cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hd6pvmh82h.1
title: Echoes of Equity: A Balanced Sentiment Dataset of Bangladesh’s Anti-Discrimination Student Movement

description: Movements for social justice are more than simply events; they are discussions, feelings, and arguments that have a long-lasting impact. The Anti-Discrimination Student Movement in Bangladesh sparked one such discussion, illustrating the complexities of popular feeling towards fairness and rights. For decoding these narratives, we provide Echoes of Equity, a dataset of 3,057 labelled items that capture the whole range of sentiment—999 positive, 1,043 negative, and 1,015 neutral sentences. This dataset, derived from real-world speech such as newspapers, social media, and other public forums, provides a window into the emotional and rhetorical fabric of a historic movement while also serving as a unique resource for sentiment analysis, discourse analysis, and computational sociology. Key statistical studies, such as class-based summary statistics, histograms, word clouds, and unigram, bigram, and trigram patterns, etc. are useful in understanding the dataset's structure and linguistic variety. Echoes of Equity serves as a foundation for constructing sophisticated NLP tools capable of comprehending the nuances of social movements, with strict attention to data integrity through anonymisation, rigorous data gathering, and preprocessing. This dataset is useful for constructing context-sensitive natural language processing (NLP) models and gaining a better understanding of public opinion in key social movements since it provides fair representation across sentiment categories. Beyond computational applications, this resource encourages cross-disciplinary research, providing insights into the dynamics of public opinion, activism, and social change. This dataset captures the intricacies of public opinion around this movement, laying the groundwork for sentiment analysis and computational research. It contributes significantly to understanding public opinion and sets the path for further investigation of sociopolitical movements using computational approaches. This dataset, which is open to the public, seeks to be both a mirror for previous battles and a tool for crafting fair futures, and it promotes collaboration and creativity, adding to the worldwide repertory of computational tools used to analyse social justice movements. We intend to foster multidisciplinary study on the movement's societal impact, develop sentiment analysis, and contribute to the documentation of Bangladesh's sociopolitical history.
DOI: 10.17632/hd6pvmh82h.2
title: Echoes of Equity: A Balanced Sentiment Dataset of Bangladesh’s Anti-Discrimination Student Movement

description: For ensuring more clarity and availability, we provide this version of Echoes of Equity, a dataset of 3,164 labelled items that capture the whole range of sentiment—1,015 positive, 1,082 negative, and 1,067 neutral sentences with extension of some data and re-annotation of whole dataset.
DOI: 10.17632/hd6pvmh82h
title: Echoes of Equity: A Balanced Sentiment Dataset of Bangladesh’s Anti-Discrimination Student Movement

description: For ensuring more clarity and availability, we provide this version of Echoes of Equity, a dataset of 3,164 labelled items that capture the whole range of sentiment—1,015 positive, 1,082 negative, and 1,067 neutral sentences with extension of some data and re-annotation of whole dataset.
DOI: 10.17632/hd6pvmh82h.3
title: Echoes of Equity: A Balanced Sentiment Dataset of Bangladesh’s Anti-Discrimination Student Movement

description: For ensuring more clarity and availability, we provide this version of Echoes of Equity, a dataset of 3,164 labelled items that capture the whole range of sentiment—1,015 positive, 1,082 negative, and 1,067 neutral sentences with extension of some data and re-annotation of whole dataset.
DOI: 10.15468/dl.mc2a3w
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrocephalus venezolanus Pereira, 1984"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025153-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nk7rhg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Aonyx delalandi Lesson, 1827",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025152-250525065834625/datasets/export for details.
DOI: 10.17632/xvk3kdvdfj
title: Is ITS2 more successful in angiosperm DNA barcoding than the entire ITS, ITS1, matK and trnH-psbA regions? A review. Anales del Jardín Botánico de Madrid 82: e155. https://doi.org/10.3989/ajbm.624

description: Aygören Uluer D. 2025. Is ITS2 more successful in angiosperm DNA barcoding than the entire ITS, ITS1, matK and trnH-psbA regions? A review. Anales del Jardín Botánico de Madrid 82: e155. https://doi.org/10.3989/ajbm.624 Appendix 1: Table of the reviewed studies. Data is organized in the following order: Authors of the study and year of publication (full citations are given in the last column), study group, regions included other than ITS2, PCR amplification success rate, PCR sequencing success rate, total ITS2 length, correct species identification rate, correct genus identification rate, the most efficient region(s) chosen by the study, all as reported by each study; primers employed, plant part used (e.g., leaves, tea bags, stems etc.) and material type (e.g., field collected, herbarium specimen etc.).
DOI: 10.17632/xvk3kdvdfj.1
title: Is ITS2 more successful in angiosperm DNA barcoding than the entire ITS, ITS1, matK and trnH-psbA regions? A review. Anales del Jardín Botánico de Madrid 82: e155. https://doi.org/10.3989/ajbm.624

