cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.e2wzev
title: Occurrence Download

description: A dataset containing 1332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "Country is one of (Mexico, United States of America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Bursera microphylla, Elaphrium microphyllum, Terebinthus microphylla)",
 "Year 1864-2026"
 ]
}

 The dataset includes 1332 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019645-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4p6q4
title: Occurrence Download

description: A dataset containing 2 records in GBIF matching the query:
SELECT "year", GBIF_EEARGCode( 1000, decimalLatitude, decimalLongitude, COALESCE(coordinateUncertaintyInMeters, 1000) ) AS eeaCellCode, classKey, class, familyKey, family, COUNT(*) AS occurrences, MIN(COALESCE(coordinateUncertaintyInMeters, 1000)) AS minCoordinateUncertaintyInMeters, MIN(GBIF_TemporalUncertainty(eventDate, null)) AS minTemporalUncertainty FROM occurrence WHERE occurrenceStatus = 'PRESENT' AND countrycode = 'BE' AND "year" &gt;= 1900 AND hasCoordinate = TRUE AND familyKey IS NOT NULL AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE') AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE') AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID') AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH') AND (LOWER(identificationVerificationStatus) NOT IN ( 'unverified', 'unvalidated', 'not validated', 'under validation', 'not able to validate', 'control could not be conclusive due to insufficient knowledge', 'uncertain', 'unconfirmed', 'unconfirmed - not reviewed', 'validation requested' ) OR identificationVerificationStatus IS NULL)AND familyKey IN (5666)AND COALESCE(coordinateUncertaintyInMeters, 1000) &lt;= 10000GROUP BY "year", eeaCellCode, classKey, class, familyKey, family ORDER BY "year" DESC, eeaCellCode ASC, familyKey ASC;

 The dataset's 2 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019633-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3j7xq9
title: Occurrence Download

description: A dataset containing 189 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Merremia palmata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 189 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019646-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdfeu8
title: Occurrence Download

description: A dataset containing 58973 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Laccophilus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 58973 records from 471 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019617-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdf62j
title: Occurrence Download

description: A dataset containing 319 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Merremia pterygocaulos",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 319 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019650-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18645223
title: plethodon_variolatus_spades_02.fasta.gz
DOI: 10.5281/zenodo.18645224
title: plethodon_variolatus_spades_02.fasta.gz
DOI: 10.15468/dl.zz68gp
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Merremia verecunda",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 97 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019654-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mwmsfu
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nephrophyllum abyssinicum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019657-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18612453
title: Original images, ground truth annotations, and predicted masks from U-NET for a fungal species x nitrogen experiment

description: This document describes the “MicroVision-MV003” dataset.

fungal_nitrogen_images_ORNL_2026.zip contains three subfolders: “originals”, “predicted_masks”, and “gt_masks”.

The “originals” folder contains 720 original images acquired using two imaging modalities: 360 images from overhead imaging and 360 images from transmission (raw) imaging.

Naming scheme:YYYY-MM-dd__plate_strain_nitrogen-level_replication_experiment_imaging-modalityYYYY-MM-dd: 2024-12-20, 2024-12-21, 2024-12-22,2024-12-23,2024-12-24,2024-12-25,2024-12-26,2024-12-27,2024-12-28,2024-12-29,2024-12-30,2024-12-31.plate: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30.strain: FG, LE.nitrogen-level: N-1, N-10, N-100.replication: 1, 2, 3, 4, 5.experiment: MV.003.imaging-modality: overhead, transmission (raw).

For example, the image2024-12-20__1_FG_N-10_3_MV.003_overheadwas taken on 2024-12-20. The plate number is 1, the fungal strain is FG, the nitrogen treatment is N-10, and the replication number is 3 for experiment MV.003, acquired using the overhead imaging modality. FG is Fusarium grammanirum. LE is Linnemannia elongata.

The “predicted_masks” folder contains masks generated by a trained U-Net model for the transmission imaging modality.The “gt_masks” folder contains 326 human hand-traced masks that serve as ground truth.

