cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.mtscj5
title: Occurrence Download

description: A dataset containing 9245 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leonurus japonicus Houtt."
 ]
}

 The dataset includes 9245 records from 325 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056112-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15690165
title: Characterization of protonated and sulfonated vermiculite nanofillers for hybrid polymer membranes
DOI: 10.15468/dl.j87wgn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chelon labrosus (Risso, 1827)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((54.7419 -4.6698,55.1382 -5.0908,55.1382 -3.2684,55.0126 -3.2506,54.7023 -3.7189,54.8472 -4.0798,54.7419 -4.6698))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056113-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15690898
title: Characterization of cenospheres from two sources: Impact of sieving on structure, morphology and composition
DOI: 10.15468/dl.tvxqm5
title: Occurrence Download

description: A dataset containing 757 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abies ernestii Rehd., Abies faxoniana Rehd. & E.H.Wilson)",
 "HasCoordinate is true",
 "Year is greater than 1900"
 ]
}

 The dataset includes 757 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056115-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n83dj5
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aulacoseira granulata (Ehrenberg) Simonsen, 1979",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -28.5786,20.509 -28.5786,20.509 -32.9007,25.5395 -32.9007,25.5395 -28.5786))"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056114-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpve2a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chelon labrosus (Risso, 1827)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((51.6287 10.9151,51.6417 11.0599,46.1382 11.0599,46.1382 2.0599,46.3452 2.0599,48.3339 4.1422,49.3495 5.6782,49.6723 6.54,51.2679 9.1793,51.3777 9.8638,51.776 10.0634,51.9157 10.4446,51.6287 10.9151))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056116-250525065834625/datasets/export for details.
DOI: 10.15468/dl.cc9za6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chelon labrosus (Risso, 1827)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((50.7597 -16.0878,50.8081 -15.9401,46.1382 -15.9401,46.1382 -24.9401,47.6434 -24.9401,49.8893 -18.4615,50.0065 -17.575,50.4326 -17.1196,50.4413 -16.4368,50.7597 -16.0878))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056119-250525065834625/datasets/export for details.
DOI: 10.15468/dl.ycjhrp
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aulacoseira subborealis (G.Nygaard) L.Denys, K.Muylaert & K.Krammer, 2003",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((32.064 -28.9416,32.4847 -28.5786,30.5701 -28.5786,30.5701 -30.7329,30.6252 -30.6659,31.4179 -29.4257,31.8178 -29.0299,32.064 -28.9416))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056120-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j3xatc
title: Occurrence Download

description: A dataset containing 1789 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Harmonia axyridis (Pallas, 1773)"
 ]
}

 The dataset includes 1789 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056121-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrawmr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aulacoseira subborealis (G.Nygaard) L.Denys, K.Muylaert & K.Krammer, 2003",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056122-250525065834625/datasets/export for details.
DOI: 10.15468/dl.8djwdn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chelon labrosus (Risso, 1827)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((54.9802 -21.6309,55.1382 -21.6954,55.1382 -20.4922,54.9305 -20.5721,54.7205 -21.0668,54.9802 -21.6309))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056123-250525065834625/datasets/export for details.
DOI: 10.15468/dl.3ntrnj
title: Occurrence Download

description: A dataset containing 46467 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "GadmGid is IDN.9_1",
 "Geometry POLYGON((105.62372 -7.96018,108.81756 -7.96018,108.81756 -6.05829,105.62372 -6.05829,105.62372 -7.96018))",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (VU, NT, LC, DD, NE)",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 46467 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056124-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y685jk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aulacoseira subborealis (G.Nygaard) L.Denys, K.Muylaert & K.Krammer, 2003",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056125-250525065834625/datasets/export for details.
DOI: 10.15468/dl.zjnxxd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chelon labrosus (Risso, 1827)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((40.3629 -22.8988,40.7455 -22.7347,40.8996 -22.3696,40.751 -22.0066,40.3849 -21.8351,39.9523 -22.0203,39.831 -22.3517,39.978 -22.7301,40.3629 -22.8988))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056126-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15691837
title: Transcripts and voting data from citizens' jury on regulation of advertising for high carbon products and services

description: This file contains data from a citizens jury convened by researchers at Lancaster University between September and November, 2023. Files include:



Transcripts from all transcribed sessions

A data map linking transcript files to the jury sessions.

Data from a final survey sent to jury members to express individual views on recommendations developed in the jury.
DOI: 10.5281/zenodo.15691838
title: Transcripts and voting data from citizens' jury on regulation of advertising for high carbon products and services

description: This file contains data from a citizens jury convened by researchers at Lancaster University between September and November, 2023. Files include:



Transcripts from all transcribed sessions

A data map linking transcript files to the jury sessions.