description: Aygören Uluer D. 2025. Is ITS2 more successful in angiosperm DNA barcoding than the entire ITS, ITS1, matK and trnH-psbA regions? A review. Anales del Jardín Botánico de Madrid 82: e155. https://doi.org/10.3989/ajbm.624 Appendix 1: Table of the reviewed studies. Data is organized in the following order: Authors of the study and year of publication (full citations are given in the last column), study group, regions included other than ITS2, PCR amplification success rate, PCR sequencing success rate, total ITS2 length, correct species identification rate, correct genus identification rate, the most efficient region(s) chosen by the study, all as reported by each study; primers employed, plant part used (e.g., leaves, tea bags, stems etc.) and material type (e.g., field collected, herbarium specimen etc.).
DOI: 10.15468/dl.zwdstq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Enteromius unitaeniatus (Günther, 1867)",
 "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 ((35.6306 -23.844,35.6007 -23.8125,35.6007 -24.0157,35.6306 -23.844))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025154-250525065834625/datasets/export for details.
DOI: 10.15468/dl.rke4gc
title: Occurrence Download

description: A dataset containing 2370 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "GadmGid is CAN.11_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Acer saccharum Marshall"
 ]
}

 The dataset includes 2370 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025155-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/86hh92pbz2
title: Epidemiology and economic burden of osteoarthritis in the United States based on GBD2021 and MEPS

description: This dataset contains data on the epidemiologic burden of osteoarthritis in the U.S. from the Global Burden of Disease (GBD) 2021, as well as Medical Expenditure Panel Survey (MEPS) economic expenditure data.
DOI: 10.17632/86hh92pbz2.1
title: Epidemiology and economic burden of osteoarthritis in the United States based on GBD2021 and MEPS

description: This dataset contains data on the epidemiologic burden of osteoarthritis in the U.S. from the Global Burden of Disease (GBD) 2021, as well as Medical Expenditure Panel Survey (MEPS) economic expenditure data.
DOI: 10.17632/57xc8hvjsd
title: Soil nutrient dynamics in the mountain-oasis-desert continuum of the Manas River Basin: Effects of natural factors and human activities

description: The data in the database is supplemental to the article ‘Soil nutrient dynamics in the mountain-oasis-desert continuum of the Manas River Basin: Effects of natural factors and human activities’ and consists primarily of data contained in the article's charts and tables
DOI: 10.17632/57xc8hvjsd.1
title: Soil nutrient dynamics in the mountain-oasis-desert continuum of the Manas River Basin: Effects of natural factors and human activities

description: The data in the database is supplemental to the article ‘Soil nutrient dynamics in the mountain-oasis-desert continuum of the Manas River Basin: Effects of natural factors and human activities’ and consists primarily of data contained in the article's charts and tables
DOI: 10.17632/p29npm73dt.1
title: JHS_DELIVERABILITY

description: The following Datasets are the results of the deliverability testing of different Garbage Collectors Algorithms and a G1 First algorithm parameters, with a 10MB Video delivered through a SOAP WS with Java 1.8. The JHS G1 First, Serial GC, Parallel GC, Concurent Mark Sweep and default algorithms were tested, as well as G1 First Running parameters such as Ratio, Pauses, Deduplication, and Region. The tests are grouped into 100 requests per test, 25 groups, and 4 executions per test.
DOI: 10.17632/p29npm73dt
title: JHS_DELIVERABILITY

description: The following Datasets are the results of the deliverability testing of different Garbage Collectors Algorithms and a G1 First algorithm parameters, with a 10MB Video delivered through a SOAP WS with Java 1.8. The JHS G1 First, Serial GC, Parallel GC, Concurent Mark Sweep and default algorithms were tested, as well as G1 First Running parameters such as Ratio, Pauses, Deduplication, and Region. The tests are grouped into 100 requests per test, 25 groups, and 4 executions per test.
DOI: 10.17632/p29npm73dt.2
title: JHS_DELIVERABILITY

description: The following Datasets are the results of the deliverability testing of different Garbage Collectors Algorithms and a G1 First algorithm parameters, with a 10MB Video delivered through a SOAP WS with Java 1.8. The JHS G1 First, Serial GC, Parallel GC, Concurent Mark Sweep and default algorithms were tested, as well as G1 First Running parameters such as Ratio, Pauses, Deduplication, and Region. The tests are grouped into 100 requests per test, 25 groups, and 4 executions per test.
DOI: 10.17632/cc8rmskh9b.1
title: Successful Treatment of Chronic Pain Utilising the Maxwell Equations

description: This dataset accompanies the paper 'The Successful Treatment of Chronic Pain Utilising the Maxwell Equations: a retrospective observational cohort study in a chronic pain population'. The study hypothesis was that the use of our mathematical framework for placing the electrode array of the neuromodulation unit was associated with the patient report of pain-free, with the statistical analysis supporting this hypothesis. 

