cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10829550
title: Construction Industry Steel Ordering Lists (CISOL) Dataset

description: The Construction Industry Steel Ordering Lists (CISOL) dataset comprises table-centric, real-world documents from the construction industry, annotated to facilitate the testing and training of deep learning models for table detection (TD) and table structure recognition (TSR). 

CISOL Key Features:



Steel ordering lists from 24 construction projects carried out between 2015-2023, contributed by 10 distinct German structural engineering firms.

Anonymized images to ensure the unrecognizability of specific project or creator information.

A total of 3280 images, with 844 annotated following the CISOL annotation guidelines.


CISOL is structured into two tracks:



Track A: TD-TSR version for end-to-end table detection and table structure recognition tasks.

Track B: TSR-only version for table structure recognition tasks, featuring images cropped to the actual table areas with accordingly adjusted annotations.


The dataset is developed in accordance with the FAIR Principles, ensuring that it is Findable, Accessible, Interoperable, and Reusable. The CISOL dataset permits expansion following the established annotation guideline.

Access to the CISOL Leaderboard will be provided at EvalAI.
DOI: 10.5255/ukda-sn-856925
title: “Buying Social Justice” Through Procurement Research on the Use of Public Procurement for Advancing Employment Equality in the UK: Expert Interviews and Survey Data, 2021-2023

description: The data collection includes interviews with key experts and responses to a survey of procurement officers. In order to gain contextual information on the practice of social procurement in England, Wales and Scotland, 33 expert interviews were conducted with a range of individuals, from commissioning organisations and their representative bodies covering local authorities, housing associations and higher education institutions; policy makers; representatives of construction contractors; framework providers; equality experts with an interest in procurement; procurement and social value consultants and legal experts; and civil society organisations, including trade unions. The interviewees included experts in Scottish, Welsh, English and UK-wide procurement and equality practice.
A survey was conducted to establish the extent of the inclusion of employment equality objectives within public procurement, as well as the motivations, processes and outcomes of using social procurement. Responses were received from 109 procurement officers in local authorities, housing associations and higher education institutions, plus some others, across England, Wales and Scotland.
DOI: 10.15468/dl.y3jj87
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calendulauda gilletti (Sharpe, 1895)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103995-240321170329656/datasets/export for details.
DOI: 10.15468/dl.g47n7t
title: Occurrence Download

description: A dataset containing 771 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea ussuriensis Maxim."
 ]
}

 The dataset includes 771 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103996-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9dx9wu
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia sarawschanica Regel & Schmalh."
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103997-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.20372/aau_rdm/smaumr
title: Challenges of Micro and Small-Scale Enterprises: Incase of Akaki Kality Sub-City, Adiss Ababa

description: This dataset is done as part fulfillment of her Master’s degree in regional and local development studies
DOI: 10.15468/dl.vgmjvu
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus pallidifolius E.H.L.Krause"
 ]
}

 The dataset includes 108 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103998-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7zumg
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scrophularia zuvandica Grossh."
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103999-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c9drsh
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schoenorchis tixieri (Guillaumin) Seidenf."
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104000-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqre6f
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schismus inermis (Stapf) C.E.Hubb."
 ]
}

 The dataset includes 97 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104001-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tc7zwu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ixidia erythropthalmos (Hume, 1878)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104002-240321170329656/datasets/export for details.
DOI: 10.15468/dl.t57zfu
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saussurea variiloba Y.Ling"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104004-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pfeq66
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia saxicola Wall. ex Benth."
 ]
}

 The dataset includes 23 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104005-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yh5tm
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus pallidisetus Sudre"
 ]
}

 The dataset includes 17 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104006-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gg4d73
title: Occurrence Download

description: A dataset containing 90914470 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ClassKey is Insecta",
 "Year is greater than or equal to 2014",
 "Year is less than or equal to 2023",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 90914470 records from 16237 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103589-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15213115
title: Alfven wave data and LANL-97A potential
DOI: 10.5281/zenodo.15213116
title: Alfven wave data and LANL-97A potential
DOI: 10.15468/dl.wuep2c
title: Occurrence Download

description: A dataset containing 4202 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Etheostoma gracile (Girard, 1859)"
 ]
}

 The dataset includes 4202 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022243-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dmg6r3
title: Occurrence Download

description: A dataset containing 1470 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Inventario Español de Especies Terrestres (MAGRAMA)",
 "TaxonKey is Salamandra salamandra (Linnaeus, 1758)"
 ]
}

 The dataset includes 1470 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022242-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ptc5s
title: Occurrence Download

description: A dataset containing 3956 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lythrurus fumeus (Evermann, 1892)"
 ]
}

