cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.n2scvm
title: Occurrence Download

description: A dataset containing 3132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Capsella bursa-pastoris",
 "Country is Ukraine",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3132 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030155-250717081556266/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.29621432
title: The Mean Shape under the Relative Curvature Condition

description: A key challenge for object representations is defining shape spaces that contain only geometrically valid objects, excluding those that are self-intersecting or otherwise invalid. Such shape spaces inherently ensure that Fréchet means of object populations do not locally self-intersect. We show how to produce a shape space guaranteeing no local self-intersections for specific but important cases where objects are represented by swept elliptical disks. This representation can model a variety of anatomic objects, such as the colon and hippocampus. Our approach for computing geodesic paths in this shape space enables detailed comparisons of structural variations between groups, such as patients and controls. The guarantee is met by constraining the shape space using the Relative Curvature Condition (RCC) of swept regions. This study introduces the Elliptical Tube Representation (ETRep) framework to provide a systematic approach to ensure valid mean shapes, effectively addressing the challenges of complex non-convex spaces while adhering to the RCC. The ETRep shape space incorporates an intrinsic distance metric defined based on the skeletal coordinate system of the shape space. The proposed methodology is applied to statistical shape analysis, facilitating the development of both global and partial hypothesis testing methods, which were employed to investigate hippocampal structures in early Parkinson’s disease.
DOI: 10.6084/m9.figshare.29621432.v1
title: The Mean Shape under the Relative Curvature Condition

description: A key challenge for object representations is defining shape spaces that contain only geometrically valid objects, excluding those that are self-intersecting or otherwise invalid. Such shape spaces inherently ensure that Fréchet means of object populations do not locally self-intersect. We show how to produce a shape space guaranteeing no local self-intersections for specific but important cases where objects are represented by swept elliptical disks. This representation can model a variety of anatomic objects, such as the colon and hippocampus. Our approach for computing geodesic paths in this shape space enables detailed comparisons of structural variations between groups, such as patients and controls. The guarantee is met by constraining the shape space using the Relative Curvature Condition (RCC) of swept regions. This study introduces the Elliptical Tube Representation (ETRep) framework to provide a systematic approach to ensure valid mean shapes, effectively addressing the challenges of complex non-convex spaces while adhering to the RCC. The ETRep shape space incorporates an intrinsic distance metric defined based on the skeletal coordinate system of the shape space. The proposed methodology is applied to statistical shape analysis, facilitating the development of both global and partial hypothesis testing methods, which were employed to investigate hippocampal structures in early Parkinson’s disease.
DOI: 10.15468/dl.9kf7mt
title: Occurrence Download

description: A dataset containing 670 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zantedeschia aethiopica",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 670 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030152-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phrq3t
title: Occurrence Download

description: A dataset containing 263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crotalaria lachnophora",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 263 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030153-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xpq44e
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zantedeschia aethiopica",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030156-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cb9rsw
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Mustela nivalis)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 121 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030161-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tnhsur
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Mustela nivalis)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 158 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030160-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.879fur
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030158-250717081556266/datasets/export for details.
DOI: 10.15468/dl.z65d45
title: Occurrence Download

description: A dataset containing 494 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bidens aurea",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 494 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030157-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwnbta
title: Occurrence Download

description: A dataset containing 3529 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eschscholzia californica mexicana"
 ]
}

 The dataset includes 3529 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030162-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzhd3h
title: Occurrence Download

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

 The dataset includes 56 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030164-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wh82vb
title: Occurrence Download

description: A dataset containing 20037 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Capsella bursa-pastoris",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20037 records from 201 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030163-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pd446z
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Capsella bursa-pastoris",
 "Country is Uzbekistan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 87 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030165-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpz7ha
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crotalaria lebrunii",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 15 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030166-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gcfhsp
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia maxima",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 57 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030167-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xve3vv
title: Occurrence Download

description: A dataset containing 286 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucomis regia"
 ]
}

 The dataset includes 286 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030169-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35ytyx
title: Occurrence Download

description: A dataset containing 377 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.1_1",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Coccinella transversoguttata, Coccinella novemnotata)"
 ]
}

 The dataset includes 377 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030168-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ay46w2
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Parachartergus",
 "Year 2005-2025"
 ]
}

 The dataset includes 83 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030170-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ffu43z
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crotalaria massaiensis",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 58 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030171-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7j9n7
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zantedeschia aethiopica",
 "Country is Morocco",
 "HasCoordinate is true"
 ]
}

