cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18301518
title: Pseudibatia stuckertii Malme. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18301519
title: Pseudibatia stuckertii Malme. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.17632/nxtt42jdwh
title: commercial new construction and demolition data, and votes to renew municipal tax levies

description: aggregate dollar amount of new construction and demolition of commercial buildings in Ohio 1991 - 2018 by municipality (village, city, township). matched to votes to renew current expenditure tax levies and Census characteristics. replication files for David M. Brasington, Daniel P. McMillen and Evan Carson, "Effect of local government taxes and spending on the redevelopment of commercial property," accepted for publication by Regional Science and Urban Economics in January, 2026. citations of this article certainly welcomed!
DOI: 10.17632/nxtt42jdwh.1
title: commercial new construction and demolition data, and votes to renew municipal tax levies

description: aggregate dollar amount of new construction and demolition of commercial buildings in Ohio 1991 - 2018 by municipality (village, city, township). matched to votes to renew current expenditure tax levies and Census characteristics. replication files for David M. Brasington, Daniel P. McMillen and Evan Carson, "Effect of local government taxes and spending on the redevelopment of commercial property," accepted for publication by Regional Science and Urban Economics in January, 2026. citations of this article certainly welcomed!
DOI: 10.17632/ry3vc3hdfb
title: RAW DATA-Charity Mutheu

description: This research investigates the use of Kappaphycus alvarezii seaweed gel as a natural stabilizer and nutritional fortifier for passion fruit juice, which is naturally prone to phase separation (syneresis) during storage.
Research Hypothesis
The study is built on the premise that the hydrocolloidal polysaccharides (specifically κ-carrageenan) in Kappaphycus alvarezii will form a three-dimensional network capable of immobilizing water, thereby reducing syneresis and increasing viscosity in the acidic environment of passion fruit juice. Furthermore, it was expected that the seaweed's natural mineral and phenolic richness would enhance the juice's functional and nutritional profile.
Data Collection and Methodology
To test these ideas, the research followed a structured experimental process:
• Preparation: Seaweed gel was prepared by cleaning, hydrating, and blending sun-dried Kappaphycus alvarezii. Fresh passion fruit pulp was extracted and concentrated to 11 °Brix.
• Formulation: Four juice formulations were created with varying seaweed gel concentrations: 0% (control), 5%, 10%, and 15% (w/w).
• Testing: The samples underwent several analyses, including:
1. Physicochemical: Measuring pH, Total Soluble Solids (°Brix), and titratable acidity.
2. Bioactive & Nutritional: Assaying total phenolics, flavonoids, and antioxidant capacity (DPPH and FRAP), as well as mineral content (Na, K, Ca, Mg, Fe, Mn, Zn).
3. Sensory: A panel of 30 consumers evaluated attributes like appearance, aroma, and overall quality using a 9-point hedonic scale.
4. Stability: Measuring viscosity with a rotational viscometer and syneresis through centrifugation, viscosity, TTA and syneresis over a period of 21 days.
What the Data Shows: Notable Findings
The raw data shows raw results before running the results in Minitab software.
The results demonstrated significant improvements in both the physical and nutritional quality of the juice:
• Dramatic Stability Increase: Syneresis was reduced by approximately 75% (from 66.78% in the control to 16.53% at 15% supplementation).
• Massive Viscosity Boost: Viscosity increased from 3,667 mPa·s to 458,333 mPa·s, changing the juice from a thin liquid to a thick, structured beverage.

• Nutritional Fortification: The 15% formulation showed substantial mineral levels, including calcium (172.64 mg/100 g) and iron (40.05 mg/100 g). Antioxidant capacity also increased significantly.
• Consumer Preference: Despite the technical superiority of the 15% formulation in terms of stability, the 5% formulation received the highest sensory scores, as it balanced improved stability with the best flavor and aroma profile.
DOI: 10.17632/ry3vc3hdfb.1
title: RAW DATA-Charity Mutheu

