cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14856941
title: Horse Racing Photo Dataset

description: Description:







This dataset provides a detailed collection of Horse Racing Photo Dataset finishes from PMU events. It is ideal for machine learning and computer vision research, particularly in image recognition and sports analytics.

 







Download Dataset

 









Image Resolutions:

Each image is captured and made available in three sizes:



Small (200×96 pixels): Optimized for quick, low-resolution analysis.

Medium (450×217 pixels): Balances detail and file size for moderate analysis.

Large (478×230 pixels): High-resolution images for precise, in-depth research.


CSV Metadata:

Accompanying the images, a CSV file contains critical metadata about each race:



Walk Type: Differentiates between Trot and Gallop, fundamental gait types in horse racing, essential for analyzing movement patterns.

Speciality & Discipline: These sub-categories give further details on the race type, providing researchers with more context for analysis.

Rope Direction: The position of the track’s barrier is noted as either on the left or right side of the horses, influencing lane dynamics and photo finish placement.

Weather Conditions: Detailed weather codes allow insights into the environmental conditions affecting race visibility and performance:



P1 – P17: Codes range from sunny and cloudy to adverse weather like thunderstorms and snow, offering a broad spectrum for training models on different environmental factors.




Additional Environmental Factors:



Luminosity: Whether the race occurred during day or night is an important factor, providing training data for models that operate under various lighting conditions, enhancing the dataset’s versatility.


Potential Applications:

This dataset is suitable for numerous machine learning applications:



Photo Finish Analysis: Machine learning models can be trained to detect race winners based on these images.

Environmental Impact Studies: The weather data enables research into how different weather conditions affect race outcomes.

Gait Classification: Using the trot and gallop metadata, researchers can develop algorithms that classify different horse movements automatically.


Why This Dataset Stands Out:



Versatility: With varied image sizes, weather conditions, and gait types, this dataset supports a broad range of research.

Rich Metadata: The dataset provides thorough race information that offers a deeper context for understanding the nuances of horse racing.


This dataset provides an excellent resource for building models related to sports analytics, environmental conditions, and gait classification. The variety in race conditions and photo finish details ensures its suitability for complex machine learning projects.

This dataset is sourced from Kaggle.
DOI: 10.15468/dl.psb7yx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procellaria bulwerii Jardine & Selby, 1828",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025048-250127130748423/datasets/export for details.
DOI: 10.15468/dl.zazm4s
title: Occurrence Download

description: A dataset listing the 39806 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "BasisOfRecord is one of (Human Observation)"
 ]
}

 The dataset's 39806 records were derived from 437 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025021-250127130748423/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.28398402
title: Data from Workload distribution in wild Damaraland mole-rat groups

description: tmbg_param.csv
DOI: 10.6084/m9.figshare.28398405
title: Code from Workload distribution in wild Damaraland mole-rat groups

description: TMBG_R - PhilTr.R
DOI: 10.6084/m9.figshare.28398405.v1
title: Code from Workload distribution in wild Damaraland mole-rat groups

description: TMBG_R - PhilTr.R
DOI: 10.5523/bris.20n4tk7g5vjgd2fxagwcqmghqx
title: Data for: Molecular characterisation of neurons across animals identify conserved gene expression.

description: This repository includes all Supplementary Figures and Tables for the publication cited above, and several source datasets for those interested in replicating the work.
DOI: 10.15468/dl.xpap34
title: Occurrence Download

description: A dataset containing 1268251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((5.68039 50.6333,6.10877 50.66743,5.99874 50.91041,5.61404 50.81643,5.68039 50.6333))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 1917-2025"
 ]
}

 The dataset includes 1268251 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025012-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8u6xes
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Atheresthes evermanni Jordan & Starks, 1904",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 110 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025049-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14856999
title: Data analysis for METATEA
DOI: 10.5281/zenodo.14857000
title: Data analysis for METATEA
DOI: 10.15468/dl.5rzpas
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clematis acerifolia Maxim."
 ]
}

 The dataset includes 143 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025052-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqpbjd
title: Occurrence Download

description: A dataset containing 20131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (Observation.org, Nature data from around the World, iNaturalist Research-grade Observations)",
 "GadmGid is one of (DEU.9_1, DEU.5_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Squamata, Testudines, Amphibia)"
 ]
}

