cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.nzadn4
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procambarus clarkii",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000612-250711103210423/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.29546168
title: F5/AIP dataset: ion density and velocities during the 2022 Tonga Volcano Eruption

description: <b>The FORMOSAT-5 ion velocities could be found in </b><b>F5_icv.txt, while the ion densities are stored in </b><b>F5_idn.txt.</b><br><br><b>Dataset Variables</b><br>YYYY_MM_DD: Year, Month, Dayhh_mm_ss: Hour, Minute, SecondgLAT_deg_: LatitudegLON_deg_: LongitudegALT_Km_: AltitudeNIMed___cc_: Median Ion densityIVYAve_m_s_: Averaged zonal ion velocitylVYMed_m_s_: Median zonal ion velocitylVZMed_m_s_: Median vertical ion velocity
DOI: 10.6084/m9.figshare.29546168.v1
title: F5/AIP dataset: ion density and velocities during the 2022 Tonga Volcano Eruption

description: <b>The FORMOSAT-5 ion velocities could be found in </b><b>F5_icv.txt, while the ion densities are stored in </b><b>F5_idn.txt.</b><br><br><b>Dataset Variables</b><br>YYYY_MM_DD: Year, Month, Dayhh_mm_ss: Hour, Minute, SecondgLAT_deg_: LatitudegLON_deg_: LongitudegALT_Km_: AltitudeNIMed___cc_: Median Ion densityIVYAve_m_s_: Averaged zonal ion velocitylVYMed_m_s_: Median zonal ion velocitylVZMed_m_s_: Median vertical ion velocity
DOI: 10.15468/dl.6g44se
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "StateProvince is New Jersey",
 "TaxonKey is one of (Zapus hudsonius, Glaucomys sabrinus, Napaeozapus insignis, Oryzomys palustris, Synaptomys cooperi, Cryptotis parva, Parascalops breweri, Sorex dispar, Sorex fumeus, Sorex hoyi, Sorex cinereus nigriculus, Sorex palustris, Erethizon dorsatum dorsatum)",
 "Year 1980-2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000613-250711103210423/datasets/export for details.
DOI: 10.60635/c30k7f
title: Barro Colorado Island, AVA tower_Relative Humidity

description: Barro Colorado Island, AVA tower.Relative humidity, electronic sensor, interval max/min/avgEstablished in Mar, 2011 as part of the ForestGEO Tropical Ecology, Assessment and Monitoring (TEAM) project. The original tower was Located near the center of the island at the north west corner of the 50ha plot (9.1568°, -79.8486°). In 2018 this tower was struck by a tree fall and rendered unusable. In Feb. 2019 a new 45m tower was build close by (9.1568°, -79.8486°).
DOI: 10.60635/c3vs44
title: Barro Colorado Island, AVA tower_Wind speed

description: Barro Colorado Island, AVA tower.Wind speed, electronic sensor, interval max/min/avgEstablished in Mar, 2011 as part of the ForestGEO Tropical Ecology, Assessment and Monitoring (TEAM) project. The original tower was Located near the center of the island at the north west corner of the 50ha plot (9.1568°, -79.8486°). In 2018 this tower was struck by a tree fall and rendered unusable. In Feb. 2019 a new 45m tower was build close by (9.1568°, -79.8486°).
DOI: 10.60635/c3v88g
title: Bay of Panama Water Quality Monitoring Project, Data Summary

description: Bay of Panama water quality monitoring program Summary file. 
 The Bay of Panama is located south of Panama City. The monitoring consists of 7 sites located between 12 and 70km from Southeast of Panama City
 Weekly depth profiles are collected at approximately 5-meter intervals using YSI EXO 2 & EXO 3 sondes. 
 Measured parameters include temperature, salinity, conductivity, pH, turbidity, chlorophyll, and dissolved oxygen.
DOI: 10.15468/dl.jvuww7
title: Occurrence Download

description: A dataset listing the 338 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.05656 49.41322,1.07156 49.41322,1.07156 49.42532,1.05656 49.42532,1.05656 49.41322))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 338 records were derived from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000603-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60635/c3r315
title: Barro Colorado Island, AVA tower_Wind direction

