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

description: A dataset containing 93746 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prenanthes purpurea L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 93746 records from 411 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002959-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-13866
title: Put' = Voie = [The way], no. 50 (January-March-April 1936)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.vsvxgh
title: Occurrence Download

description: A dataset containing 14559 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation)",
 "Country is Cyprus",
 "TaxonKey is Tracheophyta",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1990",
 "CoordinateUncertaintyInMeters is greater than or equal to 0",
 "CoordinateUncertaintyInMeters is less than or equal to 5000"
 ]
}

 The dataset includes 14559 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019385-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.naxbqu
title: Occurrence Download

description: A dataset containing 1608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mycetophagus atomarius (Fabricius, 1787), Mycetophagus pictus Montrouzier, 1860)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 1608 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0322139-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-13374
title: Put' = Voie = [The way], no. 43 (April-June 1934)

description: [description english/roman)] Irregular frequency
DOI: 10.15468/dl.6jeeb6
title: Occurrence Download

description: A dataset containing 187268 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Momotus lessonii R.Lesson, 1842"
 ]
}

 The dataset includes 187268 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015097-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e8hvek
title: Occurrence Download

description: A dataset containing 980387 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is South America",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 980387 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0363572-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-180145
title: Blahovisnyk = Evangelist, 1992, no. 1 (1992 [May])

description: [description english/roman)] Blahovisnyk, 1992, no. 1 (1992 [travnya]) = Evangelist, 1992, no. 1 (1992 [May]). Journal of the Union of Christians of Evangelical-Pentecostals Ukraine.
DOI: 10.15468/dl.xg8k54
title: Occurrence Download

description: A dataset containing 551718 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Invertebrate Paleontology Division, Yale Peabody Museum"
 ]
}

 The dataset includes 551718 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011219-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-180296
title: Blahovisnyk = Evangelist, 2001, no. 1 (2001 January-March), whole no. 31

description: [description english/roman)] Blahovisnyk, 2001, no. 1 (2001 sichenʹ-berezenʹ), obshchiy no. 31 = Evangelist, 2001, no. 1 (2001 January-March), whole no. 31.
DOI: 10.15468/dl.9hhjx9
title: Occurrence Download

description: A dataset containing 164 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus micranthellus Wedd."
 ]
}

 The dataset includes 164 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0363580-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-1958
title: Seiatel' istiny = The sower of truth, vol. 17, no. 10 (October 1932)

description: [description english/roman)] Monthly
DOI: 10.15468/dl.fhdtdg
title: Occurrence Download

description: A dataset containing 2002 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "TaxonKey is Heteromys irroratus (Gray, 1868)"
 ]
}

 The dataset includes 2002 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022364-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mv6r2n
title: Occurrence Download

description: A dataset containing 88441 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Artamus fuscus Vieillot, 1817"
 ]
}

 The dataset includes 88441 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0406193-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24bb6n
title: Occurrence Download

description: A dataset listing the 88760 species recorded in GBIF matching the query:
{
 "Country" : [
 "is Madagascar"
 ]
}

 The dataset's 88760 records were derived from 1686 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009655-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kyzz3a
title: Occurrence Download

description: A dataset containing 2446 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.39_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Odocoileus virginianus (Zimmermann, 1780)",
 "Year is 2024"
 ]
}

 The dataset includes 2446 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011549-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-12.2988452/2553335
title: Data for EMSL Project 60579 from December 2023
DOI: 10.25582/data.2023-12.2988453/2553336
title: Data for EMSL Project 60579 from December 2023
DOI: 10.25582/data.2023-12.2988454/2553337
title: Data for EMSL Project 60579 from December 2023
DOI: 10.25582/data.2023-12.2988455/2553338
title: Data for EMSL Project 60579 from December 2023
DOI: 10.25582/data.2023-12.2988471/2553339
title: Data for EMSL Project 60579 from December 2023
DOI: 10.25582/data.2023-12.2988474/2553340
title: Data for EMSL Project 60579 from December 2023
DOI: 10.15468/dl.7ds8ce
title: Occurrence Download

description: A dataset containing 3319 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Turdus infuscatus (Lafresnaye, 1844)",
 "Year 1980-2025"
 ]
}

 The dataset includes 3319 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018795-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-12.2988476/2553341
title: Data for EMSL Project 60579 from December 2023
DOI: 10.25582/data.2023-12.2988477/2553342
title: Data for EMSL Project 60579 from December 2023
DOI: 10.25582/data.2023-12.2988485/2553343
title: Data for EMSL Project 60579 from December 2023
DOI: 10.25582/data.2023-12.2988491/2553344
title: Data for EMSL Project 60579 from December 2023
DOI: 10.25582/data.2023-12.2988492/2553345
title: Data for EMSL Project 60579 from December 2023
DOI: 10.15468/dl.7wsrme
title: Occurrence Download

description: A dataset containing 649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Schizaphis graminum (Rondani, 1852))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 649 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042671-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.da214v
title: Occurrence Download

description: A dataset containing 233 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((16.89963 48.60703,16.981 48.60703,16.981 48.63141,16.89963 48.63141,16.89963 48.60703))"
 ]
}

