cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13995949
title: Water-Sensitive Paper Droplet Annotation

description: The provided dataset consists of:



300 synthetic images featuring water-sensitive paper ()

2 real water-sensitive paper images manually annotated

127 real water-sensitive paper images, divided into squares, pre-annotated


The synthetic dataset was generated using an automated algorithm that creates individual droplets and positions them against a yellow artificial background. Annotations for instance segmentation each droplet are stored in a text file formatted according to YOLOv8 annotation format.

Some key features include:



Distribution of number of droplets per image: the number of droplets per image is determinedbased on the configuration values to follow a normal distribution.

Size distribution of droplets: the algorithm calculates the size of each droplet based on theRosin-Rammler distribution.

Image Resolution: images were created with three different resolutions

Yellow Background: the background of each image is composed by a yellow radial gradient generated for each water-sensitive paperimage. The gradient transitions between two randomly chosen tones of yellow from a list of shades of yellow taken from real images of water-sensitive paper. 

Droplet Color: the colors of the droplets are taken from two distinct real datasets of water-sensitive paper.

Droplet Shape: the shapes of the droplets are selected from a list containing 25 404 shapes, which are taken from real water-sensitive paper images.


Each set of images of this dataset is organized into two folder:



image: contains the water-sensitive paper images

label: contains the labels in YOLOv8 polygon format of each one of the droplets in the image
DOI: 10.5281/zenodo.13995950
title: Synthetic Water-Sensitive Paper Droplet Annotation

description: The dataset consists of 300 synthetic images featuring water-sensitive paper. It was generated using an automated algorithm that creates individual droplets and positions them against a yellow artificial background. Annotations for instance segmentation each droplet are stored in a text file formatted according to YOLOv8 annotation format.

Some key features include:



Distribution of number of droplets per image: the number of droplets per image is determinedbased on the configuration values to follow a normal distribution.

Size distribution of droplets: the algorithm calculates the size of each droplet based on theRosin-Rammler distribution.

Image Resolution: images were created with three different resolutions

Yellow Background: the background of each image is composed by a yellow radial gradient generated for each water-sensitive paperimage. The gradient transitions between two randomly chosen tones of yellow from a list of shades of yellow taken from real images of water-sensitive paper. 

Droplet Color: the colors of the droplets are taken from two distinct real datasets of water-sensitive paper.

Droplet Shape: the shapes of the droplets are selected from a list containing 25 404 shapes, which are taken from real water-sensitive paper images.


The dataset is organized in two folder:



image: contains each one of the water-sensitive paper images

label: contains the labels in YOLOv8 polygon format of each one of the droplets in the image
DOI: 10.5281/zenodo.14010262
title: Water-Sensitive Paper Droplet Annotation

description: The provided dataset consists of:



300 synthetic images featuring water-sensitive paper ()

2 real water-sensitive paper images manually annotated

127 real water-sensitive paper images, divided into squares, pre-annotated


The synthetic dataset was generated using an automated algorithm that creates individual droplets and positions them against a yellow artificial background. Annotations for instance segmentation each droplet are stored in a text file formatted according to YOLOv8 annotation format.

Some key features include:



Distribution of number of droplets per image: the number of droplets per image is determinedbased on the configuration values to follow a normal distribution.

Size distribution of droplets: the algorithm calculates the size of each droplet based on theRosin-Rammler distribution.

Image Resolution: images were created with three different resolutions

Yellow Background: the background of each image is composed by a yellow radial gradient generated for each water-sensitive paperimage. The gradient transitions between two randomly chosen tones of yellow from a list of shades of yellow taken from real images of water-sensitive paper. 

Droplet Color: the colors of the droplets are taken from two distinct real datasets of water-sensitive paper.

Droplet Shape: the shapes of the droplets are selected from a list containing 25 404 shapes, which are taken from real water-sensitive paper images.


Each set of images of this dataset is organized into two folder:



image: contains the water-sensitive paper images

label: contains the labels in YOLOv8 polygon format of each one of the droplets in the image
DOI: 10.15468/dl.h25f5x
title: Occurrence Download

description: A dataset containing 4247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((39.65429 40.95623, 39.86138 40.95623, 39.86138 41.0192, 39.65429 41.0192, 39.65429 40.95623))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 4247 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011463-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.efn7hd
title: Occurrence Download

description: A dataset containing 77704 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Collection Mollusca SMF"
 ]
}