description: Barro Colorado Island, AVA tower.Mean vector, wind directionEstablished in Mar, 2011 as part of the ForestGEO Tropical Ecology, Assessment and Monitoring (TEAM) project. The original tower was Located near the center of the island at the north west corner of the 50ha plot (9.1568°, -79.8486°). In 2018 this tower was struck by a tree fall and rendered unusable. In Feb. 2019 a new 45m tower was build close by (9.1568°, -79.8486°).
DOI: 10.5281/zenodo.15845577
title: Data underlying the paper titled "Macro Plant Projection Imaging (MAPPI): An open, scalable platform for whole-plant fluorescence real-time imaging"
DOI: 10.15468/dl.tmqddq
title: Occurrence Download

description: A dataset containing 748 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ondatra zibethicus",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 748 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000616-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60635/c3m90m
title: Barro Colorado Island, AVA tower_Solar Radiation, Pyranometer

description: Barro Colorado Island, AVA tower.Two Sensors, North and SouthSolar Radiation, Pyranometer, Interval max/min/avgEstablished in Mar, 2011 as part of the ForestGEO Tropical Ecology, Assessment and Monitoring (TEAM) project. The original tower was Located near the center of the island at the north west corner of the 50ha plot (9.1568°, -79.8486°). In 2018 this tower was struck by a tree fall and rendered unusable. In Feb. 2019 a new 45m tower was build close by (9.1568°, -79.8486°).
DOI: 10.17632/66tngkf6zf
title: Data for NHNS in Japan

description: Data for submission in Data in Brief
DOI: 10.17632/66tngkf6zf.2
title: Data for NHNS in Japan

description: Data for submission in Data in Brief
DOI: 10.17632/fx82bcnf8v
title: Data for Nutrition and physical activity Survey in Melanesian countries

description: Data for Nutrition and physical activity Survey in Melanesian countries
DOI: 10.17632/fx82bcnf8v.1
title: Data for Nutrition and physical activity Survey in Melanesian countries

description: Data for Nutrition and physical activity Survey in Melanesian countries
DOI: 10.17632/nftdk6s89f
title: LINF_230019100

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/nftdk6s89f.1
title: LINF_230019100

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/vr87wcnnbd
title: Beyond Belief: A Study of Non-believers in an Ethnic and Prosocial Context

description: Given the significant secularization of Czech society and the prevalence of non-belief Czechs, the question arises whether that perspective can also be considered a factor influencing attitudes towards other ethnic groups and willingness to help them when needed. 
Czech society is one of the least open countries towards otherness (Stafford & Gittu, 2017), prompting us to expand our original research to include a study of self-identified non-belief participants. Our focus was on understanding the influence of this factor on Czech society as a whole.
Our objective was to procure the most comprehensive dataset possible. To achieve this, we captured (1) physiological data using the Tobii eye-tracker, which monitored participants' eye movements while presenting pre-prepared vignettes. Subsequently, to assess altruism, prosocial behavior, and personal attitudes toward otherness, we implemented (2) an economic game known as The Dictator (Shariff & Norenzayan, 2007). It was followed by (3) psychological data collection using The Portrait Values Questionnaire (PVQ 21) (Schwartz & Bilsky, 1990), consisting of statements exploring principles and values that participants may find influential in their lives.
DOI: 10.17632/vr87wcnnbd.3
title: Beyond Belief: A Study of Non-believers in an Ethnic and Prosocial Context

description: Given the significant secularization of Czech society and the prevalence of non-belief Czechs, the question arises whether that perspective can also be considered a factor influencing attitudes towards other ethnic groups and willingness to help them when needed. 
Czech society is one of the least open countries towards otherness (Stafford & Gittu, 2017), prompting us to expand our original research to include a study of self-identified non-belief participants. Our focus was on understanding the influence of this factor on Czech society as a whole.
Our objective was to procure the most comprehensive dataset possible. To achieve this, we captured (1) physiological data using the Tobii eye-tracker, which monitored participants' eye movements while presenting pre-prepared vignettes. Subsequently, to assess altruism, prosocial behavior, and personal attitudes toward otherness, we implemented (2) an economic game known as The Dictator (Shariff & Norenzayan, 2007). It was followed by (3) psychological data collection using The Portrait Values Questionnaire (PVQ 21) (Schwartz & Bilsky, 1990), consisting of statements exploring principles and values that participants may find influential in their lives.
DOI: 10.17632/n5f3p6nxzh
title: LINF_230020000

description: MAPRE family protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/n5f3p6nxzh.1
title: LINF_230020000

description: MAPRE family protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/x456ff35t9
title: LINF_230020100