This data was produced by Plant Microbe Interfaces SFA at ORNL. This research was sponsored by the U.S. Department of Energy, Office of Science, Biological and Environmental Research, Genomic Science Program as part of the Plant-Microbe Interfaces Science Focus Area (http://pmi.ornl.gov; under FWP ERKP730). Oak Ridge National Laboratory is managed by UT-Battelle LLC, for the U.S. Department of Energy under contract DE-AC05-00OR22725.
DOI: 10.5281/zenodo.18434654
title: Original images, ground truth annotations, and predicted masks from U-NET for a fungal species x nitrogen experiment

description: This document describes the “MicroVision-MV003” dataset.

fungal_nitrogen_images_ORNL_2026.zip contains three subfolders: “originals”, “predicted_masks”, and “gt_masks”.

The “originals” folder contains 720 original images acquired using two imaging modalities: 360 images from overhead imaging and 360 images from transmission (raw) imaging.

Naming scheme:YYYY-MM-dd__plate_strain_nitrogen-level_replication_experiment_imaging-modalityYYYY-MM-dd: 2024-12-20, 2024-12-21, 2024-12-22,2024-12-23,2024-12-24,2024-12-25,2024-12-26,2024-12-27,2024-12-28,2024-12-29,2024-12-30,2024-12-31.plate: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30.strain: FG, LE.nitrogen-level: N-1, N-10, N-100.replication: 1, 2, 3, 4, 5.experiment: MV.003.imaging-modality: overhead, transmission (raw).

For example, the image2024-12-20__1_FG_N-10_3_MV.003_overheadwas taken on 2024-12-20. The plate number is 1, the fungal strain is FG, the nitrogen treatment is N-10, and the replication number is 3 for experiment MV.003, acquired using the overhead imaging modality. FG is Fusarium grammanirum. LE is Linnemannia elongata.

The “predicted_masks” folder contains masks generated by a trained U-Net model for the transmission imaging modality.The “gt_masks” folder contains 326 human hand-traced masks that serve as ground truth.

This data was produced by Plant Microbe Interfaces SFA at ORNL. This research was sponsored by the U.S. Department of Energy, Office of Science, Biological and Environmental Research, Genomic Science Program as part of the Plant-Microbe Interfaces Science Focus Area (http://pmi.ornl.gov; under FWP ERKP730). Oak Ridge National Laboratory is managed by UT-Battelle LLC, for the U.S. Department of Energy under contract DE-AC05-00OR22725.
DOI: 10.15468/dl.tu4zyb
title: Occurrence Download

description: A dataset containing 329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neuropeltis acuminata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 329 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019660-260208012135463/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.31341463
title: Codeswitching in classroom discourse dataset

description: <i>This paper explores the concept of code-switching as an interactive resource of multilingual classroom discourse in the framework of teaching practice oversight. The research is based on a Conversation Analysis (CA), which analyzes the classroom dialogue that happens naturally and is recorded in December 2025 at Government Junior Secondary School in Gwagwalada, Abuja. The researchers gathered the data in the process of the routine pre-service teacher teaching practice supervision by the Department of Arts Education of the University of Abuja. Audio-video lessons in the classrooms were recorded and ten interactional excerpts were chosen to be analyzed finely and on a turn-by-turn basis. The results indicate that teachers and students code-switch sequentially and strategically employ code-switching to achieve pedagogic acts of clarification, repair, classroom management, participation management and affective alignment. Instead of indicating linguistic incompetence, code-switching develops as a local interactional source that fosters teaching and learning advancement and inclusion. The study also makes its contribution to the research on the classroom discourse in that it presents both empirical evidence of classroom contexts in Nigerian junior secondary schools and prefigures the teaching practice settings as the areas of interaction to be analyzed with the help of interactional theory.</i>
DOI: 10.6084/m9.figshare.31341463.v1
title: Codeswitching in classroom discourse dataset

