cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.mrj5na
title: Occurrence Download

description: A dataset containing 1875 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((2.479608666666667 65.07073733333334, 2.479608666666667 82.15736799999999, -31.565747 82.15736799999999, -31.565747 65.07073733333334, 2.479608666666667 65.07073733333334))",
 "EventDate is 2020-11-01,2020-11-30"
 ]
}

 The dataset includes 1875 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030300-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6k9jwc
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Philander frenatus (Olfers, 1818)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 50 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003518-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvnta2
title: Occurrence Download

description: A dataset containing 14045 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-80.07861 22.56407,-80.21325 22.4076,-80.22962 22.25476,-80.06587 22.19654,-80.00219 22.12194,-79.96762 22.11103,-79.86937 22.12922,-79.78386 22.20746,-79.67833 22.19108,-79.68015 22.35301,-79.75111 22.43307,-79.75293 22.4822,-79.7602 22.5295,-79.90576 22.54406,-80.07861 22.56407))",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 14045 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056065-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewsnc6
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Halophila stipulacea (Forssk.) Asch."
 ]
}

 The dataset includes 130 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003518-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdwrq7
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Colección Mastozoológica del Museo de Historia Natural de la Universidad del Cauca"
 ]
}

 The dataset includes 251 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045500-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zoqcys
title: Occurrence Download

description: A dataset containing 220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pycnoscelus surinamensis (Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 220 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003518-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjyy7t
title: Occurrence Download

description: A dataset containing 3148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Locality is Complejo Lagunar - El Salado - Ibagué",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3148 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049541-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1cdwqp
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bellevalia longistyla (Miscz.) Grossh."
 ]
}

 The dataset includes 30 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003518-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3uax8
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Alopoglossus atriventris Duellman, 1973"
 ]
}

 The dataset's 1 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035100-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g5lbdy
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Crocodylus palustris (Lesson, 1831)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 67 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003518-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrk6h2
title: Occurrence Download

description: A dataset containing 613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Colección de reptiles del Museo de Historia Natural, Universidad de Caldas"
 ]
}

 The dataset includes 613 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045531-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwrjip
title: Occurrence Download

description: A dataset containing 795 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Megadontomys cryophilus (Musser, 1964)"
 ]
}

 The dataset includes 795 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003518-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.danvuc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "StateProvince is MIssouri",
 "TaxonKey is Belamcanda chinensis (L.) DC."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048568-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxmpsf
title: Occurrence Download

description: A dataset containing 14686 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neotoma albigula Hartley, 1894"
 ]
}

 The dataset includes 14686 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003519-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uef5nh
title: Occurrence Download

description: A dataset containing 4111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Field Museum of Natural History (Action) Birds Sightings"
 ]
}

 The dataset includes 4111 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045507-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j9zxye
title: Occurrence Download

description: A dataset containing 412 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phtheirichthys lineatus (Menzies, 1791)"
 ]
}

 The dataset includes 412 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003519-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ybnddk
title: Occurrence Download

description: A dataset containing 2036 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Monitoreos de fauna en el departamento de Cundinamarca del 2016 al 2019 por la CAR"
 ]
}

 The dataset includes 2036 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045511-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sih8bq
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Liolaemus magellanicus Hombron & Jacquinot, 1853",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 58 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003519-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bsz5ts
title: Occurrence Download

description: A dataset containing 35548 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Herpetology"
 ]
}

 The dataset includes 35548 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045575-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aesule
title: Occurrence Download

description: A dataset containing 125449 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "DatasetKey is BioGIS - Vascular plants - A. Danin's grid database"
 ]
}

 The dataset includes 125449 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003519-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6dhfiv
title: Occurrence Download

description: A dataset containing 9046 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bellidiastrum michelii Cass."
 ]
}

 The dataset includes 9046 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003519-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7veumw
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Ejemplares de árboles del bosque seco tropical de Colombia que cuentan con muestra de semillas"
 ]
}