 The dataset includes 3956 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022244-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7d59ar
title: Occurrence Download

description: A dataset containing 85219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Vincetoxicum albowianum (Kusn.) Pobed.",
 "TaxonKey is Vincetoxicum creticum Browicz",
 "TaxonKey is Vincetoxicum fuscatum (Hornem.) Rchb.",
 "TaxonKey is Vincetoxicum fuscatum subsp. boissieri (Kusn.) Browicz",
 "TaxonKey is Vincetoxicum funebre Boiss. & Kotschy",
 "TaxonKey is Vincetoxicum hirundinaria Medik.",
 "TaxonKey is Vincetoxicum huteri Vis. & Asch.",
 "TaxonKey is Vincetoxicum nigrum (L.) Moench",
 "TaxonKey is Vincetoxicum pannonicum (Borhidi) Holub",
 "TaxonKey is Vincetoxicum parviflorum Decne.",
 "TaxonKey is Vincetoxicum pumilum Decne.",
 "TaxonKey is Vincetoxicum raddeanum Albov",
 "TaxonKey is Vincetoxicum rehmannii Boiss.",
 "TaxonKey is Vincetoxicum rossicum (Kleopow) Barbar.",
 "TaxonKey is Vincetoxicum scandens Sommier & Levier",
 "TaxonKey is Vincetoxicum schmalhausenii (Kusn.) Litv.",
 "TaxonKey is Vincetoxicum speciosum Boiss. & Spruner",
 "TaxonKey is Vincetoxicum tmoleum Boiss."
 ]
 }
 ]
}

 The dataset includes 85219 records from 244 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0314455-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0oedfs
title: Occurrence Download

description: A dataset containing 111197 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parabuteo unicinctus (Temminck, 1824)"
 ]
}

 The dataset includes 111197 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015281-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hhdgq
title: Occurrence Download

description: A dataset containing 1185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Procyon lotor (Linnaeus, 1758)"
 ]
}

 The dataset includes 1185 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005913-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.abcye4
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((7.125 52.625,7.175 52.625,7.175 52.675,7.125 52.675,7.125 52.625))",
 "DatasetKey is Observation.org, Nature data from around the World",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 24 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0308205-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4gbv27
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Gaultheria sinensis var. sinensis"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011886-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jnyj17
title: Occurrence Download

description: A dataset containing 1757 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 2000-2019",
 "TaxonKey is Carcharodon carcharias (Linnaeus, 1758)"
 ]
}

 The dataset includes 1757 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015277-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6elyne
title: Occurrence Download

description: A dataset containing 864 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1980-2019",
 "TaxonKey is Rhinecanthus rectangulus (Bloch & Schneider, 1801)"
 ]
}

 The dataset includes 864 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015290-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rcaqxg
title: Occurrence Download

description: A dataset containing 4063 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Japan",
 "TaxonKey is Fagus crenata Blume"
 ]
}

 The dataset includes 4063 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005905-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uneyjr
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ardisia myriosticta K.Schum."
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011936-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wkptat
title: Occurrence Download

description: A dataset containing 604585 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pitangus sulphuratus (Linnaeus, 1766)"
 ]
}

 The dataset includes 604585 records from 294 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015272-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uupfni
title: Occurrence Download

description: A dataset containing 297 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gilbertiodendron dewevrei (De Wild.) J.Léonard",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 297 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002736-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.urjtdg
title: Occurrence Download

description: A dataset containing 320684 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Danaus plexippus (Linnaeus, 1758)",
 "TaxonKey is Rhamnus cathartica L."
 ]
}

 The dataset includes 320684 records from 639 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022159-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhjpaq
title: Occurrence Download

description: A dataset containing 914 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhinella marina (Linnaeus, 1758))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1900",
 "BasisOfRecord is one of (Specimen)",
 "Country is one of (Australia)",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than or equal to 20000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 914 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002533-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zegtu
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ruehssia weddellii (E.Fourn.) F.Esp.Santo & Rapini"
 ]
}

 The dataset includes 180 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193073-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lqaiji
title: Occurrence Download

description: A dataset containing 851 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Passalus punctiger Le Peletier & Serville, 1828"
 ]
}

 The dataset includes 851 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002736-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9cgvze
title: Occurrence Download

description: A dataset containing 36317 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mirabilis jalapa L."
 ]
}

 The dataset includes 36317 records from 652 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002551-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kpuz8h
title: Occurrence Download

description: A dataset containing 10019 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Todirostrum poliocephalum (Wied-Neuwied, 1831)"
 ]
}

 The dataset includes 10019 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000101-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3agyxo
title: Occurrence Download

description: A dataset containing 1220 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trachylepis affinis (Gray, 1838)"
 ]
}

 The dataset includes 1220 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002736-150912100344238/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppz95h
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chronoperatidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057803-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgy48k
title: Occurrence Download

description: A dataset containing 7949 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myotis lucifugus (Le Conte, 1831)",
 "Year 1950-2000"
 ]
}

 The dataset includes 7949 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0334868-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ujbft4
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potentilla tridentata Sol.",
 "Country is United States of America"
 ]
}

 The dataset includes 66 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002736-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.o8flpn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Dipodomys",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018030-191105090559680/datasets/export for details.
DOI: 10.15468/dl.xhpxyn
title: Occurrence Download

description: A dataset containing 20980 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Didelphis virginiana Kerr, 1792",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Country is United States of America",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 3000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 20980 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001822-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.