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

description: A dataset containing 174 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sedum eriocarpum Sm."
 ]
}

 The dataset includes 174 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007780-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yubcjz
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Juncus benghalensis Kunth"
 ]
}

 The dataset includes 191 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037052-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahgvsh
title: Occurrence Download

description: A dataset containing 383 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crambe cordifolia Steven"
 ]
}

 The dataset includes 383 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009001-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbutl9
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "EstablishmentMeans is MANAGED"
 ]
}

 The dataset includes 10 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007781-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.262rab
title: Occurrence Download

description: A dataset containing 21016 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, Portugal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (March, April, May)",
 "TaxonKey is Circaetus gallicus (Gmelin, 1788)",
 "Year 2019-2022"
 ]
}

 The dataset includes 21016 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037165-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6h8kb
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corybas merrillii (Ames) Ames"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009002-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xogjil
title: Occurrence Download

description: A dataset containing 876 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Piper guineense Schumach. & Thonn."
 ]
}

 The dataset includes 876 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007781-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u3ngkk
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Africa, Asia, Oceania, Europe, North America, South America)",
 "TaxonKey is Spatholobus suberectus Dunn"
 ]
}

 The dataset includes 238 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037066-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qrjf4e
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Houpoea officinalis (Rehder & E.H.Wilson) N.H.Xia & C.Y.Wu"
 ]
}

 The dataset includes 48 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044671-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.itqjpj
title: Occurrence Download

description: A dataset containing 1669 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ophiopogon japonicus (Thunb.) Ker Gawl."
 ]
}

 The dataset includes 1669 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007781-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3w88v
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-151.86521 62.17278,-148.30314 62.17278,-148.30314 69.13684,-151.86521 69.13684,-151.86521 62.17278))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Stereocerus haematopus (Dejean, 1831)"
 ]
}

 The dataset includes 80 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037176-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ya4cmx
title: Occurrence Download

description: A dataset containing 735 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sporobolus wrightii Scribn.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 735 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044674-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5z2xhu
title: Occurrence Download

description: A dataset containing 2476 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syzygium cumini (L.) Skeels"
 ]
}

 The dataset includes 2476 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007782-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.339y2k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is New Zealand Biodiversity Recording Network",
 "HasGeospatialIssue is false",
 "Country is New Zealand",
 "Modified is 2023-12"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003661-240130105604617/datasets/export for details.
DOI: 10.15468/dl.c84j93
title: Occurrence Download

description: A dataset containing 10925 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, Portugal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (March, April, May)",
 "TaxonKey is Circaetus gallicus (Gmelin, 1788)",
 "Year 2014-2018"
 ]
}

 The dataset includes 10925 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037112-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3eew63
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Keetia bakossiorum Cheek"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037073-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2un3hq
title: Occurrence Download

description: A dataset containing 2912 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Italy",
 "TaxonKey is Sus scrofa Linnaeus, 1758"
 ]
}

 The dataset includes 2912 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003645-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.skfy1q
title: Occurrence Download

description: A dataset containing 16809 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Genebank, National Institute of Agrobiological Sciences"
 ]
}

 The dataset includes 16809 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007782-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4mrjwt
title: Occurrence Download

description: A dataset containing 49944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iris foetidissima L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 49944 records from 504 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003664-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uje2cj
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lannea angolensis R.Fern. & Mendes"
 ]
}

 The dataset includes 26 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037224-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqxl7a
title: Occurrence Download

description: A dataset containing 8100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Bombus griseocollis (De Geer, 1773)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8100 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007782-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f5szht
title: Occurrence Download

description: A dataset containing 399 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-115.38334 29.01804,-89.71928 29.01804,-89.71928 39.27927,-115.38334 39.27927,-115.38334 29.01804))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lampropeltis holbrooki Stejneger, 1902"
 ]
}

 The dataset includes 399 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028201-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3kz6m
title: Occurrence Download

description: A dataset containing 467093 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aquifoliaceae"
 ]
}

 The dataset includes 467093 records from 1154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027284-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.theexq
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spalacopus cyanus (Molina, 1782)"
 ]
}

