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

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erysimum benthamii P.Monnet",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 72 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0320004-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b74asf
title: Occurrence Download

description: A dataset containing 2217 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 {
 "or" : [
 "Month is January",
 "Month is February",
 "Month is March",
 "Month is April",
 "Month is May",
 "Month is June",
 "Month is July",
 "Month is September",
 "Month is August",
 "Month is October",
 "Month is November",
 "Month is December"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Procambarus clarkii (Girard, 1852)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2217 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085043-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xq5s4e
title: Occurrence Download

description: A dataset containing 743826 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Singapore"
 ]
}

 The dataset includes 743826 records from 644 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007775-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1ihk1s
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Nolana balsamiflua (Gaudich.) Mesa"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009743-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gu2g4k
title: Occurrence Download

description: A dataset containing 67132 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex sempervirens Vill."
 ]
}

 The dataset includes 67132 records from 172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106766-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgyakk
title: Occurrence Download

description: A dataset containing 6489 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Blastobasis lacticolella Rebel, 1939"
 ]
}

 The dataset includes 6489 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228391-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.beavzh
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cryptocarya forbesii Gamble"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0283924-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jbingb
title: Occurrence Download

description: A dataset containing 2651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Poland",
 "DatasetKey is Freshwater fishes of Poland",
 "TaxonKey is Perca fluviatilis Linnaeus, 1758"
 ]
}

 The dataset includes 2651 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009745-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qrgrzq
title: Occurrence Download

description: A dataset containing 285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-126.91406 2.81137,-67.14844 2.81137,-67.14844 38.82259,-126.91406 38.82259,-126.91406 2.81137))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Boletellus Murrill"
 ]
}

 The dataset includes 285 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0300821-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xybmw3
title: Occurrence Download

description: A dataset containing 798 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Distylium Siebold & Zucc.",
 "Year 1861-2019"
 ]
}

 The dataset includes 798 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0218921-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzk6rm
title: Occurrence Download

description: A dataset containing 340 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mandrillus sphinx (Linnaeus, 1758)"
 ]
}

 The dataset includes 340 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0303402-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8qfmxu
title: Occurrence Download

description: A dataset containing 898 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Carcharodon carcharias (Linnaeus, 1758)"
 ]
}

 The dataset includes 898 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0308785-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gc92zr
title: Occurrence Download

description: A dataset containing 729 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 729 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009743-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nd7axx
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Choristoneura lafauryana (Ragonot, 1875)"
 ]
}

 The dataset includes 16 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228375-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n4pcfz
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen"
 ]
 },
 "TaxonKey is Euplectes psammacromius (Reichenow, 1900)"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035106-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwrln0
title: Occurrence Download

description: A dataset containing 2651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Poland",
 "DatasetKey is Freshwater fishes of Poland",
 "TaxonKey is Perca fluviatilis Linnaeus, 1758"
 ]
}

 The dataset includes 2651 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009743-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tb6fzf
title: Occurrence Download

description: A dataset listing the 8 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mouriri guianensis Aubl."
 ]
}

 The dataset's 8 records were derived from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0308782-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6esxjw
title: Occurrence Download

description: A dataset containing 241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acrachne racemosa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 241 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017983-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s928rq
title: Occurrence Download

description: A dataset containing 4571 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ideopsis similis"
 ]
}

 The dataset includes 4571 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017984-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14474931
title: SRD Dataset
DOI: 10.5281/zenodo.18444868
title: Data and Code for "Large Language Model as Reservoir Operator: A Generative Agent Bridging Human Judgment and Optimization in Water Resource Systems"

description: Contains the ResLLM code (ResLLM-main.7z) and analysis scripts for generating results and figures (arnold_et_al_2026.7z) presented in the manuscript: Large Language Model as Reservoir Operator: A Generative Agent Bridging Human Judgment and Optimization in Water Resource Systems.

