cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15485/1779721
title: Stream discharge and temperature data collected within the East and Taylor Watershed, Colorado for the Lawrence Berkeley National Laboratory Watershed Function Science Focus Area (water years 2019 to 2024)

description: This data package contains East and Taylor Watershed, Colorado stream discharge and temperature data for water years 2019 to 2024. This data was collected to understand hydrological processes occurring in the East River and Taylor River Watersheds, Colorado, which is part of the Lawrence Berkeley National Laboratory Watershed Function Scientific Focus Area. Data includes instantaneous observed discharge using salt dillution and acoustic doppler velocimeter techniques, raw pressure transducer downloaded data, sub-hourly temperature as well as corrected water level and associated stream discharge and mean daily values. Notes on water level corrections, rating curve development and metadata provided. A rating curve is the translation of depth to streamflow. The rating curve can be used as a quantitative measure of the “quality of the data.”Data within this dataset is formatted using ESS-DIVE’s Hydrological Monitoring Reporting Format. This data package contains (1) a zip file (Stream_Discharge_Data_WY19-WY24.zip) containing stream discharge and temperature data organized by location; (2) an InstallationMethods file (InstallationMethods.csv) describing metadata about the installation; (3) a file-level metadata (flmd.csv) file that lists each file contained in the dataset with associated metadata; (4) a data dictionary (dd.csv) file that contains terms/column_headers used throughout the files along with a definition, units, and data type; (5) a locations metadata file (locations.csv); (6) and a sensor metadata file (sensors.csv). All data files are in non-proprietary formats (csv, png, or pdf formats). Please contact Rosemary Carroll, Curtis Beutler, or Austin Shirley for any support in accessing the files.Update on 2023-05-12: Additional data from WYs 2021 and 2022 were added. Additionally, the dataset was converted using ESS-DIVE’s Hydrological Monitoring Reporting Format. Data files were reformatted to match reporting format guidance, new metadata files were added, and files were converted from excel to CSV.Update on 2025-05-16: Additional data from WYs 2022 (for locations not previously included), 2023, and 2024 were added. An additional descriptive PDF (WFSFA_Streamflow_Hydrograph_Disclaimer.pdf) was added. Metadata files were updated to reflect the addition of new data and locations.
DOI: 10.15485/1969563
title: Electrical Resistivity Tomography data from 2016 to 2018 at the Lower Montane site in the East River Watershed, Colorado

description: This dataset contains time-lapse Electrical Resistivity Tomography (ERT) data along a transect located on the northeast-facing hillslope at the lower montane site (Pumphouse site) in the upper East River Watershed. The monitoring dataset covers the period from November 2, 2016, to August 6, 2018. In addition, the archive also contains a baseline dataset from October 9, 2016. The ERT transect consisted of 128 electrodes with an electrode spacing of 1.25 m. The acquisition system was located in the middle of the transect, about 50 m on one side, and included an MPT (Multi-Phase Technologies) ERT system, a mini computer, and batteries with solar panels. Acquisition occurred daily under normal circumstances. The first 16 electrodes (from the upper end of the transect) could not be used after the cable was damaged during the 2017–2018 winter. Also, due to multiple failures in the power system, the temporal resolution of the data is much lower in 2018 compared to 2016 and 2017. The data have been processed and used in Dafflon et al., 2023, and the baseline dataset was used in Falco et al., 2019 (see reference list). This archive contains the measurements (ER.zip containing csv files) for each of the 326 acquisition times and a filtered version where only electrodes 17 to 128 are included (ERT_sm.zip containing csv files). The archive also contains the baseline dataset and two acquisitions with full reciprocals (ERT_RB.zip containing csv files), as well as all the raw MPT files (ERT_raw_MTP.zip). The geometry (electrode position and elevation) is provided in Universal Transverse Mercator (UTM) 13N Geoid2012AB in the file named ERT_Location.csv. The archive contains 1 *.csv data files, four *.zip files, and three metadata *.csv files. This work was supported by the Watershed Function Science Focus Area at Lawrence Berkeley National Laboratory funded by the US Department of Energy, Office of Science, Biological and Environmental Research under Contract No. DE-AC02-05CH11231.
DOI: 10.15468/dl.zebzw8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Alyssum alyssoides (L.) L."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015061-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15485/2530966
title: Five Years of Dissolved Oxygen, Temperature, Salinity, Depth, Weather Data from a Transitioning Wetland at Beaver Creek, Washington, USA