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/x456ff35t9.1
title: LINF_230020100

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/cy5ps6zfpg
title: LINF_230020300

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.60635/c3gk6d
title: Barro Colorado Island, AVA tower_Solar Radiation, PAR

description: Barro Colorado Island, AVA tower.Two Sensors: North and SouthPhotosynthetically Active Radiation (PAR), Interval max/min/avgEstablished in Mar, 2011 as part of the ForestGEO Tropical Ecology, Assessment and Monitoring (TEAM) project. The original tower was Located near the center of the island at the north west corner of the 50ha plot (9.1568°, -79.8486°). In 2018 this tower was struck by a tree fall and rendered unusable. In Feb. 2019 a new 45m tower was build close by (9.1568°, -79.8486°).
DOI: 10.17632/cy5ps6zfpg.1
title: LINF_230020300

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/m74n796vdx
title: LINF_230020400

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/m74n796vdx.1
title: LINF_230020400

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.15468/dl.jq6sec
title: Occurrence Download

description: A dataset containing 722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arion vulgaris",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 722 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000619-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60635/c3bs5v
title: Barro Colorado Island, AVA tower_Precipitation

description: Barro Colorado Island, AVA tower.Precipitation, electronic tipping bucketEstablished in Mar, 2011 as part of the ForestGEO Tropical Ecology, Assessment and Monitoring (TEAM) project. The original tower was Located near the center of the island at the north west corner of the 50ha plot (9.1568°, -79.8486°). In 2018 this tower was struck by a tree fall and rendered unusable. In Feb. 2019 a new 45m tower was build close by (9.1568°, -79.8486°).
DOI: 10.17632/wm57tcdcyd
title: RAW DATA of Extrachromosomal DNA biogenesis is dependent on DNA looping and religation by YY1-Lig3-PARylation complex

description: The link between extrachromosomal DNA (ecDNA) and tumors has been well established, and its role in cancer is of increasing interest. While ecDNA is thought to originate from genomic instability, the molecular mechanisms driving DNA end ligation during ecDNA formation and the regulatory factors controlling its selective gene packaging remain unresolved. Here, using machine learning, bioinformatics, cellular assays, and clinical validation, we demonstrate that ecDNA biogenesis depends on YY1-mediated DNA looping coupled with religation catalyzed by DNA ligase 3 (Lig3), a mechanism that extends existing models. Notably, PARylation-dependent acidic microenvironments mediated by the Lig3-YY1 complex play a critical role in the formation of Z-DNA, which potentially facilitates the fusion-religation process to drive ecDNA biogenesis. Furthermore, our findings establish PARP inhibitors as specific agents for ecDNA-targeting strategies in cancer therapy. The Data provides original images for this study.
DOI: 10.17632/wm57tcdcyd.1
title: RAW DATA of Extrachromosomal DNA biogenesis is dependent on DNA looping and religation by YY1-Lig3-PARylation complex

description: The link between extrachromosomal DNA (ecDNA) and tumors has been well established, and its role in cancer is of increasing interest. While ecDNA is thought to originate from genomic instability, the molecular mechanisms driving DNA end ligation during ecDNA formation and the regulatory factors controlling its selective gene packaging remain unresolved. Here, using machine learning, bioinformatics, cellular assays, and clinical validation, we demonstrate that ecDNA biogenesis depends on YY1-mediated DNA looping coupled with religation catalyzed by DNA ligase 3 (Lig3), a mechanism that extends existing models. Notably, PARylation-dependent acidic microenvironments mediated by the Lig3-YY1 complex play a critical role in the formation of Z-DNA, which potentially facilitates the fusion-religation process to drive ecDNA biogenesis. Furthermore, our findings establish PARP inhibitors as specific agents for ecDNA-targeting strategies in cancer therapy. The Data provides original images for this study.
DOI: 10.17632/zyvwc6ppy8.1
title: Development of a qPCR assay and tremabiome deep amplicon sequencing method for differentiation of fluke species in livestock

