cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8cq4y7
title: Occurrence Download

description: A dataset containing 188 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chamaecytisus purpureus (Scop.) Link"
 ]
}

 The dataset includes 188 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0109694-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ugjcn8
title: Occurrence Download

description: A dataset containing 23198910 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bacteria"
 ]
}

 The dataset includes 23198910 records from 2110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036171-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17076143
title: English Booking.com Reviews

description: Dataset Description

This dataset contains 1,486,195 English-language hotel reviews scraped from Booking.com, covering the period between April 1, 2020 and September 9, 2022. Each entry corresponds to a single user-generated review and includes metadata, textual content, and a wide range of linguistic features.

Contents





Review metadata: hotel name, hotel country, reviewer username (anonymized), review and stay dates, review ID, traveller type, room information, number of nights, rating scores, review helpfulness votes, and hotel responses (where available).




Review text: original titles, positive and negative free-text fields, and full review content. Reviews are available in English (either originally written in English or translated).




LIWC-22 variables: The dataset includes the full range of text-analytic features from the Linguistic Inquiry and Word Count 2022 (LIWC-22) software (Boyd, Ashokkumar, Seraj, & Pennebaker, 2022). These variables capture dimensions of linguistic style, psychological processes, affect, cognition, social references, and topical domains.




Derived linguistic features: In addition to LIWC, several supplementary text metrics were computed using a spaCy-based Python pipeline. These include:





WordCount: number of alphabetic tokens per review




WordLength: mean word length in characters




NominalizationShare: proportion of nouns ending with common nominalization suffixes (e.g., -tion, -ment, -ness)




LexicalDiversity_MATTR: moving-average type–token ratio (MATTR; window size = 50)




Part-of-speech shares: proportion of adjectives, nouns, verbs, and adverbs in each review





Data Structure

The dataset is provided as a CSV file with 148 variables (columns). A full variable list is included in the file header.

Usage Notes





All reviews were collected from publicly available Booking.com pages.




No personally identifying information is included; usernames are pseudonymous.




Portions of the text may have been machine-translated by Booking.com (variable: translation).




LIWC-22 variables are provided for research purposes; LIWC is a licensed software that requires purchase.




The Python code used to generate the additional lexical variables (WordCount, WordLength, NominalizationShare, MATTR, and POS shares) is openly available via OSF: https://osf.io/pgbj8/files/osfstorage/68be8f3ac3872097f774ea5b.



Funding

Data scraping and processing were supported by funding from the Forschungskommission (FoKo-805387), University of Lucerne.

Citation

If you use this dataset, please cite:

Boyd, R. L., Ashokkumar, A., Seraj, S., & Pennebaker, J. W. (2022). The development and psychometric properties of LIWC-22. Austin, TX: University of Texas at Austin. http://dx.doi.org/10.13140/RG.2.2.23890.43205
DOI: 10.15468/dl.r8bpek
title: Occurrence Download

description: A dataset containing 2604196 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apocynaceae"
 ]
}

 The dataset includes 2604196 records from 3935 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017659-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cnsebn
title: Occurrence Download

description: A dataset containing 12327 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Month is June",
 "Month is July",
 "Month is May"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Gavia adamsii (G.R.Gray, 1859)"
 ]
}

 The dataset includes 12327 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115392-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.636p6y
title: Occurrence Download

description: A dataset containing 2858 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chaetonychia cymosa (L.) Sw."
 ]
}

 The dataset includes 2858 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133837-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jp7pje
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nitriliruptoria",
 "HasCoordinate is true",
 "Country is one of (Austria)",
 "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/0213903-210914110416597/datasets/export for details.
DOI: 10.15468/dl.16fods
title: Occurrence Download

description: A dataset containing 2025 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Spain",
 "Country is Portugal"
 ]
 },
 "Year 1960-2020",
 "TaxonKey is Pinus sylvestris L."
 ]
}

 The dataset includes 2025 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015497-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xkcpn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Demospongiae",
 "HasCoordinate is true",
 "Country is one of (Austria)",
 "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/0213841-210914110416597/datasets/export for details.
DOI: 10.15468/dl.vqse84
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chaetopoa taylorii C.E.Hubb."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133858-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2iaqsa
title: Occurrence Download

description: A dataset containing 1773 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Belonesox belizanus Kner, 1860"
 ]
}

 The dataset includes 1773 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033555-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7kjhwh
title: Occurrence Download

description: A dataset containing 290 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyla labialis Peters, 1863"
 ]
}

 The dataset includes 290 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0278590-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4sqm6
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is An update of morphological and distributional data of the genus Patrera Simon (Araneae: Anyphaenidae: Anyphaeninae) with the description of twenty-five new species from Colombia"
 ]
}

 The dataset includes 95 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133885-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pymcih
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Jamaica",
 "TaxonKey is Rubus ellipticus Sm."
 ]
}

 The dataset includes 13 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011494-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8yn4jw
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "Year 2012-2022"
 ]
}