 The dataset includes 36 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030172-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.58153/41t0v-epp15
title: OpenABC-D: A Large-Scale Dataset For Machine Learning Guided Integrated Circuit Synthesis

description: OpenABC-D is a large-scale labeled dataset generated by synthesizing open source hardware IPs using state-of-art logic synthesis tool yosys-abc. We consider 29 open-source hardware IP designs collected from various sources (MIT-CEP, IWLS, OpenROAD, OpenPiton etc) and synthesized them with 1500 random synthesis flows (we call them synthesis recipes).
Each synthesis flow has a predefined length L (L=20, in our case). We preserved all AIGs: starting, intermediate and final AIGs with labels like number of nodes, longest path, sequence of atomic synthesis transformations (rewrite, refactor, balance etc.) along with graph statistics, area and delay of final AIG.
We converted the AIGs in pytorch data format that can be directly used by a machine learning engineer lessening the effort of costly labeled data generation and pre-processing. OpenABC-D can be used for a variety of learning tasks on logic synthesis such as

Predicting quality of result (QoR) performance of a *synthesis recipe* on a hardware IP.
Area and delay prediction post techonolgy mapping.
Learn functional and structural features of AIG using self-supervised labels (useful for tasks like RL-based logic synthesis)
Our dataset can easily be used for graph-based machine learning framework like Pytorch-Geometric.
description: The dataset size is 1.4TB, so it has been equally divided into a multipart zip file of 14 parts, each of 107GB. For downloading and unzipping, minimum of 3TB disk space is required. To unzip, you must first concatenate the multipart zip file or use a zip repair option.
description: Files over 50 GB cannot be downloaded via the web browser interface. Users can download large files via the UltraViolet API or via the Globus folder for this dataset (requires Globus login).
DOI: 10.58153/mw6q2-a8p15
title: OpenABC-D: A Large-Scale Dataset For Machine Learning Guided Integrated Circuit Synthesis

description: OpenABC-D is a large-scale labeled dataset generated by synthesizing open source hardware IPs using state-of-art logic synthesis tool yosys-abc. We consider 29 open-source hardware IP designs collected from various sources (MIT-CEP, IWLS, OpenROAD, OpenPiton etc) and synthesized them with 1500 random synthesis flows (we call them synthesis recipes).
Each synthesis flow has a predefined length L (L=20, in our case). We preserved all AIGs: starting, intermediate and final AIGs with labels like number of nodes, longest path, sequence of atomic synthesis transformations (rewrite, refactor, balance etc.) along with graph statistics, area and delay of final AIG.
We converted the AIGs in pytorch data format that can be directly used by a machine learning engineer lessening the effort of costly labeled data generation and pre-processing. OpenABC-D can be used for a variety of learning tasks on logic synthesis such as

Predicting quality of result (QoR) performance of a *synthesis recipe* on a hardware IP.
Area and delay prediction post techonolgy mapping.
Learn functional and structural features of AIG using self-supervised labels (useful for tasks like RL-based logic synthesis)
Our dataset can easily be used for graph-based machine learning framework like Pytorch-Geometric.
description: The dataset size is 1.4TB, so it has been equally divided into a multipart zip file of 14 parts, each of 107GB. For downloading and unzipping, minimum of 3TB disk space is required. To unzip, you must first concatenate the multipart zip file or use a zip repair option.
description: Files over 50 GB cannot be downloaded via the web browser interface. Users can download large files via the UltraViolet API or via the Globus folder for this dataset (requires Globus login).
DOI: 10.15468/dl.fv4a8s
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zantedeschia aethiopica",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 48 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030173-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mr5esu
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zantedeschia aethiopica",
 "Country is Peru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 50 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030174-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3r3au9
title: Occurrence Download

description: A dataset containing 2393 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 {
 "not" : {
 "PhylumKey" : [
 "is Chordata"
 ]
 }
 },
 "ClassKey is one of (Thaliacea, Ascidiacea, Appendicularia, Leptocardii)"
 ]
 },
 "KingdomKey is Animalia",
 "DatasetKey is one of (University of Texas, Biodiversity Center, Entomology Collection (UTIC), Texas A&M University Insect Collection, iNaturalist Research-grade Observations, NMNH Extant Specimen Records (USNM, US), Museum of Texas Tech University Invertebrate Zoology Collection, UTEP Insects (Arctos), Snow Entomological Museum Collection)",
 "OccurrenceStatus is Present",
 "Modified is greater than or equal to 2025-06-20"
 ]
}

 The dataset includes 2393 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030175-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.daw287
title: Occurrence Download

description: A dataset containing 259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia pycnantha",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 259 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030176-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8cppfx
title: Occurrence Download

description: A dataset containing 69807 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Mustela nivalis)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 69807 records from 885 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030159-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qbsq2d
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Estructura poblacional y productividad de nueces de \"Olla de Mono” (Lecythis minor Jacq.) en el Caribe colombiano"
 ]
}

 The dataset includes 207 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0265729-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vksg7f
title: Occurrence Download

description: A dataset containing 11200 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is KUBI Ichthyology Tissue Collection"
 ]
}

 The dataset includes 11200 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036846-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ddr65s
title: Occurrence Download

description: A dataset containing 40605 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((4.725 53.025,4.775 53.025,4.775 53.075,4.725 53.075,4.725 53.025))",
 "DatasetKey is Observation.org, Nature data from around the World",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 40605 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0305254-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.