cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.trmhj9
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Greece",
 "TaxonKey is Iphthiminus"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063029-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18018889
title: Replication Package for "Test Coverage of Code Changes in AI-Generated Pull Requests"

description: This replication package contains all code, data, and analysis scripts for reproducing the results reported in the paper "Test Coverage of Code Changes in AI-Generated Pull Requests" submitted to MSR 2026 Mining Challenge.

The package includes:- Source code for test detection and coverage analysis- Pre-computed coverage data (2,314 PRs, ~204h computation time)- Manual evaluation data from 3 independent evaluators (non-regeneratable)- Statistical analysis notebooks reproducing all tables and figures

See README.md inside the package for detailed instructions.
DOI: 10.5281/zenodo.18018855
title: A Systematic Literature Review on Machine Learning Techniques for Predicting Household Water Consumption

description: Zenodo Repository Metadata and Description

Title: Supplemental Material for "A Systematic Literature Review on Machine Learning Techniques for Predicting Household Water Consumption"

Description

This repository contains the dataset and methodological artifacts developed for a Systematic Literature Review (SLR) investigating Machine Learning (ML) applications in residential water demand forecasting. The review synthesizes evidence from 80 primary studies published between 2009 and 2024, following the PRISMA-2020 guidelines.

Repository Contents





DataExtraction.csv: The master evidence matrix containing metadata, objectives, and findings for all 80 primary studies.




Taxonomy Maps: Standardized mapping files that document how raw textual terms from the literature were normalized into canonical categories.




Supplementary List of Papers: A unique identifier (ID) list (P01–P80) with full bibliographic references.



Key Research Insights





Methodological Evolution: A capability shift around 2020 where Deep Learning models (notably LSTM) displaced traditional methods.




Predictor Patterns: Climatic and historical consumption dominate, with limited use of socio-economic variables due to privacy constraints.




Evaluation Standards: RMSE and MAE are the most widely used evaluation metrics.



Practical Tools for Researchers





Model-Predictor Crosswalk: A co-occurrence matrix of model families and predictor categories.




Prescriptive Decision Tree: A heuristic framework guiding model selection based on data and computational constraints.
DOI: 10.15468/s6vmrd
title: Three New Species of the Genus Scutiger (Amphibia: Anura: Megophryidae) from the Gaoligong Mountain Range in China, with An Updated Key to the Chinese Congeners

description: This dataset contains the digitized treatments in Plazi based on the original journal article Wang, Kai, Yu, Zhongbin, Wu, Yunhe, Hou, Shao-Bing, Wang, De, Xiong, Yun, Ye, Xin-Long, Duan, Jian-Ping, Li, Hai-Jun, Li, Jie, Jin, Jie-Qiong, Yang, Shen- Pin, Che, Jing (2025): Three New Species of the Genus Scutiger (Amphibia: Anura: Megophryidae) from the Gaoligong Mountain Range in China, with An Updated Key to the Chinese Congeners. Zootaxa 5725 (2): 203-230, DOI: 10.11646/zootaxa.5725.2.2, URL: https://doi.org/10.11646/zootaxa.5725.2.2AbstractLazy Toads of the genus Scutiger are a diverse group of alpine specialists in Asia. Despite continuous research on the taxonomy of the genus, the diversity is still underestimated. Integrating both molecular and morphometric analyses, we describe three new species of the genus Scutiger from the Gaoligong Mountain Range in Yunnan Province, China. Morphologically, these three species resemble S. gongshanensis, S. mammatus, and S. boulengeri, respetively, but they can be diagnosed from these recognized species and all other congeners by a suit of morphological characters, including the toe webbing status, numbers of pectoral glands and axillary glands with nuptial spines in breeding males, and the number of fingers covered with nuptial spines in breeding males. Additionally, they show considerable genetic divergences with respect to their morphologically similar species. We discussed the still underestimated diversity in Southwest China, the existing taxonomic problems of the genus, particularly regarding the validity and the whereabouts of type specimens of S. bangdaensis, S. biluoensis, and S. meiliensis, and we provide an updated key to all recognized species of China.
DOI: 10.15468/dl.wywrex
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is one of (Argentina, Falkland Islands (Malvinas), South Georgia and the South Sandwich Islands)",
 {
 "and" : [
 "Country is one of (Argentina, Falkland Islands (Malvinas), South Georgia and the South Sandwich Islands)",
 "HasGeospatialIssue is false"
 ]
 },
 "Geometry POLYGON((-74 -60, -25 -60, -25 -90, -74 -90, -74 -60))"
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Poospiza ornata [GBIF Backbone Taxonomy])",
 "StateProvince is one of (Buenos Aires)"
 ]
 }
 ]
}

 The dataset includes 46 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063030-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ppfrw
title: Occurrence Download

description: A dataset containing 22967 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GenusKey is Pycnanthemum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 22967 records from 201 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063033-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfttm6
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Living Specimen, Occurrence evidence)",
 "Continent is Asia",
 "Country is Philippines",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pelophryne albotaeniata"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063036-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2be8gx
title: Occurrence Download

description: A dataset listing the 9033 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Viet Nam",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset's 9033 records were derived from 466 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063024-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h98twg
title: Occurrence Download

description: A dataset containing 23288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Espeletia Mutis ex Humb. & Bonpl."
 ]
}

 The dataset includes 23288 records from 144 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001578-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3tc277
title: Occurrence Download

description: A dataset containing 36869 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eulophia maculata (Lindl.) Rchb.f."
 ]
}

