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

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Aristida congesta Roem. & Schult.",
 "Country is South Africa"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036875-250717081556266/datasets/export for details.
DOI: 10.15468/dl.7pp7b4
title: Occurrence Download

description: A dataset containing 1160 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Penstemon gairdneri"
 ]
}

 The dataset includes 1160 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036885-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6yh3z
title: Occurrence Download

description: A dataset containing 32525 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Morus alba"
 ]
}

 The dataset includes 32525 records from 747 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036882-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zksa2s
title: Occurrence Download

description: A dataset containing 567 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Compsacris Bolívar, 1890, Rhammatocerus pictus (Bruner, 1900), Compsacris pulcher Bolívar, 1890)"
 ]
}

 The dataset includes 567 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005641-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjqjka
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus woodhousii australis (Shannon & Lowe, 1955))"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005638-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nym9he
title: Occurrence Download

description: A dataset containing 241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Mammals Specimens",
 "TaxonKey is Primates"
 ]
}

 The dataset includes 241 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005640-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.szcvft
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Siren intermedia intermedia)"
 ]
}

 The dataset includes 200 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005642-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpjkdw
title: Occurrence Download

description: A dataset listing the 70 species recorded in GBIF matching the query:
{
 "RecordedBy" : [
 "is one of (Birschel, Birschel (Mr), Birschel, J. W., Birschel, J.W., Birschel, M., Birschel,J.W., Birschell, Birschet, Burschell, Mr., Bursche)"
 ]
}

 The dataset's 70 records were derived from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005611-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.2nabvtsh
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (198 records)
DOI: 10.15468/dl.34yfef
title: Occurrence Download

description: A dataset containing 4181 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Conophytum N.E.Br."
 ]
}

 The dataset includes 4181 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005643-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3yp6px
title: Occurrence Download

description: A dataset containing 402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus woodhousii woodhousii)"
 ]
}

 The dataset includes 402 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005645-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qtgrpj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reptilia",
 "Year is 1994"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005646-250426092105405/datasets/export for details.
DOI: 10.15468/dl.kjnw9n
title: Occurrence Download

description: A dataset containing 85 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 Cuminum cyminum L."
 ]
}

 The dataset includes 85 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005647-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5n4a9r
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Siren intermedia intermedia)"
 ]
}

 The dataset includes 200 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005644-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j25wpw
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena parilis LaBerge, 1967"
 ]
}

 The dataset includes 8 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005648-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3en9w
title: Occurrence Download

description: A dataset containing 402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus woodhousii woodhousii)"
 ]
}

 The dataset includes 402 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005651-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3bgs62
title: Occurrence Download

description: A dataset containing 15159 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 Delphinium ajacis L."
 ]
}

 The dataset includes 15159 records from 582 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005652-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyruhs
title: Occurrence Download

description: A dataset containing 5814 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Copiapoa Britton & Rose"
 ]
}

 The dataset includes 5814 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005650-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gu28dy
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Siren intermedia nettingi Goin, 1942)"
 ]
}

 The dataset includes 93 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005653-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.77n75c
title: Occurrence Download

description: A dataset containing 241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Mammals Specimens",
 "TaxonKey is Primates"
 ]
}

 The dataset includes 241 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005654-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zqmfwj
title: Occurrence Download

description: A dataset containing 1697 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Aneides aeneus (Cope & Packard, 1881))"
 ]
}

 The dataset includes 1697 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005655-250426092105405/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.28893263
title: Gibney & Pani 2025b - Supplemental File 1

description: <b>Supplemental File 1. NSEC plasmid sequence files. </b>Single .zip file containing sequences for NSEC backbone plasmids and mNG::AID^NSEC^mpk-1 homologous repair template plasmid.
DOI: 10.15468/dl.32ba4r
title: Occurrence Download

description: A dataset containing 12197 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coryphantha (Engelm.) Lem."
 ]
}

