cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.vhwx8f
title: Occurrence Download

description: A dataset containing 2630 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((137.75086 -14.60805,142.37121 -14.60805,142.37121 -11.47172,137.75086 -11.47172,137.75086 -14.60805))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myliobatiformes",
 "Year 1950-2025"
 ]
}

 The dataset includes 2630 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006734-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.o00130.06215
title: The Relationship Between Liver Iron Content and Hepatocellular Carcinoma and the Mediating Role of NAFLD: A Study Based on Mediation Mendelian Randomization Method
title: [1]肝脏铁含量和肝细胞癌关系及NAFLD的中介作用研究：基于中介孟德尔随机化方法[1]

description: Objective To explore the causal relationship between liver iron content and hepatocellular carcinoma(HCC)mediated by non-alcoholic fatty liver disease(NAFLD).Methods Mendelian randomization(MR)method was employed,using single nucleotide polymorphisms(SNPs)as instrumental variables.The inverse variance weighted(IVW),MR-Egger,and weighted median methods were used for MR analysis to assess the potential causal relationships among liver iron content,NAFLD,and HCC.Sensitivity analyses were conducted to verify the robustness of the results.Results The IVW results showed a significant causal effect of higher liver iron content on the risk of HCC(OR=2.746,95%CI:1.822~4.139,P=1.39E-06).Liver iron content was positively correlated with NAFLD(OR=1.245,95%CI:1.107~1.401,P=0.000264534),and NAFLD significantly increased the risk of HCC(OR=9.207,95%CI:6.540~12.962,P=4.47E-37).NAFLD played a partial mediating role between liver iron content and HCC,with a mediation effect proportion of 48.14%.Conclusions This study confirms a causal relationship between liver iron content and HCC, with NAFLD playing a partial mediating role.
description: Objective To explore the causal relationship between liver iron content and hepatocellular carcinoma(HCC)mediated by non-alcoholic fatty liver disease(NAFLD).Methods Mendelian randomization(MR)method was employed,using single nucleotide polymorphisms(SNPs)as instrumental variables.The inverse variance weighted(IVW),MR-Egger,and weighted median methods were used for MR analysis to assess the potential causal relationships among liver iron content,NAFLD,and HCC.Sensitivity analyses were conducted to verify the robustness of the results.Results The IVW results showed a significant causal effect of higher liver iron content on the risk of HCC(OR=2.746,95%CI:1.822~4.139,P=1.39E-06).Liver iron content was positively correlated with NAFLD(OR=1.245,95%CI:1.107~1.401,P=0.000264534),and NAFLD significantly increased the risk of HCC(OR=9.207,95%CI:6.540~12.962,P=4.47E-37).NAFLD played a partial mediating role between liver iron content and HCC,with a mediation effect proportion of 48.14%.Conclusions This study confirms a causal relationship between liver iron content and HCC, with NAFLD playing a partial mediating role.
DOI: 10.5281/zenodo.15462781
title: PIEZO Data for MAC Comparative MEMS vs. Piezo

description: Resampled to 40 Hz
DOI: 10.5281/zenodo.15462782
title: PIEZO Data for MAC Comparative MEMS vs. Piezo

description: Resampled to 40 Hz
DOI: 10.57760/sciencedb.23349
title: Supplementary Material: Pathogenetic characteristics of human isolates of Streptococcus suis in Henan Province from 2020 to 2023
title: 2020—2023年河南省人感染猪链球菌分离株病原学特征分析补充材料

