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

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028035-250827131500795/datasets/export for details.
DOI: 10.15468/dl.pajkew
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028036-250827131500795/datasets/export for details.
DOI: 10.15468/dl.eb5sth
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rumex bucephalophorus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028037-250827131500795/datasets/export for details.
DOI: 10.5281/zenodo.17055262
title: VMC
DOI: 10.15468/dl.3ehqmu
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.91095 63.11031,-81.45185 62.5563,-81.09222 55.29966,-81.90976 45.72632,-80.68345 44.76704,-79.50042 43.31936,-77.29893 43.37185,-76.82977 43.65974,-74.88092 44.97654,-71.56065 44.97654,-70.47795 45.7625,-69.15569 46.77355,-63.95448 47.41176,-62.57775 46.72892,-61.45737 46.89977,-60.18031 47.47372,-59.61517 48.42782,-56.16487 51.63573,-53.4832 53.95156,-62.08612 60.22671,-67.15384 61.26671,-72.12021 62.8802,-78.91095 63.11031))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Miscanthus sinensis"
 ]
}

 The dataset includes 61 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028038-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/czmtv7zxz6
title: Supplemental materials for Pustular Dermatoses. Part I. Inflammatory and Autoimmune.

description: This dataset includes a supplemental table and the full reference list for Part I of the two-part Continuing Medical Education series on pustular dermatoses.
DOI: 10.17632/czmtv7zxz6.4
title: Supplemental materials for Pustular Dermatoses. Part I. Inflammatory and Autoimmune.

description: This dataset includes a supplemental table and the full reference list for Part I of the two-part Continuing Medical Education series on pustular dermatoses.
DOI: 10.15468/dl.z8avt6
title: Occurrence Download

description: A dataset containing 8799 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyanoderma rufifrons",
 "Country is one of (Myanmar, Thailand, Lao People’s Democratic Republic, Cambodia, Viet Nam, Malaysia)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8799 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028039-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/tcghw6wy5r
title: RadioTherapy Plan Evaluation Tool (RTPET) v 5.1

description: RadioTherapy Plan Evaluation Tool (RTPET)
• DVH-based evaluation tool for EBRT, brachytherapy, and particle therapy.
• Supports retrospective plan assessment (e.g., long treatment breaks).
• Features include:
o TCP Models: Conventional model, Lee-Rosen Model (with treatment calendar integration)
o NTCP Models: LKB, Volume-seriality model
o SCCP: Schneider's organ equivalent dose (OED)
o Dose Metrics: DVHs, Dmin/Dmax/Dmean, CI (RTOG, Paddick), HI
o QUANTEC data integration
o EUD / BED integration
DOI: 10.17632/tcghw6wy5r.1
title: RadioTherapy Plan Evaluation Tool (RTPET) v 5.1

description: RadioTherapy Plan Evaluation Tool (RTPET)
• DVH-based evaluation tool for EBRT, brachytherapy, and particle therapy.
• Supports retrospective plan assessment (e.g., long treatment breaks).
• Features include:
o TCP Models: Conventional model, Lee-Rosen Model (with treatment calendar integration)
o NTCP Models: LKB, Volume-seriality model
o SCCP: Schneider's organ equivalent dose (OED)
o Dose Metrics: DVHs, Dmin/Dmax/Dmean, CI (RTOG, Paddick), HI
o QUANTEC data integration
o EUD / BED integration
DOI: 10.17632/cyjw6f98c7
title: Updates on subgenus Ixodes in the Mediterranean region: validity of Ixodes festai Rondelli, 1926, reinstatement of Ixodes tatei Arthur, 1959, and a new species closely related to Ixodes gibbosus Nuttall, 1916
DOI: 10.17632/cyjw6f98c7.1
title: Updates on subgenus Ixodes in the Mediterranean region: validity of Ixodes festai Rondelli, 1926, reinstatement of Ixodes tatei Arthur, 1959, and a new species closely related to Ixodes gibbosus Nuttall, 1916
DOI: 10.17632/vrsmxrfpjx.1
title: Cost-optimizing home energy management systems under communication protocol constraints