 The dataset includes 20131 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025050-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/6hs4fz
title: Volet_Emballages_agribalyse_3_2_RF.pdf

description: Rapport élaboré de façon à permettre la compréhension, l’utilisation des données du rojet Pack-AGRIBALYSE dans les logiciels ACV, afin qu’elles servent de référence pour la prise en compte des emballages des produits non couverts dans le cadre de ce projet.
DOI: 10.57745/gni4fx
title: Tutoriel_de_modelisation_PACK_AGB.pptx

description: Ce tutoriel a pour but de permettre à un ACViste d’implémenter une nouvelle solution d’emballage en reproduisant la même méthodologie que celle développée dans le projet PACK AGB (2024).
DOI: 10.57745/pfpdom
title: Tutoriel_de_modelisation_PACK_AGB.pdf

description: Ce tutoriel a pour but de permettre à un ACViste d’implémenter une nouvelle solution d’emballage en reproduisant la même méthodologie que celle développée dans le projet PACK AGB (2024).
DOI: 10.57745/sqqyee
title: PACK Project Report - AGRIBALYSE® 3.2. PACKAGING SECTION.pdf

description: :unav
DOI: 10.57745/udzc3z
title: Modeling-Tutorial_PACK-Agribalyse-EN.pdf

description: :unav
DOI: 10.15468/dl.9tfdcf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reinhardtius evermanni (Jordan & Starks, 1904)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025054-250127130748423/datasets/export for details.
DOI: 10.34740/kaggle/dsv/10730472
title: e-IPO Indonesia Data - Investment
DOI: 10.15468/dl.xw9gdw
title: Occurrence Download

description: A dataset containing 4468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Trichosanthes L."
 ]
}

 The dataset includes 4468 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025051-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xewt6y
title: Occurrence Download

description: A dataset containing 4861 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Myricaria laxa W.W.Sm., Myricaria prostrata Hook.fil. & Thomson, Myricaria platyphylla Maxim., Myricaria bracteata Royle, Myricaria squamosa Desv., Myricaria davurica (Willd.) Ehrenb., Myricaria rosea W.W.Sm., Myricaria longifolia (Willd.) Ehrenb., Myricaria albiflora Grierson & D.G.Long, Myricaria pulcherrima Batalin, Myricaria wardii C.Marquand, Myricaria paniculata P.Y.Zhang & Y.J.Zhang, Myricaria germanica Qaiser)"
 ]
}

 The dataset includes 4861 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025055-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpbbx9
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Squalus acanthias Linnaeus, 1758",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 41 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025056-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3h69ty
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-115.65966 -65.45520,-3.25582 -65.45520,-3.25582 -20.45520,-115.65966 -20.45520,-115.65966 -65.45520))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Euphorbia cyathophora Murray"
 ]
}

 The dataset includes 40 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025053-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqzjn3
title: Occurrence Download

description: A dataset containing 7796152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sturnus vulgaris Linnaeus, 1758",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Year is greater than or equal to 1810",
 "Year is less than or equal to 2024",
 "Month is greater than or equal to April",
 "Month is less than or equal to September",
 "EventDate is not null",
 "Country is United States of America",
 "Geometry POLYGON((-63 22, -63 51, -126 51, -126 22, -63 22))"
 ]
}

 The dataset includes 7796152 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025043-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aws9kb
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Squalus suckleyi (Girard, 1855)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025057-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/ue7z-zb2w
title: Measurement of Ozone at Puy de Dôme

description: Measurement of Ozone at Puy de Dôme
DOI: 10.48597/wddn-pnf3
title: Measurement of Ozone at SIRTA Atmospheric Research Observatory

description: Measurement of Ozone at SIRTA Atmospheric Research Observatory
DOI: 10.48597/fdkh-fsgm
title: Measurement of Ozone at Auchencorth Moss

description: Measurement of Ozone at Auchencorth Moss
DOI: 10.48597/3846-j78a
title: Measurement of Ozone at Auchencorth Moss

description: Measurement of Ozone at Auchencorth Moss
DOI: 10.48597/6xun-w8kh
title: Measurement of Ozone at Auchencorth Moss

description: Measurement of Ozone at Auchencorth Moss
DOI: 10.48597/8zak-mxx8
title: Measurement of Ozone at Auchencorth Moss

description: Measurement of Ozone at Auchencorth Moss
DOI: 10.48597/akfj-77at
title: Measurement of Ozone at Auchencorth Moss

description: Measurement of Ozone at Auchencorth Moss
DOI: 10.48597/btpp-bg6z
title: Measurement of Ozone at Auchencorth Moss

description: Measurement of Ozone at Auchencorth Moss
DOI: 10.48597/ejuw-24tc
title: Measurement of Ozone at Auchencorth Moss

description: Measurement of Ozone at Auchencorth Moss
DOI: 10.48597/fjj3-d3cd
title: Measurement of Ozone at Auchencorth Moss

description: Measurement of Ozone at Auchencorth Moss
DOI: 10.48597/prk8-nt94
title: Measurement of Ozone at Auchencorth Moss

description: Measurement of Ozone at Auchencorth Moss
DOI: 10.48597/qc6b-fhr9
title: Measurement of Ozone at Auchencorth Moss

description: Measurement of Ozone at Auchencorth Moss
DOI: 10.48597/qyk8-967e
title: Measurement of Ozone at Auchencorth Moss

