cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc2nb8y7
title: CCDC 2452749: Experimental Crystal Structure Determination

description: Related Article: Enrico Spoletti, Ting Wen, Fucheng Leng, Nathan Boukioud, Jason Carty Lacey, Shaza Darwish, Oleksii Shemchuk, Koen Robeyns, Tom Leyssens, Matteo Lusi|2025|Cryst.Growth Des.|25|6754|doi:10.1021/acs.cgd.5c00735
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nb8z8
title: CCDC 2452750: Experimental Crystal Structure Determination

description: Related Article: Enrico Spoletti, Ting Wen, Fucheng Leng, Nathan Boukioud, Jason Carty Lacey, Shaza Darwish, Oleksii Shemchuk, Koen Robeyns, Tom Leyssens, Matteo Lusi|2025|Cryst.Growth Des.|25|6754|doi:10.1021/acs.cgd.5c00735
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n86gm
title: CCDC 2450750: Experimental Crystal Structure Determination

description: Related Article: Houting Liu, Huiqi Zou, Jing Lu, Guobin Duan|2025|J.Solid State Chem.|351|125553|doi:10.1016/j.jssc.2025.125553
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n86hn
title: CCDC 2450751: Experimental Crystal Structure Determination

description: Related Article: Houting Liu, Huiqi Zou, Jing Lu, Guobin Duan|2025|J.Solid State Chem.|351|125553|doi:10.1016/j.jssc.2025.125553
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.gw7taa
title: Occurrence Download

description: A dataset containing 16687 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Petasites pyrenaicus",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16687 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018857-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2p20f7
title: CCDC 2474588: Experimental Crystal Structure Determination

description: Related Article: B. Punithavalli, A.T. Alphonsa|2025|IUCrData|10|x250657|doi:10.1107/S2414314625006571
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5284/1135474
title: Digital Archive from Archaeological Investigations at Gainsborough's House Museum, Sudbury, Suffolk, December 2019 - January 2020

description: This collection comprises images, spreadsheets, databases, and GIS data from an archaeological investigation programme at Gainsborough's House Museum, Sudbury, Suffolk undertaken by Cotswold Archaeology in December 2019 and January 2020, in advance of an extension. The western edge of the site revealed a complex and deep series of intercutting pits dating from the Late Saxon to the Medieval period.
DOI: 10.15468/dl.dps879
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spartium hirsutum"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018858-250827131500795/datasets/export for details.
DOI: 10.15468/dl.5tgcdn
title: Occurrence Download

description: A dataset containing 512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Coordinate reprojected, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate accuracy invalid, Coordinate precision/uncertainty mismatch, Footprint SRS invalid, Footprint WKT invalid, Country mismatch, Country invalid, Country derived from coordinates, Continent coordinate mismatch, Continent country mismatch, Continent invalid, Continent derived from country, Continent derived from coordinates, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Recorded date unlikely, Taxon match aggregate, The scientific name ID was not used in backbone matching, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, The scientific name ID was not found in the checklist, The taxon concept ID was not found in the checklist, The taxon ID was not found in the checklist, The scientific name differs on the record from that found in the checklist, Taxon match none, The backbone match found using the taxon IDs differs from what would be found if using the scientific names, Depth not metric, Depth unlikely, Depth min max swapped, Depth non numeric, Elevation unlikely, Elevation min max swapped, Elevation not metric, Elevation non numeric, Modified date invalid, Modified date unlikely, Identified date unlikely, Identified date invalid, Basis of record invalid, Type status invalid, Multimedia date invalid, Multimedia URI invalid, References URI invalid, Error during interpretation, Individual count invalid, Individual count conflicts with occurrence status, Occurrence status unparsable, Occurrence status inferred from individual count, Occurrence status inferred from basis of record, Georeferenced date unlikely, Georeferenced date invalid, Ambiguous institution, Ambiguous collection, Institution match none, Collection match none, Institution match fuzzy, Collection match fuzzy, Institution collection mismatch, Possibly on loan, Different owner institution)",
 "OccurrenceStatus is Present",
 "TaxonKey is Locustella montis"
 ]
}

