cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.sb62xx
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Astragalus danicus)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015226-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z9p543
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malayopython reticulatus",
 "Country is Philippines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 134 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015225-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18271461
title: Cyperus megapotamicus (A.Spreng.) Kunth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18271460
title: Cyperus megapotamicus (A.Spreng.) Kunth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.15468/dl.f8ek8f
title: Occurrence Download

description: A dataset containing 17761 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhinichthys atratulus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 17761 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015227-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5d50gb26
title: MassIVE MSV000100504 - Scuba to Spectra: Broadly Applicable Methods for Coral Metabolomics Research
title: This study involved four separate datasets used for testing and optimising methods for metabolomics analysis of coral holobionts. 1) Holobiont biopsies of Montipora capitata, Montipora patula, Porites compressa and Pocillopora meandrina from Kaneohe Bay, Hawaii, sampled using multiple different metabolome quenching and sample handling methods. 2) Holobiont biopsies of eight species of coral from Kaneohe Bay, Hawaii along with isolated symbionts from all eight coral species and pooled samples of Symbiodiniaceae cultures of diverse genera (Symbiodinium, Breviolum, Cladocopium, Durusdinium, Effrenium). Coral species included: Montipora capitata, Montipora patula, Porites compressa, Porites lobata, Pavona varians, Leptastrea purpurea, Pocillopora acuta, Pocillopora meandrina. 3) Biopsies of coral and other cnidaria collected from Curacao and Sri Lanka. Corals sampled from Curacao included bleached and non-bleached colonies following a thermal bleaching event. 4) Healthy and menthol bleached Galaxea fascicularis harbouring either Cladocopium or Durusdinium symbionts
DOI: 10.15468/dl.535pn8
title: Occurrence Download

description: A dataset containing 535859 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sonchus asper"
 ]
}

 The dataset includes 535859 records from 3236 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015097-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trxmmk
title: Occurrence Download

description: A dataset listing the 131 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Monitoreo de Fauna Silvestre en el Municipio de Envigado"
 ]
}

 The dataset's 131 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000717-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.snbf3r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dolichopteroides binocularis (Beebe, 1932)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.9648 10.8496,26.9648 10.8496,26.9648 1.8496,35.9648 1.8496,35.9648 10.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008760-250525065834625/datasets/export for details.
DOI: 10.60893/figshare.aip.29072372
title: Supplementary information

description: Detailed descriptions of the Nextnano++ simulations and mobility models.
DOI: 10.60893/figshare.aip.29072372.v1
title: Supplementary information

description: Detailed descriptions of the Nextnano++ simulations and mobility models.
DOI: 10.60893/figshare.aip.29072378
title: Supplementary data and figures

description: Post-processed data (Excel sheets) and figures for band diagrams, carrier densities, mobility, and figure-of-merit as a function of Al compositions and layer thicknesses.
DOI: 10.60893/figshare.aip.29072378.v1
title: Supplementary data and figures

description: Post-processed data (Excel sheets) and figures for band diagrams, carrier densities, mobility, and figure-of-merit as a function of Al compositions and layer thicknesses.
DOI: 10.25959/77rt-s809
title: Locations and health of beachcast fragments of Posidonia in Botany Bay
DOI: 10.25959/g721-4n52
title: Shark Bay Malgana seagrass restoration monitoring following transplantation
DOI: 10.25959/qyp7-tj13
title: 'Seeds for Snapper' 2021 Posidonia fruit collection data
DOI: 10.3535/855-gzl-k7w
title: Muntiacus muntjak (Zimmermann, 1780)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cyl-tpd-jcs
title: Elephas Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/048-8rw-ev0
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2tf-eh6-fky
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3vy-bl5-de1
title: Bubalus C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lh7-6kd-376
title: Cervus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pes-es8-23w
title: Symphalangus syndactylus (Raffles, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qfc-jgg-8hv
title: Duboisia Szidat, 1936

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wbx-wf1-p6p
title: Cymbaloporetta squammosa (d'Orbigny, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/36g-rky-jac
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z9z-52k-m62
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sd7-mes-m72
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vbd-flx-t7b
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q08-mny-ew1
title: Macaca Lacépède, 1799

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/61x-89k-lw0
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z7n-cge-4et
title: †Cymbalopora hemiglobosa Ten Dam, 1944

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gbp-x70-qpv
title: Muntiacus muntjak (Zimmermann, 1780)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/snj-771-djr
title: Pongo pygmaeus (Linnaeus, 1760)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w5l-9nr-fec
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dn9-x9g-hv8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/etm-xcs-vdw
title: Python

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ry-y7a-nc0
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c37-el6-1t0
title: Sus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cyf-mxe-we5
title: Pongo pygmaeus (Linnaeus, 1760)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f0k-zyk-tc8
title: Elephas Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ej6-pgg-ebq
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3sd-725-xvd
title: Elephas Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qpk-92c-hva
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0bq-8p0-w5g
title: Cervus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j0n-0ps-mj9
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7wj-25a-vlg
title: Bubalus C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d7l-n4y-2cy
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f9n-r5l-zy0
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rh3-cvc-srf
title: Pongo pygmaeus (Linnaeus, 1760)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ex8-mcc-6b9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wca-cse-z5m
title: Macaca Lacépède, 1799

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f22-9y7-5q7
title: Acrocodia indica (Desmarest, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7fj-yaj-2f2
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z56-w2c-1bk
title: Elephas Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/64v-abj-y8r
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a87-h8s-qnx
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.25549/inscriptifact-ouc110826621
title: Persepolis Fortification Elamite Tablet 2293.105, Fort 2293.105