description: Groundwater dissolved oxygen (DO) variability in coastal system remains poorly understood despite its importance for biogeochemical cycling and ecosystem modeling. Here we investigate the temporal variability in groundwater DO and its hydro-climatic drivers across hourly to seasonal timescales in a transitioning wetland at Beaver Creek, Washington, USA. The site is transitioning from a freshwater forest to a brackish tidal wetland following removal of a barrier in 2014 that prevented tides from accessing the freshwater creek. By utilizing novel optical dissolved oxygen instrumentation (Opti O2, LLC) we obtained continuous, high-frequency (5-minute), in-situ measurements of DO from the flood-plain from June 26th, 2019 through September 30th, 2024. This 63 month dataset is comprised of groundwater dissolved oxygen, temperature, water level and salinity timeseries from the floodplain. This dataset also includes rainfall, air pressure, air temperature, and solar radiation data collected with a co-located Campbell ClimaVUE50 weather sensor. All data is contained within a single csv (2019-06-26 to 2024-09-30 Beaver Creek DO, saln, BGS, temp, weather.csv) that can easily be viewed either using software such as Excel or using any text editor.
DOI: 10.15468/dl.mhchxt
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Heptacodium miconioides Rehder"
 ]
}

 The dataset includes 49 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015066-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11915642
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.8suewc
title: Occurrence Download

description: A dataset containing 13233 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ajuga iva (L.) Schreb."
 ]
}

 The dataset includes 13233 records from 224 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015067-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.25478
title: The Influence of HPA Axis Genetic Variation and Cumulative Ecological Risk on Adolescent Depressive Symptoms: A Multilocus Genetic – Multiple Environments Study
title: The Influence of HPA Axis Genetic Variation and Cumulative Ecological Risk on Adolescent Depressive Symptoms: A Multilocus Genetic – Multiple Environments Study

description: This dataset contains all the data of the manuscripts, including demographic data, research variables and genetic data.
description: This dataset contains all the data of the manuscripts, including demographic data, research variables and genetic data.
DOI: 10.57760/sciencedb.25475
title: Mass Spectrum Dataset and three Classification Algorithms
title: Mass Spectrum Dataset and three Classification Algorithms

description: Folder contains mass spectrometry datasets in .mat format, SVM, MLP and CNN classification algorithms, and the Score-CAM algorithm. 
description: Folder contains mass spectrometry datasets in .mat format, SVM, MLP and CNN classification algorithms, and the Score-CAM algorithm.
DOI: 10.6084/m9.figshare.26298955
title: Vertebrate taxonomic and functional hotspots in the Brazilian Atlantic Forest - FILES

description: The dataset has all the shapefiles, raster, tables, codes, appendices, supplementary materials and other necessary files to replicate all analyses in the manuscript. <b>Vertebrate taxonomic and functional hotspots in the Brazilian Atlantic Forest</b> (2024) is published in the <b>Diversity & Distribution</b>.
DOI: 10.57760/sciencedb.j00217.07719
title: Analysis of Research Hotspots in the Teaching and Education of Medical International Students under the Background of Building an Education Powerhouse
title: 教育强国背景下医学留学生教育研究热点分析

