cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ryf5tc
title: Occurrence Download

description: A dataset containing 295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-79.8589177000000063 40.3657090999999966, -79.8589177000000063 40.3678472599999978, -79.8589177000000063 40.3702526900000009, -79.8589177000000063 40.3718563099999983, -79.8589177000000063 40.3747962799999982, -79.8589177000000063 40.3772017100000014, -79.8589177000000063 40.3790726000000006, -79.8566437300000018 40.3790726000000006, -79.8530319200000065 40.3790726000000006, -79.8495538800000020 40.3790726000000006, -79.8454069800000070 40.3790726000000006, -79.8427317000000016 40.3790726000000006, -79.8427317000000016 40.3769344399999994, -79.8427317000000016 40.3750635500000001, -79.8427317000000016 40.3734599300000028, -79.8427317000000016 40.3714554100000029, -79.8427317000000016 40.3690499799999998, -79.8427317000000016 40.3657090999999966, -79.8450056700000061 40.3657090999999966, -79.8470122300000043 40.3657090999999966, -79.8502227299999987 40.3657090999999966, -79.8531656899999973 40.3657090999999966, -79.8566437300000018 40.3657090999999966, -79.8589177000000063 40.3657090999999966))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 295 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100004-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-29434
title: Correspondence book No. 3 of Pentecostal Missionary Union [PMU], 1921

description: [description english/roman)] Pentecostal Missionary Union [PMU] Correspondence book No. 3 including 31 pages of subject index; 1006 pages of PMU outgoing correspondence.
DOI: 10.15468/dl.739t9f
title: Occurrence Download

description: A dataset containing 371 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stachys palaestina L."
 ]
}

 The dataset includes 371 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0140421-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49wfsg
title: Occurrence Download

description: A dataset containing 1259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Specimen)",
 "Country is Ecuador",
 "TaxonKey is Mustelidae"
 ]
}

 The dataset includes 1259 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026834-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hbyv8x
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mezium americanum (Laporte, 1840))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026838-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52fccc
title: Occurrence Download

description: A dataset containing 128688 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Papaver dubium L.)"
 ]
}

 The dataset includes 128688 records from 1325 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026794-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c68tag
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Hericium erinaceus (Bull.) Pers.)",
 "Year is less than or equal to 2021",
 "Country is one of (Poland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026839-240506114902167/datasets/export for details.
DOI: 10.15468/dl.uyqw6p
title: Occurrence Download

description: A dataset containing 64529 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Capra hircus Linnaeus, 1758",
 "Year 1980-2022"
 ]
}

 The dataset includes 64529 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026805-240506114902167/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/8478392
title: Mahanagar Yatayat Transport Dataset
DOI: 10.5281/zenodo.10423178
title: Data for Legay et al. "A framework for evaluating ocean mixed layer depth evolution"

description: This repository contains all the "npz" Python archives and the netCDF files needed for realizing the figures presented in Legay et al. "A framework for evaluating ocean mixed layer depth evolution".
DOI: 10.5281/zenodo.7944780
title: Data for Legay et al. "A framework for assessing ocean mixed layer depth evolution"

description: This repository contains all the "npz" Python archives and the netCDF files needed for realizing the figures presented in Legay et al. "A framework for assessing ocean mixed layer depth evolution".
DOI: 10.5281/zenodo.7944781
title: Data for Legay et al. "A generic framework for evaluating the oceanic mixed layer depth dynamics"

description: This repository contains all the "npz" Python archives needed for realizing the figures presented in Legay et al. "A generic framework for evaluating the oceanic mixed layer depth dynamics".
DOI: 10.5281/zenodo.7965566
title: Data for Legay et al. "A generic framework for evaluating the oceanic mixed layer depth dynamics"

description: This repository contains all the "npz" Python archives needed for realizing the figures presented in Legay et al. "A generic framework for evaluating the oceanic mixed layer depth dynamics".
DOI: 10.6084/m9.figshare.25569888
title: Relative Entropy Gradient Sampler for Unnormalized Distribution

description: We propose a relative entropy gradient sampler (REGS) for sampling from unnormalized distributions. REGS is a particle method that seeks a sequence of simple nonlinear transforms iteratively pushing the initial samples from a reference distribution into the samples from an unnormalized target distribution. To determine the nonlinear transforms at each iteration, we consider the Wasserstein gradient flow of relative entropy. This gradient flow determines a path of probability distributions that interpolates the reference distribution and the target distribution. It is characterized by an ordinary differential equation (ODE) system with velocity fields depending on the density ratios of the density of evolving particles and the unnormalized target density. To sample with REGS, we need to estimate the density ratios and simulate the ODE system with particle evolution. We propose a novel nonparametric approach to estimating the logarithmic density ratio using neural networks. Extensive simulation studies on challenging multimodal 1D and 2D mixture distributions and Bayesian logistic regression on real datasets demonstrate that REGS has reasonable performance compared with popular samplers based on Wasserstein gradient flows. Supplementary materials for this article are available online.
DOI: 10.6084/m9.figshare.25569888.v1
title: Relative Entropy Gradient Sampler for Unnormalized Distribution

