cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/cj22rpfdbb
title: Six small datasets for text segmentation

description: This collection brings together six datasets designed for experiments in text segmentation:

Choi — 922 artificial documents [1]. Each document is composed of sentence blocks drawn from different sources. Since the segments are unrelated, segmentation is relatively easy for many algorithms and typically yields high accuracy.

Manifesto — 6 long political speeches [2]. Each text includes a human-generated segmentation based on strict guidelines. The dataset is used to evaluate segmentation of semantic topic shifts and thematic changes.

Wiki-1024 — 1,024 Wikipedia articles [3]. Segmentation is defined by the natural division of documents into sections and subsections.

Abstracts — artificial documents created by merging real research abstracts into continuous texts. About 20,000 abstracts were collected from Scopus in the field of Information Retrieval. Segments correspond directly to individual abstracts.

SMan — artificial documents constructed by randomly sampling segments from Manifesto texts. The resulting statements vary in content due to mixing, but generally follow a slogan-like style.

PhilPapersAI — 336 philosophy articles (focused on AI) selected from philpapers.org. The source PDFs were reprocessed using the OpenAI GPT-4o-mini LLM to restore structure and add subsection divisions. The resulting texts are coherent and well-structured, while preserving the authors’ original style as closely as possible.

[1] Choi, F.Y.Y. Advances in domain independent linear text segmentation. In Proceedings of the 1st Meeting of the North American Chapter of the Association for Computational Linguistics, 2000.
[2] Hearst, M.A. Text Tiling: Segmenting Text into Multi-paragraph Subtopic Passages. Computational Linguistics 1997, 23, 33–64.
[3] Koshorek, O.; Cohen, A.; Mor, N.; Rotman, M.; Berant, J. Text Segmentation as a Supervised Learning Task. In Proceedings of the Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 2 (Short Papers); Walker, M.; Ji, H.; Stent, A., Eds., New Orleans, Louisiana, 2018; pp. 469–473. https://doi.org/10.18653/v1/N18-2075.
DOI: 10.17632/cj22rpfdbb.1
title: Six small datasets for text segmentation

description: This collection brings together six datasets designed for experiments in text segmentation:

Choi — 922 artificial documents [1]. Each document is composed of sentence blocks drawn from different sources. Since the segments are unrelated, segmentation is relatively easy for many algorithms and typically yields high accuracy.

Manifesto — 6 long political speeches [2]. Each text includes a human-generated segmentation based on strict guidelines. The dataset is used to evaluate segmentation of semantic topic shifts and thematic changes.

Wiki-1024 — 1,024 Wikipedia articles [3]. Segmentation is defined by the natural division of documents into sections and subsections.

Abstracts — artificial documents created by merging real research abstracts into continuous texts. About 20,000 abstracts were collected from Scopus in the field of Information Retrieval. Segments correspond directly to individual abstracts.

SMan — artificial documents constructed by randomly sampling segments from Manifesto texts. The resulting statements vary in content due to mixing, but generally follow a slogan-like style.

PhilPapersAI — 336 philosophy articles (focused on AI) selected from philpapers.org. The source PDFs were reprocessed using the OpenAI GPT-4o-mini LLM to restore structure and add subsection divisions. The resulting texts are coherent and well-structured, while preserving the authors’ original style as closely as possible.

[1] Choi, F.Y.Y. Advances in domain independent linear text segmentation. In Proceedings of the 1st Meeting of the North American Chapter of the Association for Computational Linguistics, 2000.
[2] Hearst, M.A. Text Tiling: Segmenting Text into Multi-paragraph Subtopic Passages. Computational Linguistics 1997, 23, 33–64.
[3] Koshorek, O.; Cohen, A.; Mor, N.; Rotman, M.; Berant, J. Text Segmentation as a Supervised Learning Task. In Proceedings of the Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 2 (Short Papers); Walker, M.; Ji, H.; Stent, A., Eds., New Orleans, Louisiana, 2018; pp. 469–473. https://doi.org/10.18653/v1/N18-2075.
DOI: 10.17632/s2gkwbgwz4
title: Simple Synthetic Fruits Image Dataset (Apples, Bananas, Oranges)

description: This dataset contains 36 synthetic fruit images generated using the Python PIL library. 
It includes three categories of fruits: Apple, Banana, and Orange, with 12 images per class. 
Each image has a resolution of 224×224 pixels in RGB PNG format and is properly labeled. 

The dataset is primarily designed for educational and research purposes, including:
- Multi-class image classification tasks
- Introductory computer vision practice
- Demonstration of dataset creation and publishing on Mendeley Data

File Structure:
 ├── apple/ → 12 images
 ├── banana/ → 12 images
 └── orange/ → 12 images

Key Features:
- 3 fruit categories (apple, banana, orange)
- 36 images in total
- 224×224 pixels, RGB, PNG format
- Synthetic illustrations (not real photographs)
- Suitable for classification tasks, teaching, and dataset publishing demonstrations



...
License: CC BY 4.0

Keywords: Fruits, Image Classification, Computer Vision, Synthetic Dataset, Machine Learning
DOI: 10.17632/s2gkwbgwz4.1
title: Simple Synthetic Fruits Image Dataset (Apples, Bananas, Oranges)

description: This dataset contains 36 synthetic fruit images generated using the Python PIL library. 
It includes three categories of fruits: Apple, Banana, and Orange, with 12 images per class. 
Each image has a resolution of 224×224 pixels in RGB PNG format and is properly labeled. 