description: METHODS Based on the CNKI database, research literature related to international medical students was screened, with the time period limited to 2015-2025, and imported into CiteSpace for visual analysis.RESULTS A total of 1,981 articles were included. The medical education system for international students demonstrated two key time points. Research on the education system and teaching models for international students has remained a research hotspot, while discipline education and ideological and political education in the curriculum have emerged as new research hotspots.CONCLUSION The research on the education system for international medical students in China has achieved considerable development, showing the transformation characteristics of diversification, practicalization, internationalization, and localization. However, it is still in the exploration stage, and further in-depth research and exploration, optimization of the education system, improvement of the teaching staff, and refinement of the management mechanism are still required.OBEJECTIVE To review the current status and development trends of medical education for international students, laying a foundation for cultivating medical talents who are both adapted to the Chinese medical environment and meet international standards.
description: METHODS Based on the CNKI database, research literature related to international medical students was screened, with the time period limited to 2015-2025, and imported into CiteSpace for visual analysis.RESULTS A total of 1,981 articles were included. The medical education system for international students demonstrated two key time points. Research on the education system and teaching models for international students has remained a research hotspot, while discipline education and ideological and political education in the curriculum have emerged as new research hotspots.CONCLUSION The research on the education system for international medical students in China has achieved considerable development, showing the transformation characteristics of diversification, practicalization, internationalization, and localization. However, it is still in the exploration stage, and further in-depth research and exploration, optimization of the education system, improvement of the teaching staff, and refinement of the management mechanism are still required.OBEJECTIVE To review the current status and development trends of medical education for international students, laying a foundation for cultivating medical talents who are both adapted to the Chinese medical environment and meet international standards.
DOI: 10.57760/sciencedb.25467
title: Metabolic Activation-Driven Discovery of Lung Cancer-Specific VOCs via SPME-GC-MS for Noninvasive Diagnostic Applications
title: Metabolic Activation-Driven Discovery of Lung Cancer-Specific VOCs via SPME-GC-MS for Noninvasive Diagnostic Applications

description: The data were obtained through SPME-GC-MS and statistically analyzed using statistical software such as SPSS.
description: The data were obtained through SPME-GC-MS and statistically analyzed using statistical software such as SPSS.
DOI: 10.57760/sciencedb.24729
title: A dataset about the 1-Aminopiperidine-derivatizatied lung tissue sample analyzed by LC-MS
title: A dataset about the 1-Aminopiperidine-derivatizatied lung tissue sample analyzed by LC-MS

description: LC-MS raw data (n=15)Control (n=5)Model (n=5, LPS-induced acute pneumonia model)Treated (n=5, treated with Zhuye Shigao decoction at 10.4 g/kg, i.g.)Control_1 means control group detected in the positive ion mode (n=5)Model_1 means model group detected in the positive ion mode (n=5)HighDose_1 means ZSD treatment group detected in the positive ion mode (n=5)ZSD is a TCM preparation named Zhuye Shigao Decoction.All lung tissue samples were extracted with methanol and then derivatized with 1-Aminopiperidine. Then, all samples were analyzed by an LC-Q-TOF MS instrument under MSe mode (Waters G2Si Q-TOF MS). The RAW format data uploaded here is the raw data from the LC-MS analysis. This data can be opened using MassLynx software.
description: LC-MS raw data (n=15)Control (n=5)Model (n=5, LPS-induced acute pneumonia model)Treated (n=5, treated with Zhuye Shigao decoction at 10.4 g/kg, i.g.)Control_1 means control group detected in the positive ion mode (n=5)Model_1 means model group detected in the positive ion mode (n=5)HighDose_1 means ZSD treatment group detected in the positive ion mode (n=5)ZSD is a TCM preparation named Zhuye Shigao Decoction.All lung tissue samples were extracted with methanol and then derivatized with 1-Aminopiperidine. Then, all samples were analyzed by an LC-Q-TOF MS instrument under MSe mode (Waters G2Si Q-TOF MS). The RAW format data uploaded here is the raw data from the LC-MS analysis. This data can be opened using MassLynx software.
DOI: 10.57760/sciencedb.25456
title: Coculture of Fusobacterium varium and Faecalibacterium prausnitzii
title: Coculture of Fusobacterium varium and Faecalibacterium prausnitzii

