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

description: A dataset containing 669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Fossil, Material sample, Material citation, Occurrence evidence)",
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Syncerus caffer"
 ]
}

 The dataset includes 669 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050457-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fnh89wpnmz
title: Serology Database of the Betty Trial: Short-course Benznidazole Treatment to Reduce Trypanosoma cruzi Parasitic Load in Women of Reproductive Age: A Non-inferiority Randomized Controlled Trial (June 2019 to November 2022).

description: This database contains the data analysed at the article “Trypanosoma cruzi infection status in birthing people in three endemic provinces of Argentina: a descriptive cross-sectional study” which objective was to assess the prevalence of T. cruzi infection among pregnant people in three endemic provinces of Northern Argentina. This database contains baseline data of the women enrolled from June, 2019 to November 2022 in the Betty trial “Short-course Benznidazole Treatment to Reduce Trypanosoma cruzi Parasitic Load in Women of Reproductive Age: A Non-inferiority Randomized Controlled Trial“.
DOI: 10.17632/fnh89wpnmz.5
title: Serology Database of the Betty Trial: Short-course Benznidazole Treatment to Reduce Trypanosoma cruzi Parasitic Load in Women of Reproductive Age: A Non-inferiority Randomized Controlled Trial (June 2019 to November 2022).

description: This database contains the data analysed at the article “Trypanosoma cruzi infection status in birthing people in three endemic provinces of Argentina: a descriptive cross-sectional study” which objective was to assess the prevalence of T. cruzi infection among pregnant people in three endemic provinces of Northern Argentina. This database contains baseline data of the women enrolled from June, 2019 to November 2022 in the Betty trial “Short-course Benznidazole Treatment to Reduce Trypanosoma cruzi Parasitic Load in Women of Reproductive Age: A Non-inferiority Randomized Controlled Trial“.
DOI: 10.17632/3mdpzs5dxp
title: Manjunath&Sane(2025)_CephalicBristles_part4

description: The data deposited here is for the paper titled "Mechanosensory cephalic bristles mediate rapid flight initiation in hawkmoths" submitted by Maitri Manjunath and Sanjay P Sane. This data was collected in the laboratory of Prof. Sanjay P Sane at the National Centre for Biological Sciences, Bangalore, India. 
All the data deposited here is original work and has not been submitted elsewhere.
DOI: 10.17632/3mdpzs5dxp.2
title: Manjunath&Sane(2025)_CephalicBristles_part4

description: The data deposited here is for the paper titled "Mechanosensory cephalic bristles mediate rapid flight initiation in hawkmoths" submitted by Maitri Manjunath and Sanjay P Sane. This data was collected in the laboratory of Prof. Sanjay P Sane at the National Centre for Biological Sciences, Bangalore, India. 
All the data deposited here is original work and has not been submitted elsewhere.
DOI: 10.17632/xx66nsvk56
title: Assessing Potential Controls on River Bead Functionality in Mountain Streams

description: We evaluated flux attenuation potential, referred to as functionality, in laterally extensive, storage-dominated river reaches known as ‘beads’. Bead functionality was evaluated as a relationship between driver variables, which directly measure or measure proxies of geomorphic and biotic system inputs, and response variables, which are proxy variables believed to influence flux travel time and storage magnitude, assuming that functional beads contribute to higher travel times and storage magnitudes at the network scale. Geomorphic driver variables include drainage area, catchment slope, elevation, land cover and precipitation metrics, which represent water inputs into the stream corridor, as well as delta normalized burn index (dNBR) and catchment slope, which further represent sediment inputs into the stream corridor. Biotic driver variables within each bead include wood load, beaver modifications, and type of riparian vegetation. Response variables include normalized difference vegetation index (NDVI), normalized difference water index (NDWI), patch density, and total sinuosity. Driver and response variables were measured through a mixture of fieldwork and remote data for 52 beads in 27 catchments in the Colorado Front Range, USA. Statistical analyses examined relationships between drivers and responses and the effectiveness of grouping the beads in different ways (by dominant vegetation and by elevation). Analyses suggest that bead functionality is most strongly linked to bead ratio, or the ratio of bead size to catchment size. Functional beads are larger relative to catchment size. In addition, beads can be efficiently grouped by dominant vegetation; these different types of beads reflect significant differences in catchment geometry, geomorphic inputs, and biotic inputs, and display significant differences in bead geometry. Although functionality is the complex result of numerous factors and may require case-by-case assessment efforts, restoration of channel-floodplain connectivity and facilitating greater retention of water will enhance river restoration by increasing the width of the active floodplain. Investigating drivers of functionality provides a crucial link between system inputs, restoration action, and desired response, allowing plans to be tailored to address targets. Because bead position and geometry cannot be feasibly modified, the functionality framework can be used to identify sites with the greatest potential for restoration.
DOI: 10.17632/xx66nsvk56.1
title: Assessing Potential Controls on River Bead Functionality in Mountain Streams

