cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/xmbxhscgpr.3
title: Time Series Dataset for Modeling and Forecasting of N2O in Wastewater Treatment

description: This dataset presents two years of high-resolution nitrous oxide (N2O) measurements for time series modeling and forecasting in wastewater treatment plants (WWTP). The dataset comprises frequent, real-time measurements from a full-scale WWTP, with a sample interval of 2 minutes, making it ideal for developing models for real-time operation and control. This comprehensive bio-chemical dataset includes detailed influent and effluent parameters, operational conditions, and environmental factors. Unlike existing datasets, it addresses the unique challenges of modeling N2O, a potent greenhouse gas, providing a valuable resource for researchers to enhance predictive accuracy and control strategies in wastewater treatment processes. Additionally, this dataset significantly contributes to the fields of machine learning and deep learning time series forecasting by serving as a benchmark that mirrors the complexities of real-world processes, thus facilitating advancements in these domains. We provide a detailed description of the dataset along with a statistical analysis to highlight its characteristics, such as nonstationarity, nonnormality, seasonality, heteroscedasticity, structural breaks, asymmetric distributions, and intermittency, which are common in many real-world time series datasets and pose challenges for forecasting models.
DOI: 10.17632/xmbxhscgpr.4
title: Time Series Dataset for Modeling and Forecasting of N2O in Wastewater Treatment

description: This dataset presents two years of high-resolution nitrous oxide (N2O) measurements for time series modeling and forecasting in wastewater treatment plants (WWTP). The dataset comprises frequent, real-time measurements from a full-scale WWTP, with a sample interval of 2 minutes, making it ideal for developing models for real-time operation and control. This comprehensive bio-chemical dataset includes detailed influent and effluent parameters, operational conditions, and environmental factors. Unlike existing datasets, it addresses the unique challenges of modeling N2O, a potent greenhouse gas, providing a valuable resource for researchers to enhance predictive accuracy and control strategies in wastewater treatment processes. Additionally, this dataset significantly contributes to the fields of machine learning and deep learning time series forecasting by serving as a benchmark that mirrors the complexities of real-world processes, thus facilitating advancements in these domains. We provide a detailed description of the dataset along with a statistical analysis to highlight its characteristics, such as nonstationarity, nonnormality, seasonality, heteroscedasticity, structural breaks, asymmetric distributions, and intermittency, which are common in many real-world time series datasets and pose challenges for forecasting models.
During data collection and merging, some data was initially missing. However, it has been recovered and included in version 4. Additionally, both comma-separated and semicolon-separated versions are now available.
DOI: 10.17632/j9b2tmxwv7.1
title: Morphological measurements of the Pheidole worker caste in tropical ant communities of Southern Vietnam

description: Morphological differences and size variations among the worker castes of Pheidole ants are adaptive responses to the ecological niches they occupy in various tropical forest types in southern Vietnam. The use of different morphological traits for size differentiation between minor and major workers is driven by their specialized functions within the colony. This dataset contains detailed morphological data measured from different species of Pheidole ants, focusing on the worker caste within tropical communities of southern Vietnam. The dataset includes measurements of five key morphological traits aimed at evaluating morphological diversity and size differentiation between minor and major workers. The dataset presents the following information: species names, morphological measurements (HL - head length, HW - head width, WL - Weber's length, EL - eye length, HTL - hind tibia length), worker caste - minor/major.
DOI: 10.15468/dl.fsjs3s
title: Occurrence Download

description: A dataset containing 335 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-89.23289 47.7497,-98.21211 39.5177,-92.58766 32.4378,-71.06129 32.29346,-61.45006 45.85651,-73.63155 49.46266,-89.23289 47.7497))",
 "TaxonKey is Quercus bicolor Willd.",
 "Year 1970-2000"
 ]
}

 The dataset includes 335 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030463-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gjsqvm
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Fossil)",
 "TaxonKey is Pelecanus crispus Bruch, 1832",
 "Year 1000-2024"
 ]
}

