cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hhstdw96ft.1
title: Mendeley Data

description: This dataset contains soil spectral reflectance and associated physico-chemical and hydraulic properties of 130 soil samples collected from five provinces in Iran. The data were used to estimate key soil water retention curve (SWRC) parameters, including residual and saturated volumetric water content (θr, θS), and fitting parameters α and n. Measurements include soil physical and chemical properties, bulk density, and organic matter, alongside pre-processed spectral reflectance using methods such as multiplicative scatter correction (MSC), Savitzky-Golay derivatives, and standard normal variate (SNV).
The dataset supports the development of pedotransfer functions (PTFs) and evaluation of machine learning models (Random Forest and Multiple Linear Regression) for predicting SWRC parameters. It can be used for soil hydraulic modeling, machine learning research, and sustainable soil and water resource management.
DOI: 10.17632/w28z7djj8w
title: Python scripts for simulating pattern formation in the reaction-diffusion system

description: The file contains Python scripts for simulating pattern formation via Gray–Scott model.
DOI: 10.17632/w28z7djj8w.1
title: Python scripts for simulating pattern formation in the reaction-diffusion system

description: The file contains Python scripts for simulating pattern formation via Gray–Scott model.
DOI: 10.17632/zy4scjtdfm
title: Replication_Data+Code_Multi-period Euler-equation Learning and Term Structure_Aguilar_Vazquez

description: This file describes the data and the code of the paper "Multi-period Euler equation Learning and Term Structure " by Pablo Aguilar and Jesús Vázquez accepted for publication in Economic Modelling
DOI: 10.17632/zy4scjtdfm.1
title: Replication_Data+Code_Multi-period Euler-equation Learning and Term Structure_Aguilar_Vazquez

description: This file describes the data and the code of the paper "Multi-period Euler equation Learning and Term Structure " by Pablo Aguilar and Jesús Vázquez accepted for publication in Economic Modelling
DOI: 10.6084/m9.figshare.30272851.v1
title: TABELAS - JULGADOS - ART. 273, §B, CP - STJ - STF - TJPR - TJSC - TJRS - TRF4

description: Análise de acórdãos do Supremo Tribunal Federal, do Superior Tribunal de Justiça, dos Tribunais Estaduais da região sul do país e do Tribunal Federal da 4ª Região. O objetivo é identificar quais os fundamentos adotados pelos Tribunais para aplicar ou não a repristinação do preceito secundário do art. 273, na sua redação originária, aos incisos II a VI do art. 273, §1º-B, do Código Penal após o julgamento do Tema 1003 pelo STF. Para tanto, fez-se uma análise qualitativa dos acórdãos proferidos sobre o tema pelos citados tribunais entre 14 de junho de 2021 e 15 de agosto de 2024, sistematizando-os. O estudo correspondente foi publicado sob o título "A repercussão do Tema 1003/STF nos tribunais da região sul do brasil: o que fazer com os incisos II a VI do art. 273, §1º-B, do Código Penal?".
DOI: 10.6084/m9.figshare.30272851
title: TABELAS - JULGADOS - ART. 273, §B, CP - STJ - STF - TJPR - TJSC - TJRS - TRF4

description: Análise de acórdãos do Supremo Tribunal Federal, do Superior Tribunal de Justiça, dos Tribunais Estaduais da região sul do país e do Tribunal Federal da 4ª Região. O objetivo é identificar quais os fundamentos adotados pelos Tribunais para aplicar ou não a repristinação do preceito secundário do art. 273, na sua redação originária, aos incisos II a VI do art. 273, §1º-B, do Código Penal após o julgamento do Tema 1003 pelo STF. Para tanto, fez-se uma análise qualitativa dos acórdãos proferidos sobre o tema pelos citados tribunais entre 14 de junho de 2021 e 15 de agosto de 2024, sistematizando-os. O estudo correspondente foi publicado sob o título "A repercussão do Tema 1003/STF nos tribunais da região sul do brasil: o que fazer com os incisos II a VI do art. 273, §1º-B, do Código Penal?".
DOI: 10.15468/dl.enz8af
title: Occurrence Download

description: A dataset listing the 1463 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "Geometry POLYGON((31.33887 36.1409,32.1654 35.77085,32.69651 36.02855,32.86936 36.96821,31.86684 37.28248,31.32316 36.81108,31.33887 36.1409))",
 "TaxonKey is Plantae"
 ]
}