 The dataset includes 512 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018861-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2gwqxz
title: Occurrence Download

description: A dataset containing 52360 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((21.55076 43.36707,45.14382 43.36707,45.14382 52.80025,21.55076 52.80025,21.55076 43.36707))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 52360 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018807-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrg6ue
title: Occurrence Download

description: A dataset containing 1698 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Armeria pungens"
 ]
}

 The dataset includes 1698 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018859-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12939949
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.v3z69e
title: Occurrence Download

description: A dataset containing 643 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gobius auratus"
 ]
}

 The dataset includes 643 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018862-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pr38d8
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aeolesthes holosericea)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018864-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tshqdf
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Labeo pierrei)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018865-250827131500795/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.30030760
title: A dataset of students' sub-scores from course learning assessment in a university in China

description: The data in these files are original sub-scores from assessing students' learning of specialized courses (Power System Analysis and Power System Protective Relaying) from 2011 to 2022 in Electrical Engineering & its Automation which the first author lectured in. These sub-scores have been officially approved and consist of the results from the assessment of students’ learning processes, from their final and make-up examinations, and from the assessment of their practical ability.
DOI: 10.6084/m9.figshare.30030760.v1
title: A dataset of students' sub-scores from course learning assessment in a university in China

description: The data in these files are original sub-scores from assessing students' learning of specialized courses (Power System Analysis and Power System Protective Relaying) from 2011 to 2022 in Electrical Engineering & its Automation which the first author lectured in. These sub-scores have been officially approved and consist of the results from the assessment of students’ learning processes, from their final and make-up examinations, and from the assessment of their practical ability.
DOI: 10.5281/zenodo.17036147
title: Artificial Consumer Shopping Behavior Data for Marketing and Analytics

description: This dataset is a synthetic consumer behavior dataset generated for research, educational, and analytical purposes. It contains 10,000 unique customer records, simulating real-world shopping behavior while ensuring no personally identifiable information (PII) is included.

The dataset captures demographic, regional, and behavioral attributes of consumers, including age, gender, income level, purchase category, average spending per transaction, payment mode, loyalty membership, and satisfaction scores.

It is designed to support projects in:





Consumer behavior analysis




Marketing research and segmentation




Customer satisfaction studies




Predictive modeling and machine learning experiments




Teaching data science and business analytics



Since this dataset is artificially generated, it does not represent real individuals, but it reflects realistic patterns useful for testing hypotheses, building models, and teaching.
DOI: 10.5281/zenodo.17036146
title: Artificial Consumer Shopping Behavior Data for Marketing and Analytics

description: This dataset is a synthetic consumer behavior dataset generated for research, educational, and analytical purposes. It contains 10,000 unique customer records, simulating real-world shopping behavior while ensuring no personally identifiable information (PII) is included.

The dataset captures demographic, regional, and behavioral attributes of consumers, including age, gender, income level, purchase category, average spending per transaction, payment mode, loyalty membership, and satisfaction scores.

It is designed to support projects in:





Consumer behavior analysis




Marketing research and segmentation




Customer satisfaction studies




Predictive modeling and machine learning experiments




Teaching data science and business analytics



Since this dataset is artificially generated, it does not represent real individuals, but it reflects realistic patterns useful for testing hypotheses, building models, and teaching.
DOI: 10.5281/zenodo.16901105
title: British Official Publications Descriptive Metadata

description: This dataset contains the descriptive metadata of two collections in the Digital Viewer (https://viewer.soton.ac.uk): British Parliamentary Publications, and British Non-Parliamentary Publications. Together they comprise more than 16,000 individual publications, dating from the early eighteenth century to the turn of the millennium.