description: Measurement of Ozone at Auchencorth Moss
DOI: 10.15468/dl.ek6739
title: Occurrence Download

description: A dataset containing 54256842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is France",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 54256842 records from 10799 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024970-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3hktdp
title: Occurrence Download

description: A dataset containing 331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (Muestreos de fauna silvestre existente en la franja de protección del embalse y áreas de reserva protectora de la Central Hidroeléctrica Sogamoso, Registros de avistamiento y ahuyentamiento de fauna silvestre en el área de influencia del Proyecto Hidroeléctrico Ituango, durante los años 2012 - 2021)",
 "TaxonKey is one of (Reptilia, Squama B.Renault, 1885, Dendrobates truncatus (Cope, 1861))",
 "Year 2010-2024"
 ]
}

 The dataset includes 331 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020714-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.55pdp4
title: Occurrence Download

description: A dataset containing 539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bolivia (Plurinational State of)",
 "OccurrenceStatus is Present",
 "TaxonKey is Caiman yacare (Daudin, 1801)",
 "Year 1000-2024"
 ]
}

 The dataset includes 539 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020716-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t9vgmz
title: Occurrence Download

description: A dataset containing 4041 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Nicaragua",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Squamata"
 ]
}

 The dataset includes 4041 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020715-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qfwhf4
title: Occurrence Download

description: A dataset containing 142589 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon cinereus (Green, 1818))"
 ]
}

 The dataset includes 142589 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020707-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xx6mqg
title: Occurrence Download

description: A dataset containing 1190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Luma apiculata (DC.) Burret",
 "Year 1000-2024"
 ]
}

 The dataset includes 1190 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020717-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.973115
title: Landslide volumetric and distribution data in Duku Corridor of Tien Shan, China

description: This dataset presents a total of 742 landslides that occurred before August 2024 in the Duku Corridor of the Tien Shan, China, with a spatial coverage of around 27,800 square kilometers. For each entry, landslide type, area, volume, damming status, and geometry information are recorded. The landslide locations and boundaries were identified and delineated through visual interpretation of landslides on remote sensing images (2000-2024) via Google Earth. Landslide volumes were determined using the empirical area-volume equation of landslides, with modifications based on landslide volumetric and spatial coverage data retrieved from other research on the Tien Shan for local adjustment. The entire dataset was reviewed and validated.
description: File descriptions: Uploaded data files: include an overview figure of the dataset, the shapefile of landslides, readme.txt, and Metadata.xlsx.Coverage: SOUTH-BOUND LATITUDE: 41.860458, WEST-BOUND LONGITUDE: 82.804918, NORTH-BOUND LATITUDE: 44.196683, EAST-BOUND LONGITUDE: 85.326785; DATE END: 2024-07-31
DOI: 10.5281/zenodo.14183522
title: CURRENT ECOLOGICAL PROBLEMS AND ORGANIZATION OF ACTIVITIES IN THE FIELD OF ENVIRONMENTAL PROTECTION
DOI: 10.5281/zenodo.14183523
title: CURRENT ECOLOGICAL PROBLEMS AND ORGANIZATION OF ACTIVITIES IN THE FIELD OF ENVIRONMENTAL PROTECTION
DOI: 10.15468/dl.ajaakm
title: Occurrence Download

description: A dataset containing 8989 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon cylindraceus (Harlan, 1825))"
 ]
}

 The dataset includes 8989 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020718-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4u9cfh
title: Occurrence Download

description: A dataset containing 8989 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon cylindraceus (Harlan, 1825))"
 ]
}

 The dataset includes 8989 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020720-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3s66ca
title: Occurrence Download

description: A dataset containing 179081 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.21497 11.27134,-73.89307 11.27134,-73.89307 11.35795,-74.21497 11.35795,-74.21497 11.27134))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 179081 records from 234 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020709-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7kn4z
title: Occurrence Download

description: A dataset containing 423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Dendrobates truncatus (Cope, 1861)",
 "Year 2002-2024"
 ]
}

 The dataset includes 423 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020721-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3jhzh
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Ornithology Collection Non Passeriformes - Royal Ontario Museum",
 "TaxonKey is Bucephala islandica (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 94 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020723-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8e6kyc
title: Occurrence Download

description: A dataset containing 281336 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is USGS Great Lakes Science Center Research Vessel Catch Information System Trawl"
 ]
}

 The dataset includes 281336 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020684-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ga7ntw
title: Occurrence Download

description: A dataset containing 23900 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon glutinosus (Green, 1818))"
 ]
}

 The dataset includes 23900 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020724-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j3wcjr
title: Occurrence Download

description: A dataset containing 23900 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon glutinosus (Green, 1818))"
 ]
}

 The dataset includes 23900 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020726-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.