 The dataset includes 77704 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011462-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/uwf7rb/6s2oza
title: train_g5000_1500_id_0.h5

description: :unav
DOI: 10.25625/uwf7rb/dg3ezp
title: test_V5000_1000.h5

description: :unav
DOI: 10.25625/uwf7rb/nyubjr
title: test_g5000_1000.h5

description: :unav
DOI: 10.25625/uwf7rb/v9oclz
title: train_g5000_1500_id_1.h5

description: :unav
DOI: 10.25625/uwf7rb/9nvyxs
title: train_V5000_2500_id_1.h5

description: :unav
DOI: 10.25625/uwf7rb/aw1tsr
title: full_resolution_train_g5000_2000.h5

description: :unav
DOI: 10.25625/uwf7rb/b30zdj
title: full_resolution_train_V5000_2500_id_0.h5

description: :unav
DOI: 10.25625/uwf7rb/n5k05x
title: full_resolution_test_V5000_1000.h5

description: :unav
DOI: 10.25625/uwf7rb/ngifrh
title: full_resolution_test_g5000_500_id_1.h5

description: :unav
DOI: 10.25625/uwf7rb/rjwvtl
title: train_V5000_2500_id_0.h5

description: :unav
DOI: 10.25625/uwf7rb/ve9uxu
title: full_resolution_test_g5000_500_id_0.h5

description: :unav
DOI: 10.25625/uwf7rb/yhbwgv
title: full_resolution_train_V5000_2500_id_1.h5

description: :unav
DOI: 10.25625/uwf7rb/8hyu4r
title: G5000_2000_lower_res.h5

description: :unav
DOI: 10.25625/uwf7rb/8pwa5u
title: full_resolution_g5000_1500_id_0.h5

description: :unav
DOI: 10.25625/uwf7rb/mo6yqa
title: G5000_1000_test_lower_res.h5

description: :unav
DOI: 10.25625/uwf7rb/r0vrmc
title: V5000_3000_lower_res.h5

description: :unav
DOI: 10.25625/uwf7rb/sm8atr
title: full_resolution_g5000_1500_id_1.h5

description: :unav
DOI: 10.25625/uwf7rb/uwsrw0
title: train_g5000_2000.h5

description: :unav
DOI: 10.25625/uwf7rb/wdnfhm
title: V5000_2000_lower_res.h5

description: :unav
DOI: 10.25625/uwf7rb/wmbpdm
title: G5000_3000_lower_res.h5

description: reduced
DOI: 10.25625/uwf7rb/2i5p0g
title: V5000_3000_train.h5

description: :unav
DOI: 10.25625/uwf7rb/5xec7z
title: G5000_BCFP_3000_train.h5

description: :unav
DOI: 10.25625/uwf7rb/apw6vo
title: G5000_BCFP_1000_test.h5

description: :unav
DOI: 10.25625/uwf7rb/f0ij7e
title: V5000_2000_train.h5

description: :unav
DOI: 10.25625/uwf7rb/inrtij
title: G5000_BCFP_2000_train.h5

description: :unav
DOI: 10.25625/uwf7rb/kwy1qy
title: V5000_1000_test.h5

description: :unav
DOI: 10.25625/uwf7rb/qmjvul
title: V5000_1000__test_lower_res.h5

description: :unav
DOI: 10.25625/uwf7rb/v5yol1
title: V50000_15f.h5

description: :unav
DOI: 10.25625/uwf7rb
title: Vibrating Plates Dataset

description: Dataset accompanying "Learning to Predict Structural Vibrations". Note: To have an initial look at the dataset, we recommend downloading the file G5000_BCFP_1000_test.h5. It contains only 1000 samples which reduces the file size. To better locate the files to download select change view: Tree. The dataset features a total of 12,000 plate geometries, each with an associated numerical solution for 300 frequencies. It is composed of two settings, V-5000 and G-5000. Each setting contains 5,000 training samples and 1,000 test samples. The accompanying paper describes the evaluation procedure for quantifying prediction quality, as well as the mechanical model and process used to generate the dataset. In addition, a dataset with 50,000 plate geometries and associated solutions for only 15 randomly selected frequencies is provided. The data is saved in the hdf5 file format and compressed with the "Blosc" compression filter from the hdf5plugin python package. Include "import hdf5plugin" to be able to read the files. ["bead_patterns", z_vel_mean_sq", "z_vel_abs", "phy_para", "frequencies"] are the keys to access the mesh geometry, the frequency response, velocity fields, the scalar properties and the frequencies for frequency response and velocity fields respectively.
DOI: 10.25625/uwf7rb/rfxbsr
title: V5000_1000_test.h5

description: :unav
DOI: 10.25403/upresearchdata.26391055
title: Determine the accuracy of the predictability of different carbohydrate and protein system models to predict milk yield, and milk urea nitrogen values in pasture-based systems

description: A collection of datasets from published studies done at Outeniqua Research Farm that includes individual and group data from the studies. Six external (not done at Outeniqua Research Farm) are also included. The dry matter intake (DMI) was estimated in two ways 1) back-calculation method 2) model predicted DMI minus concentrate intake. Sixteen studies consisting of forty-seven different treatments groups previously conducted at Outeniqua Research Farm along with six external studies, from USA, Brazil and UK, consisting of fifteen different treatment groups were used to assess the accuracy and precision of the NRC 2001, NASEM 2021, CPM-dairy and AMTS models to predict milk yield of grazing Jersey cows using group data. The best ability to predict milk yield was shown by NASEMactual (R2 = 0.395, slope = 0.877), followed by CPMactual (R2 = 0.432, slope = 1.077). 
<br>
Three hundred and eighteen individual cow data points from five pasture-based studies consisting of 17 different treatment groups conducted at the Outeniqua Research Farm were used to determine precision and accuracy of the four different nutritional models.
DOI: 10.25403/upresearchdata.26391055.v1
title: Determine the accuracy of the predictability of different carbohydrate and protein system models to predict milk yield, and milk urea nitrogen values in pasture-based systems