description: This dataset is supplementary material for the paper "Pathogenetic characteristics of human isolates of Streptococcus suis in Henan Province from 2020 to 2023" (Table S1). Table S1 presents metadata for 246 human isolates of S. suis retrieved from the NCBI database, including geographic origin, collection year, sequence type (ST), serotype, and GenBank accession numbers. These data were used for phylogenetic analyses based on genome-wide sequence alignments.
description: This dataset is supplementary material for the paper "Pathogenetic characteristics of human isolates of Streptococcus suis in Henan Province from 2020 to 2023" (Table S1). Table S1 presents metadata for 246 human isolates of S. suis retrieved from the NCBI database, including geographic origin, collection year, sequence type (ST), serotype, and GenBank accession numbers. These data were used for phylogenetic analyses based on genome-wide sequence alignments.
DOI: 10.5281/zenodo.15462731
title: Multi-table QA
DOI: 10.5281/zenodo.15462732
title: Multi-table QA
DOI: 10.5281/zenodo.15462793
title: Multi-table QA
DOI: 10.57760/sciencedb.j00253.00668
title: Application and Comparison of Three Time-Series Causal Discovery Methods in Environmental Epidemiology
title: 三种时间序列因果发现方法在环境流行病学研究的应用和比较

description: Objective To systematically elaborate the theoretical foundations and technical paradigms of causal analysis methods for time-series data and to explore their application efficacy in environmental epidemiology through empirical studies.Methods A multi-method causal discovery framework was adopted to perform an empirical analysis of the time-series data of environmental factors and influenza incidence rates across 31 provinces in China. The methodological system included: the PCMCI+ algorithm based on conditional independence tests, the VAR-LiNGAM method based on structural equation models, and the CCM model based on nonlinear state-space reconstruction.Results All three models confirmed that mean temperature exerted a negative causal effect on influenza incidence rates with a one-week lag (p &lt; 0.05), with relative causal strengths of -0.019, -0.047, and -0.078, respectively. However, neither the PCMCI+ method nor the VAR-LiNGAM method identified any reverse causal associations from influenza incidence rates to environmental factors (p &gt; 0.05).Conclusion The three methods demonstrate complementary advantages in the context of environmental epidemiology. By constructing a multi-method cross-validation framework, the inherent limitations of a single method can be effectively overcome, facilitating more robust causal analysis to be carried out in environmental health risk assessment.
description: Objective To systematically elaborate the theoretical foundations and technical paradigms of causal analysis methods for time-series data and to explore their application efficacy in environmental epidemiology through empirical studies.Methods A multi-method causal discovery framework was adopted to perform an empirical analysis of the time-series data of environmental factors and influenza incidence rates across 31 provinces in China. The methodological system included: the PCMCI+ algorithm based on conditional independence tests, the VAR-LiNGAM method based on structural equation models, and the CCM model based on nonlinear state-space reconstruction.Results All three models confirmed that mean temperature exerted a negative causal effect on influenza incidence rates with a one-week lag (p &lt; 0.05), with relative causal strengths of -0.019, -0.047, and -0.078, respectively. However, neither the PCMCI+ method nor the VAR-LiNGAM method identified any reverse causal associations from influenza incidence rates to environmental factors (p &gt; 0.05).Conclusion The three methods demonstrate complementary advantages in the context of environmental epidemiology. By constructing a multi-method cross-validation framework, the inherent limitations of a single method can be effectively overcome, facilitating more robust causal analysis to be carried out in environmental health risk assessment.
DOI: 10.57760/sciencedb.j00253.00638
title: Associative Analysis of the Relationship between Temperature and the Risk of Resident Mortality in Liaocheng City Based on the Distributed Lag Nonlinear Model
title: 基于分布滞后非线性模型的聊城市气温与居民死亡风险关联分析

