cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/1te-g7f-lsx
title: Leptochloa P.Beauv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/d36-fkn-vjv
title: Didiclis engleri (Hieron.) Li Bing Zhang & X. M. Zhou

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/dtl-6lz-nra
title: Bambusa Schreb.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/16d-kms-klg
title: Amischotolype Hassk.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hbh-bft-n54
title: Didiclis engleri (Hieron.) Li Bing Zhang & X. M. Zhou

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.4paebu
title: Occurrence Download

description: A dataset containing 26740 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potamogeton gramineus L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26740 records from 330 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053857-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112842444
title: Persepolis Fortification Elamite Tablet 1675.101, Fort 1675.101

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] Fort 1675.101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. ❧ [Physical Object Note:] Bottom edge damaged--there may be a separate piece that had broken off. Some damage on left edge, upper edge. Corners broken off.
DOI: 10.15468/dl.5ake2c
title: Occurrence Download

description: A dataset containing 4591 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is WII Herbarium Dataset"
 ]
}

 The dataset includes 4591 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270937-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97qca5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Leptocoma juliae",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090797-230530130749713/datasets/export for details.
DOI: 10.15468/dl.6de8m5
title: Occurrence Download

description: A dataset containing 232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rubus vermontanus Blanch."
 ]
}

 The dataset includes 232 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0181400-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n5ppdy
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygala gayii A.W.Benn."
 ]
}

 The dataset includes 20 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090807-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xj588n
title: Occurrence Download

description: A dataset containing 45271490 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2010-2020"
 ]
}

 The dataset includes 45271490 records from 189 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053837-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkfym4
title: Occurrence Download

description: A dataset containing 5701 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Alces alce (Linnaeus, 1758), Alces alces (Linnaeus, 1758))",
 "Year 2022-2022"
 ]
}

 The dataset includes 5701 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231257-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112021474
title: Cuneiform Tablet 1913.14.1502, Spurlock 1913.14.1502

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1502; CDLI P421354 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Medium Gray (N 5.25/ 22.1% R) Moderate Yellowish Pink (5YR 7/4) ❧ [Physical Object Note:] 11.9 x 6.3 x 2.5 cm (226g)
DOI: 10.15468/dl.7bxaze
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cambarellus diminutus Hobbs, 1945"
 ]
}

 The dataset includes 31 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0398526-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpjrk6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Leucopeza semperi",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090800-230530130749713/datasets/export for details.
DOI: 10.15468/dl.xcvs5f
title: Occurrence Download

description: A dataset containing 140304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potamogeton natans L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 140304 records from 615 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053874-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112021429
title: Cuneiform Tablet 1913.14.1502, Spurlock 1913.14.1502

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1502; CDLI P421354 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Medium Gray (N 5.25/ 22.1% R) Moderate Yellowish Pink (5YR 7/4) ❧ [Physical Object Note:] 11.9 x 6.3 x 2.5 cm (226g)
DOI: 10.15468/dl.r5andq
title: Occurrence Download

description: A dataset containing 5034 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Puma concolor (Linnaeus, 1771)",
 "Year 2017-2022"
 ]
}

 The dataset includes 5034 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0181402-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ss4g9u
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nisaetus floris (Hartert, 1898)"
 ]
}

 The dataset includes 180 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0398539-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hjsfs4
title: Occurrence Download

description: A dataset containing 1192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Podosphaera fuliginea (Schltdl.) U.Braun & S.Takam.",
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 }
 ]
}

 The dataset includes 1192 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128165-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7pdhjy
title: Occurrence Download

description: A dataset containing 90124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer rubrum L."
 ]
}

 The dataset includes 90124 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231258-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ndbxzv
title: Occurrence Download

description: A dataset containing 3544 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium drummondii Regel"
 ]
}

 The dataset includes 3544 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010932-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112021475
title: Cuneiform Tablet 1913.14.1502, Spurlock 1913.14.1502

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1502; CDLI P421354 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Medium Gray (N 5.25/ 22.1% R) Moderate Yellowish Pink (5YR 7/4) ❧ [Physical Object Note:] 11.9 x 6.3 x 2.5 cm (226g)
DOI: 10.15468/dl.f5yd6s
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Japan",
 "OccurrenceStatus is Present",
 "TaxonKey is Fimbristylis sericea (Poir.) R.Br.",
 "Year 1970-2023"
 ]
}