description: This research investigates the use of Kappaphycus alvarezii seaweed gel as a natural stabilizer and nutritional fortifier for passion fruit juice, which is naturally prone to phase separation (syneresis) during storage.
Research Hypothesis
The study is built on the premise that the hydrocolloidal polysaccharides (specifically κ-carrageenan) in Kappaphycus alvarezii will form a three-dimensional network capable of immobilizing water, thereby reducing syneresis and increasing viscosity in the acidic environment of passion fruit juice. Furthermore, it was expected that the seaweed's natural mineral and phenolic richness would enhance the juice's functional and nutritional profile.
Data Collection and Methodology
To test these ideas, the research followed a structured experimental process:
• Preparation: Seaweed gel was prepared by cleaning, hydrating, and blending sun-dried Kappaphycus alvarezii. Fresh passion fruit pulp was extracted and concentrated to 11 °Brix.
• Formulation: Four juice formulations were created with varying seaweed gel concentrations: 0% (control), 5%, 10%, and 15% (w/w).
• Testing: The samples underwent several analyses, including:
1. Physicochemical: Measuring pH, Total Soluble Solids (°Brix), and titratable acidity.
2. Bioactive & Nutritional: Assaying total phenolics, flavonoids, and antioxidant capacity (DPPH and FRAP), as well as mineral content (Na, K, Ca, Mg, Fe, Mn, Zn).
3. Sensory: A panel of 30 consumers evaluated attributes like appearance, aroma, and overall quality using a 9-point hedonic scale.
4. Stability: Measuring viscosity with a rotational viscometer and syneresis through centrifugation, viscosity, TTA and syneresis over a period of 21 days.
What the Data Shows: Notable Findings
The raw data shows raw results before running the results in Minitab software.
The results demonstrated significant improvements in both the physical and nutritional quality of the juice:
• Dramatic Stability Increase: Syneresis was reduced by approximately 75% (from 66.78% in the control to 16.53% at 15% supplementation).
• Massive Viscosity Boost: Viscosity increased from 3,667 mPa·s to 458,333 mPa·s, changing the juice from a thin liquid to a thick, structured beverage.

• Nutritional Fortification: The 15% formulation showed substantial mineral levels, including calcium (172.64 mg/100 g) and iron (40.05 mg/100 g). Antioxidant capacity also increased significantly.
• Consumer Preference: Despite the technical superiority of the 15% formulation in terms of stability, the 5% formulation received the highest sensory scores, as it balanced improved stability with the best flavor and aroma profile.
DOI: 10.17632/yncttbnfkt
title: MulMoSenT: Multimodal Sentiment Analysis for a Low-Resource Language Using Textual-Visual Cross-Attention and Fusion

description: First-ever Bengali Multimodal Sentiment Analysis (BMSA) corpus and details in https://www.sciencedirect.com/science/article/abs/pii/S1566253526000084
DOI: 10.17632/yncttbnfkt.1
title: MulMoSenT: Multimodal Sentiment Analysis for a Low-Resource Language Using Textual-Visual Cross-Attention and Fusion

description: First-ever Bengali Multimodal Sentiment Analysis (BMSA) corpus and details in https://www.sciencedirect.com/science/article/abs/pii/S1566253526000084
DOI: 10.17632/2wtc8kw7sx
title: Heterogeneous Political Strategies and the Distribution of Government Relief Loans: Evidence from the Response to COVID-19 in China

description: 1. Overview:
This replication package contains all the publicly available data, code and instructions needed to reproduce the main empirical findings of the aforementioned research paper. It is designed to promote transparency and allow the independent verification of all the study's reported statistical findings.
DOI: 10.17632/2wtc8kw7sx.1
title: Heterogeneous Political Strategies and the Distribution of Government Relief Loans: Evidence from the Response to COVID-19 in China

description: 1. Overview:
This replication package contains all the publicly available data, code and instructions needed to reproduce the main empirical findings of the aforementioned research paper. It is designed to promote transparency and allow the independent verification of all the study's reported statistical findings.
DOI: 10.17632/zjkmpf5hfz
title: Integrated Simulation and Optimization of Pyrolysis Processes for Crude Fuel Production from Mixed Plastic Waste

description: This data set was generated as a results of 16 experimental essays at catalytic pyrolysis unit at Universidad de Lima. We have used as a raw material: PET and HDPE waste (600 g and 200 g of zeolite catalyst).
DOI: 10.17632/zjkmpf5hfz.2
title: Integrated Simulation and Optimization of Pyrolysis Processes for Crude Fuel Production from Mixed Plastic Waste

description: This data set was generated as a results of 16 experimental essays at catalytic pyrolysis unit at Universidad de Lima. We have used as a raw material: PET and HDPE waste (600 g and 200 g of zeolite catalyst).
DOI: 10.17632/xh2whwc3pm
title: Project-Based Applications of PLS-SEM (SmartPLS) on Ecosystem Balance–Oriented Behavior Data

description: Project-Based Applications of PLS-SEM (SmartPLS) on Ecosystem Balance–Oriented Behavior Data is a collection of applied projects that utilize Partial Least Squares Structural Equation Modeling (PLS-SEM) through SmartPLS, based on a single shared dataset. The dataset focuses on ecosystem balance–oriented behavior, defined as behaviors related to maintaining environmental cleanliness, ecosystem balance, and protecting forests from degradation. Across all projects, Dialog Learning and Practice Learning are positioned as exogenous variables representing participatory learning through dialog-based interaction and experiential practice. Facilities function as a mediating variable that bridges the influence of participatory learning on ecosystem balance–oriented environmental behavior.