description: Development of a qPCR assay and a tremabiome deep amplicon sequencing for fluke species differentiation in the UK livestock
DOI: 10.5281/zenodo.15684053
title: Prediction of Genetic Relatedness of Escherichia coli Using Long-Read Sequencing Paired with Neighbour Typing: A Tool for Rapid Antibiotic-Resistant Organism Outbreak Detection - Updated E. coli database

description: The enhanced E. coli database used for the initial analyses in this publication and the iterative databases used for the intermediate steps in the long outbreak analysis. The enhanced database consists of the initial isolates included in the previously published E. coli database (DOI: 10.5281/zenodo.11042579) with additional isolates added for missing and under-represented STs (ecoli_enhanced_mlst_db.zip). Additional MLST isolates were downloaded from NCBI. The iterative databases for the long outbreak have also been included (ecoli_extout_dbs.zip), with outbreak isolates added to the above enhanced database. Files from the databases (.k18.tar.gz and .k18.tsv) and original metadata (.tsv) and genetic trees (.tree) have been included for each database.
DOI: 10.5281/zenodo.15684054
title: Prediction of Genetic Relatedness of Escherichia coli Using Long-Read Sequencing Paired with Neighbour Typing: A Tool for Rapid Antibiotic-Resistant Organism Outbreak Detection - Updated E. coli database

description: The enhanced E. coli database used for the initial analyses in this publication and the iterative databases used for the intermediate steps in the long outbreak analysis. The enhanced database consists of the initial isolates included in the previously published E. coli database (DOI: 10.5281/zenodo.11042579) with additional isolates added for missing and under-represented STs (ecoli_enhanced_mlst_db.zip). Additional MLST isolates were downloaded from NCBI. The iterative databases for the long outbreak have also been included (ecoli_extout_dbs.zip), with outbreak isolates added to the above enhanced database. Files from the databases (.k18.tar.gz and .k18.tsv) and original metadata (.tsv) and genetic trees (.tree) have been included for each database.
DOI: 10.17632/d69s42t8j3
title: Strategic hydro-wind-solar integrated operation for affordable power and aquatic preservation

description: Includes input data and code for scenario generation and individual models, and also provides output results.The nonlinear constraints for each hydroelectric plant were fitted using the polynomial fitting method, and the fitted relational equations have been represented in the code. However, due to a confidentiality agreement signed by our lab, we cannot provide some of the raw data.
DOI: 10.17632/d69s42t8j3.2
title: Strategic hydro-wind-solar integrated operation for affordable power and aquatic preservation

description: Includes input data and code for scenario generation and individual models, and also provides output results.The nonlinear constraints for each hydroelectric plant were fitted using the polynomial fitting method, and the fitted relational equations have been represented in the code. However, due to a confidentiality agreement signed by our lab, we cannot provide some of the raw data.
DOI: 10.17632/hmd8b3nbff.1
title: Survey Dataset on Occupational Health, Work Conditions, and Safety Practices of Welders in Bangladesh (2022)

description: This dataset contains structured survey responses collected from welders across multiple engineering workshops in Bangladesh during 2022. The survey captured detailed information on worker demographics, welding experience, daily work conditions, personal protective equipment (PPE) usage, and a range of self-reported health symptoms such as headaches, eye burning, sleep disorders, and breathing issues.