 The dataset includes 99 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270936-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6a7u6
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alisterus amboinensis (Linnaeus, 1766))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 117 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010923-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/nv8h3mzxhp
title: Original data for PanoMito

description: The original data underlying the figures in “PanoMito: mapping mitochondrial heterogeneity from morphofunctional profiling to single-mitochondrion spatial transcriptomics” are publicly available. These data provides a comprehensive framework for dissecting mitochondrial biology in health and disease.
DOI: 10.17632/nv8h3mzxhp.1
title: Original data for PanoMito

description: The original data underlying the figures in “PanoMito: mapping mitochondrial heterogeneity from morphofunctional profiling to single-mitochondrion spatial transcriptomics” are publicly available. These data provides a comprehensive framework for dissecting mitochondrial biology in health and disease.
DOI: 10.17632/4yfcp4yfr6
title: Computational Image Analysis for Nanoparticle and Packaging film Evaluation

description: This dataset provides MATLAB codes used for quantitative image analysis in polymer film-based food packaging research. The scripts were developed to measure nanoparticle size distribution, film porosity, and microbial growth density from FESEM and culture plate images. The workflow includes image preprocessing, segmentation, particle analysis, and statistical output generation.
DOI: 10.17632/4yfcp4yfr6.1
title: Computational Image Analysis for Nanoparticle and Packaging film Evaluation

description: This dataset provides MATLAB codes used for quantitative image analysis in polymer film-based food packaging research. The scripts were developed to measure nanoparticle size distribution, film porosity, and microbial growth density from FESEM and culture plate images. The workflow includes image preprocessing, segmentation, particle analysis, and statistical output generation.
DOI: 10.15468/dl.p795gs
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydoras desana",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008872-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8bdnyn
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachionidium cruziae",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008871-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fhs484gbpc
title: research data

description: Fish community data
DOI: 10.17632/fhs484gbpc.1
title: research data

description: Fish community data
DOI: 10.17632/t2hvxwdc24
title: Estadísticas socioeconómicas cantonales del Ecuador (2009-2024): Observatorio de la Política Económica y Competitividad (OPEC) y Centro de Estudios Económicos para el Desarrollo del Ecuador (CEEDE)

description: Esta propuesta es el resultado del trabajo conjunto entre la Nueva Universidad Agraria del Ecuador (UAE), a través de su Observatorio de la Política Económica y Competitividad (OPEC), y el Centro de Estudios Económicos para el Desarrollo del Ecuador (CEEDE). Su objetivo es poner a disposición de los responsables de la política económica territorial información sólida y útil para la toma de decisiones. El procesamiento de los datos ha permitido conformar una base estadística amplia y detallada, inédita tanto en el sector público como en el privado. El dataset permite seleccionar provincias o cantones y analizar la evolución de diversos indicadores socioeconómicos entre 2009 y 2024.

El dataset fue construido a partir del procesamiento de más de 230 bases de microdatos provenientes de registros administrativos oficiales del INEC, BCE, SRI y SCVS. Cada base incluyó aproximadamente cuatro millones de registros individuales y fue tratada utilizando procedimientos automatizados en Stata 18 para depuración, estandarización y consolidación. A partir de estos microdatos se generaron series de tiempo con frecuencia mensual, trimestral y anual, armonizando la información para 221 cantones del país con desagregaciones por sexo e industria cuando las fuentes lo permitían. Se relevaron más de una decena de indicadores, garantizando cifras consistentes con los tabulados oficiales mediante validaciones cruzadas. El resultado final integra en un único repositorio información proveniente de registros administrativos consolidados y armonizados, permitiendo el análisis de tendencias socioeconómicas cantonales entre 2009 y 2024.
DOI: 10.17632/t2hvxwdc24.3
title: Estadísticas socioeconómicas cantonales del Ecuador (2009-2024): Observatorio de la Política Económica y Competitividad (OPEC) y Centro de Estudios Económicos para el Desarrollo del Ecuador (CEEDE)

description: Esta propuesta es el resultado del trabajo conjunto entre la Nueva Universidad Agraria del Ecuador (UAE), a través de su Observatorio de la Política Económica y Competitividad (OPEC), y el Centro de Estudios Económicos para el Desarrollo del Ecuador (CEEDE). Su objetivo es poner a disposición de los responsables de la política económica territorial información sólida y útil para la toma de decisiones. El procesamiento de los datos ha permitido conformar una base estadística amplia y detallada, inédita tanto en el sector público como en el privado. El dataset permite seleccionar provincias o cantones y analizar la evolución de diversos indicadores socioeconómicos entre 2009 y 2024.