description: We propose a relative entropy gradient sampler (REGS) for sampling from unnormalized distributions. REGS is a particle method that seeks a sequence of simple nonlinear transforms iteratively pushing the initial samples from a reference distribution into the samples from an unnormalized target distribution. To determine the nonlinear transforms at each iteration, we consider the Wasserstein gradient flow of relative entropy. This gradient flow determines a path of probability distributions that interpolates the reference distribution and the target distribution. It is characterized by an ordinary differential equation (ODE) system with velocity fields depending on the density ratios of the density of evolving particles and the unnormalized target density. To sample with REGS, we need to estimate the density ratios and simulate the ODE system with particle evolution. We propose a novel nonparametric approach to estimating the logarithmic density ratio using neural networks. Extensive simulation studies on challenging multimodal 1D and 2D mixture distributions and Bayesian logistic regression on real datasets demonstrate that REGS has reasonable performance compared with popular samplers based on Wasserstein gradient flows. Supplementary materials for this article are available online.
DOI: 10.15468/dl.8hbhbe
title: Occurrence Download

description: A dataset containing 32233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((65.30827 5.98778,177.97714 5.98778,177.97714 50.99750,65.30827 50.99750,65.30827 5.98778))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sus scrofa Linnaeus, 1758",
 "Year 1847-2024"
 ]
}

 The dataset includes 32233 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026840-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpndq3
title: Occurrence Download

description: A dataset containing 8370 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Hericium erinaceus (Bull.) Pers.)"
 ]
}

 The dataset includes 8370 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026842-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15139/s3/c6dhky
title: Applying AI to data sources to improve driver-pedestrian interactions at intersections [R43]

description: This project aims to understand how we can link and harness new data sources along with machine-learning based optimization techniques to improve driver-pedestrian interactions at intersections. With a strong emphasis on safe mobility, this study will address this critical issue in a real-life context with data links from and actuation feedback to 8 monitored intersections in the Chattanooga Shallowford road corridor between the Lee Highway and Gunbarrel Road intersections. The study reflects strong collaborations between UTK, UNC, ORNL, and the City of Chattanooga, TN. This project will contribute by incorporating safety into optimization of traffic signals, collect and link data from traffic signals (cameras) and analyze behaviors of pedestrians and drivers at intersections, and provides an opportunity for students to engage in multiple aspects of safety analysis including data linking and new AI techniques. The impact of this project can be substantial in terms of enhancing safety and efficiency of intersections. Working closely with Chattanooga and ORNL, the project team will impact the safety as well as performance of traffic signals in a testbed corridor through: 1) data linking, 2) pedestrian detection and 3) optimization.
DOI: 10.15468/dl.8uftqu
title: Occurrence Download

description: A dataset containing 1558 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adelges abietis (Linnaeus, 1758)"
 ]
}

 The dataset includes 1558 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024909-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpxxxs
title: Occurrence Download

description: A dataset containing 682 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Canada, Mexico)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Adelges abietis (Linnaeus, 1758)"
 ]
}

 The dataset includes 682 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024910-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xhe8e3
title: Occurrence Download

description: A dataset containing 472 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Oxygastra Selys, 1870"
 ]
}

 The dataset includes 472 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024911-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15139/s3/qfemoi
title: Explaining the rise in pedestrian fatalities: A safe systems approach [RR1]

description: Pedestrian fatalities increased to 5,987 in 2016, compared to 5,495 (2015) and 4,910 (2014), or an increase of 22% in the past 2 years. This is particularly alarming after so many years of decreasing pedestrian fatalities nationwide since the early 1970s. The project first convened a diverse group of cross-sector experts and examined available data sources to explore the underlying and complex factors influencing the national rise in pedestrian deaths. These efforts supported the development of dynamic, testable hypotheses to inform a future research agenda. This project was designed to also demonstrate an application of innovative systems science tools as a means for examining underlying drivers of complex problems and exploring effective leverage points for interventions. An initial set of systems mapping workshops with diverse stakeholders produced numerous theories involving about 40 key variables/themes related to the rise of pedestrian fatalities, many of which were further substantiated by additional data and literature scans. Additionally, hypotheses about system structures -- including balancing and reinforcing feedback loops -- thought to be accelerating or mitigating the fatality trends were uncovered.
DOI: 10.15139/s3/eogdch
title: US Vision Zero implementation [RR2]