 The dataset includes 120 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272799-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qega9m
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydasialidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022245-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.l031oj
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lachesis stenophrys Cope, 1875"
 ]
}

 The dataset includes 61 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047442-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejkfe4
title: Occurrence Download

description: A dataset containing 972 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Godronia Moug. & Lév."
 ]
}

 The dataset includes 972 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0421918-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnwf6t
title: Occurrence Download

description: A dataset containing 527 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plethodon meridianus Highton & Peabody, 2000",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 527 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002684-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.27k58c
title: Occurrence Download

description: A dataset containing 59150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-6.39954 36.77123,-6.13586 36.2343,-5.55579 35.9929,-4.79114 36.41134,-4.64172 36.8205,-4.87024 37.38129,-5.52942 37.52084,-6.04797 37.23448,-6.39954 36.77123,-6.39954 36.77123))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 59150 records from 281 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0115394-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzbbab
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Occurrence evidence"
 ]
 },
 {
 "or" : [
 "Country is South Africa",
 "Country is Tanzania, United Republic of",
 "Country is Kenya",
 "Country is Uganda",
 "Country is Zambia",
 "Country is Malawi",
 "Country is Zimbabwe"
 ]
 },
 {
 "or" : [
 "DatasetKey is Observation.org, Nature data from around the World",
 "DatasetKey is EOD – eBird Observation Dataset",
 "DatasetKey is Data collected on citizen science web portal www.ornitho.cat",
 "DatasetKey is iNaturalist Research-grade Observations",
 "DatasetKey is Field Museum of Natural History (Zoology) Bird Collection"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Raphicerus sharpei Thomas, 1897",
 "Year 1857-2022"
 ]
}

 The dataset includes 111 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0276195-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnyey4
title: Occurrence Download

description: A dataset containing 50143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (South America, North America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phoenicopterus ruber Linnaeus, 1758"
 ]
}

 The dataset includes 50143 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002687-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wzgudg
title: Occurrence Download

description: A dataset listing the 222 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Database of Vascular Plants of Himalaya",
 "TaxonKey is Primulaceae"
 ]
}

 The dataset's 222 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015523-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8nc285
title: Occurrence Download

description: A dataset containing 1975 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepus saxatilis F.Cuvier, 1823"
 ]
}

 The dataset includes 1975 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0276217-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dmby9v
title: Occurrence Download

description: A dataset containing 1441 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chaetopappa asteroides (Nutt.) DC."
 ]
}

 The dataset includes 1441 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133838-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7mmqe9
title: Occurrence Download

description: A dataset containing 9654 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bufo gargarizans Cantor, 1842"
 ]
}

 The dataset includes 9654 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068967-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.udkzku
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Occurrence evidence"
 ]
 },
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Carpodacus rodopeplus (Vigors, 1831)",
 "Year 1972-2022"
 ]
}

 The dataset includes 27 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0279748-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2rp3af
title: Occurrence Download

description: A dataset containing 2125874 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthus pratensis (Linnaeus, 1758)"
 ]
}

 The dataset includes 2125874 records from 2078 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133852-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cuf9j6
title: Occurrence Download

description: A dataset containing 1433 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calappa hepatica (Linnaeus, 1758)"
 ]
}

 The dataset includes 1433 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019350-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drexe6
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "StateProvince is Queensland",
 "TaxonKey is Elusor macrurus Cann & Legler, 1994"
 ]
}

 The dataset includes 59 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019351-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wexzfu
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADX2250"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019353-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yqdxwd
title: Occurrence Download

description: A dataset containing 242 species occurrences available in GBIF matching the query:
{
 "and" : [
 "StateProvince is Queensland",
 "TaxonKey is Elseya albagula Thomson, Georges & Limpus, 2006"
 ]
}

 The dataset includes 242 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019354-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qutxzr
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAG3944"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019355-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqtm73
title: Occurrence Download

description: A dataset containing 827 species occurrences available in GBIF matching the query:
{
 "and" : [
 "StateProvince is Queensland",
 "TaxonKey is Oreochromis mossambicus (Peters, 1852)"
 ]
}

 The dataset includes 827 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019356-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tvq5n7
title: Occurrence Download

description: A dataset containing 160298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (New Caledonia, Australia, Indonesia, Papua New Guinea)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Grevillea R.Br.",
 "Year 1000-2024"
 ]
}

 The dataset includes 160298 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019345-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhzhtr
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calappa spinosissima H.Milne Edwards, 1837"
 ]
}

 The dataset includes 17 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019357-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n3cnd5
title: Occurrence Download

description: A dataset containing 718 species occurrences available in GBIF matching the query:
{
 "and" : [
 "StateProvince is Queensland",
 "TaxonKey is Amniataba percoides (Günther, 1864)"
 ]
}

 The dataset includes 718 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019358-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avbk82
title: Occurrence Download

description: A dataset containing 5921 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bauhinia divaricata L."
 ]
}

 The dataset includes 5921 records from 177 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019359-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wymcvf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calappa tuberculata var. sandwichien Eydoux & Souleyet, 1842"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019360-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.