cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.9csrgk
title: Occurrence Download

description: A dataset containing 102770 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Oceania",
 "Country is Australia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, The taxon ID was not used in backbone matching, The taxon concept ID was not used in backbone matching, The scientific name ID was not used in backbone matching)",
 "OccurrenceStatus is Present",
 "TaxonKey is Vulpes vulpes (Linnaeus, 1758)",
 "Year 2004-2024"
 ]
}

 The dataset includes 102770 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019283-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6bky7t
title: Occurrence Download

description: A dataset containing 102784 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, The taxon ID was not used in backbone matching, The taxon concept ID was not used in backbone matching, The scientific name ID was not used in backbone matching)",
 "OccurrenceStatus is Present",
 "TaxonKey is Vulpes vulpes (Linnaeus, 1758)",
 "Year 2004-2024"
 ]
}

 The dataset includes 102784 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019292-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2u5b2
title: Occurrence Download

description: A dataset containing 515 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Mordellistena neuwaldeggiana (Panzer, 1796)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 515 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019301-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unn9r9
title: Occurrence Download

description: A dataset listing the 19 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Viet Nam",
 "Geometry POLYGON((107.45799 13.14735,107.99592 13.1411,107.99592 13.65401,107.4705 13.65713,107.45799 13.14735))",
 "Year 2010-2024"
 ]
}

 The dataset's 19 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019287-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vykpe8
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-78.97791 -6.44766,-78.97741 -6.45817,-78.94502 -6.45748,-78.94794 -6.44572,-78.97791 -6.44766))"
 ]
}

 The dataset includes 86 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019302-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjz2q8
title: Occurrence Download

description: A dataset containing 810 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Mordellistena variegata (Fabricius, 1798)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 810 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019304-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8p3bb9
title: Occurrence Download

description: A dataset containing 369 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Mordellistena humeralis (Linnaeus, 1758)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 369 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019305-241007104925546/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.25340890.v4
title: Data for ["Fast recovery of North Atlantic sea level in response to atmospheric CO2 removal"]

description: We used the Community Earth System Model, Version 1.2 (CESM1.2) (Hurrell et al., 2013), which includes the Community Atmospheric Model Version 5 (CAM5), the Community Land Model Version 4 (CLM4), the Community Ice Code Version 4 (CICE4), and the Parallel Ocean Version 2 (POP2). The CAM5 and CLM4 have a horizontal resolution of ~1°x1° and 30 vertical levels (Neale et al., 2010). The CICE4 and POP2 have 60 vertical levels, with a longitudinal resolution of 1° (the latitudinal resolution was ~1/3° near the equator and gradually increased to ~1/2° near the poles), with 60 vertical ocean levels (Smith et al., 2010).We performed two types of idealized climate model simulations. First, we integrated a 900-year long present-day (PD) control experiment with an atmospheric CO2 concentration of 367 ppm. We then conducted a CO2 ramp-up and ramp-down experiment for 500 years, branching from the 28 different initial conditions from the PD control. The CO2 concentration is increased by 1 % yr-1 for the first 140 years to quadruple the concentration (1468 ppm). It is then decreased symmetrically for another 140 years, so that the concentration recovers to its original level (367 ppm). Finally, we integrated an additional 220 years with the original CO2 level. Note that this experimental design is quite similar to the protocol of the Carbon Dioxide Removal Model Intercomparison Project (or CDRMIP; Keller et al., 2018), except for the initially set CO2 level.
DOI: 10.5281/zenodo.13910023
title: HOTSSea Model v1 monthly outputs

description: Monthly outputs from the Hindcast of the Salish Sea (HOTSea) v1.02 (temperature bias corrected) 1980 - 2018. Daily means output from the model are then processed to time and depth integrated means (and min, max, std etc) using various depth strata. The monthly data are then stored in NC files. See the parent publication for details. 

outputs v1.02.3 - changed name conventions, fixes to the time_counter var which was empty in previous versions, fix to set negative temps to 0.01 given no sea ice, fix to fill_values and missing vals to be compatible with R.
DOI: 10.5281/zenodo.13871971
title: HOTSSea Model v1.02 monthly outputs

description: Monthly outputs from the Hindcast of the Salish Sea (HOTSea) v1.02 (temperature bias corrected) 1980 - 2018. Daily means are depth-integrated to various depth strata and the mean, max, and min of the daily means are exported as monthly NC files. See the parent publication for details.
DOI: 10.5281/zenodo.13909253
title: HOTSSea Model v1 monthly outputs (v2)

description: Monthly outputs from the Hindcast of the Salish Sea (HOTSea) v1.02 (temperature bias corrected) 1980 - 2018. Daily means are depth-integrated to various depth strata and the mean, max, and min of the daily means are exported as monthly NC files. See the parent publication for details. 