 The dataset includes 111 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030464-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.24396/ordar-148
title: Polycyclic Aromatic Compounds (PACs) analyses of the Cores sampled from 2017 to 2022 collected in the Orne River, Moselle watershed

description: Quantification of Polycyclic Aromatic Compounds (PACs) in μg/g of dry sediments (17 PAHs, 12 Oxy-PACs, 7 Nitro-PACs, 4 S-PACs)
DOI: 10.17632/783m2r6y6m.1
title: Dataset for sexual and reproductive health literacy and service utilization among young people in southwest Nigeria

description: The dataset contains the data of 1096 young adults who were assessed for their levels of sexual and reproductive health literacy (SRHL) and the utilization of SRH services. 
Background information obtained include age, religion, and educational status, among others. The history of sexual activity was also elicited.
The SHRL was assessed with an adapted version of the standardises validated health literacy questionnaire (HLQ) which have 44 questions (HLQ1 – HLQ44). Responses to HLQ1 to 23 are scored on a 4-point likert scale ranging from “strongly agree”(1) to “strongly agree”(4) while responses to HLQ24 to 44 were scored on a 5-point likert scale from ‘always difficult’(1) to ‘always easy’(5). 
The utilization of SRH services was assessed by asking if respondents has ever visited a health facility for SRH care (srh_utilization). Respondents ticked the specific SRH care or service they obtained from a list provided.
DOI: 10.17632/ddm45xv48v.1
title: Supplemental Figure S1

description: Supplemental Figure S1 for "Reproducing high mechanical load during industrial processing of ultra-high-temperature milk: Effect on frothing capacity"
DOI: 10.15468/dl.xeutth
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Englerodendron usambarense Harms"
 ]
}

 The dataset includes 62 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030465-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8m7kr
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Squamata",
 "TaxonKey is Crocodylia",
 "TaxonKey is Testudines",
 "TaxonKey is Sphenodontia",
 "TaxonKey is Amphibia"
 ]
 },
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "and" : [
 "DecimalLongitude is greater than -5.0904169",
 "DecimalLongitude is less than 3.527937",
 "DecimalLatitude is greater than 45.805039",
 "DecimalLatitude is less than 51.0893974",
 "Country is Guernsey"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 25 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030466-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/j3zfnxk56h.1
title: Dataset for Airline Departure Delay Prediction

description: This dataset was utilized in the research paper titled "Flight Delay Dynamics: Unraveling the Impact of Airport-Network-Spilled Propagation on Airline On-Time Performance." The associated code for this study is available on GitHub at https://github.com/yajun668/AirlineDelayPrediction
DOI: 10.17632/j3zfnxk56h.2
title: Dataset for Flight Departure Delay Prediction

description: This dataset was utilized in the research for the flight departure delay prediction.
DOI: 10.17632/xdbb9bwvd8.1
title: Extreme magnesium isotope fractionation in Jiajika pegmatites: Implications for hydrothermal magmatic processes

description: The files contain: Supplement material 1 contains all major and trace elements and Ba isotope composition for the studied granites, aplites, pegmatites, schists and hornfels. Supplement material 2 contains all the calculating information for the model of fractional crystallization and fluid interaction.
DOI: 10.17632/xdbb9bwvd8.2
title: Extreme magnesium isotope fractionation in Jiajika pegmatites: Implications for hydrothermal magmatic processes

description: The files contain: Supplement material 1 contains all major and trace elements and Ba isotope composition for the studied granites, aplites, pegmatites, schists and hornfels. Supplement material 2 contains all the calculating information for the model of fractional crystallization and fluid interaction.
DOI: 10.17632/kh8rfy9p9k.1
title: Impact of smoking on melanoma patient survival: a systematic review and meta-analysis

description: This data is the supplementary material of the manuscript titled "Impact of smoking on melanoma patient survival: a systematic review and meta-analysis", which contains the search strategy（Table 1）, associations of smoking with overall and melanoma-specific mortality within defined patient subgroups（Table 2），absolute survival of melanoma patients at different follow-up periods stratified by smoking status（Table 3），a forest plot for overall mortality in ever smokers compared with never smokers （Figure 1），the sensitivity analysis of studies reporting an association between former smoking and melanoma-specific mortality（Figure 2），mortality of melanoma patients for the different smoking intensity and duration（Table 4），funnel plots of the impact of different smoking status on overall and melanoma-specific mortality（Figure 3），and the Egger’s test and Begg's test of publication bias（Table 5）.
DOI: 10.17632/mnx7spfd6z.1
title: Highly Efficient Coke Dust Suppressant with Anti-Freezing Capabilities

description: To resolve the wind-blowing emissions of stockpiled coke, we present the highly efficient coke dust suppressant with anti-freezing capabilities comprising polyethyleneimine (PEI), starch, and glycerol. Detailed investigations show that the PEI could electrostatically interact with coke, increasing the wettability and thereby promoting aggregation. Moreover, it hydrogen bonds with starch to form a stable film and enhances the water-retention capability. Furthermore, the addition of glycerol prevents the coke loss caused by freezing during transportation and energy loss associated with dismantling the frozen coke. Wind erosion tests and bomb calorimeter results reveal that the coke dust suppressant presented exhibits superior wind resistance and does not interfere with the coke combustion. These documents describe the experimental data from that study.
DOI: 10.15468/dl.p2sktq
title: Occurrence Download