description: This project builds upon projects “R1: Structures of Stakeholder Relationships in Making Road Safety Decisions” and “R17: Strengthening Existing and Facilitating New Vision Zero Plans.” Our team documented the early awareness and involvement of road safety professionals in Vision Zero. Through a social network analysis, we identified “opinion leaders” and “boundary spanners.” Following this effort, we collected all Vision Zero plans from US municipalities through 2018 and developed a detailed coding tool to document plan content and quality. Based on coding 25 plans, we identified areas for improvement of Vision Zero plans. Using this information, a “Vision Zero Plan Guide” was created to assist communities to develop higher quality Vision Zero plans or to revise existing plans. We learned that some communities operated vibrant Vision Zero programs in the absence of a formal plan, highlighting alternative ways in which Vision Zero can be approached. We would greatly benefit from understanding the various approaches to Vision Zero planning, including their strengths and weaknesses, and identifying best practices to advise communities if and when a Vision Zero plan should be considered. The goals of this project: 1) Assess how Vision Zero is being implemented nationwide, with or without a plan. 2) Identify strengths and weaknesses of differing approaches to Vision Zero implementation and best practices for success. 3) Identify how COVID-19 has impacted Vision Zero efforts and what community responses and impacts occurred.
DOI: 10.5281/zenodo.13821342
title: GBM Targeted Search Data Release for EP 240919a /GRB 240919A

description: The following Files include:



The summed GBM NaI detector lightcurve,

The individual GBM NaI detector lightcurves,

The BGO detector lightcurves, 

The GBM NaI detector lightcurves sliced by energy.

The waterfall plot (all energy) showing the most significant timescale of the event,

The waterfall plot with the three different spectral models (soft, normal and hard, see below).

The localization of EP 240919a / GRB 240919A, with the green circle centered on the EP-WXT position with a 1 degree error radius.

The healpix map for "Event 1", which is the event found by the Targeted Search and shown in these plots. 


The definitions for soft, normal and hard spectra are:"soft" spectrum (Band function with Epeak = 70 keV, alpha = -1.9, beta = -3.7) for a GRB."normal" spectrum (Band function with Epeak = 230 keV, alpha = -1.0, beta = -2.3) for a GRB."hard" spectrum (Comptonized function with Epeak = 1500 keV, alpha = -0.5) for a GRB.
DOI: 10.5281/zenodo.13821343
title: GBM Targeted Search Data Release for EP 240919a /GRB 240919A

description: The following Files include:



The summed GBM NaI detector lightcurve,

The individual GBM NaI detector lightcurves,

The BGO detector lightcurves, 

The GBM NaI detector lightcurves sliced by energy.

The waterfall plot (all energy) showing the most significant timescale of the event,

The waterfall plot with the three different spectral models (soft, normal and hard, see below).

The localization of EP 240919a / GRB 240919A, with the green circle centered on the EP-WXT position with a 1 degree error radius.

The healpix map for "Event 1", which is the event found by the Targeted Search and shown in these plots. 


The definitions for soft, normal and hard spectra are:"soft" spectrum (Band function with Epeak = 70 keV, alpha = -1.9, beta = -3.7) for a GRB."normal" spectrum (Band function with Epeak = 230 keV, alpha = -1.0, beta = -2.3) for a GRB."hard" spectrum (Comptonized function with Epeak = 1500 keV, alpha = -0.5) for a GRB.
DOI: 10.15468/dl.cgmqvv
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is unknown or invalid",
 "TaxonKey is Gazella cuvieri (Ogilby, 1841)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024915-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/f7k072dr
title: Glacier Runoff in Gulf of Alaska Fjords, 2004-2011

description: Marine ecosystems respond to a range of habitat variability in coastal zones modified by glacial freshwater outflows, biophysical data were collected in three study regions that included four major glacial fjord systems around the Gulf of Alaska. A suite of geographic, oceanographic, nutrient and biological attributes were sampled at these three study regions during peak ice-melt season in summer.
DOI: 10.15468/dl.b8jypv
title: Occurrence Download

description: A dataset containing 757868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "TaxonKey is Mammalia",
 "Year 1985-2024"
 ]
}

 The dataset includes 757868 records from 384 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024913-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wpdeh8
title: Occurrence Download

description: A dataset containing 5030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.07248 4.36921,-73.89102 4.36921,-73.89102 4.4725,-74.07248 4.4725,-74.07248 4.36921))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5030 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024921-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e3veay
title: Occurrence Download

description: A dataset containing 2358 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen, Material citation, Fossil, Occurrence evidence, Machine Observation)",
 "Country is Mexico",
 "TaxonKey is Aquila chrysaetos (Linnaeus, 1758)"
 ]
}

 The dataset includes 2358 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024923-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s93tb7
title: Occurrence Download

description: A dataset containing 30300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen, Material citation, Fossil, Occurrence evidence, Machine Observation)",
 "Country is Mexico",
 "TaxonKey is one of (Dipodomys Gray, 1841, Aquila chrysaetos (Linnaeus, 1758))"
 ]
}

 The dataset includes 30300 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024922-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avhdea
title: Occurrence Download

description: A dataset containing 303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation)",
 "Continent is one of (North America, South America)",
 "Geometry POLYGON((-89 12,-64 12,-64 25,-89 25,-89 12))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Styracura schmardae (Werner, 1904)"
 ]
}

 The dataset includes 303 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024928-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18112/openneuro.ds005497.v1.0.0
title: Visual Stim
DOI: 10.15468/dl.jqhfk7
title: Occurrence Download

description: A dataset containing 37661 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Puffinus bulleri Salvin, 1888"
 ]
}

 The dataset includes 37661 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024931-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.