cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/nvxtsu
title: Replication Data for: The Politics of Birth: How Local Representation Shapes Maternal-Infant Outcomes

description: We examine whether increased gender and racial or ethnic representation in local government affects maternal and infant health in the United States. Linking newly compiled county-level election data from the American Local Government Elections Database to restricted-use National Center for Health Statistics natality and linked mortality files from 1995–2019, we study the first-time electoral victories of female, Black, Hispanic, and Asian candidates. Using a staggered difference-in-differences design—complemented by event-study and regression discontinuity analyses—we find that only the first election of a Black candidate yields statistically significant and substantively meaningful improvements in perinatal outcomes. Specifically, counties that elect their first Black representative experience declines in neonatal and infant mortality, preterm and extremely preterm births, and low birthweight rates. By contrast, female, Hispanic, and Asian representation show no detectable effects on county-level birth outcomes. These results are robust across alternative estimators. Analyses of fiscal, policing, and housing channels reveal little systematic post-election change, suggesting that the improvements in perinatal health following Black political representation likely operate through less observable pathways—such as psychosocial well-being, perceived inclusion, or symbolic empowerment—rather than large reallocations of public resources.
DOI: 10.6084/m9.figshare.31196986
title: HierCMD

description: A dataset for commit message generation
DOI: 10.6084/m9.figshare.31196986.v1
title: HierCMD

description: A dataset for commit message generation
DOI: 10.15468/dl.an79dz
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.31.1_1",
 "TaxonKey is Lampyridae"
 ]
}

 The dataset includes 27 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000629-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dd.zhpse7
title: Dataset generated from Esri tool

description: Derived dataset generated by Esri geoprocessing tool using GBIF API
DOI: 10.15468/dl.hhucce
title: Occurrence Download

description: A dataset containing 844 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schinus molle",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 844 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025818-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5j5t7h
title: Occurrence Download

description: A dataset containing 3795 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens glandulifera",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3795 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049897-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/mzzh62crp4.1
title: multiple sclerosis video head impulse test

description: Multiple sclerosis (MS) is a demyelinating disease of the central nervous system (CNS) that can impairmany functions, including balance. Demyelinating plaques can be located anywhere in the CNS, including the cerebellum. In this study, we evaluated the vestibuloocular reflex (VOR) in patients with relapsing remitting MS and compared the VOR gains in patients with and without cerebellar involvement.
DOI: 10.17632/gsjw4mn8gk
title: BIOFILM DAIRY FOODS REVIEW: Microbial Community Tracking from Dairy Farm to Factory: Insights on Biofilm Management for Enhanced Food Safety and Quality

description: The supplementary material S1 contains the methods and results for the scoping review literature search and supplementary material S2 contains information and details in Excel format about the 358 records from implementation of the search terms.
DOI: 10.15468/dl.gkddp6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xenodermichthys copei (Gill, 1884)",
 "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 ((6.1346 -1.4131,6.0095 -1.0885,5.5445 -0.9058,5.2269 -1.0828,5.1089 -1.4368,5.2587 -1.812,5.5948 -1.957,6.0445 -1.7393,6.1346 -1.4131))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010484-250525065834625/datasets/export for details.
DOI: 10.17632/gsjw4mn8gk.1
title: BIOFILM DAIRY FOODS REVIEW: Microbial Community Tracking from Dairy Farm to Factory: Insights on Biofilm Management for Enhanced Food Safety and Quality

description: The supplementary material S1 contains the methods and results for the scoping review literature search and supplementary material S2 contains information and details in Excel format about the 358 records from implementation of the search terms.
DOI: 10.15468/dl.x8k6qw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ixora coccinea",
 "Country is Sao Tome and Principe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025069-250811113504898/datasets/export for details.
DOI: 10.15468/dl.cvgctm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ixora coccinea",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025070-250811113504898/datasets/export for details.
DOI: 10.15468/dl.8skfd6
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ixora coccinea",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 36 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025071-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmenrt
title: Occurrence Download

description: A dataset containing 1222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rana arvalis",
 "Country is Germany",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2023-2024"
 ]
}

 The dataset includes 1222 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000001-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adxzqx
title: Occurrence Download

description: A dataset containing 10614 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elephas maximus"
 ]
}

