

 The dataset includes 187409 records from 307 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004377-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phr9gf
title: Occurrence Download

description: A dataset containing 2008416 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2014-2024"
 ]
}

 The dataset includes 2008416 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004376-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38xqyf
title: Occurrence Download

description: A dataset listing the 82 species recorded in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Glycyrrhiza Tourn. ex L."
 ]
}

 The dataset's 82 records were derived from 523 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004391-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crt78y
title: Occurrence Download

description: A dataset containing 26295209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fungi",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year 2000-2024",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 26295209 records from 3088 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004383-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112018302
title: Cuneiform Tablet 1913.14.0254, Spurlock 1913.14.0254

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0254; CDLI P420636 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish Gray (10YR 8.5/1) Brownish Pink (5YR 8/3) Dark Gray to Black (N 2.5/ 4.6% R) -discoloration ❧ [Physical Object Note:] 5 x 4.7 x 2.4 cm (71g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.j665qv
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Frankenia cupularis Summerh."
 ]
}

 The dataset includes 130 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0219141-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.