description: Objective To investigate the relationship between inappropriate temperatures and non-accidental and circulatory system disease deaths among Liaocheng residents.Methods A distributed lag nonlinear model was applied to fit the daily death counts and meteorological data in Liaocheng from 2017 to 2021, analyzing the exposure-response relationship between temperature and deaths.Results The risks of non-accidental and circulatory system disease deaths peaked on the 3rd day of low-temperature exposure, with RR of 1.08 (95% CI: 1.05-1.12) and 1.09 (95% CI: 1.05-1.13), respectively. They peaked on the day of high-temperature exposure, with RR both being 1.10 (95% CI: 1.04-1.18, 1.03-1.19). The cumulative lag effects of extreme low temperatures on non-accidental and circulatory system disease deaths reached maxima on the 10th and 11th days, respectively, while those of extreme high temperatures peaked on the 12th and 14th days. The AF of non-accidental and circulatory system disease deaths in the low-temperature segment (13.25%, 19.08%, 95% CI: 5.03%-19.65%, 10.58%-26.27%) were notably higher than those in the extreme temperature segment.Conclusion Inappropriate temperatures in Liaocheng significantly elevate the death risk of residents.
description: Objective To investigate the relationship between inappropriate temperatures and non-accidental and circulatory system disease deaths among Liaocheng residents.Methods A distributed lag nonlinear model was applied to fit the daily death counts and meteorological data in Liaocheng from 2017 to 2021, analyzing the exposure-response relationship between temperature and deaths.Results The risks of non-accidental and circulatory system disease deaths peaked on the 3rd day of low-temperature exposure, with RR of 1.08 (95% CI: 1.05-1.12) and 1.09 (95% CI: 1.05-1.13), respectively. They peaked on the day of high-temperature exposure, with RR both being 1.10 (95% CI: 1.04-1.18, 1.03-1.19). The cumulative lag effects of extreme low temperatures on non-accidental and circulatory system disease deaths reached maxima on the 10th and 11th days, respectively, while those of extreme high temperatures peaked on the 12th and 14th days. The AF of non-accidental and circulatory system disease deaths in the low-temperature segment (13.25%, 19.08%, 95% CI: 5.03%-19.65%, 10.58%-26.27%) were notably higher than those in the extreme temperature segment.Conclusion Inappropriate temperatures in Liaocheng significantly elevate the death risk of residents.
DOI: 10.57760/sciencedb.24035
title: Advances in molecular mechanisms of atmospheric ozone exposure affecting glucose metabolic homeostasis
title: 大气臭氧暴露影响糖代谢稳态的分子机制研究进展

description: Ozone exposure disrupts the body's glucose metabolism homeostasis through multiple mechanisms such as oxidative stress, inflammatory response, metabolic reprogramming, neuroendocrine regulation, and disruption of gut microbiota. This dataset systematically integrates the core pathways of neuroendocrine regulation (hypothalamic pituitary adrenal axis/sympathetic adrenal medulla axis) and the signal transduction pathways of gut microbiota metabolites short chain fatty acids (SCFAs), and constructs a multi mechanism synergistic framework through an interactive network diagram to analyze the molecular interactions mediated by sugar homeostasis imbalance from multiple dimensions. 
description: Ozone exposure disrupts the body's glucose metabolism homeostasis through multiple mechanisms such as oxidative stress, inflammatory response, metabolic reprogramming, neuroendocrine regulation, and disruption of gut microbiota. This dataset systematically integrates the core pathways of neuroendocrine regulation (hypothalamic pituitary adrenal axis/sympathetic adrenal medulla axis) and the signal transduction pathways of gut microbiota metabolites short chain fatty acids (SCFAs), and constructs a multi mechanism synergistic framework through an interactive network diagram to analyze the molecular interactions mediated by sugar homeostasis imbalance from multiple dimensions.
DOI: 10.15468/dl.yef4jw
title: Occurrence Download

description: A dataset containing 9187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Micromyrtus Benth."
 ]
}

 The dataset includes 9187 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006735-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5285/e747e63e-9d93-49c2-bafc-cf3d3f8e5afa
title: Medium resolution vector polygons of the Antarctic coastline