description: A dataset containing 674 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Squamata",
 "TaxonKey is Crocodylia",
 "TaxonKey is Testudines",
 "TaxonKey is Sphenodontia",
 "TaxonKey is Amphibia"
 ]
 },
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "and" : [
 "DecimalLongitude is greater than -5.0904169",
 "DecimalLongitude is less than 3.527937",
 "DecimalLatitude is greater than 45.805039",
 "DecimalLatitude is less than 51.0893974",
 "Country is Jersey"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 674 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030468-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13372478
title: Growing Malaria Parasites at a Critical Shaking Speed Mimicking Physiological Flow Reveals New Phenotypes for Invasion Ligands, Supporting Information

description: This repository contains the dataset and analysis scripts associated with the upcoming publication titled Growing malaria parasites at a critical shaking speed that mimics physiological flow conditions reveals new phenotypes for EBA and RH invasion ligands. The repository includes a comprehensive collection of data and scripts used to generate all the plots, along with videos showing how the red blood cells behave in culture media for different shaking speeds in the different shaking vessels. The growth assay data used for this experiment was collected in four batches, labelled GA1 to 4:



GA1: compares the different knockout lines. 

GA2: compares different hematocrits. 

GA3: compares different growth vessels.

GA4: contains more repeats of lines from GA1.


This repository offers all necessary resources to replicate the findings, including the complete codebase, raw data, and graphical representations of results. Researchers are encouraged to explore the included notebooks and datasets for detailed insights.
DOI: 10.5281/zenodo.13372477
title: Growing Malaria Parasites at a Critical Shaking Speed Mimicking Physiological Flow Reveals New Phenotypes for Invasion Ligands, Supporting Information

description: This repository contains the dataset and analysis scripts associated with the upcoming publication titled Growing malaria parasites at a critical shaking speed that mimics physiological flow conditions reveals new phenotypes for EBA and RH invasion ligands. The repository includes a comprehensive collection of data and scripts used to generate all the plots, along with videos showing how the red blood cells behave in culture media for different shaking speeds in the different shaking vessels. The growth assay data used for this experiment was collected in four batches, labelled GA1 to 4:



GA1: compares the different knockout lines. 

GA2: compares different hematocrits. 

GA3: compares different growth vessels.

GA4: contains more repeats of lines from GA1.


This repository offers all necessary resources to replicate the findings, including the complete codebase, raw data, and graphical representations of results. Researchers are encouraged to explore the included notebooks and datasets for detailed insights. Movies S1 to S4 show a top and side view of each type of plate/plask used on an orbital shaker as the shaking speed is increased.
DOI: 10.5281/zenodo.13839655
title: Growing Malaria Parasites at a Critical Shaking Speed Mimicking Physiological Flow Reveals New Phenotypes for Invasion Ligands, Supporting Information

description: This repository contains the dataset and analysis scripts associated with the upcoming publication titled Growing malaria parasites at a critical shaking speed that mimics physiological flow conditions reveals new phenotypes for EBA and RH invasion ligands. The repository includes a comprehensive collection of data and scripts used to generate all the plots, along with videos showing how the red blood cells behave in culture media for different shaking speeds in the different shaking vessels. The growth assay data used for this experiment was collected in four batches, labelled GA1 to 4:



GA1: compares the different knockout lines. 

GA2: compares different hematocrits. 

GA3: compares different growth vessels.

GA4: contains more repeats of lines from GA1.


This repository offers all necessary resources to replicate the findings, including the complete codebase, raw data, and graphical representations of results. Researchers are encouraged to explore the included notebooks and datasets for detailed insights. Movies S1 to S4 show a top and side view of each type of plate/plask used on an orbital shaker as the shaking speed is increased.
DOI: 10.15468/dl.bmdmtx
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Argentina",
 "OccurrenceStatus is Present",
 "TaxonKey is Lilaeopsis brasiliensis (Glaz.) Affolter"
 ]
}

 The dataset includes 27 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030469-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27095437.v8
title: Modeling results of AdaSTEM & smoothing using GAM

description: Modeling data for the paper XXX
DOI: 10.15468/dl.vjfhkd
title: Occurrence Download

description: A dataset listing the 7 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-115.259 49.20029,-115.17656 49.20029,-115.17656 49.25363,-115.259 49.25363,-115.259 49.20029))",
 "HasCoordinate is true",
 "IucnRedListCategory is one of (EX, EW, CR, EN, VU, NT)"
 ]
}

 The dataset's 7 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030462-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k6eak8
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Heliangelus clarisse (Longuemare, 1841)"
 ]
}