 The dataset's 1463 records were derived from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043277-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8a86my
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Benthamia arenaria",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043291-250920141307145/datasets/export for details.
DOI: 10.17632/xjf5cmkjm3
title: Data for: Infrared-Based Damage Detection in Thick Composites via Transfer Learning on Simulated and Experimental Data

description: Title of the dataset: Data for: Infrared-Based Damage Detection in Thick Composites via Transfer Learning on Simulated and Experimental Data

Subfolders:
principal_components_epoxy_resin_experiments --&gt; The first 9 principal components extracted from the 28 thermal videos for the resin plates (.npy file)
principal_components_GFRP_experiments --&gt; The first 9 principal components extracted from the 7 thermal videos for the GFRP plate (.npy file)
GFRP thermal videos --&gt; 7 thermal videos acquired through step-heating thermography tests on a GFRP plate specimen (.mat file)
FE models --&gt; 3 ANSYS project archives containing the data of 960 FE models of resin plates (.wbpz file)
U-Net --&gt; Python code for the developed U-Net model (.py file)
PCT code --&gt; Python code to perform Principal Component Thermography on thermal videos (.py file)

Citing both the dataset and the original paper is highly recommended since it promotes reproducibility, gives credit to the full research effort, and helps track impact accurately.
DOI: 10.17632/xjf5cmkjm3.1
title: Data for: Infrared-Based Damage Detection in Thick Composites via Transfer Learning on Simulated and Experimental Data

description: Title of the dataset: Data for: Infrared-Based Damage Detection in Thick Composites via Transfer Learning on Simulated and Experimental Data

Subfolders:
principal_components_epoxy_resin_experiments --&gt; The first 9 principal components extracted from the 28 thermal videos for the resin plates (.npy file)
principal_components_GFRP_experiments --&gt; The first 9 principal components extracted from the 7 thermal videos for the GFRP plate (.npy file)
GFRP thermal videos --&gt; 7 thermal videos acquired through step-heating thermography tests on a GFRP plate specimen (.mat file)
FE models --&gt; 3 ANSYS project archives containing the data of 960 FE models of resin plates (.wbpz file)
U-Net --&gt; Python code for the developed U-Net model (.py file)
PCT code --&gt; Python code to perform Principal Component Thermography on thermal videos (.py file)

Citing both the dataset and the original paper is highly recommended since it promotes reproducibility, gives credit to the full research effort, and helps track impact accurately.
DOI: 10.26023/mbgs-9d0j-g10r
title: SMEX02: High Plains Climate Network Data. Version 1.0

description: This data set contains hourly resolution surface meteorological data from the High Plains Climate Network (HPCN). The HPCN includes data from a number of state agricultural networks in the High Plains region (a total of 136 stations). Times are reported in local standard time, and offsets to UTC are in section 2.2, with other station information. This data set covers the period from 1 June 2002 to July 2002. The data are in columnar ASCII format.
DOI: 10.15468/dl.6mfnua
title: Occurrence Download

description: A dataset containing 972 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Metaleptea adspersa"
 ]
}

 The dataset includes 972 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043292-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5jhkkpvfp7
title: Mind the Gap: Cultural Expression in Subway Advertisements and Passenger Perception—A Case Study of Changzhou, China

description: This dataset was collected in Changzhou, Jiangsu Province, China, between April and July 2024, through semi-structured interviews with 31 participants, including local residents, tourists, metro staff, and advertisement designers. The data comprise anonymized interview transcripts, coding categories, and thematic classifications. Data were transcribed verbatim, anonymized, and processed using NVivo 15 software. This dataset can be reused for qualitative research on cultural communication, metro advertising strategies, passenger perception, and urban culture studies.
DOI: 10.17632/5jhkkpvfp7.1
title: Mind the Gap: Cultural Expression in Subway Advertisements and Passenger Perception—A Case Study of Changzhou, China