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] Fort 2293.105 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on upper edge? ❧ [Physical Object Note:] Upper section of tablet is broken off. Cracks on obverse, reverse.
DOI: 10.25549/inscriptifact-ouc110826491
title: Persepolis Fortification Elamite Tablet 2293.105, Fort 2293.105

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] Fort 2293.105 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on upper edge? ❧ [Physical Object Note:] Upper section of tablet is broken off. Cracks on obverse, reverse.
DOI: 10.25549/inscriptifact-ouc110825705
title: Persepolis Fortification Elamite Tablet 2293.104, Fort 2293.104

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 2293.104 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Large pieces of lower tablet missing, leaving only part of the bottom edge. Right edge broken.
DOI: 10.25549/inscriptifact-ouc110825703
title: Persepolis Fortification Elamite Tablet 2293.104, Fort 2293.104

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 2293.104 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Large pieces of lower tablet missing, leaving only part of the bottom edge. Right edge broken.
DOI: 10.1285/i20705948v10n3p773
title: Measuring the efficiency of Russian Football Premier League clubs

description: Authors propose a methodology for quantitative analyses of football clubs' efficiency, including following steps: (1) theoretical analyses of production processes in football; (2) its empirical evidence based on structural equation modelling (PLS-SEM) approach; (3) calculating the efficiency of transformation multiple inputs into multiple outputs using Data Envelopment Analysis (DEA). The article considers 4 seasons of Russian Football Premier League (2012/2013 – 2015/2016). Applied approach can help football clubs to identify the weaknesses and focus on efficiency-enhancing strategies.
DOI: 10.25549/inscriptifact-ouc110825697
title: Persepolis Fortification Elamite Tablet 2293.104, Fort 2293.104

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 2293.104 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Large pieces of lower tablet missing, leaving only part of the bottom edge. Right edge broken.
DOI: 10.25549/inscriptifact-ouc110825694
title: Persepolis Fortification Elamite Tablet 2293.104, Fort 2293.104

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 2293.104 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Large pieces of lower tablet missing, leaving only part of the bottom edge. Right edge broken.
DOI: 10.25549/inscriptifact-ouc110825687
title: Persepolis Fortification Elamite Tablet 2293.104, Fort 2293.104

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] Fort 2293.104 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge, reverse. ❧ [Physical Object Note:] Large pieces of lower tablet missing, leaving only part of the bottom edge. Right edge broken.
DOI: 10.25549/inscriptifact-ouc110826016
title: Persepolis Fortification Elamite Tablet 2293.105, Fort 2293.105

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] Fort 2293.105 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on upper edge? ❧ [Physical Object Note:] Upper section of tablet is broken off. Cracks on obverse, reverse.
DOI: 10.5281/zenodo.14826347
title: NewsWords Data (Word Counts)

description: NewsWords

Word Counts from the British Library's Digitised Newspaper Collections

Description

The NewsWords dataset contains word count data derived from newspapers published in Britain during the "long" nineteenth century (1780-1920) and digitised as of 2025. These frequencies are computed from the British Library's collection. 

The tar file contains 269,179 JSON files. Each file captures the word counts for one month for one newspaper title. The filenames are structured as follows: "{newspaper_id}_{year}_{month}.json", e.g. "0003281_1896_07.json". 

Each file consists of a dictionary mapping words to their frequencies, e.g. {"newspaper": 19, "transmission": 11}.

Together, the word counts represent a corpus of 120 billion tokens based on a vocabulary of 200k unique words appearing more than five times. Please follow this link to view a bar chart that breaks down the word counts by decade.

The newspaper_id corresponds with NLP ids, which are documented in the British Library newspaper catalogue:

> Ryan, Yann, and Luke McKernan. 2021. “Converting the British Library’s Catalogue of British and Irish Newspapers into a Public Domain Dataset: Processes and Applications”. *Journal of Open Humanities Data* 7 (0): 1. https://doi.org/10.5334/johd.23.

Complete metadata for this newspaper collection is available in another open dataset:

> Westerling, Kalle, Timothy Hobson, Kaspar Beelen, Nilo Pedrazzini, Daniel Wilson, and Katherine McDonough. “Lwmdb Data”. *Zenodo*, December 11, 2024. https://doi.org/10.5281/zenodo.14389180.

Code

The NewsWords Code GitHub repository provides code for converting "raw" word counts to a more manageable sparse matrix format and contextualises these counts with additional newspaper metadata, e.g. information about price and politics. Further Information about how to use the code and query the NewsWords data is available in the GitHub README. 

To recreate these sparse matrices, please follow the instructions in "Create_sparse_matrices.ipynb"

Limitations

These word counts are derived from the digitised press, containing billions of words, spanning multiple decades. However large, these data constitute around ##% of the number of newspaper titles that circulated in Great Britain. In our paper "Whose News? Critical methods for assessing bias in large historical datasets" (under review) we have tackled the issue of representativeness, and point out that these exhibit some partisan bias—in the sense that they overrepresent conservative and liberal newspaper titles—which varies over the 19th century. 

> "Whose News? Critical methods for assessing bias inlarge historical datasets" (under review)

For more information about the method and data see also:

> Beelen, Kaspar, Jon Lawrence, Daniel C Wilson, and David Beavan, 2023. 'Bias and representativeness in digitized newspaper collections: Introducing the environmental scan.' *Digital Scholarship in the Humanities*, 38(1), pp.1-22.