description: This dataset contains the simulation results for a cost-optimizing home energy management system (HEMS) under communication protocol constraints. The HEMS controls heat pumps and electric vehicles via different communication protocols to minimize the total electricity costs. The dataset includes simulation scenarios for different device parameters, price offsets, and system configurations. For each scenario, it presents the total costs, total savings, additional energy consumption, shifted energy, heat pump seasonal coefficient of performance, and thermal discomfort. The simulation's time horizon is one year.
DOI: 10.17632/wmv7zskrkm.1
title: Anexo 7- Matriz de decisión

description: Matriz para jerarquizar las tuberías con mayor potencial de recuperación de energía usando el método de decisión multicriterio TOPSIS
DOI: 10.17632/pj749hsggg
title: The effect of teacher training and community literacy programming on teacher and student outcomes

description: This is the replication data corresponding to the following published paper: Chimbutane, Feliciano, Naureen Karachiwalla, Catalina Herrera-Almanza, Jessica Leight, and Carlos Lauchande. "The effect of teacher training and community literacy programming on teacher and student outcomes." Journal of Development Economics 178 (2026): 103578.
DOI: 10.17632/6zryr247wb
title: Affinity of Gen Z and Gen Y towards DTC brands: Role of online Review & Ratings and Recommendation

description: Data was collected for the study -Affinity of Gen Z and Gen Y towards DTC brands: Role of online Review & Ratings and Recommendation
DOI: 10.17632/6zryr247wb.1
title: Affinity of Gen Z and Gen Y towards DTC brands: Role of online Review & Ratings and Recommendation

description: Data was collected for the study -Affinity of Gen Z and Gen Y towards DTC brands: Role of online Review & Ratings and Recommendation
DOI: 10.15468/dl.fnnpsz
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Astyanax obscurus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 23 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028041-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/n33vch8vjc
title: Type I CRISPR-Cas immunity primes type III spacer acquisition

description: Raw and processed data used to produce figures in Smith and Fineran (2025) Cell Host Microbe DOI: 10.1016/j.chom.2025.07.021
DOI: 10.17632/n33vch8vjc.1
title: Type I CRISPR-Cas immunity primes type III spacer acquisition

description: Raw and processed data used to produce figures in Smith and Fineran (2025) Cell Host Microbe DOI: 10.1016/j.chom.2025.07.021
DOI: 10.17632/zn4f7d9wbt
title: Data for “Legitimacy and Digital Engagement with the Federal Police: Audience Sentiments on Social Media During the Government Transition”

description: Abstract: This research systematically investigated how the institutional communication strategies of the Brazilian Federal Police, through its official Instagram account, influence the perception of institutional legitimacy and public engagement, especially during the governmental transition. To this end, a database was built with 1,112 posts and more than 138,000 comments, collected between December 2021 and October 2024. The methodology combined analysis of engagement metrics, thematic classification of the publications, human coding of the content of comments, and automated sentiment analysis using a BERT model fine-tuned for Portuguese. The results indicated that content about professional training and career entry generated higher proportions of positive interactions (positive comments in relation to negative ones) and engagement (likes), while operational and institutional posts showed a greater propensity for ambivalent and polarized reactions. It was also observed that, after the elections, there was a reduction in average engagement and a relative increase in critical manifestations. The study culminated in the development of an updated Social Media Manual with data-based guidelines to strengthen the institutional legitimacy of the Federal Police in the digital environment. The evidence reinforces that legitimacy is a dynamic process built at the intersection between institutional discourse, political context, and public perceptions expressed in online interactions.
Keyword: digital communication, institutional legitimacy, Federal Police, social media, sentiment analysis.