description: This dataset was collected in Changzhou, Jiangsu Province, China, between April and July 2024, through semi-structured interviews with 31 participants, including local residents, tourists, metro staff, and advertisement designers. The data comprise anonymized interview transcripts, coding categories, and thematic classifications. Data were transcribed verbatim, anonymized, and processed using NVivo 15 software. This dataset can be reused for qualitative research on cultural communication, metro advertising strategies, passenger perception, and urban culture studies.
DOI: 10.17632/9fxcs77ywr.1
title: Dataset for the synthesis of alkali-activated materials and geopolymers over extended Si:Al:Na:Ca ratios for adsorption application

description: The dataset presented here includes the synthesis and characterization data of alkali-activated materials (AAMs)/geopolymers with varying composition (i.e., the atomic Si:Al:Na:Ca ratios over a wide range of 1:1:1:0 to 21:1:1:21). The synthesized AAM/geopolymer samples were divided into three sets: (i) Ca-free geopolymers (Si1Al1Na1–Si20Al1Na1), in which the Si/Al ratio was progressively increased; (ii) Ca-containing AAMs (Si1Al1Na1Ca2–Si20Al1Na1Ca21), where the Ca content was increased together with the Si/Al ratio such that Ca equaled the combined Si and Al content; and (iii) Ca-containing AAMs (Si4Al1Na1Ca1–Si4Al1Na1Ca5), where the Ca content was gradually increased at a constant Si/Al ratio. The material characterization data includes XRF, XRD, SEM, FTIR, XPS, BET-BJH, 29Si NMR, PSD, and Zeta potential.

Moreover, the data comprises batch adsorption results for cations with different aqueous radii, namely ammonium (NH4+, 3.31 Å/0.33 nm), methylene blue (MB, 5.04 Å/0.50 nm), and rhodamine 6G (R6G, 5.80 Å/0.58 nm). The experiments were carried out at equimolar initial concentrations of 3.13 × 10-4 mol/L for MB and R6G, and 5.54 × 10-3 mol/L for NH₄⁺. Adsorption was performed at 25 °C and pH 7.0 for 24 h, with an adsorbent dosage of 1 g/L.
DOI: 10.26023/sm2v-e9ky-eg10
title: SMEX02: Automated Weather Observing System (AWOS) Iowa 1-min Data. Version 1.0

description: This data set contains 1 minute resolution surface meteorological data from the Automated Weather Observing System (AWOS) in Iowa. This data set covers the period from 1 June 2002 through 31 July 2002.
DOI: 10.15468/dl.zrcxyg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynoglossum glochidiatum",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043293-250920141307145/datasets/export for details.
DOI: 10.17632/vrgxz3jk5w
title: MERCADO DE CAPITALES C.E

description: Este taller busca que los estudiantes comprendan el funcionamiento del mercado de capitales y su papel en el desarrollo económico. A través de la identificación de productos financieros (acciones, bonos, ETF y derivados), el análisis de la Bolsa de Valores de Colombia y la comparación con los mercados de Estados Unidos, se promueve la construcción de un documento académico de análisis integral.

Los participantes desarrollarán habilidades para describir y explicar los principales instrumentos financieros, analizar índices bursátiles relevantes (COLCAP, Dow Jones, S&P 500, Nasdaq) y reflexionar sobre las similitudes y diferencias entre mercados nacionales e internacionales. Asimismo, el taller fomenta la capacidad crítica y argumentativa mediante la elaboración de conclusiones propias y propuestas para fortalecer el mercado de capitales colombiano.
DOI: 10.15468/dl.ceg3q2
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynoglossum glochidiatum",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043294-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/vrgxz3jk5w.1
title: MERCADO DE CAPITALES C.E

description: Este taller busca que los estudiantes comprendan el funcionamiento del mercado de capitales y su papel en el desarrollo económico. A través de la identificación de productos financieros (acciones, bonos, ETF y derivados), el análisis de la Bolsa de Valores de Colombia y la comparación con los mercados de Estados Unidos, se promueve la construcción de un documento académico de análisis integral.

