cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6vy1iy
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coffea richardii J.-F.Leroy"
 ]
}

 The dataset includes 117 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013142-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sahpfj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chrysophyceae",
 "HasCoordinate is true",
 "Country is one of (Luxembourg)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228196-210914110416597/datasets/export for details.
DOI: 10.15468/dl.3e1fkc
title: Occurrence Download

description: A dataset containing 2412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Himantopus himantopus (Linnaeus, 1758)",
 "HasCoordinate is true",
 {
 "and" : [
 "Geometry POLYGON((72.7 18.6,73.48 18.6,73.48 19.52,72.7 19.52,72.7 18.6))"
 ]
 }
 ]
}

 The dataset includes 2412 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010357-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7yvest
title: Occurrence Download

description: A dataset containing 9391 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phyllodocidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 9391 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018595-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfqf2z
title: Occurrence Download

description: A dataset containing 254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is one of (Bos mutus (Przewalski, 1883), Bos grunniens Linnaeus, 1766)"
 ]
}

 The dataset includes 254 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0427636-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dkylmi
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DENOMBREMENT SIMULTANE ET SYNCRONISE DES OISEAUX D’EAU MIGRATEURS AU TOGO"
 ]
}

 The dataset includes 42 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010372-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejue7v
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tamandua mexicana (Saussure, 1860)",
 "Year 2023-2023"
 ]
}

 The dataset includes 200 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034789-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mfwn5b
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Conjugatophyceae",
 "HasCoordinate is true",
 "Country is one of (Luxembourg)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228202-210914110416597/datasets/export for details.
DOI: 10.15468/dl.8a4r87
title: Occurrence Download

description: A dataset containing 1780 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abraeus perpusillus (Marsham, 1802), Abrostola agnorista Dufay, 1956)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 1780 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228213-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvjrzo
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-109.77943 -46.59188,-14.22057 -46.59188,-14.22057 -8.40812,-109.77943 -8.40812,-109.77943 -46.59188))",
 "HasCoordinate is true",
 "TaxonKey is Pseudoseisura lophotes (Reichenbach, 1853)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 112 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001006-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s7xazw
title: Occurrence Download

description: A dataset containing 3773 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abbottina rivularis (Basilewsky, 1855)"
 ]
}

 The dataset includes 3773 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001976-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32z3vd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragilariophyceae",
 "HasCoordinate is true",
 "Country is one of (Luxembourg)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228232-210914110416597/datasets/export for details.
DOI: 10.15468/dl.jff7bz
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ethiopia",
 "HasCoordinate is true",
 "TaxonKey is Taterillus Thomas, 1910",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001006-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10983448
title: ATS workflow dataset

description: This is the supplemental dataset used in the ats-workflow examples: https://pinshuai.github.io/ats-workflow/intro.html. It allows all notebook examples to run even when upstream data sources have changed.
DOI: 10.15468/dl.ycxt8r
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tragopogon stribrnyi Hayek"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018606-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10982775
title: ATS workflow dataset

description: This is the supplemental dataset used in the ats-workflow examples: https://pinshuai.github.io/ats-workflow/intro.html. It allows all notebook examples to run even when upstream data sources have changed.
DOI: 10.15468/dl.qp333t
title: Occurrence Download

description: A dataset containing 68933 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix pentandra L.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 68933 records from 436 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118956-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjjg2n
title: Occurrence Download

description: A dataset containing 833 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Metallura baroni Salvin, 1893"
 ]
}

 The dataset includes 833 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0428506-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5fvfx
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microperoryctes longicauda ornatus (Thomas, 1904)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0277185-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4epv54
title: Occurrence Download

description: A dataset containing 1002 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bolivia (Plurinational State of)",
 "Geometry POLYGON((-68.12574 -16.50436,-68.12506 -16.50708,-68.12389 -16.51055,-68.12355 -16.51429,-68.12207 -16.51831,-68.11908 -16.52645,-68.11558 -16.52418,-68.11572 -16.52051,-68.11369 -16.52373,-68.10988 -16.52205,-68.10882 -16.51858,-68.11084 -16.5157,-68.10563 -16.51288,-68.10714 -16.51045,-68.1082 -16.51062,-68.11012 -16.50983,-68.11263 -16.5111,-68.11342 -16.51192,-68.11404 -16.51234,-68.11472 -16.50753,-68.11476 -16.50272,-68.11579 -16.49953,-68.11668 -16.49596,-68.11785 -16.48748,-68.11946 -16.48817,-68.1208 -16.49204,-68.11998 -16.49555,-68.11759 -16.50026,-68.1175 -16.50287,-68.11757 -16.50431,-68.11731 -16.50578,-68.11764 -16.50786,-68.11721 -16.50951,-68.11712 -16.51203,-68.11728 -16.51359,-68.1185 -16.51157,-68.12027 -16.50951,-68.12111 -16.50714,-68.12248 -16.50563,-68.12267 -16.50211,-68.12404 -16.50115,-68.12408 -16.50051,-68.12471 -16.4999,-68.12564 -16.50021,-68.12672 -16.50045,-68.12835 -16.49859,-68.12943 -16.49708,-68.13194 -16.49672,-68.13314 -16.49775,-68.13448 -16.49753,-68.13683 -16.49772,-68.13645 -16.49936,-68.13408 -16.49995,-68.13283 -16.50084,-68.12998 -16.50302,-68.12746 -16.5035,-68.12574 -16.50436))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 1002 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282193-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgrpgd
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardamine multijuga Franch."
 ]
}