In addition, the project collection includes a model modification stage, in which an initial unidimensional model is further developed into a multidimensional model. Specifically, Dialog Learning and Practice Learning are specified as Lower-Order Components (LOCs) that form Participatory Learning as a Higher-Order Component (HOC). This modeling approach is employed to capture the conceptual complexity of participatory learning more comprehensively and to demonstrate the methodological implications of using hierarchical component models in PLS-SEM.

Contact: (Only WhatsApp) +62 821-2057-0977
DOI: 10.17632/xh2whwc3pm.1
title: Project-Based Applications of PLS-SEM (SmartPLS) on Ecosystem Balance–Oriented Behavior Data

description: Project-Based Applications of PLS-SEM (SmartPLS) on Ecosystem Balance–Oriented Behavior Data is a collection of applied projects that utilize Partial Least Squares Structural Equation Modeling (PLS-SEM) through SmartPLS, based on a single shared dataset. The dataset focuses on ecosystem balance–oriented behavior, defined as behaviors related to maintaining environmental cleanliness, ecosystem balance, and protecting forests from degradation. Across all projects, Dialog Learning and Practice Learning are positioned as exogenous variables representing participatory learning through dialog-based interaction and experiential practice. Facilities function as a mediating variable that bridges the influence of participatory learning on ecosystem balance–oriented environmental behavior.

In addition, the project collection includes a model modification stage, in which an initial unidimensional model is further developed into a multidimensional model. Specifically, Dialog Learning and Practice Learning are specified as Lower-Order Components (LOCs) that form Participatory Learning as a Higher-Order Component (HOC). This modeling approach is employed to capture the conceptual complexity of participatory learning more comprehensively and to demonstrate the methodological implications of using hierarchical component models in PLS-SEM.

Contact: (Only WhatsApp) +62 821-2057-0977
DOI: 10.15468/dl.3kesvf
title: Occurrence Download

description: A dataset containing 33104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hoplias malabaricus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 33104 records from 240 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020744-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/rxw8vh9fdw
title: Supplementary Material for "Racial disparities in dermatofibrosarcoma protuberans: a retrospective cohort study"

description: Supplementary Table. Demographics, clinical features, and management between Black vs. non-Black patients with DFSP
DOI: 10.17632/rxw8vh9fdw.1
title: Supplementary Material for "Racial disparities in dermatofibrosarcoma protuberans: a retrospective cohort study"

description: Supplementary Table. Demographics, clinical features, and management between Black vs. non-Black patients with DFSP
DOI: 10.17632/vx8njzmhd9
title: Potential of alfalfa seed as a source of protein
DOI: 10.17632/vx8njzmhd9.1
title: Potential of alfalfa seed as a source of protein
DOI: 10.17632/yzygw533zx
title: Nanoparticles hijack calvarial immune cells for CNS drug delivery and stroke therapy

description: Preclinical therapeutic efficacy data including TTC staining, MRI analysis and behavioral assessment, and clinical data including NIHSS score. This dataset includes all raw data to reproduce the panels related to preclinical or clinical assessments.
DOI: 10.17632/yzygw533zx.2
title: Nanoparticles hijack calvarial immune cells for CNS drug delivery and stroke therapy

description: Preclinical therapeutic efficacy data including TTC staining, MRI analysis and behavioral assessment, and clinical data including NIHSS score. This dataset includes all raw data to reproduce the panels related to preclinical or clinical assessments.
DOI: 10.17632/nxnbwwc7bn
title: Bengali Abusive Language Based on Feminism

description: Digital platforms facilitate creating, sharing, and exchanging content and information through virtual networks and communities. There are also instances of offensive remarks made in these digital venues, which can undermine constructive discourse and promote cyberbullying. Regrettably, in Bangladesh, feminist voices often face disproportionate harassment and abuse on digital platforms. This offensive language not only creates online violence but also prevents women’s freedom. However, highlighting offensive language helps feminism show how words support inequality and works towards more respectful communication for everyone. 

