cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.66r27u
title: Occurrence Download

description: A dataset containing 10356866 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is China"
 ]
}

 The dataset includes 10356866 records from 5109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018853-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qufta8
title: Occurrence Download

description: A dataset containing 16 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 Atractus obesus Marx, 1960"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086914-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcj9fw
title: Occurrence Download

description: A dataset containing 699658 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is one of (United Kingdom of Great Britain and Northern Ireland, Finland, France, Sweden, Netherlands, Norway, Belgium, Germany, Switzerland, Austria, Spain, Italy, Portugal, Iceland, Denmark, Liechtenstein, Luxembourg, Poland, Czechia, Ireland, Estonia, Slovakia, Slovenia, Latvia, Lithuania, Hungary, Croatia, Greece, Serbia, North Macedonia, Albania, Montenegro, Kosovo, Bosnia and Herzegovina, Romania, Bulgaria, Belarus, Moldova, Republic of, Isle of Man, Andorra, Ukraine)",
 "Geometry POLYGON((-20 20,60 20,60 72,-20 72,-20 20))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (March, April, May, June, July, August, September, October)",
 "OccurrenceStatus is Present",
 "TaxonKey is Carnivora",
 "Year 1950-2014"
 ]
}

 The dataset includes 699658 records from 1355 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040002-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ysgcah
title: Occurrence Download

description: A dataset containing 225544 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Certhia familiaris"
 ]
}

 The dataset includes 225544 records from 304 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014345-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14675093
title: Interactions between climate mean and variability drive future agroecosystem vulnerability

description: Data supporting manuscript accepted in Global Change Biology.
DOI: 10.5281/zenodo.14675092
title: Interactions between climate mean and variability drive future agroecosystem vulnerability

description: Data supporting manuscript accepted in Global Change Biology.
DOI: 10.5281/zenodo.14681291
title: Interactions between climate mean and variability drive future agroecosystem vulnerability

description: Data supporting manuscript accepted in Global Change Biology.
DOI: 10.5519/qd.cwoogz1x
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (5 records)
DOI: 10.5281/zenodo.10576542
title: Synthetic spectra for assessing statistical fitting methods used to estimate ocean turbulence

description: Summary

Many turbulence estimates require fitting expected model forms, typically nonlinear equations, to observations that have been mathematically converted into spectral observations.  This database contains synthetic spectral observations used to evaluate several fitting methods, along with the estimated parameters. The impact of degrees of freedom (spectral averaging) was assessed using two datasets with variability generated using two different statistical distributions. The testing was done as part of ATOMIX SCOR working group #160, with support from NSF grant #OCE-2140395 and contributions from national SCOR committees. The ATOMIX wiki has more information about the group's activities. A manuscript has been submitted relating to the above testing, and this repo will be updated once the citation is available.

NetCDF-4 datasets

The repository contains the following datasets in grouped NetCDF-4 format. 



SyntheticSpectra.nc that contains:



3200 synthetic spectra with the variability drawn from lognormal distribution

3200 synthetic spectra with the variability drawn from chi2 distribution



LogNormal.nc that contains fitting results for lognormal dataset with four groups.



EPSI_DELTA_025 with the estimated (one paramter) epsilon using a decadal range of 0.25 to fit: 



10 samples in each spectrum

100 samples in each spectrum



EPSI_DELTA_1 with the estimated (one paramter) epsilon using a decadal range of 1 to fit: 



10 samples in each spectrum

100 samples in each spectrum



SLOPE_DELTA_025 with the (two-parameter) estimated spectral slope using a decadal range of 0.25 to fit: 



10 samples in each spectrum

100 samples in each spectrum



SLOPE_DELTA_1 with the (two-parameter) estimated spectral slope using a decadal range of 0.25 to fit: 



10 samples in each spectrum

100 samples in each spectrum





Chi.nc that contains fitting results for chi_d^2 dataset in the same format as LogNormal.nc


The parameters estimated include the sought turbulence (epsilon) quantity and the spectral slope (beta_1). 

Loading NetCDF files

Matlab

load_netcdf_data('LogNormal.nc') which can be found in this repository in https://github.com/SCOR-ATOMIX/ShearProbes_BenchmarkComparison

JuliaLang

using NCDatasets
NCDataset("SyntheticSpectra.nc")
DOI: 10.5281/zenodo.10576543
title: Synthetic spectra for assessing statistical fitting methods used to estimate ocean turbulence

description: Many turbulence estimates require fitting expected model forms, typically nonlinear equations, to observations that have been mathematically converted into spectral observations.  This database contains synthetic spectral observations used to evaluate several fitting methods, along with the estimated parameters. The impact of degrees of freedom (spectral averaging) was assessed using two datasets with variability generated using two different statistical distributions. The repository contains the following datasets:



SyntheticSpectra.nc that contains:



3200 synthetic spectra with the variability drawn from lognormal distribution

3200 synthetic spectra with the variability drawn from chi2 distribution



LorNormal.nc that contains fitting results for lognormal dataset



Fitting 10 samples in each spectrum

Fitting 100 samples in each spectrum



Chi.nc that contains fitting results for chi_d^2 dataset



Fitting 10 samples in each spectrum

Fitting 100 samples in each spectrum




The parameters estimated include the sought turbulence (epsilon) quantity and the spectral slope (beta_1). 