 The dataset includes 10614 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000004-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4zjy8
title: Occurrence Download

description: A dataset containing 4081 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((8.87722 41.67495,8.86447 41.64579,8.877 41.63758,8.89064 41.65821,8.89163 41.67717,8.87722 41.67495))"
 ]
}

 The dataset includes 4081 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000005-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/a3arpn
title: Taxonomy of ‘ Euconnus complex'. Part XXV. Afrotropical species misplaced in Magellanoconnus Franz transferred to Euconnus Thomson (Coleoptera, Staphylinidae, Scydmaeninae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Jałoszyński, Paweł (2025): Taxonomy of ‘ Euconnus complex'. Part XXV. Afrotropical species misplaced in Magellanoconnus Franz transferred to Euconnus Thomson (Coleoptera, Staphylinidae, Scydmaeninae). Zootaxa 5722 (2): 278-286, DOI: 10.11646/zootaxa.5722.2.7, URL: https://doi.org/10.11646/zootaxa.5722.2.7AbstractTwenty-nine species of Afrotropical Stenichnini occurring in the Republic of South Africa and Zimbabwe and previously misplaced in Magellanoconnus Franz are transferred to Euconnus Thomson, subgenus Tetramelus Motschulsky.
DOI: 10.15468/e6ep47
title: Astyanax guaricana (Ostariophysi: Characidae), a new species from the rio Cubatão drainage, Paraná State, Southern Brazil

description: This dataset contains the digitized treatments in Plazi based on the original journal article Oliveira, Carlos A. M., Abilhoa, Vinícius, Pavanelli, Carla S. (2013): Astyanax guaricana (Ostariophysi: Characidae), a new species from the rio Cubatão drainage, Paraná State, Southern Brazil. Neotropical Ichthyology 11 (2): 291-296, DOI: 10.1590/S1679-62252013000200007, URL: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S1679-62252013000200291&lng=en&tlng=enIn this paper we describe a new species of Astyanax collected in the Atlantic Rainforest, in tributaries to the rio Cubatão, coastal basin of the Paraná State, Brazil. The new species presents a combination of characters that allows its allocation in the A. scabripinnis species complex and differs from congeners by the possession of 18 to 22 branched anal-fin rays; 40 to 43 perforated scales in lateral line; dentary teeth decreasing abruptly in size from the fifth tooth; 15 to 17 circumpeduncular series of scales and two vertical humeral spots.Nesse trabalho é descrita uma espécie nova de Astyanax coletada na Floresta Atlântica, em tributários do rio Cubatão, bacia costeira do estado do Paraná, Brasil. A espécie nova possui uma combinação de caracteres que permite sua inclusão no complexo A. scabripinnis e difere das congêneres por apresentar 18 a 22 raios ramificados na nadadeira anal; 40 a 43 escamas perfuradas na linha lateral; dentes do dentário reduzindo de tamanho abruptamente a partir do quinto dente; 15 a 17 séries de escamas circumpedunculares e duas manchas umerais verticais.
DOI: 10.17632/9s6hkmby2j
title: The Impact of Application-Specific Computer Self-efficacy on Chinese College Students’ Learning Satisfaction in English MOOCs: Mediating Roles of Intrinsic Motivation and Perceived Usefulness