description: A collection of datasets from published studies done at Outeniqua Research Farm that includes individual and group data from the studies. Six external (not done at Outeniqua Research Farm) are also included. The dry matter intake (DMI) was estimated in two ways 1) back-calculation method 2) model predicted DMI minus concentrate intake. Sixteen studies consisting of forty-seven different treatments groups previously conducted at Outeniqua Research Farm along with six external studies, from USA, Brazil and UK, consisting of fifteen different treatment groups were used to assess the accuracy and precision of the NRC 2001, NASEM 2021, CPM-dairy and AMTS models to predict milk yield of grazing Jersey cows using group data. The best ability to predict milk yield was shown by NASEMactual (R2 = 0.395, slope = 0.877), followed by CPMactual (R2 = 0.432, slope = 1.077). 
<br>
Three hundred and eighteen individual cow data points from five pasture-based studies consisting of 17 different treatment groups conducted at the Outeniqua Research Farm were used to determine precision and accuracy of the four different nutritional models.
DOI: 10.15468/dl.he7veq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((33.47924 4.822439, 33.56099 4.822439, 33.56099 4.911526, 33.47924 4.911526, 33.47924 4.822439))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011464-241024112534372/datasets/export for details.
DOI: 10.15468/dl.43tz77
title: Occurrence Download

description: A dataset listing the 379 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Oceania",
 "Country is New Zealand",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1840-2024"
 ]
}

 The dataset's 379 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011448-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9nvyst
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((33.57703 4.741454, 33.61678 4.741454, 33.61678 4.781946, 33.57703 4.781946, 33.57703 4.741454))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 43 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011465-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d27fqr
title: Occurrence Download

description: A dataset containing 327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((34.80009 -19.79642, 34.91038 -19.79642, 34.91038 -19.71365, 34.80009 -19.71365, 34.80009 -19.79642))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 327 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011466-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u3m64k
title: Occurrence Download

description: A dataset containing 994 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((34.82275 -19.85438, 34.9205 -19.85438, 34.9205 -19.79642, 34.82275 -19.79642, 34.82275 -19.85438))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 994 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011467-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thw597
title: Occurrence Download

description: A dataset containing 2681 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Basiliscus galeritus Duméril, 1851"
 ]
}

 The dataset includes 2681 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011468-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v83b5n
title: Occurrence Download

description: A dataset containing 602 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Gutierrezia sarothrae (Pursh) Britton & Rusby"
 ]
}

 The dataset includes 602 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011469-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwsnh8
title: Occurrence Download

description: A dataset containing 299 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((39.13503 38.65044, 39.27518 38.65044, 39.27518 38.69485, 39.13503 38.69485, 39.13503 38.65044))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 299 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011470-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.akr87f
title: Occurrence Download

description: A dataset containing 29822 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Serapias lingua L."
 ]
}

 The dataset includes 29822 records from 604 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011471-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4f3atk
title: Occurrence Download

description: A dataset containing 653 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((38.75036 37.07582, 38.85129 37.07582, 38.85129 37.23448, 38.75036 37.23448, 38.75036 37.07582))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 653 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011472-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.477rxz
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Jefea brevifolia (A.Gray) Strother"
 ]
}

 The dataset includes 245 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011473-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8e3wke
title: Occurrence Download

description: A dataset containing 6659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "Country is United States of America",
 "TaxonKey is Centaurea stoebe L."
 ]
}

 The dataset includes 6659 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011474-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2m7uky
title: Occurrence Download

description: A dataset containing 508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((36.4968 28.34902, 36.62645 28.34902, 36.62645 28.45943, 36.4968 28.45943, 36.4968 28.34902))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 508 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011475-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.urrvtn
title: Occurrence Download

description: A dataset containing 705090 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-102.61451 20.00906,-99.84694 20.00906,-99.84694 21.65097,-102.61451 21.65097,-102.61451 20.00906))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 705090 records from 584 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011431-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrxymc
title: Occurrence Download

description: A dataset containing 6785 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Serapias lingua L.",
 "Year 2020-2024"
 ]
}

 The dataset includes 6785 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011476-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a4s9sn
title: Occurrence Download

description: A dataset containing 1909 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Notopleura uliginosa (Sw.) Bremek."
 ]
}

 The dataset includes 1909 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012440-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vuffmp
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Johngarthia lagostoma (H.Milne Edwards, 1837)"
 ]
}

 The dataset includes 124 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026140-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.