cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6pdbzd
title: Occurrence Download

description: A dataset containing 267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Oceania",
 "Country is United States of America",
 "TaxonKey is Indotyphlops braminus"
 ]
}

 The dataset includes 267 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039884-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktf66n
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucanthemum vulgare",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039885-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wzyscd
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039887-250811113504898/datasets/export for details.
DOI: 10.15468/dl.pqgj83
title: Occurrence Download

description: A dataset containing 27520 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucanthemum vulgare",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 27520 records from 198 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039886-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/a2rat9
title: “Long-term monitoring of vascular plant species in steppe communities of the Stone Graves Reserve, Ukraine (2000–2021)”

description: This dataset contains long-term vegetation monitoring data from steppe communities of the Stone Graves Nature Reserve (Donetsk and Zaporizhzhia regions, Ukraine). A permanent 100 m² plot was established in July 2000 on the slope of a granite outcrop (47.310°N, 37.076°E, 179 m a.s.l.) to study the temporal dynamics of vascular plant species under conditions of ongoing climate change. Species composition and projective cover were recorded annually during 2000–2021 using the Braun-Blanquet method. In total, 79 vascular plant species were registered, with detailed abundance and cover values. The dataset provides unique evidence of how steppe vegetation responds to changes in temperature and precipitation regimes, reflecting both endogenous successional processes and exogenous climate drivers. These data are valuable for biodiversity monitoring, climate change impact assessment, and ecological modeling of steppe ecosystems.
DOI: 10.15468/dl.re8y8n
title: Occurrence Download

description: A dataset containing 368 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mareca falcata",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 368 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039888-250811113504898/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.29975560
title: Lipidomics results for 80 Bombyx mori cocoon shell samples

description: This .xlsx file contains the lipidomics analysis results for 80 of the 148 cocoon shell samples for the study titled "Multiomics analysis of the Silkworm cocoon shell"
DOI: 10.6084/m9.figshare.29975560.v1
title: Lipidomics results for 80 Bombyx mori cocoon shell samples

description: This .xlsx file contains the lipidomics analysis results for 80 of the 148 cocoon shell samples for the study titled "Multiomics analysis of the Silkworm cocoon shell"
DOI: 10.15468/dl.py5bkd
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mareca sibilatrix",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 116 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039891-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16936701
title: AAAAAAA
DOI: 10.5281/zenodo.16936702
title: AAAAAAA
DOI: 10.15468/dl.fzhm49
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria chamomilla",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 44 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039894-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pbtkap
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria chamomilla",
 "Country is Armenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039893-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxpxun
title: Occurrence Download

description: A dataset containing 182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria chamomilla",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 182 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039892-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dtzrg2
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Oceania",
 "Country is Palau",
 "TaxonKey is Indotyphlops braminus"
 ]
}

 The dataset includes 245 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039895-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bywxu8
title: Occurrence Download

description: A dataset containing 1278 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sibirionetta formosa",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1278 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039897-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgjj8h
title: Occurrence Download

description: A dataset containing 1275 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Ciconia nigra",
 "Year 2020-2025"
 ]
}

 The dataset includes 1275 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039898-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w4yvqr
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria chamomilla",
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039900-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmwnv7
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria chamomilla",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 114 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039901-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jk775a
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria chamomilla",
 "Country is Belarus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 39 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039899-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.593xtm
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spatula cyanoptera",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 101 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039904-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96bgmj
title: Occurrence Download

description: A dataset containing 2239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is DEU.1.26_1",
 "TaxonKey is Passeriformes",
 "Year 2002-2024"
 ]
}

 The dataset includes 2239 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039903-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rve9fm
title: Occurrence Download

description: A dataset containing 5978 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is FRA.13.3.4_1",
 "TaxonKey is Passeriformes",
 "Year 2002-2024"
 ]
}

 The dataset includes 5978 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039905-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3s5fcn
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria chamomilla",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 122 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039906-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4utc2
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria chamomilla",
 "Country is Costa Rica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039907-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tzusar
title: Occurrence Download

description: A dataset containing 366 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria chamomilla",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 366 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039908-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmtvkv
title: Occurrence Download

description: A dataset containing 1598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is MAR.9.5_1",
 "TaxonKey is Passeriformes",
 "Year 2002-2024"
 ]
}

 The dataset includes 1598 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039910-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vaevpy
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tadorna tadornoides",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 56 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039909-250811113504898/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.29975575
title: Supporting Information_delayed self-heterodyne spectra.xlsx

description: Laser linewidth is a critical parameter reflecting spectral purity. To measure it, a delayed self-heterodyne method was employed using a 50-km-long single-mode fiber (SMF-28e) and a 40 MHz acoustic-optic modulator. The heterodyne signal was detected with an InGaAs photodetector (PD) and analyzed using an electronic spectrum analyzer (ESA) with a 1 kHz resolution bandwidth (RBW).
DOI: 10.6084/m9.figshare.29975575.v1
title: Supporting Information_delayed self-heterodyne spectra.xlsx