description: Fusobacterium varium and F. prausnitzii were co-cultured for 24 h, and the primary metabolites and short-chain fatty acids were measured by LC-MS/MS.
description: Fusobacterium varium and F. prausnitzii were co-cultured for 24 h, and the primary metabolites and short-chain fatty acids were measured by LC-MS/MS.
DOI: 10.57760/sciencedb.25462
title: CBA League 2021-2022 season refereeing data
title: CBA联赛2021-2022赛季执裁数据

description: The referee data mainly in the form of playby-play
description: The referee data mainly in the form of playby-play
DOI: 10.57760/sciencedb.25390
title: Transcriptome sequencing data from the co-culture of beneficial fungal strains with Arabidopsis thaliana
title: Transcriptome sequencing data from the co-culture of beneficial fungal strains with Arabidopsis thaliana

description: Transcriptomic sequencing data were derived from Arabidopsis thaliana co-cultured for 14 days with two plant growth-promoting fungal strains: P3 (Purpureocillium lilacinum) and P21 (Penicillium sp.).
description: Transcriptomic sequencing data were derived from Arabidopsis thaliana co-cultured for 14 days with two plant growth-promoting fungal strains: P3 (Purpureocillium lilacinum) and P21 (Penicillium sp.).
DOI: 10.57760/sciencedb.25466
title: The inversion ionosphere parameters based on the automatic model for tweek atmospherics (Zhang et al., 2023) recorded by the VLF sensor in Duke Forest during January to April, 2010.
title: The inversion ionosphere parameters based on the automatic model for tweek atmospherics (Zhang et al., 2023) recorded by the VLF sensor in Duke Forest during January to April, 2010.

description: 48395 1st-order tweeks in total, the variables are:dt, Occurrence time for each tweek signal h, Reflection height of the tweek signal (Unit: [km])Ne, The electron density at the reflection height (Unit: [cm-3])D, Horizontal propagation distance of the tweek signal (Unit: [km])pos, The source lightning location [latitude, longitude](Note: to trace the source lightning, the NLDN lists are used to compare the lightning stroke time and the start time of the tweek signals)Reference:Zhang, M., Lu, G. P., Huang, H. L., Cheng, Z. W., Chen, Y. Z., Cummer, S. A., Zheng, J. Y., and Lei, J. H. (2023). Automatic recognition of tweek atmospherics and plasma diagnostics in the lower ionosphere with the machine learning method. Earth Planet. Phys., 7(3), 1–7. http://doi.org/10.26464/epp2023039
description: 48395 1st-order tweeks in total, the variables are:dt, Occurrence time for each tweek signal h, Reflection height of the tweek signal (Unit: [km])Ne, The electron density at the reflection height (Unit: [cm-3])D, Horizontal propagation distance of the tweek signal (Unit: [km])pos, The source lightning location [latitude, longitude](Note: to trace the source lightning, the NLDN lists are used to compare the lightning stroke time and the start time of the tweek signals)Reference:Zhang, M., Lu, G. P., Huang, H. L., Cheng, Z. W., Chen, Y. Z., Cummer, S. A., Zheng, J. Y., and Lei, J. H. (2023). Automatic recognition of tweek atmospherics and plasma diagnostics in the lower ionosphere with the machine learning method. Earth Planet. Phys., 7(3), 1–7. http://doi.org/10.26464/epp2023039
DOI: 10.57760/sciencedb.25444
title: Highly Avian Influenza Clade 2.3.4.4b H5N1 Viruses from Black Swans in Shanghai, China
title: Highly Avian Influenza Clade 2.3.4.4b H5N1 Viruses from Black Swans in Shanghai, China