description: Hypotheses:
H1. Perceived usefulness (PU) positively influences online learning satisfaction (OLS).
H2. Intrinsic motivation (IM) positively influences perceived usefulness (PU).
H3. Intrinsic motivation (IM) positively influences online learning satisfaction (OLS).
H4. Application-specific computer self-efficacy (ACS) positively influences intrinsic motivation (IM).
H5. Application-specific computer self-efficacy (ACS) positively influences perceived usefulness (PU).
H6. Application-specific computer self-efficacy (ACS) positively influences online learning satisfaction (OLS).
H7. Intrinsic motivation (IM) mediates the relationship between application-specific computer self-efficacy (ACS) and online learning satisfaction (OLS).
H8. Perceived usefulness (PU) mediates the relationship between application-specific computer self-efficacy (ACS) and online learning satisfaction (OLS).
H9. Intrinsic motivation (IM) and perceived usefulness (PU) collectively mediate the relationship between application-specific computer self-efficacy (ACS) and online learning satisfaction (OLS).
Findings:
Several salient relationships surfaced during the exploration of the interplay between predictors of learning satisfaction in English MOOCs. First and fore-most, application-specific computer self-efficacy was notably related to intrinsic motivation (β=0.745, p&lt;0.001), perceived usefulness (β=0.574, p&lt;0.001), and online learning satisfaction (β=0.242, p&lt;0.01), accounting for 55.5% of the vari-ance in intrinsic motivation (R2=0.555). Besides, intrinsic motivation demon-strated a strong connection with perceived usefulness (β=0.310, p&lt;0.001) and online learning satisfaction (β=0.280, p&lt;0.001). Both application-specific com-puter self-efficacy and intrinsic motivation addressed 69.1% of the variance in perceived usefulness (R2=0.691). Perceived usefulness, in turn, was also signifi-cantly linked to online learning satisfaction (β=0.419, p&lt;0.001). The combinato-rial influence of application-specific computer self-efficacy, intrinsic motivation, and perceived usefulness contributed to 75% of the variance in online learning satisfaction (R2=0.750). This substantial proportion highlights these factors as key drivers of satisfaction in digital learning settings.
DOI: 10.17632/9s6hkmby2j.1
title: The Impact of Application-Specific Computer Self-efficacy on Chinese College Students’ Learning Satisfaction in English MOOCs: Mediating Roles of Intrinsic Motivation and Perceived Usefulness

description: Hypotheses:
H1. Perceived usefulness (PU) positively influences online learning satisfaction (OLS).
H2. Intrinsic motivation (IM) positively influences perceived usefulness (PU).
H3. Intrinsic motivation (IM) positively influences online learning satisfaction (OLS).
H4. Application-specific computer self-efficacy (ACS) positively influences intrinsic motivation (IM).
H5. Application-specific computer self-efficacy (ACS) positively influences perceived usefulness (PU).
H6. Application-specific computer self-efficacy (ACS) positively influences online learning satisfaction (OLS).
H7. Intrinsic motivation (IM) mediates the relationship between application-specific computer self-efficacy (ACS) and online learning satisfaction (OLS).
H8. Perceived usefulness (PU) mediates the relationship between application-specific computer self-efficacy (ACS) and online learning satisfaction (OLS).
H9. Intrinsic motivation (IM) and perceived usefulness (PU) collectively mediate the relationship between application-specific computer self-efficacy (ACS) and online learning satisfaction (OLS).
Findings:
Several salient relationships surfaced during the exploration of the interplay between predictors of learning satisfaction in English MOOCs. First and fore-most, application-specific computer self-efficacy was notably related to intrinsic motivation (β=0.745, p&lt;0.001), perceived usefulness (β=0.574, p&lt;0.001), and online learning satisfaction (β=0.242, p&lt;0.01), accounting for 55.5% of the vari-ance in intrinsic motivation (R2=0.555). Besides, intrinsic motivation demon-strated a strong connection with perceived usefulness (β=0.310, p&lt;0.001) and online learning satisfaction (β=0.280, p&lt;0.001). Both application-specific com-puter self-efficacy and intrinsic motivation addressed 69.1% of the variance in perceived usefulness (R2=0.691). Perceived usefulness, in turn, was also signifi-cantly linked to online learning satisfaction (β=0.419, p&lt;0.001). The combinato-rial influence of application-specific computer self-efficacy, intrinsic motivation, and perceived usefulness contributed to 75% of the variance in online learning satisfaction (R2=0.750). This substantial proportion highlights these factors as key drivers of satisfaction in digital learning settings.
DOI: 10.17632/6r3m2r8m65
title: Edelweiss Hospital Google Review Dataset

description: Dataset Overview
This collection consists of 1,445 patient reviews extracted from Edelweiss Hospital’s Google Maps page. It serves as the core evidence for the sentiment analysis and operational strategy research.

1. RAW Data (- RAW.csv)
This file represents the original, unprocessed extraction from the web.

Content: Includes the hospital title, URL, star ratings (1-5), reviewer names, and the authentic text of the reviews.
Characteristics: It captures the "noise" of online electronic Word-of-Mouth (eWOM), featuring informal Indonesian language, local slang, emojis, and special characters. It is the primary source used for initial data exploration.

2. CLEAN Data (- CLEAN.csv)
This file is the refined and annotated version optimized for Natural Language Processing (NLP).