description: Coastline for Antarctica created from various mapping and remote sensing sources, provided as polygons with 'land', 'ice shelf', 'ice tongue' or 'rumple' attribute. This dataset has been generalised from the high resolution vector polygons. Covering all land and ice shelves south of 60S. Suitable for topographic mapping and analysis. Data compiled, managed and distributed by the Mapping and Geographic Information Centre and the UK Polar Data Centre, British Antarctic Survey on behalf of the Scientific Committee on Antarctic Research. Major changes in v7.4 include updates to coastline and ice shelves between Gipps Ice Rise and Ronne Ice Shelf, updated ice shelf fronts for Brunt, Stange and West ice shelves, Pine Island Glacier, and an updated coastline for Adelaide Island.
description: Dataset compiled from a variety of Antarctic map and satellite image sources. The dataset was created using ArcGIS and QGIS GIS software programmes and has been checked for basic topography and geometry checks, but does not contain strict topology. Quality varies across the dataset and certain areas where high resolution source data were available are suitable for large scale maps whereas other areas are only suitable for smaller scales. Each polygon contains a 'surface' attribute with either 'land', 'ice shelf', 'ice tongue' or 'rumple'. Details of when and how each line was created can be found in the attributes of the high or medium resolution polyline coastline dataset. Data sources range in time from 1990s-2020 - individual lines contain exact source dates. This medium resolution version has been generalised from the high resolution version. All polygons inferior to 0.1km² not intersecting anything else were deleted and the 'simplify' tool was used in ArcGIS with the 'point remove' algorithm and a smoothing tolerance of 50 m.
DOI: 10.15468/dl.kfq794
title: Occurrence Download

description: A dataset containing 16699 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Microsorum Link"
 ]
}

 The dataset includes 16699 records from 236 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006736-250515123054153/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.29098004
title: PDData_17725.sav

description: Dataset in spss for vaccination intents, moral appeals, ideology and emotions
DOI: 10.15468/dl.pbbeqv
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((100.48579 5.37615,100.65027 5.37615,100.65027 5.51715,100.48579 5.51715,100.48579 5.37615))",
 "IucnRedListCategory is one of (EN, VU)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 50 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006737-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15462619
title: Data for "Leveraging complex network features improves vaccine stance classification"

description: Data for the realization of the publication of a scientific paper named "Leveraging complex network features improves vaccine stance classification"
DOI: 10.5281/zenodo.15462620
title: Data for "Leveraging complex network features improves vaccine stance classification"

description: Data for the realization of the publication of a scientific paper named "Leveraging complex network features improves vaccine stance classification"
DOI: 10.6084/m9.figshare.29097959
title: sediment analysis T2,T3.xls

description: Sediment samples were collected from the downstream (T2) and upstream (T3) of Tócó Creek in Debrecen, Hungary, to examine the long-term effects of treated sewage effluent on an intermittent stream with a low flow rate. The samples were processed and extracted using 2 M NaOH and 2 M HNO<sub>3</sub>, and they were then examined so that the visible spectrum of the extracted humus-containing solutions was analyzed. In all cases, a first-order exponentially declining function was fitted to the obtained absorbance-wavelength functions with good estimation, where parameter “k” describes the stability of the humic substances and parameter “b” represents the overall humic concentration of the solution. The literature-known humus stability parameters E4/E6 and E2/E3 indicate that the molecule is more stable as its absorbance is less at longer wavelengths. The accuracy of the humus stability measurement can be greatly improved by using a function fitted to the whole spectrum, where 400 measurement points are included. The large number of measured points for providing information on the status of the fulvic acid and humic acid means that the current measurements are likely to be more precise and suitable for achieving the stated objective of this paper. Organic matter content (OMC) of the sediment taken below the sewage discharge point has proved to be more stable than the sample taken above the discharge point.
DOI: 10.5281/zenodo.15462816
title: review buku argonauts of the western pacific
DOI: 10.5281/zenodo.15462817
title: review buku argonauts of the western pacific
DOI: 10.15468/dl.w8tagw
title: Occurrence Download

description: A dataset containing 10523 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Microstachys A.Juss."
 ]
}

 The dataset includes 10523 records from 253 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006738-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7c8u5
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Stenoma catenifer Walsingham, 1912"
 ]
}

 The dataset includes 37 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006739-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ss79ay
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Microsteris Greene"
 ]
}

 The dataset includes 52 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006741-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14893734
title: Leuven.cool citizen science urban weather station network: raw data

description: This repository contains the crowdsourced data from the Leuven.cool project, a citizen science network of around 110 low-cost weather stations (Fine Offset WH2600) distributed across Leuven, Belgium. The current repository contains the raw, unprocessed measurements, as received from the sensors. Data has a 16-second resolution. The dataset contains a total of 1,019,965,287 observations, covering the period from June 2019 to March 2025.