description: Laser linewidth is a critical parameter reflecting spectral purity. To measure it, a delayed self-heterodyne method was employed using a 50-km-long single-mode fiber (SMF-28e) and a 40 MHz acoustic-optic modulator. The heterodyne signal was detected with an InGaAs photodetector (PD) and analyzed using an electronic spectrum analyzer (ESA) with a 1 kHz resolution bandwidth (RBW).
DOI: 10.15468/dl.fk8dap
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria chamomilla",
 "Country is Ecuador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 240 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039911-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6vwfc
title: Occurrence Download

description: A dataset containing 236 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria chamomilla",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 236 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039912-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6y5cgh
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria chamomilla",
 "Country is Iceland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039913-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.utn3jf
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tadorna variegata",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 46 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039914-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16936544
title: Wildlife and Livestock Dataset with Emphasis on Predators for Vision-Based Herding Systems
title: Enhanced Predator Detection Dataset for Livestock Protection and Robotic Herding

description: This dataset supports real-time detection of herding-related entities including sheep, wolves, dogs, bears, coyotes, foxes, red foxes, wild dogs, and humans for autonomous robotic shepherds. It has been reformatted from raw YOLOv5-style datasets using a custom pipeline that ensures class balancing, strong augmentations via Albumentations, and source diversity based on video origin.

It combines three sources: a sheep dataset (Sheep_dataset_link), the COCO dataset (Coco_dataset_link) for person and dog classes, and predator datasets (predator_dataset_link). Rare classes (e.g., wolf, cow, dog, wild dog) have been augmented using a recycling strategy that combines oversampling with high-variance augmentations to increase robustness (Python_Code).

Splits (train/validation/test) are carefully balanced to maintain class distribution and diversity. The dataset is compatible with YOLOv5–YOLOv12, RT-DETR, and custom models such as SHEPHERD, and has been validated in real-time on ROS 2 (Humble) deployed on quadruped robots (e.g., Unitree Go1) for flock monitoring, predator deterrence, and shepherd alerting.

The archive contains images, YOLO-format labels, metadata CSVs, and summary plots for class balance and entropy, providing a ready-to-use resource for object detection, robotics, and intelligent livestock management.
DOI: 10.5281/zenodo.16936545
title: Wildlife and Livestock Dataset with Emphasis on Predators for Vision-Based Herding Systems
title: Enhanced Predator Detection Dataset for Livestock Protection and Robotic Herding

description: This dataset supports real-time detection of herding-related entities including sheep, wolves, dogs, bears, coyotes, foxes, red foxes, wild dogs, and humans for autonomous robotic shepherds. It has been reformatted from raw YOLOv5-style datasets using a custom pipeline that ensures class balancing, strong augmentations via Albumentations, and source diversity based on video origin.

It combines three sources: a sheep dataset (Sheep_dataset_link), the COCO dataset (Coco_dataset_link) for person and dog classes, and predator datasets (predator_dataset_link). Rare classes (e.g., wolf, cow, dog, wild dog) have been augmented using a recycling strategy that combines oversampling with high-variance augmentations to increase robustness (Python_Code).

Splits (train/validation/test) are carefully balanced to maintain class distribution and diversity. The dataset is compatible with YOLOv5–YOLOv12, RT-DETR, and custom models such as SHEPHERD, and has been validated in real-time on ROS 2 (Humble) deployed on quadruped robots (e.g., Unitree Go1) for flock monitoring, predator deterrence, and shepherd alerting.

The archive contains images, YOLO-format labels, metadata CSVs, and summary plots for class balance and entropy, providing a ready-to-use resource for object detection, robotics, and intelligent livestock management.
DOI: 10.15468/dl.vs9nwu
title: Occurrence Download

description: A dataset containing 9847 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "Geometry POLYGON((-50.07075 -2.09688,-50.26437 -2.29036,-55.78256 -5.47734,-64.78591 -10.65157,-63.62419 -12.54813,-60.23583 -13.49134,-59.9454 -15.73944,-57.33152 -17.31715,-57.52514 -21.15527,-54.03998 -23.30585,-53.65273 -25.85859,-48.71541 -25.85859,-44.55257 -22.23469,-41.64826 -16.5763,-40.77697 -14.05549,-43.48766 -14.14939,-38.55033 -9.5078,-40.77697 -8.07274,-41.93869 -6.34399,-43.58447 -5.09175,-50.07075 -2.09688))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anura",
 "Year 2000-2025"
 ]
}

 The dataset includes 9847 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039915-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.47t6ks
title: Occurrence Download

description: A dataset containing 1357 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Ciconia boyciana",
 "Year 2020-2025"
 ]
}

 The dataset includes 1357 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039916-250811113504898/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/12854594
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.7t44sy
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria chamomilla",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039917-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zfcfd
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria chamomilla",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 94 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039918-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.szekhc
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria chamomilla",
 "Country is Kyrgyzstan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039919-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ysffbz
title: Occurrence Download

description: A dataset containing 438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neovison vison",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 438 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039920-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.axqqe8
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Matricaria chamomilla",
 "Country is Latvia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 60 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039921-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.