Los participantes desarrollarán habilidades para describir y explicar los principales instrumentos financieros, analizar índices bursátiles relevantes (COLCAP, Dow Jones, S&P 500, Nasdaq) y reflexionar sobre las similitudes y diferencias entre mercados nacionales e internacionales. Asimismo, el taller fomenta la capacidad crítica y argumentativa mediante la elaboración de conclusiones propias y propuestas para fortalecer el mercado de capitales colombiano.
DOI: 10.17632/swxmymkkwv
title: Incidence matrices on active tourism and sustainable development

description: The file contains the gathered data through incidence matrices crossing features of active tourism companies as a causes and aspects of sustainable development as consequences. Numbers represetn grades of incidence. Each of the sheets in the excel file contains the data provided by each expert, as well as calculations of intermediate matrices and final composed matrices.
DOI: 10.17632/swxmymkkwv.1
title: Incidence matrices on active tourism and sustainable development

description: The file contains the gathered data through incidence matrices crossing features of active tourism companies as a causes and aspects of sustainable development as consequences. Numbers represetn grades of incidence. Each of the sheets in the excel file contains the data provided by each expert, as well as calculations of intermediate matrices and final composed matrices.
DOI: 10.17632/pd3cymwbsg
title: Data: Forecasting Chinese stock market volatility: Using a GARCH-MIDAS model with adaptive LASSO method

description: Dataset used in the empirical analysis.
DOI: 10.17632/pd3cymwbsg.1
title: Data: Forecasting Chinese stock market volatility: Using a GARCH-MIDAS model with adaptive LASSO method

description: Dataset used in the empirical analysis.
DOI: 10.17632/ytzftg2cfr
title: Factors associated with the abandonment of dairy farming in Brazil

description: Data were collected through semi-structured on-site questionnaires administered to 125 dairy farmers in Paraná State, Brazil.
The data included information on farm production characteristics, the social aspects of the farmers, and variables related to the abandonment of dairy production in Paraná State.
DOI: 10.17632/ytzftg2cfr.1
title: Factors associated with the abandonment of dairy farming in Brazil

description: Data were collected through semi-structured on-site questionnaires administered to 125 dairy farmers in Paraná State, Brazil.
The data included information on farm production characteristics, the social aspects of the farmers, and variables related to the abandonment of dairy production in Paraná State.
DOI: 10.6084/m9.figshare.30272953
title: Advertisement call of <i>Brachytarsophrys orientalis</i>

description: The advertisement call of the Short-legged Toads <i>Brachytarsophrys orientalis</i> (Anura, Megophryidae) from southern China
DOI: 10.6084/m9.figshare.30272953.v1
title: Advertisement call of <i>Brachytarsophrys orientalis</i>

description: The advertisement call of the Short-legged Toads <i>Brachytarsophrys orientalis</i> (Anura, Megophryidae) from southern China
DOI: 10.15468/dl.cqujf8
title: Occurrence Download

description: A dataset containing 731043 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FishBase Database"
 ]
}

 The dataset includes 731043 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043287-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/g7wvpp7pd2
title: Small Scale Millet Dataset

description: The dataset is comprised of three different types of Millet i.e BARNYARD, LITTLE MILLET, PROSO. The BARNYARD folder contains of 500 images, the LITTLE MILLET contains 255 imagaes and the PROSO contains 500 images. So there are total 1255 images present in our small scale millet dataset.
DOI: 10.17632/g7wvpp7pd2.1
title: Small Scale Millet Dataset

description: The dataset is comprised of three different types of Millet i.e BARNYARD, LITTLE MILLET, PROSO. The BARNYARD folder contains of 500 images, the LITTLE MILLET contains 255 imagaes and the PROSO contains 500 images. So there are total 1255 images present in our small scale millet dataset.
DOI: 10.15468/dl.jwg8pb
title: Occurrence Download

description: A dataset containing 42 records in GBIF matching the query:

SELECT
level0gid,
 GBIF_ISEA3HCode(
 9, 
 decimalLatitude,
 decimalLongitude,
 COALESCE(coordinateUncertaintyInMeters, 1000)
 ) AS geogrid_id,
 COUNT(DISTINCT speciesKey) AS unique_species_count
FROM occurrence
WHERE level0gid='DNK'
AND coordinateUncertaintyInMeters &lt;= 2000
GROUP BY level0gid, geogrid_id;