The processed, quality-controlled and bias-corrected dataset is published in this resource: Beele, Eva; Reyniers, Maarten; Aerts, Raf; Somers, Ben, 2022, "Replication Data for: Quality control and correction method for air temperature data from a citizen science weather station network in Leuven, Belgium", https://doi.org/10.48804/SSRN3F

The following columns are available in the RAWDATA*csv files:




Column name
Description
Unit


OBSID
unique identifier of the measurement
-


ID
station identifier in file STATIONS.csv
-


TEMPF
temperature
Fahrenheit


HUMIDITY
relative humidity
%


DEWPTF
dew point temperature
Fahrenheit


WINDCHILLF
wind chill
Fahrenheit


WINDDIR
wind direction
degrees, 0-360


WINDSPEEDMPH
wind speed
mph


WINDGUSTMPH
wind gust speed
mph


RAININ
rain intensity
inch per hour


DAILYRAININ
rain day total
inch


SOLARRADIATION
solar radiation
W/m²


UV
UV index
-


BAROMIN
air pressure
inches of mercury


DATEUTC
timestamp of reception of measurement by the server
UTC


DATEUTC_STAT
timestamp of measurement as reported by the station
UTC




 

Data is grouped into files, each covering a three-month period (calendar quarters). It is recommended to use the timestamp of the measurement's reception by the server (DATEUTC) as the valid timestamp. Missing values are represented as NULL.

 

The file STATIONS.csv contains metadata about the stations, with the following columns:




ID
unique identifier of the station used in RAWDATA files


WOWID
corresponding identifier in the UK Met Office's Weather Observations Website (WOW)


LATITUDE
latitude of the station


LONGITUDE
longitude of the station


ALTITUDE
altitude of the station
DOI: 10.5281/zenodo.15450403
title: Spectral Library of Parthenium hysterophorus (Famine Weed) and co-occuring species in Ndumo Game Reserve, South Africa

description: The spectral dataset for P. hysterophorus and its co-occurring plant species, i.e., Acacia Trees (AT), Grasses (GS) and Other Plant Species (OPS), was collected using Spectral Evolution spectroradiometer at Ndumo Game Reserve in KwaZulu-Natal province, South Africa.  The spectroradiometer was consistently held at 50 cm from the canopy, resulting in spectral measurements with a circular Instantaneous FOV (IFOV) with a radius of about 11.08 cm. The spectral signatures were collected over homogeneous Elementary Sampling Unit (ESU), i.e., 1×1 m plots, consisting of either juvenile P. hysterophorus or its co-occurring species. Each ESU spectra were made up of an average of atleast three to five spectral measurements.
DOI: 10.5281/zenodo.15450404
title: Spectral Library of Parthenium hysterophorus (Famine Weed) and co-occuring species in Ndumo Game Reserve, South Africa

description: The spectral dataset for P. hysterophorus and its co-occurring plant species, i.e., Acacia Trees (AT), Grasses (GS) and Other Plant Species (OPS), was collected using Spectral Evolution spectroradiometer at Ndumo Game Reserve in KwaZulu-Natal province, South Africa.  The spectroradiometer was consistently held at 50 cm from the canopy, resulting in spectral measurements with a circular Instantaneous FOV (IFOV) with a radius of about 11.08 cm. The spectral signatures were collected over homogeneous Elementary Sampling Unit (ESU), i.e., 1×1 m plots, consisting of either juvenile P. hysterophorus or its co-occurring species. Each ESU spectra were made up of an average of atleast three to five spectral measurements.