outputs v2 - depth avg update and corrections, bottom layers now extracted, salinity and temp separated, fill value and nans changed
DOI: 10.15468/dl.r3pta3
title: Occurrence Download

description: A dataset containing 1264 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Mordellochroa abdominalis (Fabricius, 1775)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 1264 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019306-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8m2e6q
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ambystoma andersoni Krebs & Brandon, 1984"
 ]
}

 The dataset includes 205 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019307-241007104925546/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.27245733
title: 20240507_GEM_metadata

description: GEM metadata as of 20240507
DOI: 10.6084/m9.figshare.27245733.v1
title: 20240507_GEM_metadata

description: GEM metadata as of 20240507
DOI: 10.6084/m9.figshare.27246486
title: <b>Analytical teleportation combined with other deterministic samplers for accelerating diffusion sampling </b>

description: Examining the effect of combining analytical solution with other state-of-the-art deterministic samplers on diffusion model sampling quality and speed.
DOI: 10.6084/m9.figshare.27246486.v1
title: <b>Analytical teleportation combined with other deterministic samplers for accelerating diffusion sampling </b>

description: Examining the effect of combining analytical solution with other state-of-the-art deterministic samplers on diffusion model sampling quality and speed.
DOI: 10.6084/m9.figshare.27245742.v1
title: 20240710_GEM_metadata

description: GEM metadata as of 20240710
DOI: 10.6084/m9.figshare.27245742
title: 20240710_GEM_metadata

description: GEM metadata as of 20240710
DOI: 10.15468/dl.e6yqc9
title: Occurrence Download

description: A dataset containing 1389 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Hallomenus binotatus (Quensel, 1790)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 1389 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019308-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7y6hau
title: Occurrence Download

description: A dataset listing the 6 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notocitellus adocetus (Merriam, 1903)"
 ]
}

 The dataset's 6 records were derived from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019303-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dneh8p
title: Occurrence Download

description: A dataset containing 2954 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Orchesia undulata Kraatz, 1853",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 2954 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019309-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aa5aa7
title: Occurrence Download

description: A dataset containing 575 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Abdera flexuosa (Paykull, 1799)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 575 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019310-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nu8u92
title: Occurrence Download

description: A dataset containing 22448 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Accipiter gularis (Temminck & Schlegel, 1844)"
 ]
}

 The dataset includes 22448 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061062-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/f343aa29-6024-4b07-bbcd-5678f61badec
title: Data underlying the publication: Contributing Factors to Flight-Centric Complexity in En-Route Air Traffic Control

description: This dataset accompanies the article "Contributing Factors to Flight-Centric Complexity in En-Route Air Traffic Control". It includes the characteristics of a flight with respect to a scenario's flight of interest and the number of professional air traffic controllers that included this flight when asked whether it added to the perceived complexity of the flight of interest. This data was used for training and evaluating the flight-inclusion machine-learning model discussed in the article.
DOI: 10.4121/f343aa29-6024-4b07-bbcd-5678f61badec.v1
title: Data underlying the publication: Contributing Factors to Flight-Centric Complexity in En-Route Air Traffic Control

description: This dataset accompanies the article "Contributing Factors to Flight-Centric Complexity in En-Route Air Traffic Control". It includes the characteristics of a flight with respect to a scenario's flight of interest and the number of professional air traffic controllers that included this flight when asked whether it added to the perceived complexity of the flight of interest. This data was used for training and evaluating the flight-inclusion machine-learning model discussed in the article.
DOI: 10.15468/dl.jwb695
title: Occurrence Download

description: A dataset containing 915 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Averrhoa bilimbi L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 915 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061063-241126133413365/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.22190155
title: Assessing the influence of cognitive response conflict on balance control: an event-related approach using response-aligned force-plate time series data

description: Extracted parameters of time series data of a force plate
DOI: 10.6084/m9.figshare.22190155.v2
title: Assessing the influence of cognitive response conflict on balance control: an event-related approach using response-aligned force-plate time series data

description: Extracted parameters of time series data of a force plate
DOI: 10.6084/m9.figshare.22190155.v1
title: Assessing the influence of cognitive response conflict on balance control: an event-related approach using response-aligned force-plate time series data

description: Time series data of a force plate
DOI: 10.15468/dl.sn2h88
title: Occurrence Download

description: A dataset containing 25968 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Geometry POLYGON((-7.0607 35.91037,-1.31021 35.81662,-1.3346 38.03951,-7.97152 38.70051,-7.0607 35.91037))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myiopsitta monachus (Boddaert, 1783)"
 ]
}