description: <i>This paper explores the concept of code-switching as an interactive resource of multilingual classroom discourse in the framework of teaching practice oversight. The research is based on a Conversation Analysis (CA), which analyzes the classroom dialogue that happens naturally and is recorded in December 2025 at Government Junior Secondary School in Gwagwalada, Abuja. The researchers gathered the data in the process of the routine pre-service teacher teaching practice supervision by the Department of Arts Education of the University of Abuja. Audio-video lessons in the classrooms were recorded and ten interactional excerpts were chosen to be analyzed finely and on a turn-by-turn basis. The results indicate that teachers and students code-switch sequentially and strategically employ code-switching to achieve pedagogic acts of clarification, repair, classroom management, participation management and affective alignment. Instead of indicating linguistic incompetence, code-switching develops as a local interactional source that fosters teaching and learning advancement and inclusion. The study also makes its contribution to the research on the classroom discourse in that it presents both empirical evidence of classroom contexts in Nigerian junior secondary schools and prefigures the teaching practice settings as the areas of interaction to be analyzed with the help of interactional theory.</i>
DOI: 10.5281/zenodo.18645237
title: poropanchax_normani_spades_01.fasta.gz
DOI: 10.5281/zenodo.18645236
title: poropanchax_normani_spades_01.fasta.gz
DOI: 10.15468/dl.9647tk
title: Occurrence Download

description: A dataset containing 457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Operculina aequisepala",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 457 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019662-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9b5pvh
title: Occurrence Download

description: A dataset containing 170664 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen)",
 "Geometry POLYGON((-107.85 25.62,-88.08 25.62,-88.08 35.75,-107.85 35.75,-107.85 25.62))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC-BY-NC 4.0, CC-BY 4.0, CC0 1.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 170664 records from 172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019574-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpr2bm
title: Occurrence Download

description: A dataset containing 457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Operculina turpethum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 457 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019664-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18645247
title: pithecopus_hypochondrialis_spades_02.fasta.gz
DOI: 10.5281/zenodo.18645246
title: pithecopus_hypochondrialis_spades_02.fasta.gz
DOI: 10.15468/dl.5uv7xq
title: Occurrence Download

description: A dataset containing 627 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polymeria ambigua",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 627 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019668-260208012135463/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.31341457
title: 2025 High-Frequency OHLCV (15-Second Bars, UTC): Apple Inc. (AAPL), Alphabet Inc. (GOOG), Tesla, Inc. (TSLA)

description: This dataset contains high-frequency intraday OHLCV candlestick data aggregated into 15-second intervals for the full calendar year 2025. It covers the equities Apple Inc. (AAPL), Alphabet Inc. (GOOG), and Tesla, Inc. (TSLA), with timestamps standardized in UTC to simplify cross-market synchronization and multi-asset research workflows. Each bar includes open, high, low, close, and traded volume derived from tick-level trade consolidation, making the data suitable for microstructure analysis, latency-sensitive modeling, and precise intraday replay. Intervals with zero traded volume are forward-filled, meaning price fields display the last known traded value to preserve temporal continuity.The dataset is designed for quantitative research, algorithmic trading development, and machine learning experimentation, including feature engineering, short-horizon alpha discovery, volatility forecasting, and execution modeling. Its uniform bar size enables reproducible backtesting, regime detection, and event-driven strategy evaluation while maintaining a realistic representation of intraday liquidity dynamics. The structure is optimized for time-series pipelines (e.g., pandas, Arrow/Parquet, or columnar analytics engines), allowing efficient loading, resampling, and multi-resolution aggregation without survivorship bias introduced by higher-level daily summaries.<br>
DOI: 10.6084/m9.figshare.31341457.v1
title: 2025 High-Frequency OHLCV (15-Second Bars, UTC): Apple Inc. (AAPL), Alphabet Inc. (GOOG), Tesla, Inc. (TSLA)