description: Novel HPAI H5N1 viruses isolated from 15 unhealthy black swans in Shanghai, China, 2024. From November 8 to 19, 2024, a total of 15 clinically symptomatic black swans were identified in the Chongming Natural Reserve (31°25′ to 31°38′ N, 121°53′ to 122°0′ E). Several swans exhibited signs of lethargy and vigorous head shaking. Oropharyngeal and cloacal swab samples were collected from all the unhealthy black swans. Viral RNA was extracted, and reverse-transcribed into cDNA using the Uni12 primer. The whole genome of H5N1 viruses was obtained.
description: Novel HPAI H5N1 viruses isolated from 15 unhealthy black swans in Shanghai, China, 2024. From November 8 to 19, 2024, a total of 15 clinically symptomatic black swans were identified in the Chongming Natural Reserve (31°25′ to 31°38′ N, 121°53′ to 122°0′ E). Several swans exhibited signs of lethargy and vigorous head shaking. Oropharyngeal and cloacal swab samples were collected from all the unhealthy black swans. Viral RNA was extracted, and reverse-transcribed into cDNA using the Uni12 primer. The whole genome of H5N1 viruses was obtained.
DOI: 10.15468/dl.92chn7
title: Occurrence Download

description: A dataset containing 480 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Angelica dahurica (Hoffm.) Benth. & Hook.fil. ex Franch. & Sav."
 ]
}

 The dataset includes 480 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015068-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.27rdtj
title: Occurrence Download

description: A dataset containing 10475 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetragonia tetragonoides (Pall.) Kuntze",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 10475 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015069-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10476183
title: ChinaHighNO₂: Daily Seamless 10 km Ground-Level NO₂ Dataset for China (2008–2018)

description: ChinaHighNO2 is part of a series of long-term, seamless, high-resolution, and high-quality datasets of air pollutants for China (i.e., ChinaHighAirPollutants, CHAP). It is generated from big data sources (e.g., ground-based measurements, satellite remote sensing products, atmospheric reanalysis, and model simulations) using artificial intelligence, taking into account the spatiotemporal heterogeneity of air pollution.

Here is the big data-derived seamless (spatial coverage = 100%) daily, monthly, and yearly 10 km (i.e., D10K, M10K, and Y10K) ground-level NO2 dataset for China from 2008 to 2018. This dataset exhibits high quality, with a cross-validation coefficient of determination (CV-R2) of 0.84, a root-mean-square error (RMSE) of 7.99 µg m-3, and a mean absolute error (MAE) of 5.34 µg m-3 on a daily basis.

If you use the ChinaHighNO2 dataset in your scientific research, please cite the following references (Wei et al., ACP, 2023; Wei et al., EST, 2022):





Wei, J., Li, Z., Wang, J., Li, C., Gupta, P., and Cribb, M. Ground-level gaseous pollutants (NO2, SO2, and CO) in China: daily seamless mapping and spatiotemporal variations. Atmospheric Chemistry and Physics, 2023, 23, 1511–1532. https://doi.org/10.5194/acp-23-1511-2023




Wei, J., Liu, S., Li, Z., Liu, C., Qin, K., Liu, X., Pinker, R., Dickerson, R., Lin, J., Boersma, K., Sun, L., Li, R., Xue, W., Cui, Y., Zhang, C., and Wang, J. Ground-level NO2 surveillance from space across China for high resolution using interpretable spatiotemporally weighted artificial intelligence. Environmental Science & Technology, 2022, 56(14), 9988–9998. https://doi.org/10.1021/acs.est.2c03834



Note that the ChinaHighNO2 dataset was improved to a 1 km resolution after 2019:

        all (including daily) data for the years after 2019 are accessible at: https://doi.org/10.5281/zenodo.4571660

More CHAP datasets for different air pollutants are available at: https://weijing-rs.github.io/product.html
description: Note that the data are recorded in local time (i.e., Beijing time: GMT+8), and measured at the standard condition (i.e., 273 K and 1013 hPa). The concentrations can be converted to the room condition (i.e., 298 K and 1013 hPa) by dividing by a factor of 1.09375 (MEE, 2018).

This dataset is continuously updated. If you require additional data for related scientific research, please contact us (weijing_rs@163.com or weijing.rs@gmail.com).