The 11 different categories in the dataset are those of table 1 in the paper, in the same order from top to bottom of the table.

The spreadsheets can be read left to right for individual patient journeys, and at the bottom of each sheet for the sums of each element. Questions in relation to the data sets can be addressed to the corresponding author.
DOI: 10.17632/cc8rmskh9b.2
title: Complete Relief of Chronic Pain Utilising Electromagnetic Theory

description: This dataset accompanies the paper 'The Successful Treatment of Chronic Pain Utilising the Maxwell Equations: a retrospective observational cohort study in a chronic pain population'. The study hypothesis was that the use of our mathematical framework for placing the electrode array of the neuromodulation unit was associated with the patient report of pain-free, with the statistical analysis supporting this hypothesis. 

The 11 different categories in the dataset are those of table 1 in the paper, in the same order from top to bottom of the table.

The spreadsheets can be read left to right for individual patient journeys, and at the bottom of each sheet for the sums of each element. Questions in relation to the data sets can be addressed to the corresponding author.
DOI: 10.17632/cc8rmskh9b
title: Complete Relief of Chronic Pain Utilizing Electromagnetic Theory

description: This dataset accompanies the paper 'The Successful Treatment of Chronic Pain Utilising the Maxwell Equations: a retrospective observational cohort study in a chronic pain population'. The study hypothesis was that the use of our mathematical framework for placing the electrode array of the neuromodulation unit was associated with the patient report of pain-free, with the statistical analysis supporting this hypothesis. 

The 11 different categories in the dataset are those of table 1 in the paper, in the same order from top to bottom of the table.

The spreadsheets can be read left to right for individual patient journeys, and at the bottom of each sheet for the sums of each element. Questions in relation to the data sets can be addressed to the corresponding author.
DOI: 10.17632/cc8rmskh9b.3
title: Complete Relief of Chronic Pain Utilizing Electromagnetic Theory

description: This dataset accompanies the paper 'The Successful Treatment of Chronic Pain Utilising the Maxwell Equations: a retrospective observational cohort study in a chronic pain population'. The study hypothesis was that the use of our mathematical framework for placing the electrode array of the neuromodulation unit was associated with the patient report of pain-free, with the statistical analysis supporting this hypothesis. 

The 11 different categories in the dataset are those of table 1 in the paper, in the same order from top to bottom of the table.

The spreadsheets can be read left to right for individual patient journeys, and at the bottom of each sheet for the sums of each element. Questions in relation to the data sets can be addressed to the corresponding author.
DOI: 10.17632/d2h7zrdzn8.1
title: Datatset of Volatile Organic Compounds (VOC) at ground level near to petrochemical plant

description: The dataset was collected in ​​the city of Cadereyta, Nuevo León, Mexico, from March 1 to May 31, 2024. The monitoring station is implemented in an area with different characteristics regarding potential sources of volatile organic compound (VOC) emissions. The air quality monitoring station is located at the residential, commercial, and industrial levels, as well as on avenues and boulevards with high vehicular traffic and heavy cargo transport, and near a petrochemical plant. VOC concentration values were measured using a low-cost Adafruit SGP30 sensor, with samples taken every 3 minutes. Relative humidity (%), temperature (°C), and barometric pressure values ​​were measured with a Bosch BME280 sensor.
DOI: 10.17632/d2h7zrdzn8.2
title: Dataset of Volatile Organic Compounds (VOC) at ground level near to petrochemical plant

description: The dataset was collected in ​​the city of Cadereyta, Nuevo León, Mexico, from March 1 to May 31, 2024. The monitoring station is implemented in an area with different characteristics regarding potential sources of volatile organic compound (VOC) emissions. The air quality monitoring station is located at the residential, commercial, and industrial levels, as well as on avenues and boulevards with high vehicular traffic and heavy cargo transport, and near a petrochemical plant. VOC concentration values were measured using a low-cost Adafruit SGP30 sensor, with samples taken every 3 minutes. Relative humidity (%), temperature (°C), and barometric pressure values ​​were measured with a Bosch BME280 sensor.
DOI: 10.17632/d2h7zrdzn8
title: Dataset of Volatile Organic Compounds (VOC) at ground level near to petrochemical plant