README
Code used to extract Instagram post data: python baixar_instagram.py
Code used to train BERTimbau (fine-tune): fine_tune_bertimbau.py
Code used to perform sentiment analysis: analise_sentimento_BERTimbau_finetuned.py
Code used to consolidate the sentiment analysis results: consolidar_dados_e_sentimento.py
Comments and Sentiment Analysis: Comments_and_Sentiment_Analysis.xlsx
Code used for Theme Analysis in comments with KHCoder: KHCoder_Text_Codes.txt
Tabulated data for Regression Models: Data Posts.dta
STATA code (do-file): Code Data Posts.do
DOI: 10.17632/zn4f7d9wbt.1
title: Data for “Legitimacy and Digital Engagement with the Federal Police: Audience Sentiments on Social Media During the Government Transition”

description: Abstract: This research systematically investigated how the institutional communication strategies of the Brazilian Federal Police, through its official Instagram account, influence the perception of institutional legitimacy and public engagement, especially during the governmental transition. To this end, a database was built with 1,112 posts and more than 138,000 comments, collected between December 2021 and October 2024. The methodology combined analysis of engagement metrics, thematic classification of the publications, human coding of the content of comments, and automated sentiment analysis using a BERT model fine-tuned for Portuguese. The results indicated that content about professional training and career entry generated higher proportions of positive interactions (positive comments in relation to negative ones) and engagement (likes), while operational and institutional posts showed a greater propensity for ambivalent and polarized reactions. It was also observed that, after the elections, there was a reduction in average engagement and a relative increase in critical manifestations. The study culminated in the development of an updated Social Media Manual with data-based guidelines to strengthen the institutional legitimacy of the Federal Police in the digital environment. The evidence reinforces that legitimacy is a dynamic process built at the intersection between institutional discourse, political context, and public perceptions expressed in online interactions.
Keyword: digital communication, institutional legitimacy, Federal Police, social media, sentiment analysis.

README
Code used to extract Instagram post data: python baixar_instagram.py
Code used to train BERTimbau (fine-tune): fine_tune_bertimbau.py
Code used to perform sentiment analysis: analise_sentimento_BERTimbau_finetuned.py
Code used to consolidate the sentiment analysis results: consolidar_dados_e_sentimento.py
Comments and Sentiment Analysis: Comments_and_Sentiment_Analysis.xlsx
Code used for Theme Analysis in comments with KHCoder: KHCoder_Text_Codes.txt
Tabulated data for Regression Models: Data Posts.dta
STATA code (do-file): Code Data Posts.do
DOI: 10.17632/bkcp8h8gx2
title: Replication Package for "Liquidity as Competitive Advantage: The Role of Intangibles"

description: The package includes a README file, raw data (with licensed data excluded), all do-files, and the corresponding output
DOI: 10.17632/bkcp8h8gx2.1
title: Replication Package for "Liquidity as Competitive Advantage: The Role of Intangibles"

description: The package includes a README file, raw data (with licensed data excluded), all do-files, and the corresponding output
DOI: 10.17632/d9n2ksydp2
title: Dataset on Growth, Survival, Feed Utilization, and Economic Viability of Rabbitfish (Siganus spp.) at Different Stocking Densities under Partido Conditions

description: This dataset contains raw and processed data from a 99-day culture trial of rabbitfish (Siganus spp.) conducted at the PSU Cabotonan Marine Laboratory Station, Partido, Camarines Sur, Philippines. It includes replicate-level records of growth, survival, feed utilization, and water quality, as well as treatment-level economic indicators (incidence cost, profit/kg, net return, benefit–cost ratio). The dataset provides benchmarks for aquaculture researchers, practitioners, and policymakers evaluating stocking density performance and profitability in tropical aquaculture systems.
DOI: 10.17632/d9n2ksydp2.2
title: Dataset on Growth, Survival, Feed Utilization, and Economic Viability of Rabbitfish (Siganus spp.) at Different Stocking Densities under Partido Conditions

description: This dataset contains raw and processed data from a 99-day culture trial of rabbitfish (Siganus spp.) conducted at the PSU Cabotonan Marine Laboratory Station, Partido, Camarines Sur, Philippines. It includes replicate-level records of growth, survival, feed utilization, and water quality, as well as treatment-level economic indicators (incidence cost, profit/kg, net return, benefit–cost ratio). The dataset provides benchmarks for aquaculture researchers, practitioners, and policymakers evaluating stocking density performance and profitability in tropical aquaculture systems.
DOI: 10.17632/f3hk4fxyk5.1
title: ANEXO 6 – Programa para realizar la evaluación de la viabilidad economía de cada uno de los puntos seleccionados