The dataset is primarily designed for educational and research purposes, including:
- Multi-class image classification tasks
- Introductory computer vision practice
- Demonstration of dataset creation and publishing on Mendeley Data

File Structure:
 ├── apple/ → 12 images
 ├── banana/ → 12 images
 └── orange/ → 12 images

Key Features:
- 3 fruit categories (apple, banana, orange)
- 36 images in total
- 224×224 pixels, RGB, PNG format
- Synthetic illustrations (not real photographs)
- Suitable for classification tasks, teaching, and dataset publishing demonstrations



...
License: CC BY 4.0

Keywords: Fruits, Image Classification, Computer Vision, Synthetic Dataset, Machine Learning
DOI: 10.17632/wjw77byzc2
title: map-green innovation

description: this dataset contains the information of A-share listed companies in China from 2014 to 2020. In order to ensure the reliability, the sample is processed as follows: (1) excluding companies in the financial and insurance industries; (2) excluding ST, ST*, PT, and insolvent companies; (3) excluding companies with missing data on major variables; and (4) in order to avoid the effect of extreme values, all continuous variables are tested at the 1% and 99% quartiles for shrinkage treatment. After the treatment, a total of 11,051 valid observations from 1798 listed enterprises were obtained. The green innovation data of enterprises are from CNRDS database, and the basic information and financial data of enterprises are from CSMAR database.
DOI: 10.17632/wjw77byzc2.1
title: map-green innovation

description: this dataset contains the information of A-share listed companies in China from 2014 to 2020. In order to ensure the reliability, the sample is processed as follows: (1) excluding companies in the financial and insurance industries; (2) excluding ST, ST*, PT, and insolvent companies; (3) excluding companies with missing data on major variables; and (4) in order to avoid the effect of extreme values, all continuous variables are tested at the 1% and 99% quartiles for shrinkage treatment. After the treatment, a total of 11,051 valid observations from 1798 listed enterprises were obtained. The green innovation data of enterprises are from CNRDS database, and the basic information and financial data of enterprises are from CSMAR database.
DOI: 10.17632/tfvs64jh5p
title: Code for "The Influence of Social Belonging on Adolescents' Internet and Phone Dependency" Paper

description: This is the code that we have used for the " Influence of Social Belonging on Adolescents' Internet and Phone Dependency" paper
DOI: 10.17632/tfvs64jh5p.2
title: Code for "The Influence of Social Belonging on Adolescents' Internet and Phone Dependency" Paper

description: This is the code that we have used for the " Influence of Social Belonging on Adolescents' Internet and Phone Dependency" paper
DOI: 10.17632/rdsdyxfw77
title: Data for: Sediment-water interface dissolution rate as key control on depth-dependent deep-sea calcite diagenesis: insights from Walvis Ridge cores (IODP 391)

description: Raw dataset for all figures in the manuscript by Siddhant et al., to be published as, "Sediment-water interface dissolution rate as key control on depth-dependent deep-sea calcite diagenesis: insights from Walvis Ridge cores (IODP 391)".
DOI: 10.17632/rdsdyxfw77.2
title: Data for: Sediment-water interface dissolution rate as key control on depth-dependent deep-sea calcite diagenesis: insights from Walvis Ridge cores (IODP 391)

description: Raw dataset for all figures in the manuscript by Siddhant et al., to be published as, "Sediment-water interface dissolution rate as key control on depth-dependent deep-sea calcite diagenesis: insights from Walvis Ridge cores (IODP 391)".
DOI: 10.15468/dl.pww3ff
title: Occurrence Download

description: A dataset containing 266 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium leucocephalum"
 ]
}

 The dataset includes 266 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053933-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/f3hk4fxyk5.2
title: ANEXO 7 – Programa para realizar la evaluación de la viabilidad economía de cada uno de los puntos seleccionados

description: Código en lenguje python para realizar la evaluación de la viabilidad económica de cada uno de los puntos estudiados de con potencial de recuperación de energía alto, obtenidos mediante la jerarquización de las tuberías de las red de distribución de agua del municipio de Cartago, Valle del Cauca, Colombia, en el estudio "RECUPERACIÓN DE ENERGÍA EN UNA RED MATRIZ DE UN SISTEMA DE ABASTECIMIENTO DE AGUA POTABLE "
DOI: 10.15468/dl.wv75hc
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053937-250827131500795/datasets/export for details.
DOI: 10.15468/dl.nhjknc
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Melanerpes candidus",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 200 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053936-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6qbr9w
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malpighia wilburiorum",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053938-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbsvfh
title: Occurrence Download

description: A dataset containing 6157 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Evania appendigaster"
 ]
}

 The dataset includes 6157 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053939-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8svyr
title: Occurrence Download

description: A dataset containing 429034 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prunus padus"
 ]
}