 The dataset includes 233 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003354-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vswhk
title: Occurrence Download

description: A dataset containing 2128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Adonis microcarpa DC.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2128 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069190-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.orfa1b
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Poicephalus fuscicollis (Kuhl, 1820)"
 ]
}

 The dataset includes 30 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022114-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ms7yfh
title: Occurrence Download

description: A dataset containing 10168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Adonis annua L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10168 records from 317 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069183-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g2htwn
title: Occurrence Download

description: A dataset listing the 5423 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Issue is Taxon match higher rank"
 ]
}

 The dataset's 5423 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022118-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wt3p2v
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-114.8217 37.17454,-108.57972 37.17454,-108.57972 42.91895,-114.8217 42.91895,-114.8217 37.17454))",
 "HasGeospatialIssue is false",
 "TaxonKey is Osmia thysanisca Michener, 1957"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069197-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fcsy6n
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "HasCoordinate is true",
 "TaxonKey is Parapiptadenia excelsa (Griseb.) Burkart",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 49 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022125-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a8wpqd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Scaphisoma corcyricum (Löbl, 1964))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042672-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26179/mb62-gq64
title: ASPeCt Sea-Ice Cards - used for training personnel to make accurate sea ice observations from ships.  Australian Antarctic Division copy
DOI: 10.15468/dl.ben5dk
title: Occurrence Download

description: A dataset listing the 3301214 species recorded in GBIF matching the query:
{
 "OccurrenceStatus" : [
 "is Present"
 ]
}

 The dataset's 3301214 records were derived from 31969 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128101-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14067577
title: BATSRUS_Low_MA_Run_Bowers

description: BATSRUS simulation of an ICME event at Mercury, described in the manuscript titled "MESSENGER Observations of a Possible Alfvén Wing at Mercury under Low-Alfvénic Mach Number Solar Wind Conditions Associated with an ICME Impact"
DOI: 10.5281/zenodo.14067578
title: BATSRUS_Low_MA_Run_Bowers

description: BATSRUS simulation of an ICME event at Mercury, described in the manuscript titled "MESSENGER Observations of a Possible Alfvén Wing at Mercury under Low-Alfvénic Mach Number Solar Wind Conditions Associated with an ICME Impact"
DOI: 10.57702/4barlj79
title: NOAA sea surface temperature

description: NOAA sea surface temperature data set, containing the sea surface temperature weekly on a 1 degree grid across the period 1981-2018
DOI: 10.57702/dv67lgbe
title: Synthetic RGB-T dataset for RGB-T tracking

description: A large-scale paired synthetic RGB-T dataset for RGB-T tracking
DOI: 10.57702/r9ktod80
title: RGB-T dataset for RGB-T tracking

description: A large-scale RGB-T dataset for RGB-T tracking
DOI: 10.57702/066z89c5
title: VOT-RGBT2019 dataset

description: A benchmark for RGB-T tracking
DOI: 10.57702/chrduz00
title: RGBT210 dataset

description: A benchmark for RGB-T tracking
DOI: 10.57702/jf8mkrdp
title: Self-Supervised MRI Reconstruction with Unrolled Diffusion Models

description: Magnetic Resonance Imaging (MRI) produces excellent soft tissue contrast, albeit it is an inherently slow imaging modality. Promis- ing deep learning methods have recently been proposed to reconstruct accelerated MRI scans.
DOI: 10.57702/ji82ofri
title: High-frequency space diffusion models for accelerated MRI

description: High-frequency space diffusion models for accelerated MRI.
DOI: 10.5281/zenodo.14111756
title: stress and load path dependence of dynamic properties of dakota granite

description: Rock mechanics experiment data associated with stress and load path dependence of dynamic properties of Dakota granite.
DOI: 10.5281/zenodo.14111757
title: stress and load path dependence of dynamic properties of dakota granite

description: Rock mechanics experiment data associated with stress and load path dependence of dynamic properties of Dakota granite.
DOI: 10.5281/zenodo.14262654
title: stress and load path dependence of dynamic properties of dakota granite

description: Rock mechanics experiment data associated with stress and load path dependence of dynamic properties of Dakota granite.
DOI: 10.57702/yslnng1v
title: Colorectal-Hist

description: The dataset used for image classification task, featuring images from histologic sections, dermatoscopic images, high-resolution scans of historical documents and natural images.
DOI: 10.57702/lqjynzq9
title: FLIR-Train, NIR-Water, NIR-OldBuilding, TNO, FLIR-Test, NIR-Country

description: The dataset used for Infrared and Visible Image Fusion, Multi-Exposure Image Fusion and Multi-Modal Image Fusion tasks.
DOI: 10.57702/a7wuks61
title: SICE-Train, SICE-Val, TCI2018, HDRPS

description: The dataset used for Multi-Exposure Image Fusion task.
DOI: 10.6084/m9.figshare.27948204
title: CD161int versus CD161neg T cell sort

description: Single cell RNA and TCR sequencing for sorted CD161int and CD161neg T cells. Cell ranger output files.
DOI: 10.57702/f0sfqk40
title: Cave