 The dataset includes 177 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045581-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.efuz4y
title: Occurrence Download

description: A dataset containing 2471 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "TaxonKey is Rattus rattus (Linnaeus, 1758)"
 ]
}

 The dataset includes 2471 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048559-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pyptgh
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterygoplichthys etentaculatus (Spix & Agassiz, 1829)"
 ]
}

 The dataset includes 33 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003519-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xarqog
title: Occurrence Download

description: A dataset containing 5917 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Opuntia ficus-indica (L.) Mill."
 ]
}

 The dataset includes 5917 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003519-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgsfwk
title: Occurrence Download

description: A dataset containing 1153736 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Digitalización y Sistematización de las Colecciones Biológicas Nacionales del Instituto de Biología, UNAM (Plantas vasculares)"
 ]
}

 The dataset includes 1153736 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045533-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kneizb
title: Occurrence Download

description: A dataset containing 369197 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alopecurus L."
 ]
}

 The dataset includes 369197 records from 687 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003520-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z4mxgz
title: Occurrence Download

description: A dataset containing 10869 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((3.9324 43.62345,4.02892 43.62345,4.02892 43.68372,3.9324 43.68372,3.9324 43.62345))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2013-2023"
 ]
}

 The dataset includes 10869 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049309-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d8jbu7
title: Occurrence Download

description: A dataset containing 1571096 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anas platyrhynchos Linnaeus, 1758",
 "HasCoordinate is true",
 "Month is February",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1571096 records from 886 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049318-231002084531237/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.28398384
title: Code functions from Cross-Validation Based Sequential Design for Stochastic Models

description: ESLOOCodeFunctions.R
DOI: 10.6084/m9.figshare.28398384.v1
title: Code functions from Cross-Validation Based Sequential Design for Stochastic Models

description: ESLOOCodeFunctions.R
DOI: 10.6084/m9.figshare.28398387
title: Code from Cross-Validation Based Sequential Design for Stochastic Models

description: FullCode1.R
DOI: 10.6084/m9.figshare.28398387.v1
title: Code from Cross-Validation Based Sequential Design for Stochastic Models

description: FullCode1.R
DOI: 10.6084/m9.figshare.28398275
title: Data on Fig 4

description: Intracellular growth (CFU/mL) measurements of smooth and rough strains under amikacin and amikacin-free conditions, performed in triplicate. These data were used in the construction of Figure 4.
DOI: 10.6084/m9.figshare.28398275.v2
title: Data on Fig 4

description: Intracellular growth (CFU/mL) measurements of smooth and rough strains under amikacin and amikacin-free conditions, performed in triplicate. These data were used in the construction of Figure 4.
DOI: 10.6084/m9.figshare.28398275.v1
title: Data on Fig 3

description: Individual internalisation indices (100*CFU lysates at 2h/CFU inoculum; %) from triplicate experiments for each strain and time point used to construct Figure 3.
DOI: 10.15468/dl.f7ky5e
title: Occurrence Download

description: A dataset containing 11857 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bulweria bulwerii (Jardine & Selby, 1828)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11857 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025046-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxuhja
title: Occurrence Download

description: A dataset containing 1399 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nanorana pleskei Günther, 1896"
 ]
}

 The dataset includes 1399 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025047-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15161/oar.it/212412
title: Carta Geologica d'Italia alla scala 1:50.000, F. 471 Irsina

description: Foglio geologico alla scala 1:50.000 basato su rilevamenti alla scala 1:10.000 (eseguiti tra il 1992 e il 2001) comprensivo di legenda, schemi a cornice, sezioni geologiche.
DOI: 10.15161/oar.it/212413
title: Carta Geologica d'Italia alla scala 1:50.000, F. 471 Irsina

description: Foglio geologico alla scala 1:50.000 basato su rilevamenti alla scala 1:10.000 (eseguiti tra il 1992 e il 2001) comprensivo di legenda, schemi a cornice, sezioni geologiche.
DOI: 10.5281/zenodo.14856942
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.