Subject coverage. The two collections contain publications over the full range of UK government and administration: parliamentary and local government, legislation and elections; healthcare and public health; education; food and agriculture; the armed forces; justice and prisons; the economy; transport. There is a particular strength in papers relating to Ireland between 1801 and 1922, which together account for more than three quarters of the whole.

Provenance. The two collections are (in the main) the product of two major projects of digitisation, supplemented with small amounts of other material digitised as part of other funded projects and in response to local need. However, all materials were selected in the first instance from the print holdings of the Ford Collection of Official Publications, held at the Hartley Library. This collection was brought to Southampton in the 1950s, based on holdings first assembled by the Carlton Club in London, and were added to over time by Professor and Dr Ford. The Fords compiled ‘breviates’ or ‘select lists’ of official publications, in seven volumes covering the years 1833 – 1983; references in the data to ‘Ford lists’ are to these publications. It is not possible to say in general how comprehensive this print collection itself is of the whole of British official publication.

The main phases of digitisation were:

(i) the  British Official Publications Collaborative Reader Information Service project (BOPCRIS, 1999-2009), which digitised nearly 2,000 selected parliamentary and non-parliamentary publications, mainly from the later part of the twentieth century;

(ii) EPPI: Enhanced Parliamentary Papers on Ireland, 1801 – 1922 (EPPI), which ran from 2002 until 2005, digitising some 14,000 volumes, the bulk of the present collection.

Disclaimers: While the comprehensiveness of the digitisation (in relation to the Ford collection as a whole) is considerably greater in the case of EPPI than of BOPCRIS, neither is fully comprehensive, and the principles of selection applied are now not clear.

The data is offered as is, and no guarantees are made in relation to its completeness or accuracy.
DOI: 10.5281/zenodo.16901106
title: British Official Publications Descriptive Metadata

description: This dataset contains the descriptive metadata of two collections in the Digital Viewer (https://viewer.soton.ac.uk): British Parliamentary Publications, and British Non-Parliamentary Publications. Together they comprise more than 16,000 individual publications, dating from the early eighteenth century to the turn of the millennium.

Subject coverage. The two collections contain publications over the full range of UK government and administration: parliamentary and local government, legislation and elections; healthcare and public health; education; food and agriculture; the armed forces; justice and prisons; the economy; transport. There is a particular strength in papers relating to Ireland between 1801 and 1922, which together account for more than three quarters of the whole.

Provenance. The two collections are (in the main) the product of two major projects of digitisation, supplemented with small amounts of other material digitised as part of other funded projects and in response to local need. However, all materials were selected in the first instance from the print holdings of the Ford Collection of Official Publications, held at the Hartley Library. This collection was brought to Southampton in the 1950s, based on holdings first assembled by the Carlton Club in London, and were added to over time by Professor and Dr Ford. The Fords compiled ‘breviates’ or ‘select lists’ of official publications, in seven volumes covering the years 1833 – 1983; references in the data to ‘Ford lists’ are to these publications. It is not possible to say in general how comprehensive this print collection itself is of the whole of British official publication.

The main phases of digitisation were:

(i) the  British Official Publications Collaborative Reader Information Service project (BOPCRIS, 1999-2009), which digitised nearly 2,000 selected parliamentary and non-parliamentary publications, mainly from the later part of the twentieth century;

(ii) EPPI: Enhanced Parliamentary Papers on Ireland, 1801 – 1922 (EPPI), which ran from 2002 until 2005, digitising some 14,000 volumes, the bulk of the present collection.

Disclaimers: While the comprehensiveness of the digitisation (in relation to the Ford collection as a whole) is considerably greater in the case of EPPI than of BOPCRIS, neither is fully comprehensive, and the principles of selection applied are now not clear.