El dataset fue construido a partir del procesamiento de más de 230 bases de microdatos provenientes de registros administrativos oficiales del INEC, BCE, SRI y SCVS. Cada base incluyó aproximadamente cuatro millones de registros individuales y fue tratada utilizando procedimientos automatizados en Stata 18 para depuración, estandarización y consolidación. A partir de estos microdatos se generaron series de tiempo con frecuencia mensual, trimestral y anual, armonizando la información para 221 cantones del país con desagregaciones por sexo e industria cuando las fuentes lo permitían. Se relevaron más de una decena de indicadores, garantizando cifras consistentes con los tabulados oficiales mediante validaciones cruzadas. El resultado final integra en un único repositorio información proveniente de registros administrativos consolidados y armonizados, permitiendo el análisis de tendencias socioeconómicas cantonales entre 2009 y 2024.
DOI: 10.17632/jnyr5jy4vf
title: Thermodynamic and spectroscopic constraints on pentavalent vanadium adsorption to clay minerals: Implications for Earth-surface vanadium cycling

description: this is the data for V paper
DOI: 10.17632/jnyr5jy4vf.1
title: Thermodynamic and spectroscopic constraints on pentavalent vanadium adsorption to clay minerals: Implications for Earth-surface vanadium cycling

description: this is the data for V paper
DOI: 10.17632/3bty26gby3
title: Bibliometric Dataset (Generative AI in education)

description: Scopus database as of 9 Feb 2026 (Generative AI in education)
DOI: 10.17632/3bty26gby3.1
title: Bibliometric Dataset (Generative AI in education)

description: Scopus database as of 9 Feb 2026 (Generative AI in education)
DOI: 10.17632/6spyms2xfz
title: preprocessed sleep health and lifestyle analysis dataset

description: The Sleep Health and Lifestyle dataset captures information about individuals’ sleep patterns, health metrics, and lifestyle factors.
It has been preprocessed to remove duplicates, handle missing values, treat outliers, encode categorical variables, and scale numeric features.

Purpose:

To analyze how lifestyle factors affect sleep quality.

To build predictive models for sleep quality.

To provide insights for improving sleep health
DOI: 10.17632/6spyms2xfz.1
title: preprocessed sleep health and lifestyle analysis dataset

description: The Sleep Health and Lifestyle dataset captures information about individuals’ sleep patterns, health metrics, and lifestyle factors.
It has been preprocessed to remove duplicates, handle missing values, treat outliers, encode categorical variables, and scale numeric features.

Purpose:

To analyze how lifestyle factors affect sleep quality.

To build predictive models for sleep quality.

To provide insights for improving sleep health
DOI: 10.7910/dvn/ltyvzr
title: Replication Data for: Public Perceptions of ‘Woke’ Corporate Political Advocacy

description: Corporations engage in numerous forms of political advocacy. Generally, however, scholars can only speculate as to why corporations express their preferences on questions of public policy or make decisions that may negatively affect the firm's bottom line. Existing research demonstrates that public perceptions of corporate political activity depend in part on an individual's tendency to agree with the corporation's expressed position(s). Here, we examine the conditions under which individuals approve or disapprove of corporate political advocacy by testing other origins of attitudes toward such actions by firms. Specifically, we use an original survey experiment to analyze how the motives behind state legislatures criticizing a company for engaging in sustainable investment practices shape public opinion toward this sort of corporate activity. We find limited support for our hypotheses. We find mixed evidence regarding whether elite frames shift preferences for corporate political engagement, with differences across partisan identification and preferences for government sanctions. Given the salience of social and environmental complications related to climate change, as well as ongoing debates over corporate influence on public policy, our results provide new insights into how the public processes corporate political advocacy.
DOI: 10.17632/h9kry9y46s
title: Simulated data for bangali text localisation in natural image

description: (1) The dataset comprises paired images, consisting of 2D simulated text on the styled image (i_s), text image (i_t), masking of text (mask_t), real background image (t_b), real sample image (t_f), text skeleton (t_sk), and text styled image (t_t).
(2) While generating synthetic data, we scale the text image in our experiment to a height of 64 pixels while maintaining the original aspect ratio.
(3) The source dataset has background images, color, fonts, and text, whereas the synthetic dataset contains 49,000 random images.
(4) The batch size is set to 8, and the input images are resized in size to approximately W×64 while maintaining the aspect ratio.
DOI: 10.17632/h9kry9y46s.5
title: Simulated data for bangali text localisation in natural image

description: (1) The dataset comprises paired images, consisting of 2D simulated text on the styled image (i_s), text image (i_t), masking of text (mask_t), real background image (t_b), real sample image (t_f), text skeleton (t_sk), and text styled image (t_t).
(2) While generating synthetic data, we scale the text image in our experiment to a height of 64 pixels while maintaining the original aspect ratio.
(3) The source dataset has background images, color, fonts, and text, whereas the synthetic dataset contains 49,000 random images.
(4) The batch size is set to 8, and the input images are resized in size to approximately W×64 while maintaining the aspect ratio.