description: We evaluated flux attenuation potential, referred to as functionality, in laterally extensive, storage-dominated river reaches known as ‘beads’. Bead functionality was evaluated as a relationship between driver variables, which directly measure or measure proxies of geomorphic and biotic system inputs, and response variables, which are proxy variables believed to influence flux travel time and storage magnitude, assuming that functional beads contribute to higher travel times and storage magnitudes at the network scale. Geomorphic driver variables include drainage area, catchment slope, elevation, land cover and precipitation metrics, which represent water inputs into the stream corridor, as well as delta normalized burn index (dNBR) and catchment slope, which further represent sediment inputs into the stream corridor. Biotic driver variables within each bead include wood load, beaver modifications, and type of riparian vegetation. Response variables include normalized difference vegetation index (NDVI), normalized difference water index (NDWI), patch density, and total sinuosity. Driver and response variables were measured through a mixture of fieldwork and remote data for 52 beads in 27 catchments in the Colorado Front Range, USA. Statistical analyses examined relationships between drivers and responses and the effectiveness of grouping the beads in different ways (by dominant vegetation and by elevation). Analyses suggest that bead functionality is most strongly linked to bead ratio, or the ratio of bead size to catchment size. Functional beads are larger relative to catchment size. In addition, beads can be efficiently grouped by dominant vegetation; these different types of beads reflect significant differences in catchment geometry, geomorphic inputs, and biotic inputs, and display significant differences in bead geometry. Although functionality is the complex result of numerous factors and may require case-by-case assessment efforts, restoration of channel-floodplain connectivity and facilitating greater retention of water will enhance river restoration by increasing the width of the active floodplain. Investigating drivers of functionality provides a crucial link between system inputs, restoration action, and desired response, allowing plans to be tailored to address targets. Because bead position and geometry cannot be feasibly modified, the functionality framework can be used to identify sites with the greatest potential for restoration.
DOI: 10.17632/hcv2jydnzy
title: Inter-Municipal Mobility in Valencia Province (Spain), 2022-2024: Baseline and DANA 2024 Disruption Data

description: This dataset contains daily origin–destination (OD) mobility data for municipalities in the province of Valencia (Spain) covering the years 2022, 2023, and 2024. The data were obtained from the Spanish Ministry of Transport, Mobility and Urban Agenda (MITMA) and processed to ensure temporal comparability across years.
 • Baseline datasets were constructed from complete Saturday–Friday weeks without holidays:
 • datos_2022: 22–28 October 2022
 • datos_2023: 14–20 October 2023
 • datos_2024: 26 October – 1 November 2024 (week of the DANA extreme weather event)
 • Extended datasets were created to support ARIMA forecasting and recovery analysis:
 • od_2022_completo: 1 October – 5 November 2022
 • od_2023_completo: 1 – 25 October 2023 (incomplete due to MITMA availability)
 • od_2024_completo: 1 October – 1 November 2024
 • distance_30_5: 1 – 5 November 2024 (post-DANA extension)
 • od_2024_union: merged dataset combining od_2024_completo and distance_30_5

All files are provided in .rds format to ensure compatibility with R-based analysis. A separate README file details the structure of each dataset, including variables, units of measurement, and temporal coverage.

This dataset was prepared in the context of a study on mobility disruptions and economic recovery after the 2024 DANA flooding event in Valencia, and it can be used for predictive modelling, economic impact assessments, and comparative analyses of mobility resilience.
DOI: 10.17632/hcv2jydnzy.2
title: Inter-Municipal Mobility in Valencia Province (Spain), 2022-2024: Baseline and DANA 2024 Disruption Data

description: This dataset contains daily origin–destination (OD) mobility data for municipalities in the province of Valencia (Spain) covering the years 2022, 2023, and 2024. The data were obtained from the Spanish Ministry of Transport, Mobility and Urban Agenda (MITMA) and processed to ensure temporal comparability across years.
 • Baseline datasets were constructed from complete Saturday–Friday weeks without holidays:
 • datos_2022: 22–28 October 2022
 • datos_2023: 14–20 October 2023
 • datos_2024: 26 October – 1 November 2024 (week of the DANA extreme weather event)
 • Extended datasets were created to support ARIMA forecasting and recovery analysis:
 • od_2022_completo: 1 October – 5 November 2022
 • od_2023_completo: 1 – 25 October 2023 (incomplete due to MITMA availability)
 • od_2024_completo: 1 October – 1 November 2024
 • distance_30_5: 1 – 5 November 2024 (post-DANA extension)
 • od_2024_union: merged dataset combining od_2024_completo and distance_30_5

All files are provided in .rds format to ensure compatibility with R-based analysis. A separate README file details the structure of each dataset, including variables, units of measurement, and temporal coverage.