The dataset consists of 300+ entries with 27 variables and was curated to support research in occupational health, industrial safety, and labor conditions in low- and middle-income countries. This dataset can be used for statistical analysis, policy design, or machine learning applications related to worker health risk assessment.
DOI: 10.17632/yjhnnnkk8b
title: БД_вакансий_Томская_область_открытые_на_10_июля

description: База данных открытых вакансий по Томской области (РосНавык)
DOI: 10.17632/yjhnnnkk8b.1
title: БД_вакансий_Томская_область_открытые_на_10_июля

description: База данных открытых вакансий по Томской области (РосНавык)
DOI: 10.17632/thn8zz484s
title: Future Industrial Automation and Its Effects on Versatile Economic Growth

description: This comprehensive study investigates the transformative role of industrial automation—driven by artificial intelligence (AI), robotics, the Industrial Internet of Things (IIoT), and advanced data systems—across diverse economic sectors. Using a robust synthetic dataset of 500 entries spanning six global economies and sectors,
DOI: 10.17632/thn8zz484s.1
title: Future Industrial Automation and Its Effects on Versatile Economic Growth

description: This comprehensive study investigates the transformative role of industrial automation—driven by artificial intelligence (AI), robotics, the Industrial Internet of Things (IIoT), and advanced data systems—across diverse economic sectors. Using a robust synthetic dataset of 500 entries spanning six global economies and sectors,
DOI: 10.17632/98kpkwy698.1
title: Meal images and carbohydrate content pr. meal

description: The dataset comprises 240 images of meals, fruits, and vegetables. The collection includes 120 images without a size reference and 120 images with a size reference included in the frame. In this context, the size reference is a student ID or library card. Consequently, the dataset contains 60 images of composed meals and 60 images of various fruits and vegetables, with each image having an identical counterpart that includes the size reference. All images are labeled with a number from 1 to 60 for fruits and vegetables and 1 to 60 for composed meals. All images were captured at a 90-degree angle using smartphones equipped with cameras of 12 megapixels or higher. The ingredients for the meals, as well as the fruits and vegetables, were all purchased from Danish supermarkets. Additionally, an accompanying dataset provides the calculated carbohydrate content of the meals, fruits, and vegetables, which can serve as a baseline value.
DOI: 10.17632/5wcgfhw2sn.2
title: Flow cytometry data of monocytes of critically ill patients

description: Flow cytometry data (fcs files) and metadata of monocytes of critically ill patients.
DOI: 10.17632/p7w9rhmmhz.2
title: Rare earth elements and hydrological data in the water column in the southwest Indian Ridge

description: Table S1. Field seawater hydrochemistry results 
Table S2. NASS-6 Standard material and duplicate sample test results (values in ng/L)
Table S3. REY concentrations (ng/L) of seawater in the water column in southwest Indian Ridge
Table S4. The results of the temperature, salinity, and density at the two sites
DOI: 10.17632/2mwsmyr9vw
title: FireRisk-Multi

description: This study integrates multi-source geospatial data to build a dynamic wildfire risk assessment framework. The datasets were systematically compiled and processed within Google Earth Engine (GEE) to ensure spatial and temporal consistency. The primary data sources include:

High-Resolution Aerial Imagery: The National Agriculture Imagery Program (NAIP) provides 10-meter RGB imagery for detailed land cover analysis. This dataset was fused with Wildfire Hazard Potential (WHP) data to establish a baseline risk assessment layer (NAIP-WHP).

Historical Fire Data: Near-real-time active fire detections from the FIRMS dataset (MODIS/VIIRS, 375m resolution) and burned area records from MODIS MCD64A1 (500m) were used for model validation and hotspot identification.

Topographic Data: Elevation and slope metrics were derived from the Shuttle Radar Topography Mission (SRTM) at 30-meter resolution to analyze terrain influences on fire spread.

Meteorological Data: ERA5 reanalysis data (1km resolution) provided temperature and precipitation records, critical for assessing weather-driven fire risks.

Vegetation Indices: MODIS NDVI/EVI (250m, 16-day intervals) quantified vegetation moisture and fuel availability.

Data Fusion Framework
The framework employs three progressive fusion levels:

Single-Modality Baseline (NAIP-WHP): Combines NAIP imagery with static WHP risk labels at 10m resolution.

Fixed-Weight Fusion (FIXED): Integrates terrain, weather, and vegetation data with predefined weights (e.g., WHP: 50%, other factors: 10% each).

Dynamic-Weight Fusion (FUSED): Adjusts feature contributions based on regional characteristics (e.g., amplifying slope weights in mountainous areas).