 The dataset includes 429034 records from 1242 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053860-250827131500795/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.cc2n9j8s
title: CCDC 2452015: Experimental Crystal Structure Determination

description: Related Article: Sarra Bougossa, Ahlem Guesmi, Jassem Wannassi, Noureddine Mhadhbi, Naoufel Ben Hamadi, Lotfi Khezami, Jeanneau Erwann, Houcine Barhoumi, Houcine Naϊli|2025|J.Solid State Chem.|352|125566|doi:10.1016/j.jssc.2025.125566
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.cc2ng1mt
title: CCDC 2456366: Experimental Crystal Structure Determination

description: Related Article: Yong-Qi Ji, Jian-Bo Yang, Yin-Hua Zhu, Qin Wang, Ji-Lei Wang, Xin-Lian Chen, Jin-Yun Wu, Hua Mei, Yan Xu|2025|Inorg.Chem.|64|16940|doi:10.1021/acs.inorgchem.5c02575
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: 10.25318/3910004801-eng
title: Population in core housing need by selected sociocultural characteristics, economic family structure and gender

description: Number and proportion of population in core housing need, by economic family structure, gender, age group and selected demographic characteristics, Canada, provinces and territories.
DOI: 10.34740/kaggle/dsv/13031746
title: BOS Kemdikbud
DOI: 10.15468/dl.tuckw9
title: Occurrence Download

description: A dataset containing 683 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Wunderlichia mirabilis"
 ]
}

 The dataset includes 683 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053945-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfw8hh
title: Occurrence Download

description: A dataset containing 6157 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Evania appendigaster"
 ]
}

 The dataset includes 6157 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053941-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ye445y
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Metapsylla gliris (Dale, 1878)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008638-231120084113126/datasets/export for details.
DOI: 10.15468/dl.ykfxcx
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum drymophilum O.E.Schulz",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038295-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-29100
title: Jimmy Stewart babies christened, 1951

description: 4 images. Jimmy Stewart babies bhristened, 23 December 1951. Jimmy Stewart; Mrs. Gloria Stewart; Judy Stewart, Kelly Stewart (babies); Mr. and Mrs. Alexander Stewart (mother and father of Jimmy).
DOI: 10.15468/dl.nnd486
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "TaxonKey is Limonium lilybaeum Brullo",
 "Year 1970-2020"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030359-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gwri1
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thelypteris verecunda Proctor",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038298-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-16746
title: Communist parade and gathering, San Francisco?, 1931

description: Photograph of communist parade and gathering in front of the state building where the Mooney hearing is taking place. "Received Examiner reference library: Dec. 5, 1931" -- stamped on verso.
DOI: 10.15468/dl.wt68n8
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gavilea supralabellata M.N.Correa",
 "Year 1000-2023"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0203533-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ar5chd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "DecimalLatitude is greater than or equal to 50.7179111554924",
 "DecimalLatitude is less than or equal to 50.729315093408",
 "DecimalLongitude is greater than or equal to 79.6614439206922",
 "DecimalLongitude is less than or equal to 79.6794097806598",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0203542-230224095556074/datasets/export for details.
DOI: 10.25549/examiner-c44-28306
title: Housing hearing, 1952

description: 12 images. Housing hearing, 30 May 1952. Al Cooper; Mayor Fletcher Bowron; James L. Beebe; Attorney McIntyre Faries; Howard Holtzendorff; Conrad Jamison; Fritz Burns; G. Spencer Wice; Mrs. Kirby Justus.
DOI: 10.15468/dl.3pkwmk
title: Occurrence Download

description: A dataset containing 796 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eidolon helvum (Kerr, 1792)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Literature Occurrence"
 ]
 }
 ]
}

 The dataset includes 796 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038299-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsdwnq
title: Occurrence Download

description: A dataset containing 33015 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gallinula mortierii (Du Bus de Gisignies, 1840)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 33015 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030550-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-16809
title: Ernst Lubitsch stepping out of an airplane from New York, Los Angeles, 1934

description: Photograph. "Ernst's newest discovery -- Alighting from a TWA plane, Ernst Lubitsch arrived from New York -- where he saw the world premier of his 'Merry widow' -- and discovered a new special brand of cigars, of which he brought back a suitcase full. He's holding a supply of the new smokes." -- typed note attached to verso. "Tenors, 'ten-SHUN! You're about to come into your own.' So says no less an authority than Ernst Lubitsch, film director. Lubitsch arrived yesterday by TWA plane from New York, where he attended the premier of 'The merry widow,' which he directed. And he brought glad tidings for tenors. 'Grand opera on the screen is coming,' said Lubitsch. 'But before'".... -- Examiner clipping attached to verso, dated 31 October 1934.
DOI: 10.15468/dl.8wuvwf
title: Occurrence Download

description: A dataset containing 799 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhopalosiphum maidis (Fitch, 1856)"
 ]
}

 The dataset includes 799 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0203537-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mtjbsv
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bonellia pauciflora (B.Ståhl & F.S.Axelrod) B.Ståhl & Källersjö",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038302-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tp33un
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asplenium protovirchowii Viane"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030416-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.