This dataset was prepared in the context of a study on mobility disruptions and economic recovery after the 2024 DANA flooding event in Valencia, and it can be used for predictive modelling, economic impact assessments, and comparative analyses of mobility resilience.
DOI: 10.15468/dl.z8c469
title: Occurrence Download

description: A dataset containing 5508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-90.15621 38.49156,-94.22261 26.78127,-79.14239 24.30984,-75.65722 30.99273,-74.55334 38.56651,-90.15621 38.49156))",
 "HasGeospatialIssue is false",
 "TaxonKey is Chrysopsis"
 ]
}

 The dataset includes 5508 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050454-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wzxzyq
title: Occurrence Download

description: A dataset containing 7046 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tinca tinca",
 "HasCoordinate is true",
 "Country is United Kingdom of Great Britain and Northern Ireland"
 ]
}

 The dataset includes 7046 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050455-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/92pwk9gs6z.1
title: Supplemental data for "Precambrian Greenstone Belts of North Baffin Island, Canadian Arctic: Geochronological Constraints on Magmatism and Stratigraphy in the Rae Craton"

description: LA-ICP-MS and SHRIMP isotopic data, supplemental data to publication doi.org/10.1029/2025GC012206; open-source dataset published in order to meet publisher's Open Research requirements. 
Data description and methods provided in the dataset files and the paper (Saumur et al., 2025)

Saumur, B.M., Folkesson, C.-P., Skipton, D.,R., Davies, J., Wodicka, N. and Johnsoton, S.T.J., 2025, Precambrian Greenstone Belts of North Baffin Island, Canadian Arctic: Geochronological Constraints on Magmatism and Stratigraphy in the Rae Craton, Geochemistry, Geophysics, Geosystems, https://doi.org/10.1029/2025GC012206
DOI: 10.17632/kpng7nnf29.2
title: Fourie et al Food quantity odour data

description: These data were used to test whether odour cues alone would enable a mammalian herbivore to make patch choice decisions based on forage quantity from afar. We used semi-domesticated African elephants (Loxodonta africana) as a model system due to their reliance on olfaction and their high foraging selectivity. Elephants reliably selected the patch with more food when the difference in quantity was &gt;600 g. Previous research suggests that 600 g corresponds to approximately 6–10 trunk loads of grass or 16–29 trunk loads of woody vegetation leaves. Our findings suggest that olfactory cues can facilitate long-distance foraging decisions in mammalian herbivores based on relatively fine-scale differences in food availability.
DOI: 10.17632/vffytcd7kj.1
title: Quantifying Energy Conversion Efficiency in Electrostatic Film Actuators through Modeling and Experiments
DOI: 10.17632/g4r2nn2bdw
title: X-Ray Diffraction Analysis Results of altered rock samples from Rambi gold target, Western Kenya

description: The method was undertaken on altered minerals to identify different clay minerals and note the minerals resulting from hydrothermal activities. Clay minerals are characterized by their layered structure, which results in a series of basal reflections with evenly spaced d-spacings. The d-spacing, the distance between adjacent layers, is influenced by the type of clay mineral and the interlayer cations. The relative intensities of the basal reflections also vary among clay minerals, providing additional information for identification. The diffraction process is mainly used to identify the crystal structure of the sample by expanding the interlayer spacing (d-spacing) of clay minerals, making it easier to distinguish between different types of clay minerals. Additional techniques, such as ethylene glycol solvation (in an oven at 60°C for 12 hours) and heating at 550°C (for two hours in the furnace oven) treatments are applied to differentiate further particular clay minerals that have similar d-spacings in their untreated state. 
The X-ray Diffractometer analysis is used to identify individual minerals present in rock or soil samples including clays and pyrite.
DOI: 10.17632/g4r2nn2bdw.1
title: X-Ray Diffraction Analysis Results of altered rock samples from Rambi gold target, Western Kenya

description: The method was undertaken on altered minerals to identify different clay minerals and note the minerals resulting from hydrothermal activities. Clay minerals are characterized by their layered structure, which results in a series of basal reflections with evenly spaced d-spacings. The d-spacing, the distance between adjacent layers, is influenced by the type of clay mineral and the interlayer cations. The relative intensities of the basal reflections also vary among clay minerals, providing additional information for identification. The diffraction process is mainly used to identify the crystal structure of the sample by expanding the interlayer spacing (d-spacing) of clay minerals, making it easier to distinguish between different types of clay minerals. Additional techniques, such as ethylene glycol solvation (in an oven at 60°C for 12 hours) and heating at 550°C (for two hours in the furnace oven) treatments are applied to differentiate further particular clay minerals that have similar d-spacings in their untreated state. 
The X-ray Diffractometer analysis is used to identify individual minerals present in rock or soil samples including clays and pyrite.
DOI: 10.17632/gzgrn92nv4
title: Responses from the Clean Beauty Awareness Questionnaire (CBAQ) among Generation Z: Dataset from 195 Participants

