cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13941044
title: Geospatiality_data

description: This repository contains code and data for reproducing the study Geospatiality: The effect of topics on the presence of geolocation in English text data.

The study analyzed the frequency of geolocations in texts across several distinct datasets from different sources. These sources were:



Twitter (X)

Reddit

Stackexchange

GDELT

IA-Americana

Nairaland


For each source, a dataset was acquired and tested for the presence of geolocations in the texts, as well as annotated with topic-labels. The scripts use as inputs the data from the zip files in the data directory. Files need to be unzipped before running the scripts. Note that usernames have been anonymized.



E_Modeling.R  Applies the mixed modeling approach described in the article.

F1_Analyze_FracGeo.R  produces figures and tables visualising FracGeo, the fraction of geolocated text items per supertopic and dataset (Table 3 and Figure 3).

F2_Explore_Variables.R analyses FracGeo, across timesteps, authors, and text length (Figure 4).

F3_Analyze_Models.R analyses the fixed effects of the GLMM models for each dataset, and compares their correlation across datasets (Table 4, Figure 5, and Appendices A1-A6).

F4_Validate.R compares the georeferences and supertopic assignments of the models to the human annotations (Appendix 9 and Table 5).


The file topic_taxonomy.xlsx contains the topic taxonomy which matches topics to site-specific categories (e.g. subreddits, subforums, stackexchange sites). For users without access to MS office, the file can be loaded using open scripting languages, for example R:

library(openxlsx2)

path <- "../2_Data_Processing/Topic_taxonomy.xlsx"

tax_reddit <- openxlsx2::wb_read(path, sheet = "Topic_Taxonomy_Reddit")
tax_Stackexchange <- openxlsx2::wb_read(path, sheet = "Topic_Taxonomy_Stackexchange")
tax_Nairaland <- openxlsx2::wb_read(path, sheet = "Topic_Taxonomy_Nairaland")
tax_GDELT <- openxlsx2::wb_read(path, sheet = "Topic_Taxonomy_GDELT")
DOI: 10.5281/zenodo.13941045
title: Geospatiality_data

description: This repository contains code and data for reproducing the study Geospatiality: The effect of topics on the presence of geolocation in English text data.

The study analyzed the frequency of geolocations in texts across several distinct datasets from different sources. These sources were:



Twitter (X)

Reddit

Stackexchange

GDELT

IA-Americana

Nairaland


For each source, a dataset was acquired and tested for the presence of geolocations in the texts, as well as annotated with topic-labels. The scripts use as inputs the data from the zip files in the data directory. Files need to be unzipped before running the scripts. Note that usernames have been anonymized.



E_Modeling.R  Applies the mixed modeling approach described in the article.

F1_Analyze_FracGeo.R  produces figures and tables visualising FracGeo, the fraction of geolocated text items per supertopic and dataset (Table 3 and Figure 3).

F2_Explore_Variables.R analyses FracGeo, across timesteps, authors, and text length (Figure 4).

F3_Analyze_Models.R analyses the fixed effects of the GLMM models for each dataset, and compares their correlation across datasets (Table 4, Figure 5, and Appendices A1-A6).

F4_Validate.R compares the georeferences and supertopic assignments of the models to the human annotations (Appendix 9 and Table 5).
DOI: 10.5281/zenodo.14329235
title: Geospatiality_data

description: This repository contains code and data for reproducing the study Geospatiality: The effect of topics on the presence of geolocation in English text data.

The study analyzed the frequency of geolocations in texts across several distinct datasets from different sources. These sources were:



Twitter (X)

Reddit

Stackexchange

GDELT

IA-Americana

Nairaland


For each source, a dataset was acquired and tested for the presence of geolocations in the texts, as well as annotated with topic-labels. The scripts use as inputs the data from the zip files in the data directory. Files need to be unzipped before running the scripts. Note that usernames have been anonymized.



E_Modeling.R  Applies the mixed modeling approach described in the article.

F1_Analyze_FracGeo.R  produces figures and tables visualising FracGeo, the fraction of geolocated text items per supertopic and dataset (Table 3 and Figure 3).

F2_Explore_Variables.R analyses FracGeo, across timesteps, authors, and text length (Figure 4).

F3_Analyze_Models.R analyses the fixed effects of the GLMM models for each dataset, and compares their correlation across datasets (Table 4, Figure 5, and Appendices A1-A6).

F4_Validate.R compares the georeferences and supertopic assignments of the models to the human annotations (Appendix 9 and Table 5).


The file topic_taxonomy.xlsx contains the topic taxonomy which matches topics to site-specific categories (e.g. subreddits, subforums, stackexchange sites). For users without access to MS office, the file can be loaded using open scripting languages, for example R:

library(openxlsx2)

path <- "../2_Data_Processing/Topic_taxonomy.xlsx"

tax_reddit <- openxlsx2::wb_read(path, sheet = "Topic_Taxonomy_Reddit")
tax_Stackexchange <- openxlsx2::wb_read(path, sheet = "Topic_Taxonomy_Stackexchange")
tax_Nairaland <- openxlsx2::wb_read(path, sheet = "Topic_Taxonomy_Nairaland")
tax_GDELT <- openxlsx2::wb_read(path, sheet = "Topic_Taxonomy_GDELT")
DOI: 10.15468/dl.v9gutr
title: Occurrence Download

description: A dataset listing the 27254 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is one of (France, Andorra, Belgium, Denmark, Germany, Ireland, United Kingdom of Great Britain and Northern Ireland, Luxembourg, Monaco, Netherlands, Switzerland)",
 "TaxonKey is Coleoptera"
 ]
}