Content: Features a structured layout with unique index numbers (No) and, most importantly, a sentiment_label column.
Characteristics: The text has been cleaned to remove noise and labeled as "positive" or "negative." This dataset is the ready-to-use input for training the IndoBERTweet model and performing topic modeling with Latent Dirichlet Allocation (LDA).
DOI: 10.17632/6r3m2r8m65.1
title: Edelweiss Hospital Google Review Dataset

description: Dataset Overview
This collection consists of 1,445 patient reviews extracted from Edelweiss Hospital’s Google Maps page. It serves as the core evidence for the sentiment analysis and operational strategy research.

1. RAW Data (- RAW.csv)
This file represents the original, unprocessed extraction from the web.

Content: Includes the hospital title, URL, star ratings (1-5), reviewer names, and the authentic text of the reviews.
Characteristics: It captures the "noise" of online electronic Word-of-Mouth (eWOM), featuring informal Indonesian language, local slang, emojis, and special characters. It is the primary source used for initial data exploration.

2. CLEAN Data (- CLEAN.csv)
This file is the refined and annotated version optimized for Natural Language Processing (NLP).

Content: Features a structured layout with unique index numbers (No) and, most importantly, a sentiment_label column.
Characteristics: The text has been cleaned to remove noise and labeled as "positive" or "negative." This dataset is the ready-to-use input for training the IndoBERTweet model and performing topic modeling with Latent Dirichlet Allocation (LDA).
DOI: 10.5281/zenodo.12748284
title: Data set  for High-frequency optimally windowed chirp rheometry for rapidly evolving viscoelastic materials: Application to a crosslinking thermoset

description: Knowledge of the evolution in the mechanical properties of a curing polymer matrix is of great importance in composite parts or structure fabrication. Conventional rheometry, based on small amplitude oscillatory shear, is limited by long interrogation times. In rapidly evolving materials, time sweeps can provide a meaningful measurement albeit at a single frequency. To overcome this constraint, we utilize a combined frequency- and amplitude-modulated chirped strain waveform in conjunction with a homemade sliding plate piezo-operated rheometer (PZR) and a dual-head commercial rotational rheometer (Anton Paar MCR 702) to probe the linear viscoelasticity of these time-evolving materials. The direct controllability of the PZR, resulting from the absence of any kind of firmware and the microsecond actuator-sensor response renders this device ideal for exploring the advantages of this technique. The high frequency capability allows us to extend the upper limits of the accessible linear viscoelastic spectrum and, most importantly, to shorten the length of the interrogating strain signal (OWCh-PZR) to subsecond scales, while retaining a high time-bandwidth product. This short duration ensures that the mutation number (NMu) is kept sufficiently low, even in fast-curing resins. The method is validated via calibration tests in both instruments, and the corresponding limitations are discussed. As a proof of concept, the technique is applied to a curing vinylester resin. The linear viscoelastic (LVE) spectrum is assessed every 20 s to monitor the rapid evolution in the time and frequency dependence of the complex modulus. Comparison of the chirp implementation, based on parameters such as duration of the experiment, sampling frequency, and frequency range, in a commercial rotational rheometer with the PZR provides further information on the applicability of this technique and its limitations. Finally, FTIR spectroscopy is utilized to gain insights into the evolution of the chemical network, and the gap dependence of the evolving material properties in these heterogeneous systems is also investigated
DOI: 10.5281/zenodo.18415031
title: T-CVRP v1.0 - 10.000 balanced, travel-time-based CVRP instances

description: T-CVRP V1.0 dataset. The zip file contains 10,000 CVRP instances whose cost matrix is travel time-based. Two versions of the dataset are available: the first one (CVRP_travelTimeBased_dataset_no_directories_structure.zip) contains only the CVRP instances without any directory organization. In the second version, the instances are organized into directories and subdirectories, and each instance is accompanied by statistics and additional information.
DOI: 10.5281/zenodo.18415030
title: T-CVRP v1.0 - 10.000 balanced, travel-time-based CVRP instances

description: T-CVRP V1.0 dataset. The zip file contains 10,000 CVRP instances whose cost matrix is travel time-based. Two versions of the dataset are available: the first one (CVRP_travelTimeBased_dataset_no_directories_structure.zip) contains only the CVRP instances without any directory organization. In the second version, the instances are organized into directories and subdirectories, and each instance is accompanied by statistics and additional information.