 The dataset includes 25968 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061066-241126133413365/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.28161302
title: CEO and firm characteristics and firm's SFLI.csv

description: We use CEO and firm characteristics to predict the investment-financing maturity of firms in China. In our database, SFLI represents the level of a firm's investment-financing maturity, and the definitions of other variables are provided in the paper
DOI: 10.15468/dl.thqgvj
title: Occurrence Download

description: A dataset containing 57229 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alligator mississippiensis (Daudin, 1801)"
 ]
}

 The dataset includes 57229 records from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061064-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kj67wy
title: Occurrence Download

description: A dataset containing 2858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Averrhoa carambola L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2858 records from 224 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061067-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14614266
title: GermanRenewableEnergy: weather data

description: ERA5 weather data (https://cds.climate.copernicus.eu/datasets/reanalysis-era5-single-levels?tab=overview ) which are used in the context of https://github.com/openkfw/GermanRenewableEnergy . The data comprises hourly as well as monthly resulations with regards to different parameters of interest like temperature, pressure, components of wind etc. for the time intervall 2000 up to 2023. Unzipped, the hourly data will use about 10 GB of disk space.
DOI: 10.5281/zenodo.14614267
title: GermanRenewableEnergy: weather data

description: ERA5 weather data (https://cds.climate.copernicus.eu/datasets/reanalysis-era5-single-levels?tab=overview ) which are used in the context of https://github.com/openkfw/GermanRenewableEnergy . The data comprises hourly as well as monthly resulations with regards to different parameters of interest like temperature, pressure, components of wind etc. for the time intervall 2000 up to 2023. Unzipped, the hourly data will use about 10 GB of disk space.
DOI: 10.15468/dl.4wttxh
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Material sample)",
 "Country is Mayotte",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Liophidium mayottensis (Peters, 1874)",
 "Year 1981-2025"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061071-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14512542
title: SynthRSF (Part 2) - A Novel Photorealistic Synthetic Dataset for Adverse Weather Condition Denoising

description: SynthRSF Dataset - Part 2 of 2


 



Contents






SynthRSF (Parts 1, 2):



26,893 photorealistic image pairs (noisy and ground truth).

14 3D scenes set in various environmental (rural/urban), contextual (indoor/outdoor) and lighting conditions (day/night).

Created using Unreal 5.2 engine.





SynthRSF-MM expansion:



13,800 additional pairs are accompanied by:

16-bit depth maps.

Pixel-accurate object annotations for 41 object classes.






Overview




SynthRSF (Synthetic with Rain, Snow, uniform and non-uniform Fog) dataset is introduced for training and evaluating adverse weather image denoising models as well as use in object detection, semantic segmentation, and depth estimation models.

SynthRSF addresses a gap in synthetic datasets for adverse weather conditions, contributing significantly more photorealistic data compared to common 2D layered noise datasets, as well as additional modalities.

Applications include autonomous driving, surveillance, robotics, computer-assisted search-and-rescue.
DOI: 10.5281/zenodo.14512543
title: SynthRSF (Part 2) - A Novel Photorealistic Synthetic Dataset for Adverse Weather Condition Denoising

description: SynthRSF Dataset - Part 2 of 2


 



Contents






SynthRSF (Parts 1, 2):



26,893 photorealistic image pairs (noisy and ground truth).

14 3D scenes set in various environmental (rural/urban), contextual (indoor/outdoor) and lighting conditions (day/night).

Created using Unreal 5.2 engine.





SynthRSF-MM expansion:



13,800 additional pairs are accompanied by:

16-bit depth maps.

Pixel-accurate object annotations for 41 object classes.






Overview




SynthRSF (Synthetic with Rain, Snow, uniform and non-uniform Fog) dataset is introduced for training and evaluating adverse weather image denoising models as well as use in object detection, semantic segmentation, and depth estimation models.

SynthRSF addresses a gap in synthetic datasets for adverse weather conditions, contributing significantly more photorealistic data compared to common 2D layered noise datasets, as well as additional modalities.

Applications include autonomous driving, surveillance, robotics, computer-assisted search-and-rescue.