 The dataset includes 145 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018057-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.429wqg
title: Occurrence Download

description: A dataset containing 3955059 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((26.7542939189847 1.2186193716968,36.9991642472184 13.6345880476356,41.544901412726 10.038706409249,37.5419388341447 2.16847489881781,35.84576825 -7.80500813595271,36.2528491901947 -16.0144737632128,34.2174444892211 -16.5572483501391,27.5006089760084 -8.95840413317107,26.7542939189847 1.2186193716968))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3955059 records from 776 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077951-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/xgjrq8
title: PAN-00113231 - thin stem of unknown utensil (Roman period)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00113231&lt;/p&gt;
description: Modified: 2025-07-24T17:06:26+02:00
DOI: 10.17632/s86tdtmcc2
title: Smartwatch IMU Dataset for Upper-Limb Movement Analysis: Raw, Processed, and Feature Matrices

description: This dataset contains dual-wrist Apple Watch (Series 6) inertial recordings for three canonical upper-limb movements—elbow flexion/extension (el-exfl), shoulder flexion/extension (sh-exfl), and wrist pronation/supination (wr-prsu)—collected from three adults (IDs: u01, u04, u05; right-hand dominant; one with mild left-arm weakness). Signals were sampled at 20 Hz via the HemiPhysioData watchOS app using CoreMotion and saved as synchronized CSV time series.

The repository provides:
- Raw data (raw/): user acceleration, rotation rate, gravity, Euler orientation (roll, pitch, yaw), and quaternions; per-session CSVs with metadata (UID, Wrist, Side, MoveType, SessionID).
- Processed data (processed/): standardized/smoothed streams and overlapping sliding-window segments (2.56 s and 1.0 s, 50% overlap).
- Features (features/): time- and frequency-domain feature matrices for Set_1 (432), Set_2 (576), Set_3 (720) features per window, plus the selected 46-feature subset.
- Labels (labels/): segment-level metadata table.
- Docs (docs/): data dictionary (columns.md), provenance (provenance.json), and README.

Use cases include benchmarking human-activity recognition (HAR) for upper-limb tasks, ablation studies on sensor modality and window length, and reproducible pipelines for feature extraction and feature selection. Data are released under CC BY 4.0. Please cite this dataset’s DOI and the associated article:
Benachour, Y., Rehman, M., & Flitti, F. Towards improved human arm movement analysis: Advanced feature engineering and model optimization, Engineering Applications of Artificial Intelligence, 156:111194, 2025.

Keywords: smartwatch; IMU; upper-limb; rehabilitation; human activity recognition; feature engineering; sliding-window; PCA; t-SNE; Apple Watch.
DOI: 10.17632/s86tdtmcc2.2
title: Smartwatch IMU Dataset for Upper-Limb Movement Analysis: Raw, Processed, and Feature Matrices

description: This dataset contains dual-wrist Apple Watch (Series 6) inertial recordings for three canonical upper-limb movements—elbow flexion/extension (el-exfl), shoulder flexion/extension (sh-exfl), and wrist pronation/supination (wr-prsu)—collected from three adults (IDs: u01, u04, u05; right-hand dominant; one with mild left-arm weakness). Signals were sampled at 20 Hz via the HemiPhysioData watchOS app using CoreMotion and saved as synchronized CSV time series.

The repository provides:
- Raw data (raw/): user acceleration, rotation rate, gravity, Euler orientation (roll, pitch, yaw), and quaternions; per-session CSVs with metadata (UID, Wrist, Side, MoveType, SessionID).
- Processed data (processed/): standardized/smoothed streams and overlapping sliding-window segments (2.56 s and 1.0 s, 50% overlap).
- Features (features/): time- and frequency-domain feature matrices for Set_1 (432), Set_2 (576), Set_3 (720) features per window, plus the selected 46-feature subset.
- Labels (labels/): segment-level metadata table.
- Docs (docs/): data dictionary (columns.md), provenance (provenance.json), and README.

Use cases include benchmarking human-activity recognition (HAR) for upper-limb tasks, ablation studies on sensor modality and window length, and reproducible pipelines for feature extraction and feature selection. Data are released under CC BY 4.0. Please cite this dataset’s DOI and the associated article:
Benachour, Y., Rehman, M., & Flitti, F. Towards improved human arm movement analysis: Advanced feature engineering and model optimization, Engineering Applications of Artificial Intelligence, 156:111194, 2025.