 The dataset includes 36869 records from 291 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049373-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.muedff
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus robur L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-12.65625 73.428423,-12.65625 33.431441,54.84375 33.431441,54.84375 73.428423,-12.65625 73.428423))",
 "Year is 2016"
 ]
}

 The dataset includes 31 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011828-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22mr4s
title: Occurrence Download

description: A dataset containing 409 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 Varanus storri Mertens, 1966"
 ]
}

 The dataset includes 409 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001655-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jg4uy9
title: Occurrence Download

description: A dataset containing 658 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea nummularia Lam."
 ]
}

 The dataset includes 658 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021925-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4skqed
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ornithodorus Agassix, 1846"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038974-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ccr8d
title: Occurrence Download

description: A dataset containing 10343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 {
 "or" : [
 "TaxonKey is Spiranthes aestivalis (Poir.) Rich.",
 "TaxonKey is Plantago loeflingii Thunb.",
 "TaxonKey is Limonium bellidifolium (Gouan) Dumort.",
 "TaxonKey is Limonium latibracteatum Erben",
 "TaxonKey is Limonium densissimum (Pignatti) Pignatti",
 "TaxonKey is Limonium revolutum Erben",
 "TaxonKey is Limonium tremolsii (Rouy) P.Fourn., 1937",
 "TaxonKey is Polygala vayredae Costa",
 "TaxonKey is Salsola soda L.",
 "TaxonKey is Salicornia emerici Duval-Jouve",
 "TaxonKey is Sarcocornia perennis subsp. alpini (Lag.) Castrov.",
 "TaxonKey is Delphinium montanum DC.",
 "TaxonKey is Callipeltis cucullaris (L.) DC.",
 "TaxonKey is Galium scabrum L.",
 "TaxonKey is Salix tarraconensis Pau",
 "TaxonKey is Saxifraga aretioides Lapeyr.",
 "TaxonKey is Saxifraga catalaunica Boiss. & Reut.",
 "TaxonKey is Saxifraga fragosoi Sennen",
 "TaxonKey is Saxifraga vayredana Luizet",
 "TaxonKey is Cheilanthes marantae (L.) Domin",
 "TaxonKey is Equisetum hyemale L.",
 "TaxonKey is Equisetum variegatum Schleich. ex F.Weber & D.Mohr",
 "TaxonKey is Ophioglossum lusitanicum L.",
 "TaxonKey is Osmunda regalis",
 "TaxonKey is Salvinia natans (L.) All."
 ]
 }
 ]
}

 The dataset includes 10343 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011828-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.68mxqa
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Castanopsis fleuryi Hickel & A.Camus"
 ]
}

 The dataset includes 219 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001640-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.paexjp
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neotrygon varidens (Garman, 1885)"
 ]
}

 The dataset includes 39 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010575-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1hn6nd
title: Occurrence Download

description: A dataset containing 1177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetodipus goldmani (Osgood, 1900)",
 {
 "or" : [
 "Country is United States of America",
 "Country is Mexico"
 ]
 },
 "HasCoordinate is true"
 ]
}

 The dataset includes 1177 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011835-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtp7tm
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cleyera incornuta C.Y.Wu"
 ]
}

 The dataset includes 94 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001620-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxd3zk
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bunomerycidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 173 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020611-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.43usxt
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Distribution of Quinqueloculina sp. in sediment core 12930-039"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011835-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ey7cse
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aloe andersonii van Jaarsv. & P.Nel"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002482-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmw3xu
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cleyera parvifolia (Kobuski) Hu ex L.K.Ling"
 ]
}

 The dataset includes 71 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001680-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g0mcv3
title: Occurrence Download

description: A dataset containing 266000 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Betula pendula Roth"
 ]
}

 The dataset includes 266000 records from 711 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011829-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5eau6d
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium chitralicum F.T.Wang & Tang"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002505-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xp4qd9
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium molucratum Johanss. & Sam."
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025115-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8bqx2
title: Occurrence Download

description: A dataset containing 1421608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantago L.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 1421608 records from 2107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002507-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9m57c
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is one of (Lysimachia foemina (Mill.) U.Manns & Anderb., Lysimachia arvensis (L.) U.Manns & Anderb.)"
 ]
}

 The dataset includes 139 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073749-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5yayy
title: Occurrence Download

description: A dataset containing 22137 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Global compendium of Aedes albopictus occurrence"
 ]
}

 The dataset includes 22137 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240944-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rfogal
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Cambarus robustus Girard, 1852",
 "TaxonKey is Orconectes immunis (Hagen, 1870)"
 ]
 },
 "Country is United States of America",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006439-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e32jvp
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Polystichum longipinnulum N.C.Nair"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246227-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fspms7
title: Occurrence Download

description: A dataset containing 742 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is one of (Cucumis anguria L., Cucumis dipsaceus Ehrenb. ex Spach, Cucurbita ficifolia Bouché, Cucurbita maxima Duchesne ex Lam., Lagenaria siceraria (Molina) Standl., Momordica charantia L.)"
 ]
}

 The dataset includes 742 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073764-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdrkf7
title: Occurrence Download

description: A dataset containing 955 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Gonidea angulata (I.Lea, 1838))"
 ]
}

 The dataset includes 955 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073799-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jv3a1o
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Year 2000-2019",
 "TaxonKey is Micronycteris microtis Miller, 1898"
 ]
}

 The dataset includes 39 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016118-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ar7sz4
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceratozamia whitelockiana Chemnick & T.J.Greg."
 ]
}

 The dataset includes 17 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015528-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.exww76
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrophthora perlicarpa Kuijt"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154802-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.