Data from a final survey sent to jury members to express individual views on recommendations developed in the jury.
DOI: 10.15468/dl.y7mfe5
title: Occurrence Download

description: A dataset containing 1025 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Grimmia novae-zeelandiae R.Br.bis, Lepidothamnus laxifolius (Hook.f.) Quinn)",
 "HasCoordinate is true",
 "Year is greater than 1900"
 ]
}

 The dataset includes 1025 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056127-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dfzjce
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aulacoseira subborealis (G.Nygaard) L.Denys, K.Muylaert & K.Krammer, 2003",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056128-250525065834625/datasets/export for details.
DOI: 10.15468/dl.4xncym
title: Occurrence Download

description: A dataset containing 3126879 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Stellaria media (L.) Vill., Urtica dioica L., Angelica sylvestris L., Vicia cracca L., Tripleurospermum inodorum (L.) Sch.-Bip)",
 "Geometry POLYGON ((-180 45.53015, 180 45.53015, 180 83.62313, -180 83.62313, -180 45.53015))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "CoordinateUncertaintyInMeters is less than or equal to 50000"
 ]
}

 The dataset includes 3126879 records from 2482 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056109-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vygjz
title: Occurrence Download

description: A dataset containing 212 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Inga cordatoalata Ducke"
 ]
}

 The dataset includes 212 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014084-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.duxctc
title: Occurrence Download

description: A dataset containing 6944965 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Haemorhous mexicanus (P.L.Statius Müller, 1776)"
 ]
}

 The dataset includes 6944965 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0220102-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uchby9
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Delphinium oxysepalum Pax & Borbás",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 21 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080964-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d1zztp
title: Occurrence Download

description: A dataset containing 1356 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Inga heterophylla Willd."
 ]
}

 The dataset includes 1356 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014086-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ce7g4
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dipodomys ingens (Merriam, 1904)"
 ]
}

 The dataset includes 229 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0220091-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6pqrnd
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Connarus manausensis C.Toledo & V.C.Souza"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153982-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkpsr9
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyperus lacunosus Griseb."
 ]
}

 The dataset includes 22 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153981-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/w946-7z38
title: INLAN-Indoor Localization

description: Various deep learning models have been developed for indoor localization based on radio-frequency identification (RFID) tags. However, they often require adaptation to ensure accurate tracking in new target operational domains. To address this challenge, unsupervised domain adaptation (UDA) methods have been proposed to align pre-trained models with data from target environments. However, they rely on large annotated datasets from the initial domain (source). Source data access is limited by privacy, storage, computational, and transfer constraints. Although many source-free domain adaptation (SFDA)  methods address these constraints in classification, but applying them to regression models for localization remains challenging. Indeed, target datasets for indoor localization are typically small (few features and samples) and noisy, and adapting regression models requires high-confidence target pseudo-annotation to avoid over-training.  In this paper, a specialized mean-teacher method called MTLoc is proposed for SFDA. MTLoc updates the student network using noisy data and teacher-generated pseudo-labels. The teacher network maintains stability through exponential moving averages. To further ensure robustness, the teacher’s pseudo-labels are refined using $k$-nearest neighbor correction.MTLoc allows for self-supervised learning on target data, facilitating effective adaptation to dynamic and noisy indoor environments. Validated using real-world data from our experimental setup with INLAN Inc., our results show that MTLoc achieves high localization accuracy under challenging conditions, significantly reducing localization error compared to baselines, including the state-of-the-art adversarial UDA approach with access to source data.
DOI: 10.15468/dl.xmb7c5
title: Occurrence Download

description: A dataset containing 357688 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "Year is 2003"
 ]
}

 The dataset includes 357688 records from 271 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000047-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tn3hjz
title: Occurrence Download

description: A dataset containing 276263 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "Year is 2004"
 ]
}

 The dataset includes 276263 records from 292 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000048-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.474ynp
title: Occurrence Download

description: A dataset containing 2575 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.2_1",
 "TaxonKey is Thamnophis ordinoides (Baird & Girard, 1852)"
 ]
}

 The dataset includes 2575 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000058-250123221155621/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4585yb
title: Occurrence Download

description: A dataset containing 232653 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "Year is 2005"
 ]
}

 The dataset includes 232653 records from 292 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000049-250123221155621/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.28194605
title: ICSE 2025 - Artifact

description: <b>Mobile Application Coverage: The 30% Curse and Ways Forward</b><br><b>Abstract</b>Testing, security analysis, and other dynamic quality assurance approaches rely on mechanisms that invoke the software under test, aiming to achieve high code coverage. A large number of invocation mechanisms proposed in the literature, in particular for Android mobile applications, employ GUI-driven application exploration. However, studies show that even the most advanced GUI exploration techniques can cover only around 30% of a real-world application. This paper aims to investigate “the remaining 70%”. By conducting a large-scale experiment involving two human experts, who thoroughly explored 61 benchmark and 42 popular apps from Google Play, we show that achieving a substantially larger coverage for real-world applications is impractical even if we factor out known GUI-based exploration issues, such as the inability to provide semantic inputs and the right order of events. The main reasons preventing even human analysts from covering the entire application include application dependencies on remote servers and external resources, hard-to-reach app entry points, disabled and erroneous features, and software/hardware properties of the underlying device. Thus, future investment in GUI-based exploration strategies is unlikely to lead to substantial improvements in coverage. To chart possible ways forward and explore approaches to satisfy/bypass these “blockers”, we thoroughly analyze code-level properties guarding them. Our analysis shows that a large fraction of the blockers could actually be successfully bypassed with relatively simple beyond-GUI exploration techniques. We hope our study can inspire future work in this area; it also provides a realistic benchmark for evaluating such work.<b>Purpose</b>In this artifact, we provide the information about our benchmarks used for manual and tool exploration. We include coverage results achieved by tools and human analysts as well as plots of the coverage progression over time for analysts. We further provide manual analysis results for our case study, more specifically extracted reasons for unreachability for the case study apps and extracted code-level properties, which constitute a ground truth for future work in coverage explainability. Finally, we identify a list of beyond-GUI exploration tools and categorize them for future work to take inspiration from.