Keywords: smartwatch; IMU; upper-limb; rehabilitation; human activity recognition; feature engineering; sliding-window; PCA; t-SNE; Apple Watch.
DOI: 10.17632/4kby36n3ng.1
title: Vertebrae for Scoliosis

description: This dataset comprises a curated, de-identified collection of posterior–anterior (PA) spine radiographs in PNG format prepared for research and educational use in scoliosis analysis. The images were obtained from Roboflow and organized under an anonymized file-naming scheme to remove personal identifiers; embedded metadata were stripped to ensure that no protected health information (PHI) is included. Where necessary for consistency across files, images were normalized and resized to a research-friendly resolution without altering diagnostically relevant morphology.

The collection is suitable for common computer-vision tasks, including vertebral parsing, vertebra segmentation, and downstream Cobb-angle estimation and robustness studies. Typical use cases include method development, benchmarking, and pedagogy in medical imaging and machine learning.

This resource is distributed under the CC BY 4.0 license. Users should cite this dataset and acknowledge Roboflow as the acquisition source. The dataset is intended strictly for research and education; it is not a medical device and must not be used for clinical decision-making.
DOI: 10.15468/dl.hhs2q4
title: Occurrence Download

description: A dataset containing 440 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parthenocissus vitacea",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 440 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016151-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/h77gncbrbd
title: BarVac: 3D structures, docking results, and MD simulations of multi-epitope vaccine candidate against Bartonella spp

description: This dataset contains all 3D structures of the BarVac multi-epitope vaccine candidate and its interactions with host receptors. Protein structures are provided in PDB format. In addition, docking results with Toll-like receptor-2 (TLR2) and molecular dynamics simulation trajectories are included. These data were generated as part of the computational design and evaluation of the vaccine construct. The dataset enables reproduction of docking analyses, structural validations, and further simulation-based studies. Researchers can reuse these files for comparative immunoinformatics, vaccine design benchmarking, or structural refinement.
DOI: 10.17632/h77gncbrbd.1
title: BarVac: 3D structures, docking results, and MD simulations of multi-epitope vaccine candidate against Bartonella spp

description: This dataset contains all 3D structures of the BarVac multi-epitope vaccine candidate and its interactions with host receptors. Protein structures are provided in PDB format. In addition, docking results with Toll-like receptor-2 (TLR2) and molecular dynamics simulation trajectories are included. These data were generated as part of the computational design and evaluation of the vaccine construct. The dataset enables reproduction of docking analyses, structural validations, and further simulation-based studies. Researchers can reuse these files for comparative immunoinformatics, vaccine design benchmarking, or structural refinement.
DOI: 10.17026/ar/ljmo99
title: PAN-00055138 - iron leaf-shaped spear-/lance head

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00055138&lt;/p&gt;
description: Modified: 2025-07-08T10:13:30+02:00
DOI: 10.17632/6skfxh8w2m
title: Energy innovation in the US buildings sector: Setting the stage and mapping the future

description: An interactive dashboard for exploring the segmentation data from this study is available at: https://public.tableau.com/app/profile/ericjhwilson/viz/Segmentationflexibledashboard/About

This data record provides the raw segmentation estimates, expert feedback frame and responses for the paper of the same name, which is summarized below.

Paper summary:

Buildings are a critical resource for managing emerging challenges in global energy systems, including accelerating load growth and rapid changes in the energy generation mix. However, the diversity of building energy end uses and stakeholders suggests many possible strategic opportunities for decision makers to pursue, and a comprehensive framework for comparing buildings sector innovation pathways does not exist. Using the United States as a case study, we develop the basis for such a framework by estimating all current and expected future sources of US building energy use, energy costs, and greenhouse gas emissions through 2050 under multiple scenarios for buildings sector development. Pairing these data with expert feedback, we identify key technical innovation pathways for the buildings sector, discuss implementation barriers for these pathways, and identify the actions that could address such barriers. The analysis distills focus areas for buildings sector planning and sets a common foundation for assessing the role of buildings in the broader transformation of national energy systems.