The testing was done as part of ATOMIX SCOR working group #160, with support from NSF grant #OCE-2140395 and contributions from national SCOR committees. The ATOMIX wiki has more information about the group's activities. A manuscript has been submitted relating to the above testing, and this repo will be updated once the citation is available.
DOI: 10.5281/zenodo.14681252
title: Synthetic spectra for assessing statistical fitting methods used to estimate ocean turbulence

description: Summary

Many turbulence estimates require fitting expected model forms, typically nonlinear equations, to observations that have been mathematically converted into spectral observations.  This database contains synthetic spectral observations used to evaluate several fitting methods, along with the estimated parameters. The impact of degrees of freedom (spectral averaging) was assessed using two datasets with variability generated using two different statistical distributions. The testing was done as part of ATOMIX SCOR working group #160, with support from NSF grant #OCE-2140395 and contributions from national SCOR committees. The ATOMIX wiki has more information about the group's activities. A manuscript has been submitted relating to the above testing, and this repo will be updated once the citation is available.

NetCDF-4 datasets

The repository contains the following datasets in grouped NetCDF-4 format. 



SyntheticSpectra.nc that contains:



3200 synthetic spectra with the variability drawn from lognormal distribution

3200 synthetic spectra with the variability drawn from chi2 distribution



LogNormal.nc that contains fitting results for lognormal dataset with four groups.



EPSI_DELTA_025 with the estimated (one paramter) epsilon using a decadal range of 0.25 to fit: 



10 samples in each spectrum

100 samples in each spectrum



EPSI_DELTA_1 with the estimated (one paramter) epsilon using a decadal range of 1 to fit: 



10 samples in each spectrum

100 samples in each spectrum



SLOPE_DELTA_025 with the (two-parameter) estimated spectral slope using a decadal range of 0.25 to fit: 



10 samples in each spectrum

100 samples in each spectrum



SLOPE_DELTA_1 with the (two-parameter) estimated spectral slope using a decadal range of 0.25 to fit: 



10 samples in each spectrum

100 samples in each spectrum





Chi.nc that contains fitting results for chi_d^2 dataset in the same format as LogNormal.nc


The parameters estimated include the sought turbulence (epsilon) quantity and the spectral slope (beta_1). 

Loading NetCDF files

Matlab

load_netcdf_data('LogNormal.nc') which can be found in this repository in https://github.com/SCOR-ATOMIX/ShearProbes_BenchmarkComparison

JuliaLang

using NCDatasets
NCDataset("SyntheticSpectra.nc")
DOI: 10.15468/dl.ff5xf4
title: Occurrence Download

description: A dataset containing 23689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Zapornia parva (Scopoli, 1769))",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "OccurrenceStatus is Present",
 "DistanceFromCentroidInMeters is greater than or equal to 2000"
 ]
}

 The dataset includes 23689 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000453-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eedd9f
title: Occurrence Download

description: A dataset containing 2043 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cacatua sulphurea (Gmelin, 1788))",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "OccurrenceStatus is Present",
 "DistanceFromCentroidInMeters is greater than or equal to 2000"
 ]
}

 The dataset includes 2043 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000455-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eexjd9
title: Occurrence Download

description: A dataset containing 80682 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chiroptera)",
 "Country is one of (Colombia)",
 "HasCoordinate is one of (true)"
 ]
}

 The dataset includes 80682 records from 422 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000454-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpuh7a
title: Occurrence Download

description: A dataset containing 19314 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Falco ardosiaceus Vieillot, 1823)",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "OccurrenceStatus is Present",
 "DistanceFromCentroidInMeters is greater than or equal to 2000"
 ]
}

 The dataset includes 19314 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000456-250117142028555/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/10501103
title: Top Spotify Songs in 73 Countries (Daily Updated)
DOI: 10.15468/dl.z3gzd5
title: Occurrence Download

description: A dataset containing 626 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heliangelus spencei (Bourcier, 1847)"
 ]
}

 The dataset includes 626 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000460-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/3b9a27b00cdaf338e8b3ce8575e18766
title: Monitoring juvenile Chinook salmon outmigration using rotary screw traps on Feather River

description: California Department of Water Resources (DWR) currently operates
 multiple eight-foot rotary screw traps (RSTs) in both the Low Flow
 Channel (LFC) and High Flow Channel (HFC) of the upper 21.5 river
 miles of the Lower Feather River. The LFC extends from the Fish
 Barrier Dam at river mile (RM) 67.2 to the Thermalito Outlet (RM
 59). The HFC extends from the Thermalito Outlet to the confluence
 with the Sacramento River. This survey has been ongoing since 1997
 with the objective of documenting general salmonid emigration
 attributes, such as timing, abundance and composition of salmon and
 investigating the influence of environmental factors thought to
 initiate emigration, such as flow, turbidity and water temperature.
 Data from this monitoring will also be used to inform the
 development of a juvenile production estimate (JPE) for spring-run
 Chinook salmon in the Sacramento River Watershed as required by
 Incidental Take Permit No. 2081-2019-006-00 issued by CA Department
 of Fish and Wildlife (CDFW) to DWR for the long-term operation of
 the State Water Project. Data within the current year’s monitoring
 season are considered provisional.
DOI: 10.15468/dl.vxjgtt
title: Occurrence Download