Note: the ResLLM code repository is available on GitHub: https://github.com/EILab-Polimi/ResLLM
DOI: 10.5281/zenodo.18444869
title: Data and Code for "Large Language Model as Reservoir Operator: A Generative Agent Bridging Human Judgment and Optimization in Water Resource Systems"

description: Contains the ResLLM code (ResLLM-main.7z) and analysis scripts for generating results and figures (arnold_et_al_2026.7z) presented in the manuscript: Large Language Model as Reservoir Operator: A Generative Agent Bridging Human Judgment and Optimization in Water Resource Systems.

Note: the ResLLM code repository is available on GitHub: https://github.com/EILab-Polimi/ResLLM
DOI: 10.6084/m9.figshare.31287283
title: Point Clouds_treecanopy

description: Point Cloud Dataset Based on SOI Index
DOI: 10.6084/m9.figshare.31287283.v1
title: Point Clouds_treecanopy

description: Point Cloud Dataset Based on SOI Index
DOI: 10.15468/dl.rpsqkt
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acritochaete volkensii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 49 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017985-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrsf4c
title: Occurrence Download

description: A dataset containing 329 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dodona egeon"
 ]
}

 The dataset includes 329 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017986-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dgk7qu
title: Occurrence Download

description: A dataset containing 5487 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Macropus fuliginosus fuliginosus",
 "Year 2005-2026"
 ]
}

 The dataset includes 5487 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017987-260129131611470/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.31287289
title: Data supporting: Differential <i>In Vitro</i> and <i>In Vivo</i> Responses of <i>Akkermansia muciniphila</i> to <i>Odontosoria biflora </i>(Kaulf.) C.Chr. [<i>Lindsaeaceae</i>] Hexane Extract in Diet- and Alloxan-Induced BALB/c Mice

description: This dataset contains the underlying data supporting the findings of the manuscript entitled “Differential <i>In Vitro</i> and <i>In Vivo</i> Responses of <i>Akkermansia muciniphila</i> to <i>Odontosoria biflora </i>(Kaulf.) C.Chr. [<i>Lindsaeaceae</i>] Hexane Extract in Diet- and Alloxan-Induced BALB/c Mice.”The dataset includes in vitro growth assay OD measurements, animal group outcome data, qPCR Ct values for Akkermansia muciniphila,LC-MS/MS metabolite peak tables, and proximate analysis results. The data were generated from controlled in vitro and in vivo experiments in BALB/c mice.<br>
DOI: 10.6084/m9.figshare.31287289.v1
title: Data supporting: Differential <i>In Vitro</i> and <i>In Vivo</i> Responses of <i>Akkermansia muciniphila</i> to <i>Odontosoria biflora </i>(Kaulf.) C.Chr. [<i>Lindsaeaceae</i>] Hexane Extract in Diet- and Alloxan-Induced BALB/c Mice

description: This dataset contains the underlying data supporting the findings of the manuscript entitled “Differential <i>In Vitro</i> and <i>In Vivo</i> Responses of <i>Akkermansia muciniphila</i> to <i>Odontosoria biflora </i>(Kaulf.) C.Chr. [<i>Lindsaeaceae</i>] Hexane Extract in Diet- and Alloxan-Induced BALB/c Mice.”The dataset includes in vitro growth assay OD measurements, animal group outcome data, qPCR Ct values for Akkermansia muciniphila,LC-MS/MS metabolite peak tables, and proximate analysis results. The data were generated from controlled in vitro and in vivo experiments in BALB/c mice.<br>
DOI: 10.15468/dl.fc3sv2
title: Occurrence Download

description: A dataset listing the 187 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lampyridae"
 ]
}