 The dataset's 42 records were derived from 257 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043286-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3929/ethz-b-000701925
title: European-wide convection-permitting climate simulation from 2011-2021 using COSMO v6 with HAILCAST and LPI diagnostic: selected output fields
DOI: 10.21227/bn93-v395
title: "MDS-1..4 Datasets for Accredited Coverage Index (ACI\/wACI) of Electric Vehicle Standards in Brazil"

description: "This dataset provides the supporting materials used to compute the Accredited Coverage Index (ACI) and weighted Accredited Coverage Index (wACI) for electric vehicle standards in Brazil, as reported in the manuscript \u201cSafety Assurance for On-Road Electric Mobility in Brazil: Mapping Standards to Accredited Test Executability and Coverage.\u201dIt contains four machine-readable datasets (MDS-1 to MDS-4):MDS-1: ICS 43.120 master list of standards screened, retained, and excluded under the study\u2019s inclusion\/exclusion rules.MDS-2: Edition-matched RBLE (Brazilian Network of Testing Laboratories) accreditation snapshot (08 Sep 2025).MDS-3: Historical RBLE snapshot (14 Mar 2025), used for time-differencing and robustness checks.MDS-4: Consolidated per-standard coverage table linking standards (ABNT\/IEC\/ISO identifiers), subsystem\/domain tags, coverage type (full, clause-limited, superseded, none), and assigned weights.The datasets are released under a CC BY 4.0 license and enable transparent reproduction of ACI\/wACI indicators, subsystem breakdowns, and domain-wise summaries. They are intended for researchers, regulators, and industry stakeholders interested in laboratory accreditation, conformity assessment, and the safety assurance of electric mobility."
DOI: 10.15468/dl.n8fqpr
title: Occurrence Download

description: A dataset containing 1177 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eurema xantochlora"
 ]
}

 The dataset includes 1177 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043295-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/d58a-7me6-280h
title: SMEX02: NWS Cooperative Observer Daily Observations Data. Version 1.0

description: This data set contains daily observations of precipitation, maximum and minimum temperature, as well as other parameters from the National Weather Service Cooperative Network. These stations are located across the SMEX02 region. This data set covers the period from 1 June to 31 July 2002.
DOI: 10.3886/e212343
title: Data and Code for: Place Effects and Geographic Inequality in Health at Birth

description: This paper uses birth records and mothers who move to quantify the absolute and relative importance of birth location for early-life health. Using a model that includes mother and location fixed effects, we find that moving from a below- to an above-median birth-weight location leads to important improvements in child birth weight, with comparable magnitudes to policies targeting maternal health. Place effects are larger for longer-distance moves and more influential for children of non-college-educated mothers. We find that pollution is the strongest predictor of early-health place effects.
description: Infants born in California.
DOI: 10.3886/e212343v1
title: Data and Code for: Place Effects and Geographic Inequality in Health at Birth

description: This paper uses birth records and mothers who move to quantify the absolute and relative importance of birth location for early-life health. Using a model that includes mother and location fixed effects, we find that moving from a below- to an above-median birth-weight location leads to important improvements in child birth weight, with comparable magnitudes to policies targeting maternal health. Place effects are larger for longer-distance moves and more influential for children of non-college-educated mothers. We find that pollution is the strongest predictor of early-health place effects.
description: Infants born in California.
DOI: 10.5284/1133131
title: Site Data from an Archaeological Monitoring and Recording at The Mulberry Tree Family Centre and East Hill House, 76 High Street, Colchester, Essex, October 2024

description: This collection comprises images, CAD data, and site records from an archaeological monitoring and recording at the Mulberry Tree Family Centre and the garden of East Hill House, 76 High Street Colchester, Essex, CO1 1UF. Colchester Archaeological Trust carried out groundworks for a replacement gas pipe in October 2024. Despite being located within an area of significant archaeological remains, all groundworks took place within modern layers associated with the construction of the car park and the backfill of the original gas pipe trench. Finds included CBM, pottery, and a clay tobacco pipe. No significant archaeological remains were impacted by the groundworks.