description: The dataset was collected in ​​the city of Cadereyta, Nuevo León, Mexico, from March 1 to May 31, 2024. The monitoring station is implemented in an area with different characteristics regarding potential sources of volatile organic compound (VOC) emissions. The air quality monitoring station is located at the residential, commercial, and industrial levels, as well as on avenues and boulevards with high vehicular traffic and heavy cargo transport, and near a petrochemical plant. VOC concentration (ppm) values were measured using a low-cost ZE40B-TVOC sensor, with samples taken every 3 minutes. Relative humidity (%), temperature (°C), and barometric pressure values ​​were measured with a Bosch BME280 sensor.
DOI: 10.17632/d2h7zrdzn8.3
title: Dataset of Volatile Organic Compounds (VOC) at ground level near to petrochemical plant

description: The dataset was collected in ​​the city of Cadereyta, Nuevo León, Mexico, from March 1 to May 31, 2024. The monitoring station is implemented in an area with different characteristics regarding potential sources of volatile organic compound (VOC) emissions. The air quality monitoring station is located at the residential, commercial, and industrial levels, as well as on avenues and boulevards with high vehicular traffic and heavy cargo transport, and near a petrochemical plant. VOC concentration (ppm) values were measured using a low-cost ZE40B-TVOC sensor, with samples taken every 3 minutes. Relative humidity (%), temperature (°C), and barometric pressure values ​​were measured with a Bosch BME280 sensor.
DOI: 10.17632/nh5kc5zddy.1
title: Tuberculosis risk and drugs in dermatology

description: The risk of active tuberculosis diagnosis is lower with interleukin (IL)-17, IL-23, IL-12/23, and Janus kinase inhibitors than with Tumor Necrosis Factor-α inhibitors, but is elevated compared with the population risk. 

Cohorts included patients treated for at least one year with TNF-α inhibitors, IL-17 inhibitors, IL-23 inhibitors, ustekinumab, dupilumab, systemic Janus kinase (JAK) inhibitors, or cyclosporine for any indication (Supplemental Table 1). Minimum exposure time was identified by at least one additional prescription within one to two years of the initial prescription. TB (International Classification of Diseases [ICD]-10 codes A15–A19) diagnosis within one year of initial prescription was the primary outcome. Exclusion criteria were concurrent prescription of another study drug within two years and known latent TB infection (Z22.7), due to difficulty identifying treatment status.
Yearly TB incidence was calculated. Unadjusted (due to query limitations of the built-in TriNetX analysis platform) logistic regressions compared drug-associated TB risk with baseline TB risk (of patients never taking any included drugs). Multivariable Cox proportional hazards models assessed the one-year TB risk of studied drugs compared to TNF-α inhibitors (Table 2) while adjusting for known TB risk factors (Supplemental Table 2). 

All drug classes except dupilumab conferred a higher unadjusted rate of TB compared to the baseline population risk. All drug classes had a lower adjusted risk of TB compared with TNF-α inhibitors. Fully adjusted regressions identified diabetes, viral hepatitis, age, and male sex as additional risk factors (Supplemental Tables 3-8).
DOI: 10.17632/nh5kc5zddy.2
title: Tuberculosis risk and drugs in dermatology

description: The risk of active tuberculosis diagnosis is lower with interleukin (IL)-17, IL-23, IL-12/23, and Janus kinase inhibitors than with Tumor Necrosis Factor-α inhibitors, but is elevated compared with the population risk. 

Cohorts included patients treated for at least one year with TNF-α inhibitors, IL-17 inhibitors, IL-23 inhibitors, ustekinumab, dupilumab, systemic Janus kinase (JAK) inhibitors, or cyclosporine for any indication (Supplemental Table 1). Minimum exposure time was identified by at least one additional prescription within one to two years of the initial prescription. TB (International Classification of Diseases [ICD]-10 codes A15–A19) diagnosis within one year of initial prescription was the primary outcome. Exclusion criteria were concurrent prescription of another study drug within two years and known latent TB infection (Z22.7), due to difficulty identifying treatment status.
Yearly TB incidence was calculated. Unadjusted (due to query limitations of the built-in TriNetX analysis platform) logistic regressions compared drug-associated TB risk with baseline TB risk (of patients never taking any included drugs). Multivariable Cox proportional hazards models assessed the one-year TB risk of studied drugs compared to TNF-α inhibitors (Table 2) while adjusting for known TB risk factors (Supplemental Table 2). 

All drug classes except dupilumab conferred a higher unadjusted rate of TB compared to the baseline population risk. All drug classes had a lower adjusted risk of TB compared with TNF-α inhibitors. Fully adjusted regressions identified diabetes, viral hepatitis, age, and male sex as additional risk factors (Supplemental Tables 3-8).
DOI: 10.15468/dl.bnpb4d
title: Occurrence Download

description: A dataset containing 380 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.2_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnolia Plum. ex L."
 ]
}

 The dataset includes 380 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025157-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.