description: Código en lenguje python para realizar la evaluación de la viabilidad económica de cada uno de los puntos estudiados de con potencial de recuperación de energía alto, obtenidos mediante la jerarquización de las tuberías de las red de distribución de agua del municipio de Cartago, Valle del Cauca, Colombia, en el estudio "RECUPERACIÓN DE ENERGÍA EN UNA RED MATRIZ DE UN SISTEMA DE ABASTECIMIENTO DE AGUA POTABLE "
DOI: 10.15468/dl.446q2k
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rumex frutescens",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028044-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4m9tkz
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rumex frutescens",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028043-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ye5p8
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rumex frutescens",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 166 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028045-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gmxdtp
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.91095 63.11031,-81.45185 62.5563,-81.09222 55.29966,-81.90976 45.72632,-80.68345 44.76704,-79.50042 43.31936,-77.29893 43.37185,-76.82977 43.65974,-74.88092 44.97654,-71.56065 44.97654,-70.47795 45.7625,-69.15569 46.77355,-63.95448 47.41176,-62.57775 46.72892,-61.45737 46.89977,-60.18031 47.47372,-59.61517 48.42782,-56.16487 51.63573,-53.4832 53.95156,-62.08612 60.22671,-67.15384 61.26671,-72.12021 62.8802,-78.91095 63.11031))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Nymphoides peltata"
 ]
}

 The dataset includes 13 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028046-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgrsdy
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rumex frutescens",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028048-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hrv6e
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nannoperca oxleyana)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 28 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028047-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nq6jur
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyanoderma pyrrhops",
 "Country is one of (Myanmar, Thailand, Lao People’s Democratic Republic, Cambodia, Viet Nam, Malaysia)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028049-250827131500795/datasets/export for details.
DOI: 10.15468/dl.s2dszp
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lissachatina fulica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 1000",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028052-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75uxjc
title: Occurrence Download

description: A dataset containing 2437 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.91095 63.11031,-81.45185 62.5563,-81.09222 55.29966,-81.90976 45.72632,-80.68345 44.76704,-79.50042 43.31936,-77.29893 43.37185,-76.82977 43.65974,-74.88092 44.97654,-71.56065 44.97654,-70.47795 45.7625,-69.15569 46.77355,-63.95448 47.41176,-62.57775 46.72892,-61.45737 46.89977,-60.18031 47.47372,-59.61517 48.42782,-56.16487 51.63573,-53.4832 53.95156,-62.08612 60.22671,-67.15384 61.26671,-72.12021 62.8802,-78.91095 63.11031))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Parthenocissus quinquefolia"
 ]
}

 The dataset includes 2437 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028051-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p34jgg
title: Occurrence Download

description: A dataset containing 39369 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Ranunculus lanuginosus"
 ]
}

 The dataset includes 39369 records from 233 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028050-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6n7yj4
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.91095 63.11031,-81.45185 62.5563,-81.09222 55.29966,-81.90976 45.72632,-80.68345 44.76704,-79.50042 43.31936,-77.29893 43.37185,-76.82977 43.65974,-74.88092 44.97654,-71.56065 44.97654,-70.47795 45.7625,-69.15569 46.77355,-63.95448 47.41176,-62.57775 46.72892,-61.45737 46.89977,-60.18031 47.47372,-59.61517 48.42782,-56.16487 51.63573,-53.4832 53.95156,-62.08612 60.22671,-67.15384 61.26671,-72.12021 62.8802,-78.91095 63.11031))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pistia stratiotes"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028055-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6z394s
title: Occurrence Download

description: A dataset containing 1750 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyanoderma ruficeps",
 "Country is one of (Myanmar, Thailand, Lao People’s Democratic Republic, Cambodia, Viet Nam, Malaysia)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1750 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028056-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrcqw9
title: Occurrence Download

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

 The dataset includes 21 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028058-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.