 The dataset includes 27 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118961-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwmowj
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "TaxonKey is Miconia polyandra Gardner",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 88 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001006-190307172214381/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.25658211
title: Universal Rapid Weather Prediction Model (Sonagi Model) Forecast Current Result

description: Universal Rapid Weather Prediction Model (Sonagi Model) Forecast

(Based on the data starting 720 hours before the current date, predicting 10 days after current day)

https://github.com/flyingtext/sonagi-model

somehowme@gmail.com;flyingtext@nate.com

https://sonagi-weather.web.app
DOI: 10.6084/m9.figshare.25658211.v1
title: Universal Rapid Weather Prediction Model (Sonagi Model) Forecast Current Result

description: Universal Rapid Weather Prediction Model (Sonagi Model) Forecast

(Based on the data starting 720 hours before the current date, predicting 10 days after current day)

https://github.com/flyingtext/sonagi-model

somehowme@gmail.com;flyingtext@nate.com

https://sonagi-weather.web.app
DOI: 10.15468/dl.xq255r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pedinophyceae",
 "HasCoordinate is true",
 "Country is one of (Luxembourg)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228241-210914110416597/datasets/export for details.
DOI: 10.15468/dl.gt3sxw
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Croton santolinus Baill."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018565-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gzjrkc
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudopoecilia festae (Boulenger, 1898)"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001006-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.275gfa
title: Occurrence Download

description: A dataset containing 6278 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abietinella abietina (Hedw.) M.Fleisch.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 6278 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228203-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7d7h59
title: Occurrence Download

description: A dataset containing 216933 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cervus elaphus Linnaeus, 1758"
 ]
}

 The dataset includes 216933 records from 947 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018558-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfm6yj
title: Occurrence Download

description: A dataset containing 31915 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lilium bulbiferum"
 ]
}

 The dataset includes 31915 records from 288 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045141-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdfw25
title: Occurrence Download

description: A dataset containing 536 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus xanthocarpus"
 ]
}

 The dataset includes 536 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045145-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2snsq8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passiflora quadrangularis",
 "Country is Cook Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045148-250827131500795/datasets/export for details.
DOI: 10.15468/dl.39rn38
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passiflora quadrangularis",
 "Country is Congo, Democratic Republic of the",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045149-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17084480
title: Non-Local Transfer of Ultrafast Currents Generated by Laser Pulses
DOI: 10.5281/zenodo.17084479
title: Non-Local Transfer of Ultrafast Currents Generated by Laser Pulses
DOI: 10.15468/dl.ppef4v
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045150-250827131500795/datasets/export for details.
DOI: 10.15468/dl.4rpe43
title: Occurrence Download

description: A dataset containing 80266 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucalyptus camaldulensis"
 ]
}

 The dataset includes 80266 records from 178 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044983-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/ufcth4
title: Collezione di Fagaceae dell’Erbario di Pier Antonio Micheli miscellaneo | Fagaceae collection of the Miscellaneous Pier Antonio Micheli's herbarium

description: Included here is everything that was not part of the arrangement work carried out by the Targioni-Tozzetti family, nor however arranged to represent something distinct from Micheli's collection in the strict sense (thus excluding material that belonged to Micheli but was presumably already treated as separate collections at the time, either by the same author or by others). Here we have the 3 volumes collection of Fagaceae, composed by 312 samples of various species.
DOI: 10.15468/dl.qetnbt
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera leo krugeri"
 ]
}

 The dataset includes 40 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045151-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vue6k7
title: Occurrence Download

description: A dataset containing 14096 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia suaveolens"
 ]
}

 The dataset includes 14096 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045152-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xccges
title: Occurrence Download

description: A dataset containing 1905 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acer tegmentosum"
 ]
}

 The dataset includes 1905 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045153-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y4mcm9
title: Occurrence Download

description: A dataset containing 168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Metopograpsus messor"
 ]
}

 The dataset includes 168 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045156-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15081947
title: Human-Annotated Topic Model Evaluation and Topic Resources for Comparative Analysis

description: This dataset contains the topics extracted from various topic modeling techniques (LDA, BERTopic, and TopClust) along with human evaluations assessing their coherence. The evaluation process involved expert annotators providing qualitative assessments of topic interpretability and coherence. The dataset is structured to facilitate further research on topic modeling evaluation, including correlations between human judgments and automated coherence metrics.

It includes:





The extracted topics from different models.




Human-annotated coherence scores.




Aggregated comparisons between models.