 The dataset includes 123 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030471-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/6wt6t9kswt.1
title: Dataset on the enthalpy of mixing in binary liquids

description: This dataset contains:
(1) "Dataset" folder - Data on the enthalpy of mixing collected in 375 binary liquids from Calphad modeling in composition domains where the models are supported by experimental measurements. Metadata ("Metadata.csv") and explanation of the data quality ranking ("Readme_Metadata.txt") are given in the root folder.
(2) "Predictions" folder - Machine learning predictions of this property given as Redlich-Kister polynomials in the 2415 binary systems generated by 70 elements. The predictions are also compared with those of the Miedema model in tables and figures where data are also plotted when available.

For more information and to use this dataset, please refer to this manuscript under review for publication:
G. Deffrennes, B. Hallstedt, T. Abe, Q. Bizot, E. Fischer, J-M. Joubert, K. Terayama, and R. Tamura, Data-driven study of the enthalpy of mixing in the liquid phase, arXiv:2406.11004v1 [cond-mat.mtrl-sci].
DOI: 10.17632/yj5ncwhdh5.1
title: Expectations related to exercise performance-enhancing properties of coffee and energy drinks

description: This is a cross sectional study assessing regular exercisers' expectation about the positive and negative effects of coffee and energy drinks on exercise performance.
DOI: 10.17632/jk82wzhs7v.1
title: ACSS2-coupled KAT2A regulates H3K18 lactylation and gene expression

description: H3K18 lactylation enriched peaks in the genome of EGF-treated U87 cells;
KAT2A enriched peaks in the genome of EGF-treated U87 cells;
ACSS2 enriched peaks in the genome of EGF-treated U87 cells;
H3K18 lactylation enriched peaks in the genome of EGF-treated 3565 cells;
KAT2A enriched peaks in the genome of EGF-treated 3565 cells;
ACSS2 enriched peaks in the genome of EGF-treated 3565 cells.
DOI: 10.15468/dl.mzv3gb
title: Occurrence Download

description: A dataset containing 8095040 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Basidiomycota",
 "Year is greater than or equal to 2010"
 ]
}

 The dataset includes 8095040 records from 841 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030470-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hpxzntbv7d.1
title: Servant Leadership

description: Raw Data, Analysis and Authors Contribution
DOI: 10.17632/33cz96rj9b.1
title: Neuronal-Model

description: Wolfram documents of the paper A biological rhythm in the hypothalamic system links sleep-wake cycles with feeding-fasting cycles
DOI: 10.17632/7zcsnxhpgh.1
title: environmental regulation and shadow banking activities of polluting firms

description: All supporting data and codes relevant to our study, which explore the effect of environmental regulation on shadow banking activities of polluting firms in China, have been published and archived here.
DOI: 10.17632/6yrtchnxkv.1
title: Raw data for "Ocean acidification has dual effect on chiton visual function: GABAA function impairment and clouding of lenses"

description: Source data files of the article "Ocean acidification has dual effect on chiton visual function: GABAA function impairment and clouding of lenses"
DOI: 10.17632/2wbv7yfzbr.1
title: Supporting data for Identifying Gaps and strategies for Rapid Diagnostic Test development in Sub-Saharan Africa: A systematic review using a Meta-Analytic Approach.

description: This dataset supports the systematic review and meta-analysis titled "Identifying Gaps and Strategies for Rapid Diagnostic Test (RDT) Development in Sub-Saharan Africa." It includes data on the diagnostic performance of malaria RDTs across multiple studies conducted in sub-Saharan Africa. The dataset provides details on study design, RDT brands, Plasmodium species targeted, and test performance metrics, including true positives, false negatives, false positives, and true negatives. Risk of bias assessments, applicability concerns, and limitations of each study are also documented, alongside the reference standards used for evaluating RDT accuracy.

This dataset offers valuable insights into the variability of RDT performance across different regions and study designs, aiding in the development of more effective malaria diagnostic tools for resource-limited settings.
DOI: 10.17632/bfjhspdp94.1
title: Original data of "STAT4 recruitment following DNA demethylation in MMP-3 promoter leads to MMP-3 expression activation in articular cartilage of osteoarthritis mice"

description: Original data of "STAT4 recruitment following DNA demethylation in MMP-3 promoter leads to MMP-3 expression activation in articular cartilage of osteoarthritis mice"
DOI: 10.17632/43tg43yh43.1
title: Higher Education Student Knowledge on Recent Technology

description: This data shows the higher education student knowledge on recent technology such as Artificial Intelligence, Augmented Reality / Virtual Reality, and Metaverse