description: This dataset contains high-frequency intraday OHLCV candlestick data aggregated into 15-second intervals for the full calendar year 2025. It covers the equities Apple Inc. (AAPL), Alphabet Inc. (GOOG), and Tesla, Inc. (TSLA), with timestamps standardized in UTC to simplify cross-market synchronization and multi-asset research workflows. Each bar includes open, high, low, close, and traded volume derived from tick-level trade consolidation, making the data suitable for microstructure analysis, latency-sensitive modeling, and precise intraday replay. Intervals with zero traded volume are forward-filled, meaning price fields display the last known traded value to preserve temporal continuity.The dataset is designed for quantitative research, algorithmic trading development, and machine learning experimentation, including feature engineering, short-horizon alpha discovery, volatility forecasting, and execution modeling. Its uniform bar size enables reproducible backtesting, regime detection, and event-driven strategy evaluation while maintaining a realistic representation of intraday liquidity dynamics. The structure is optimized for time-series pipelines (e.g., pandas, Arrow/Parquet, or columnar analytics engines), allowing efficient loading, resampling, and multi-resolution aggregation without survivorship bias introduced by higher-level daily summaries.<br>
DOI: 10.5281/zenodo.18645240
title: EVIDENCIA 1_DI_HRJA
DOI: 10.5281/zenodo.18645241
title: EVIDENCIA 1_DI_HRJA
DOI: 10.15468/dl.dkdjnu
title: Occurrence Download

description: A dataset containing 366 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polymeria calycina",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 366 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019669-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t8bgju
title: Occurrence Download

description: A dataset containing 491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate reprojected, Coordinate rounded, Geodetic datum assumed WGS84)",
 "TaxonKey is Quercus germana"
 ]
}

 The dataset includes 491 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019670-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hpvn44
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Porana volubilis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 70 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019672-260208012135463/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/14843834
title: SOLANA Price Data Binance API (2020–Now)
DOI: 10.5281/zenodo.18645198
title: Compiled Data from Malaria: "The ongoing global problem and how prioritising research and development is key to addressing the issue. " INFO5007 Telling Stories with Data A3

description: All data used for creating visualisations for INFO5007 Telling Stories with Data A3. 

(Some data derived from larger sets of data also including in this upload has been included to show process)



CC BY NC-SA 3.0 IGO applies to World Health Organisation Data

CC BY NC 4.0 International applies to Impact Global Health Data 


Datawrapper & Flourish used for visualisations:

 https://flourish.studio/examples/?Industry=Featured

https://www.datawrapper.de/features
DOI: 10.5281/zenodo.18645199
title: Compiled Data from Malaria: "The ongoing global problem and how prioritising research and development is key to addressing the issue. " INFO5007 Telling Stories with Data A3

description: All data used for creating visualisations for INFO5007 Telling Stories with Data A3. 

(Some data derived from larger sets of data also including in this upload has been included to show process)



CC BY NC-SA 3.0 IGO applies to World Health Organisation Data

CC BY NC 4.0 International applies to Impact Global Health Data 


Datawrapper & Flourish used for visualisations:

 https://flourish.studio/examples/?Industry=Featured

https://www.datawrapper.de/features
DOI: 10.5281/zenodo.18645262
title: Species-specific responses of invasive plants to parasitism are modified by climate warming
DOI: 10.5281/zenodo.18645261
title: Species-specific responses of invasive plants to parasitism are modified by climate warming
DOI: 10.15468/dl.xxnmkn
title: Occurrence Download

description: A dataset containing 81366 species occurrences available in GBIF matching the query:
{
 "and" : [
 "KingdomKey is Plantae",
 "Country is Dominican Republic",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Human Observation, Machine Observation)"
 ]
}

 The dataset includes 81366 records from 173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019648-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zrgdce
title: Occurrence Download

description: A dataset containing 258641 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nereocystis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 258641 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019652-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id405762.1
title: StrainInfo SI-ID 405762.1

description: StrainInfo dataset 405762 about a strain of Staphylococcus lugdunensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id405763.1
title: StrainInfo SI-ID 405763.1

description: StrainInfo dataset 405763 about a strain of Nocardioides dokdonensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.