 The dataset includes 12197 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005657-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfsf8g
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Siren intermedia nettingi Goin, 1942)"
 ]
}

 The dataset includes 93 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005658-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cvsgxf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reptilia",
 "Year is 1995"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005656-250426092105405/datasets/export for details.
DOI: 10.15468/dl.qr8b3f
title: Occurrence Download

description: A dataset containing 846 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Sturnira erythromos (Tschudi, 1844)"
 ]
}

 The dataset includes 846 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005660-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6s8rav
title: Occurrence Download

description: A dataset containing 15130 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyphostemma (Planch.) Alston"
 ]
}

 The dataset includes 15130 records from 213 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005663-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eh28mg
title: Occurrence Download

description: A dataset containing 1697 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Aneides aeneus (Cope & Packard, 1881))"
 ]
}

 The dataset includes 1697 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005662-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8sydp
title: Occurrence Download

description: A dataset containing 31531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Azadirachta indica A.Juss.",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 31531 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005661-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tjjjvb
title: Occurrence Download

description: A dataset containing 1489 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Siren lacertina Österdam, 1766)"
 ]
}

 The dataset includes 1489 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005664-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14732223
title: Vorticity and tracer field in oceanic flow

description: This record contains snapshots of bartropic vorticity of many oceanic flow simulations across varying Rossby number and energy in baroclinic instability. Also contains snapshots of tracer fields advected in the same flows.

Files are named as:

z_{Rossby_number}_{baroclinic_energy}_{time}.npy  for vorticity snapshots

tr_{Rossby_number}_{baroclinic_energy}_{time}.npy  for tracer snapshots
DOI: 10.5281/zenodo.14778427
title: Predicting submesoscale tracer dispersion with neural networks

description:  

This record contains data used in the paper "Predicting submesoscale tracer dispersion with neural networks". It contains:

1) Snapshots of bartropic vorticity of many oceanic flow simulations across varying Rossby number and energy in baroclinic instability

2) Snapshots of tracer fields advected in the same flows.

3) Model predictions used in the figures and analysis in the paper.

Files are named as:

z_{Rossby_number}_{baroclinic_energy}_{time}.npy  for vorticity snapshots

tr_{Rossby_number}_{baroclinic_energy}_{time}.npy  for tracer snapshots

Other files are name in a similar way.
DOI: 10.5281/zenodo.15265553
title: Predicting submesoscale tracer dispersion with neural networks

description:  

This record contains data used in the paper "Predicting submesoscale tracer dispersion with neural networks". It contains:

Vort_Trac folder: 

1) Snapshots of bartropic vorticity of many oceanic flow simulations across varying Rossby number and energy in baroclinic instability

2) Snapshots of tracer fields advected in the same flows.

FigData_numpy folder:

3) Model predictions used in the figures and analysis in the paper.

Files are named as:

z_{Rossby_number}_{baroclinic_energy}_{time}.npy  for vorticity snapshots

tr_{Rossby_number}_{baroclinic_energy}_{time}.npy  for tracer snapshots

Other files are name in a similar way.

 

'ModelAndDerivations.ipynb' is a jupyter notebook file that defines all the models and has functions to load parameters from the 'models' folder. It also contains functions to derive spectra, flux, spectral loss, etc

'models' folder contained parameters of the trained neural networks 

 

Vtrsimulation.py is python file that was used to preduce Flow and tracer fields numerically.
DOI: 10.5281/zenodo.14732222
title: 2025JH000655

description: This record contains data used in the paper "Predicting submesoscale tracer dispersion with neural networks". It contains:

 

Vort_Trac folder: 

1) Snapshots of bartropic vorticity of many oceanic flow simulations across varying Rossby number and energy in baroclinic instability

2) Snapshots of tracer fields advected in the same flows.

 

FigData_numpy folder:

3) Model predictions used in the figures and analysis in the paper.