description: A dataset containing 3270479 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-92.45927 18.9451,-92.65289 18.71603,-92.16884 17.98093,-90.98291 18.165,-90.23263 19.19672,-89.65177 20.67556,-87.88498 20.81136,-88.49005 18.48665,-88.0302 17.84276,-87.71556 17.77363,-87.27992 19.03665,-87.23151 20.15387,-86.86847 19.972,-86.55384 20.4943,-86.50544 21.62358,-86.98949 21.82594,-88.56265 21.75852,-90.59567 21.44348,-91.22494 19.42513,-92.45927 18.9451))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2000-2025"
 ]
}

 The dataset includes 3270479 records from 385 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000438-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypmg5p
title: Occurrence Download

description: A dataset containing 212516 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-77.79281 39.27741, -77.6686 39.27741, -77.6686 39.34617, -77.79281 39.34617, -77.79281 39.27741))"
 ]
}

 The dataset includes 212516 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000440-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34681/2c60-4707
title: State Child Abuse and Neglect (SCAN) Policies Database 2019 - 2023
DOI: 10.15468/dl.hp4cj2
title: Occurrence Download

description: A dataset containing 546 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phocoena sinus Norris & McFarland, 1958"
 ]
}

 The dataset includes 546 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000461-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ztjdy
title: Occurrence Download

description: A dataset containing 1780669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tringa nebularia (Gunnerus, 1767))",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "OccurrenceStatus is Present",
 "DistanceFromCentroidInMeters is greater than or equal to 2000"
 ]
}

 The dataset includes 1780669 records from 1057 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000459-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4wmfbp
title: Occurrence Download

description: A dataset containing 21295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Avicennia germinans (L.) L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 2005"
 ]
}

 The dataset includes 21295 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042021-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15654085
title: RESUMEN

description: La descripción.................................................
DOI: 10.5281/zenodo.15654086
title: RESUMEN

description: La descripción.................................................
DOI: 10.15468/dl.9dxjdq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bulbostylis schoenoides (Kunth) C.B.Clarke",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042023-250525065834625/datasets/export for details.
DOI: 10.15468/dl.b3pwus
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Characiopsis A.Borzì, 1895",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.7576 -24.3688,20.529 -24.0715,20.509 -24.0715,20.509 -28.5786,25.5395 -28.5786,25.5395 -24.0715,25.1306 -24.0715,24.9333 -24.4571,23.8962 -24.2467,22.8065 -24.295,22.3719 -24.7207,22.2323 -25.547,22.0387 -25.7188,21.7833 -25.7784,21.5388 -25.7113,21.3553 -25.5415,20.7576 -24.3688))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042025-250525065834625/datasets/export for details.
DOI: 10.15468/dl.y5jwuk
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sabinaria magnifica Galeano & R.Bernal"
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042026-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15654069
title: Mathematica and GoeGebra

description: Calculation files using Mathematica and GeoGebra
DOI: 10.5281/zenodo.15654070
title: Mathematica and GoeGebra

description: Calculation files using Mathematica and GeoGebra
DOI: 10.15468/dl.j9ruzr
title: Occurrence Download

description: A dataset containing 28977 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Satyrium ilicis (Esper, 1779)"
 ]
}

 The dataset includes 28977 records from 733 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042022-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15653929
title: LQVCT: Gravity from Localized Zero Point Energy

description: This work presents the Localized Quantum Vacuum Curvature Theory (LQVCT), a novel approach to gravity where spacetime curvature arises from the localized concentration of Zero Point Energy (ZPE), induced by quantum fluctuations around massive objects like stars, neutron stars, and black holes.
DOI: 10.5281/zenodo.15653930
title: LQVCT: Gravity from Localized Zero Point Energy

description: This work presents the Localized Quantum Vacuum Curvature Theory (LQVCT), a novel approach to gravity where spacetime curvature arises from the localized concentration of Zero Point Energy (ZPE), induced by quantum fluctuations around massive objects like stars, neutron stars, and black holes.
DOI: 10.15468/dl.cfya2d
title: Occurrence Download

description: A dataset containing 51254 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bird survey of Budai salt pans in Taiwan"
 ]
}

 The dataset includes 51254 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042010-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2skeet
title: Occurrence Download

description: A dataset containing 950 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen",
 "SpeciesKey is Eleutherodactylus portoricensis Schmidt, 1927"
 ]
}

 The dataset includes 950 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042027-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.78xg8f
title: Occurrence Download

description: A dataset containing 35387 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Araucaria Juss."
 ]
}

 The dataset includes 35387 records from 632 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042028-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrm97s
title: Occurrence Download

description: A dataset containing 2101 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euphydryas intermedia (Ménétriès, 1859)"
 ]
}

 The dataset includes 2101 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042029-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.