description: The data set accompanies the study "Understanding Generation Z's Awareness of Clean Beauty: The Role of Sustainability, Ethicality, and Safety." The research investigated how three key attributes of the clean beauty movement, safety (non-toxic ingredients), ethicality (cruelty-free practices), and sustainability (eco-conscious packaging, influence the purchase intentions of Generation Z consumers. The dat set provides responses from 195 Gen Z individuals (145 women, 50 men) collected through the Clean Beauty Awareness Questionnaire (CBAQ), a measure specifically developed by the authors for this study. The CBAQ assesses respondents' perceptions, attitudes, and purchase intentions regarding clean beauty products. The data set contains 
1. Raw data file (sheet 1 of .xlsx) containing participant responses
2. Codebook/documentation (sheet 2 of .xlsx) containing the codes of categorical variables
3. Questionnaire items (sheet 3 of .xlsx) (CBAQ) as used in the study.
DOI: 10.17632/gzgrn92nv4.1
title: Responses from the Clean Beauty Awareness Questionnaire (CBAQ) among Generation Z: Dataset from 195 Participants

description: The data set accompanies the study "Understanding Generation Z's Awareness of Clean Beauty: The Role of Sustainability, Ethicality, and Safety." The research investigated how three key attributes of the clean beauty movement, safety (non-toxic ingredients), ethicality (cruelty-free practices), and sustainability (eco-conscious packaging, influence the purchase intentions of Generation Z consumers. The dat set provides responses from 195 Gen Z individuals (145 women, 50 men) collected through the Clean Beauty Awareness Questionnaire (CBAQ), a measure specifically developed by the authors for this study. The CBAQ assesses respondents' perceptions, attitudes, and purchase intentions regarding clean beauty products. The data set contains 
1. Raw data file (sheet 1 of .xlsx) containing participant responses
2. Codebook/documentation (sheet 2 of .xlsx) containing the codes of categorical variables
3. Questionnaire items (sheet 3 of .xlsx) (CBAQ) as used in the study.
DOI: 10.17632/k4t7msnt3y
title: BCDD: Breast Cancer Detection Dataset

description: The original dataset contains a total of 745 images, which are divided into two classes: Cancer and Non_Cancer. We divided the dataset into standard proportions for training (70%), validation (20%), and testing (10%). To increase dataset diversity and improve the model’s generalization ability, we used various augmentation techniques, such as horizontal and vertical flipping, rotation from -5° to +5°. We then tripled (3x) the number of training images. After that, the dataset has been expanded to 1725 images.
DOI: 10.17632/k4t7msnt3y.2
title: BCDD: Breast Cancer Detection Dataset

description: The original dataset contains a total of 745 images, which are divided into two classes: Cancer and Non_Cancer. We divided the dataset into standard proportions for training (70%), validation (20%), and testing (10%). To increase dataset diversity and improve the model’s generalization ability, we used various augmentation techniques, such as horizontal and vertical flipping, rotation from -5° to +5°. We then tripled (3x) the number of training images. After that, the dataset has been expanded to 1725 images.
DOI: 10.15468/dl.nn2nnf
title: Occurrence Download

description: A dataset listing the 600 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is one of (North America, Europe)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lampyridae"
 ]
}

 The dataset's 600 records were derived from 1043 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050423-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjk8qq
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tinca tinca",
 "HasCoordinate is true",
 "Country is Ireland"
 ]
}

 The dataset includes 23 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050456-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7wpqzy
title: Occurrence Download

description: A dataset containing 94975 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SPOONBILL_VLAANDEREN - Eurasian spoonbills (Platalea leucorodia, Threskiornithidae) in Flanders (Belgium)"
 ]
}

 The dataset includes 94975 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050438-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j9fuks
title: Occurrence Download

description: A dataset containing 36401 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tinca tinca",
 "HasCoordinate is true",
 "Country is France"
 ]
}

 The dataset includes 36401 records from 222 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050458-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8fqm87
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.28.52_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050459-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15139/s3/d5yqb8
title: Final Vision Zero Action Plan & Local Road Safety Plan (2024). City of Mountain View, California

description: Vision Zero is a strategy to reduce all traffic fatalities and severe injuries to zero, while increasing safe, equitable, and healthy mobility for all. Vision Zero Plans help guide municipalities, counties, and other areas to address these strategies considering the local context.
description: The plan was originally downloaded on 09.10.2025 at the following link: https://www.mountainview.gov/home/showpublisheddocument/11378/638840379802630000