 The dataset's 27254 records were derived from 6136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000083-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-03.1972802/2363896
title: Data for EMSL Project 49714 from March 2020
DOI: 10.25582/data.2020-03.1972865/2363897
title: Data for EMSL Project 49714 from March 2020
DOI: 10.15468/dl.6kvvnu
title: Occurrence Download

description: A dataset containing 375 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyphostemma vogelii (Hook.fil.) Desc."
 ]
}

 The dataset includes 375 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015906-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfy6hb
title: Occurrence Download

description: A dataset containing 943 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Enkianthus cernuus (Siebold & Zucc.) Benth. & Hook.fil. ex Makino",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 943 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008361-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-03.1972901/2363898
title: Data for EMSL Project 49714 from March 2020
DOI: 10.15468/dl.jpkztq
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stelis tacanensis Solano & Soto Arenas"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012748-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y3sufy
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Lubuya ivensii (Bocage, 1879)"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090692-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vktk2b
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acantholimon halophilum Bokhari"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008344-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-03.1972711/2363899
title: Data for EMSL Project 49714 from March 2020
DOI: 10.15468/dl.cdmh51
title: Occurrence Download

description: A dataset containing 3387 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Sand flies of Eastern Africa"
 ]
}

 The dataset includes 3387 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012748-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghrutr
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex continua C.B.Clarke"
 ]
}

 The dataset includes 109 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090766-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z9qytf
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Barleria deserticola I.Darbysh. & E.A.Tripp"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038140-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-03.1972849/2363900
title: Data for EMSL Project 49714 from March 2020
DOI: 10.15468/dl.xj3bwk
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Callitriche deflexa A.Braun",
 "Geometry POLYGON((-85.78125 12.554563,-85.78125 -56.944974,-26.015625 -56.944974,-26.015625 12.554563,-85.78125 12.554563))"
 ]
}

 The dataset includes 24 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012749-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-03.1972861/2363901
title: Data for EMSL Project 49714 from March 2020
DOI: 10.15468/dl.4kxma7
title: Occurrence Download

description: A dataset containing 1287 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Aelia rostrata Boheman, 1852",
 "Year 2000-2024"
 ]
}

 The dataset includes 1287 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090731-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtda24
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acalypha lyonsii P.I.Forst."
 ]
}

 The dataset includes 50 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008376-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-03.1972734/2363902
title: Data for EMSL Project 49714 from March 2020
DOI: 10.15468/dl.8wx9kk
title: Occurrence Download

description: A dataset containing 372349 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apus affinis (J.E.Gray, 1830)"
 ]
}

 The dataset includes 372349 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090774-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzlbm0
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthephyra acanthitelsonis Spence Bate, 1888",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 118 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012749-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypnt8v
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acalypha longispicata Müll.Arg."
 ]
}

 The dataset includes 28 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008358-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-03.1972877/2363903
title: Data for EMSL Project 49714 from March 2020
DOI: 10.15468/dl.mcoyl0
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Abundance, biovolume and biomass of heterotrophic dinoflagellates at station TT011_13-CTD162"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012749-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2fx77f
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceropegia stenantha K.Schum."
 ]
}

 The dataset includes 148 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090791-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-03.1972610/2363904
title: Data for EMSL Project 49714 from March 2020
DOI: 10.15468/dl.76cktc
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Cochoa azurea (Temminck, 1824)"
 ]
}

 The dataset includes 64 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049101-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.obaglw
title: Occurrence Download

description: A dataset containing 1098 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platanus orientalis L.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1098 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012750-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-03.1972870/2363905
title: Data for EMSL Project 49714 from March 2020
DOI: 10.15468/dl.amxvfe
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hermannia velutina DC."
 ]
}

 The dataset includes 245 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020608-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9dbut
title: Occurrence Download

description: A dataset containing 417 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oxyurella tenuicaudis (Sars, 1862)"
 ]
}

 The dataset includes 417 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001354-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-03.1972642/2363906
title: Data for EMSL Project 49714 from March 2020
DOI: 10.15468/dl.lx4x5g
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agave guiengola Gentry"
 ]
}

 The dataset includes 39 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012750-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yvc7ep
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hibiscus comorensis Baill."
 ]
}

 The dataset includes 19 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020620-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38yuk3
title: Occurrence Download

description: A dataset containing 506 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Pseudobranchus axanthus Netting & Goin, 1942)"
 ]
}

 The dataset includes 506 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003793-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.966pby
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-77.42155 -37.15955,-58.49635 -37.15955,-58.49635 -29.58282,-70.82839 -29.63324,-77.42155 -29.58282,-77.42155 -37.15955))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cuscuta micrantha Choisy"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003794-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gjnrqp
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caldisphaera lagunensis Itoh et al., 2003"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024794-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-54243
title: Redemption tidings, vol. 35, nos. 1-46, 2 Jan. - 25 Dec. 1959

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.4kpmmp
title: Occurrence Download

description: A dataset containing 6167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Psarocolius viridis",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 6167 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081796-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-54181
title: Redemption tidings, vol. 35, nos. 1-46, 2 Jan. - 25 Dec. 1959

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.1rwpb2
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((34.54102 35.60372,53.52539 35.60372,53.52539 47.7541,34.54102 47.7541,34.54102 35.60372))",
 "TaxonKey is Matricaria discoidea DC.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 23 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006232-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8syssv
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ponthieva bicornuta C.Schweinf."
 ]
}

 The dataset includes 20 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093094-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kxehkn
title: Occurrence Download

description: A dataset containing 169 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Euryopis quinqueguttata Thorell, 1875)",
 "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 169 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240606-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.