 The dataset's 187 records were derived from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017976-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18514026
title: Eligibility criteria by PICO Systematic Literature Review: Exploring the Role of EAP Curriculum in Supporting Sustainability Competencies: Stakeholder Insights in Tertiary Education

description: EAP SLR: Eligibility criteria by Pico Model
DOI: 10.5281/zenodo.18514027
title: Eligibility criteria by PICO Systematic Literature Review: Exploring the Role of EAP Curriculum in Supporting Sustainability Competencies: Stakeholder Insights in Tertiary Education

description: EAP SLR: Eligibility criteria by Pico Model
DOI: 10.15468/dl.b6hzp3
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acroceras excavatum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 131 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017988-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vyz3up
title: Occurrence Download

description: A dataset containing 42401 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= -12.166598047573723
 AND decimallatitude &lt;= -8.098015256935714
 AND decimallongitude &gt;= -80.94934460961532
 AND decimallongitude &lt;= -75.29747196830144
 AND GBIF_Within('POLYGON ((-75.297472 -12.166598, -75.297472 -8.098015, -80.949345 -8.098015, -80.949345 -12.166598, -75.297472 -12.166598))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 42401 records were derived from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017982-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.29j9r8
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acroceras tonkinense",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 120 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017990-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6fexn
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Halpe zema"
 ]
}

 The dataset includes 118 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017989-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gdr7h
title: Occurrence Download

description: A dataset containing 2201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acroceras zizanioides",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2201 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017992-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18514062
title: Ipseity Daily Data

description: At what rate do individuals say they are X?

Begining on 2025-07-08, I surveyed a small random sample of American adults on a daily cadence.  They responded to many items of the form: Does <signifier> describe you today?

The file ipseity-daily-aggregated.csv in this repository contains the aggregated results through 2025-07-28.  The columns are as follows:



signifier - a word, phrase or emoji

yes_count - the number of respondents who answered yes (aggregated all-time).

no_count - the number of respondents who answered no (aggregated all-time).

prevalence_per_10k - an estimate of the prevalence per 10,000.  If we were to survey 10,000 American adults, how many would we expect to respond yes to this signifier?  The number is calculated as yes_count / (yes_count + no_count) * 10,000.

earliest_obs_date - this date represents the first time this particular signifier was ever displayed to a respondent.  Signifiers are chosen with stochasticity from a long list; new signifiers are sometimes added, old signifiers are sometimes deleted, and a signifier may be moved higher or lower in priority for sampling.

latest_obs_date - the date closest to the present date on which signifier was most recently presented to a respondent.


Version created on 2026-02-07 — cumulative data.
DOI: 10.5281/zenodo.18514042
title: Tiny Transformers: Multimodal Digital Biometric Authentication model using Tiny Enhanced Dual Transformers with quality gated fusion network

description: Biometric authentication continues to be challenged by inconsistencies arising from modality-specific noise, low-quality input samples, and overfitting when trained on small-scale datasets. Most existing models rely on shallow fusion strategies or task-specific architectures that fail to generalize across domains, especially when modalities like iris and fingerprint differ in spatial structure and acquisition quality. To address these limitations, we propose a robust deep earning based multimodal authentication pipeline framework that uses both iris and finger print modalities for personal digital authentication. Our architecture integrates Tiny Vision Transformer backbones (ViT and Swin) with learned quality gated fusion technique and angular margin based metric learning employs ArcFace loss. This system employs comprehensive preprocessing pipeline for iris and fingerprint.  For iris, we use Hough transform and contrast limited adaptive histogram equalization (CLAHE) based contrast enhancement. For fingerprint, Gabor filter is used with morphological thinning process. To handle the low quality images, laplacian sharpness metrics used which are computed and incorporated into gating network. This adaptively weights modality contribution during the feature fusion process.  Two layer Multi Layer perceptron (MLP) output weights are normalized with softmax and score fusion is done. This novel tiny Vision Transformer (ViT) and swin transformer models are evaluated using the cosine annealing scheduler with leave one subject out (LOSO) cross validation.  Our final gated fusion with ArcFace demonstrated with strong performance which achieves generalization, with ≈95% genuine acceptance rate at 1% false acceptance rate, AUC of  ≈0.99 and ≈5% equal error rate (EER). This study demonstrates that adapting transformer-based backbones, using margin-based metric losses, and incorporating quality-gated fusion can yield interpretable and high-performing authentication systems, even under limited data scenarios.