The data is offered as is, and no guarantees are made in relation to its completeness or accuracy.
DOI: 10.15468/dl.ur2gh2
title: Occurrence Download

description: A dataset containing 12858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Andropogon saccharoides leucopogon, Andropogon saccharoides palmeri, Andropogon saccharoides perforatus, Andropogon schlumbergeri, Andropogon schlumbergeri, Andropogon schlumbergeri andreae, Bothriochloa barbinodis, Bothriochloa barbinodis barbinodis, Bothriochloa barbinodis palmeri, Bothriochloa barbinodis palmeri, Bothriochloa barbinodis perforata, Bothriochloa barbinodis schlumbergeri, Bothriochloa barbinodis schlumbergeri, Bothriochloa emersa, Bothriochloa leucopogon, Bothriochloa palmeri, Bothriochloa palmeri, Bothriochloa perforata, Bothriochloa schlumbergeri, Eulalia mexicana, Holcus saccharoides barbinodis, Holcus saccharoides barbinodis, Holcus saccharoides perforatus, Holcus saccharoides perforatus, Sorghum saccharoides leucopogon, Sorghum schlumbergeri, Secale cereale, Secale aestivum, Secale ancestrale, Secale ancestrale aidinum, Secale ancestrale arenosum, Secale ancestrale karaburun, Secale ancestrale spontaneum, Secale ancestrale aidinum, Secale ancestrale arenosum, Secale ancestrale karaburun, Secale ancestrale spontaneum, Secale arundinaceum, Secale arundinaceum, Secale cereale brevispicatum, Secale cereale montaniforme, Secale cereale aestivum, Secale cereale ancestrale, Secale cereale ancestrale, Secale cereale brevispicatum, Secale cereale indoeuropaeum, Secale cereale montaniforme, Secale cereale rigidum, Secale cereale spontaneum, Secale cereale tetraploidum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 12858 records from 228 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018866-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zc5vwn
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chortiheros wesseli (Miller, 1996)"
 ]
}

 The dataset includes 30 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009699-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a7tfue
title: Occurrence Download

description: A dataset containing 1204237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fulmarus glacialis (Linnaeus, 1761)"
 ]
}

 The dataset includes 1204237 records from 345 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019662-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uq45ow
title: Occurrence Download

description: A dataset containing 12752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 {
 "or" : [
 "TaxonKey is Seseli peucedanoides (Bieb.) Kos.-Pol.",
 "TaxonKey is Veronica micrantha Hoffmanns. & Link",
 "TaxonKey is Genista umbellata (L'Hér.) Poir.",
 "TaxonKey is Bupleurum gibraltarium Lam., 1783",
 "TaxonKey is Androsace lactea L.",
 "TaxonKey is Thesium alpinum L.",
 "TaxonKey is Pterocephalus porphyranthus Svent.",
 "TaxonKey is Apium repens (Jacq.) Rchb.f.",
 "TaxonKey is Linaria ricardoi Cout.",
 "TaxonKey is Hippophae rhamnoides subsp. fluviatilis Soest",
 "TaxonKey is Silene mariana Pau",
 "TaxonKey is Origanum virens C.A.Mey., 1831",
 "TaxonKey is Linaria tursica Valdés & Cabezudo",
 "TaxonKey is Prunus insititia L. convar. syriaca (Borkh.) Dostál",
 "TaxonKey is Armeria quichiotis (Gonz.Albo) G.H.M.Lawr.",
 "TaxonKey is Marrubium supinum L.",
 "TaxonKey is Globularia stygia Orph. ex Boiss.",
 "TaxonKey is Asplenium jahandiezii (Litard.) Rouy",
 "TaxonKey is Linaria nigricans Lange",
 "TaxonKey is Erodium petraeum subsp. lucidum (Lapeyr.) D.A.Webb & Chater",
 "TaxonKey is Osmunda regalis L.",
 "TaxonKey is Corema album (L.) D.Don",
 "TaxonKey is Epilobium angustifolium L.",
 "TaxonKey is Pinguicula crystallina Sm.",
 "TaxonKey is Viola paradoxa Lowe"
 ]
 }
 ]
}

 The dataset includes 12752 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006955-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.