description: The dataset used for Multi-Modal Image Fusion task.
DOI: 10.57702/5xw7vj9q
title: Codeﬂaws

description: Codeﬂaws is a programming competition benchmark for evaluating automated program repair tools.
DOI: 10.57702/y14v74wc
title: Unsupervised Graph Embedding via Adaptive Graph Learning

description: Graph autoencoders (GAEs) are powerful tools in representation learning for graph embedding. However, the performance of GAEs is very dependent on the quality of the graph structure, i.e., of the adjacency matrix.
DOI: 10.57702/pwg3mdm0
title: IMM ATT UMIST, COIL USPS, and PIE datasets

description: The IMM ATT UMIST, COIL USPS, and PIE datasets are used for node classification tasks.
DOI: 10.57702/egqqane2
title: EyePACS

description: The EyePACS dataset consists of 35,126 training images and 53,576 testing images only containing grading labels.
DOI: 10.57702/m3ef0lq6
title: TET-GAN: Text Effects Transfer via Stylization and Destylization

description: A new text effects dataset with 53,568 image pairs to facilitate training and further study.
DOI: 10.57702/t3mvg9u9
title: Abstraction and Reasoning Corpus (ARC)

description: A collection of heterogeneous visual reasoning data sets and an interesting benchmark for two reasons: First, visual reasoning programs tend to be large (in current program synthesis context) and are out of reach for existing synthesis techniques. Second, visual domains offer an intuitive notion of analogy between objects based on their visual properties and relational context (i.e. spatial positioning).
DOI: 10.57702/kbrqa76n
title: Scalable person re-identification: A benchmark

description: The Market-1501 dataset is a large-scale benchmark for person re-identification.
DOI: 10.57702/rv150g8b
title: Ego4D Goal-Step

description: The Ego4D Goal-Step dataset is a large-scale egocentric video dataset that contains 3,000 hours of egocentric video. The dataset is used for action recognition, action localization, and video question answering.
DOI: 10.57702/3z8aq20s
title: Lung Image Database Consortium (LIDC) and Image Database Resource Initiative (IDRI)

description: The Lung Image Database Consortium (LIDC) and Image Database Resource Initiative (IDRI) dataset is used for training and testing a ResNet-50 model to classify CT scans of lungs acquired with or without contrast agents.
DOI: 10.57702/d7y0hee8
title: A Lung Nodule Database (LNDb)

description: The A Lung Nodule Database (LNDb) dataset is used for training and testing a ResNet-50 model to classify CT scans of lungs acquired with or without contrast agents.
DOI: 10.57702/srsf33k5
title: Federated Self-Supervised Learning in Heterogeneous Settings: Limits of a Baseline Approach on HAR

description: Human Activity Recognition on mobile devices using a realistic heterogeneous setting with four different public datasets.
DOI: 10.57702/n5msle2r
title: Heterogeneity Human Activity Recognition (HHAR) dataset

description: A dataset for human activity recognition using wearable devices.
DOI: 10.57702/txh8jom4
title: REALWORLD dataset

description: A dataset for on-body localization of wearable devices.
DOI: 10.57702/a027xb12
title: Sussex-Huawei Locomotion (SHL) dataset

description: A large dataset for multimodal analytics with mobile devices.
DOI: 10.15468/dl.53zq7m
title: Occurrence Download

description: A dataset containing 3103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "TaxonKey is Ambystoma velasci Dugès, 1888"
 ]
}

 The dataset includes 3103 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013495-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/hkcpad3r
title: Half-moons dataset

description: The dataset used in the paper is a synthetic dataset for unsupervised representation learning.
DOI: 10.57702/fqn0pn0s
title: BIKED: A Dataset for Computational Bicycle Design With Machine Learning Benchmarks

description: The BIKED dataset is a dataset for computational bicycle design with machine learning benchmarks.
DOI: 10.57702/mdxs7bb4
title: Washington RGB-D Objects (ROD)

description: Washington RGB-D Objects dataset (ROD) is a well-established benchmark for object recognition tasks in RGB-D domains. It contains up to 41 877 views from 300 object instances, organized into 51 categories, including common household objects (cups, bowls, mugs, etc). For depth representations, we use the surface normals as extracted from [6].
DOI: 10.57702/p2umocrv
title: ARID40k

description: ARID40k is a subset of a ARID [29], containing 6000 scenes rom 153 different object instances in 51 categories.
DOI: 10.57702/4mpnngxn
title: HomebrewedDB (HB)

description: HomebrewedDB (HB) is a scenes dataset [23] used for 6D pose estimation that features high-quality 3D-reconstructed models for a total of 33 instances.
DOI: 10.57702/21qts9ue
title: Synthetic RGB-D dataset (SynROD)

description: Synthetic RGB-D dataset (SynROD) is used for testing the proposed approach in a synthetic-to-real adaptation scenario.
DOI: 10.57702/m1mpdi5m
title: Polymer Dataset

description: The polymer dataset is a collection of polymers with varying properties.
DOI: 10.57702/43moc3e5
title: Jasper Ridge Dataset

description: Jasper Ridge dataset