    Files are named as:

    z_{Rossby_number}_{baroclinic_energy}_{time}.npy  for vorticity snapshots

    tr_{Rossby_number}_{baroclinic_energy}_{time}.npy  for tracer snapshots

    Other files are name in a similar way.

 

'ModelAndDerivations.ipynb' is a jupyter notebook file that defines all the models and has functions to load parameters from the 'models' folder. It also contains functions to derive spectra, flux, spectral loss, etc

 

'models' folder contained parameters of the trained neural networks
DOI: 10.5281/zenodo.15305424
title: 2025JH000655

description: This record contains data used in the paper "Predicting submesoscale tracer dispersion with neural networks". It contains:

 

Vort_Trac folder: 

1) Snapshots of bartropic vorticity of many oceanic flow simulations across varying Rossby number and energy in baroclinic instability

2) Snapshots of tracer fields advected in the same flows.

 

FigData_numpy folder:

3) Model predictions used in the figures and analysis in the paper.

    Files are named as:

    z_{Rossby_number}_{baroclinic_energy}_{time}.npy  for vorticity snapshots

    tr_{Rossby_number}_{baroclinic_energy}_{time}.npy  for tracer snapshots

    Other files are name in a similar way.

 

'ModelAndDerivations.ipynb' is a jupyter notebook file that defines all the models and has functions to load parameters from the 'models' folder. It also contains functions to derive spectra, flux, spectral loss, etc

 

'models' folder contained parameters of the trained neural networks
DOI: 10.5281/zenodo.15305503
title: Zoo Video
DOI: 10.5281/zenodo.15305504
title: Zoo Video
DOI: 10.5281/zenodo.15305482
title: Chapter 5 and 6 Grid search results

description: Grid search results from Chapter 5 and 6 of the dissertation "Development of computationally aided methods for interpreting molecular information" by Kayla Chun at the University of Maryland-College Park.
DOI: 10.5281/zenodo.15305483
title: Chapter 5 and 6 Grid search results

description: Grid search results from Chapter 5 and 6 of the dissertation "Development of computationally aided methods for interpreting molecular information" by Kayla Chun at the University of Maryland-College Park.
DOI: 10.15468/dl.fs8jvf
title: Occurrence Download

description: A dataset containing 16629 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-106.36221 49.03894,-106.31908 34.82434,-94.70355 34.49245,-95.77762 49.03894,-95.77762 49.29214,-106.36221 49.29214,-106.36221 49.03894))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bombus Latreille, 1802",
 "Year 2019-2024"
 ]
}

 The dataset includes 16629 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005665-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avgxmm
title: Occurrence Download

description: A dataset containing 162 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Decarya Choux"
 ]
}

 The dataset includes 162 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005669-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46xxkw
title: Occurrence Download

description: A dataset containing 1489 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Siren lacertina Österdam, 1766)"
 ]
}

 The dataset includes 1489 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005670-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4sqzzp
title: Occurrence Download

description: A dataset containing 2403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Aneides ferreus Cope, 1869)"
 ]
}

 The dataset includes 2403 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005667-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukud2x
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reptilia",
 "Year is 1996"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005666-250426092105405/datasets/export for details.
DOI: 10.15468/dl.pfvwbq
title: Occurrence Download

description: A dataset containing 1956 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Deuterocohnia Mez"
 ]
}

 The dataset includes 1956 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005673-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f7f8h4
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Geometry POLYGON((1.8708 42.47029,1.85037 42.48285,1.7976 42.49791,1.73803 42.50356,1.70398 42.5092,1.68866 42.50544,1.66823 42.51422,1.63988 42.48177,1.6014 42.47563,1.55438 42.46857,1.52177 42.44632,1.48019 42.41795,1.49019 42.37652,1.52377 42.37231,1.54398 42.3782,1.64458 42.34467,1.73685 42.34467,1.79171 42.35941,1.84907 42.41099,1.86154 42.45332,1.8708 42.47029))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Erebia pandrose, Erebia pandrose pandrose, Erebia pandrose gracilis)"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002953-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.