To support the researchers in Natural Language Processing (NLP), a comprehensive dataset has been created that consists of 6,830 abusive Bengali-language comments collected from social media platforms—Facebook, Instagram, and Twitter—focused on feminist issues and gender-related discussions. The dataset was assembled to aid studies in hate speech analysis, abusive language identification, and sociolinguistic patterns of online gender-based harassment in low-resource languages like Bangla.

In order to gather data, public postings, hashtags, and discussion threads related to feminism, gender equality, and women's rights had to be found. Each comment has been manually labeled as positive, negative (abusive), or neutral, based on its sentiment and relevance to feminist discourse, and it was reviewed by native Bangla speakers to ensure the presence of offensive content and contextual relevance.
DOI: 10.17632/nxnbwwc7bn.3
title: Bengali Abusive Language Based on Feminism

description: Digital platforms facilitate creating, sharing, and exchanging content and information through virtual networks and communities. There are also instances of offensive remarks made in these digital venues, which can undermine constructive discourse and promote cyberbullying. Regrettably, in Bangladesh, feminist voices often face disproportionate harassment and abuse on digital platforms. This offensive language not only creates online violence but also prevents women’s freedom. However, highlighting offensive language helps feminism show how words support inequality and works towards more respectful communication for everyone. 

To support the researchers in Natural Language Processing (NLP), a comprehensive dataset has been created that consists of 6,830 abusive Bengali-language comments collected from social media platforms—Facebook, Instagram, and Twitter—focused on feminist issues and gender-related discussions. The dataset was assembled to aid studies in hate speech analysis, abusive language identification, and sociolinguistic patterns of online gender-based harassment in low-resource languages like Bangla.

In order to gather data, public postings, hashtags, and discussion threads related to feminism, gender equality, and women's rights had to be found. Each comment has been manually labeled as positive, negative (abusive), or neutral, based on its sentiment and relevance to feminist discourse, and it was reviewed by native Bangla speakers to ensure the presence of offensive content and contextual relevance.
DOI: 10.17632/gtc8zybzmx
title: Replication materials for Trade Wars and Rumors of Trade Wars

description: This zip file includes codes and data* necessary to replicate the analysis in Hoang and Mix (2026): Trade Wars and Rumors of Trade Wars.

*Comtrade data cannot be shared directly. The codes used to download Comtrade data are included in this replication package and can be run with the user's personal subscription key.
DOI: 10.17632/gtc8zybzmx.1
title: Replication materials for Trade Wars and Rumors of Trade Wars

description: This zip file includes codes and data* necessary to replicate the analysis in Hoang and Mix (2026): Trade Wars and Rumors of Trade Wars.

*Comtrade data cannot be shared directly. The codes used to download Comtrade data are included in this replication package and can be run with the user's personal subscription key.
DOI: 10.17632/gy86cdn5m4
title: Recognizing the Shift Toward Prepectoral Breast Implants: Implications for Dermatologic Surgery

description: Supplementary Table
DOI: 10.17632/gy86cdn5m4.1
title: Recognizing the Shift Toward Prepectoral Breast Implants: Implications for Dermatologic Surgery

description: Supplementary Table
DOI: 10.5281/zenodo.15555353
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250530p Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250530p Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.15555354
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250530p Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250530p Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.3535/3yz-n0j-0vn
title: Rodentia Bowdich, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8z7-6h6-ab4
title: Olcostephanus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8pg-pdr-b71
title: Neocomites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/npg-v1f-45r
title: Eucypris Vavra, 1891

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1yb-4dv-t4k
title: †Cyprideis (Cyprideis) Jones, 1856

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0d6-w83-bzx
title: Neogastropoda Wenz, 1938

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7xf-dkr-dhz
title: †Cibicidoides voltzianus (d'Orbigny, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qwv-b39-6g2
title: Halorites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zn8-ywh-t1f
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3gs-mfp-1sc
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v3q-t9y-crg
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4vw-nav-kl0
title: †Cymbalopora radiata Hagenow, 1851

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gy3-256-hv4
title: †Paracladiscites timidus Mojsisovics, 1896

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/33s-69k-a2c
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/54f-hg6-khr
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r4y-h1f-6zt
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3z3-891-dht
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/28r-8g9-y9x
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qg3-bp6-dk5
title: Vulvulina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q08-rrd-39m
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xn1-hr6-f2m
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nvx-xn0-6bf
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/10b-xtd-a29
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2mq-es5-fdm
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x6l-m2c-9bg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yfm-dpf-hzw
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/95d-nq6-jyh
title: †Wyndhamia typica Booker, 1929

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9vd-6zs-d3r
title: Cytherelloidea borneensis Keij, 1964

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.