cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.34770/27zb-m284
title: Data for: 'How is sea level change encoded in carbonate stratigraphy?'

description: The history of organismal evolution, seawater chemistry, and paleoclimate
 is recorded in layers of carbonate sedimentary rock. Meter-scale cyclic
 stacking patterns in these carbonates often are interpreted as
 representing sea level change. A reliable sedimentary proxy for eustasy
 would be profoundly useful for reconstructing paleoclimate, since sea
 level responds to changes in temperature and ice volume. However, the
 translation from water depth to carbonate layering has proven difficult,
 with recent surveys of modern shallow water platforms revealing little
 correlation between carbonate facies (i.e., grain size, sedimentary bed
 forms, ecology) and water depth. We train a convolutional neural network
 with satellite imagery and new field observations from a 3,000 km2 region
 northwest of Andros Island (Bahamas) to generate a facies map with 5 m
 resolution. Leveraging a newly-published bathymetry for the same region,
 we test the hypothesis that one can extract a signal of water depth
 change, not simply from individual facies, but from sequences of facies
 transitions analogous to vertically stacked carbonate strata. Our Hidden
 Markov Model (HMM) can distinguish relative sea level fall from random
 variability with ∼90% accuracy. Finally, since shallowing-upward patterns
 can result from local (autogenic) processes in addition to forced
 mechanisms such as eustasy, we search for statistical tools to diagnose
 the presence or absence of external forcings on relative sea level. With a
 new data-driven forward model that simulates how modern facies mosaics
 evolve to stack strata, we show how different sea level forcings generate
 characteristic patterns of cycle thicknesses in shallow carbonates,
 providing a new tool for quantitative reconstruction of ancient sea level
 conditions from the geologic record. Supporting data to reproduce the work
 in Geyman et. al (2021).
DOI: 10.15468/dl.9e7yaa
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gymnotus paraguensis Albert & Crampton, 2003",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 118 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076309-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fty3dm
title: Occurrence Download

description: A dataset containing 449 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gymnotus sylvius Albert & Fernandes-Matioli, 1999",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 449 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076310-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13351093
title: Supplementary Material Requirements Study - Identifying Necessary Green Coding Knowledge for Young Professionals Starting their Careers in the Software Industry Full Audio Transcript with transcribers Notes
DOI: 10.5281/zenodo.13351094
title: Supplementary Material Requirements Study - Identifying Necessary Green Coding Knowledge for Young Professionals Starting their Careers in the Software Industry Full Audio Transcript with transcribers Notes
DOI: 10.15468/dl.3829hm
title: Occurrence Download

description: A dataset containing 174 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((0.27077 2.33792,25.04966 2.33792,25.04966 52.12691,0.27077 52.12691,0.27077 2.33792))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is September",
 "TaxonKey is Cuculus canorus Linnaeus, 1758",
 "Year 2021-2021"
 ]
}

 The dataset includes 174 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076311-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ry8uv
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helostoma temminkii Cuvier, 1829",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076312-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34770/epch-0h54
title: North Atlantic Hurricane and Major Hurricane Frequency Undersampling Estimate for 1851-2019

description: These are the data and scripts supporting the manuscript: Vecchi, Landsea,
 Zhang, Villarini and Knutson (2021): Changes in Atlantic Major Hurricane
 Frequency Since the Late-19th Century. Nature Communications.
DOI: 10.15468/dl.4ddzag
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hemiodus orthonops Eigenmann & Kennedy, 1903",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 105 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076313-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mfyydb
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heterotilapia buttikoferi (Hubrecht, 1881)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 87 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076314-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kpqexj
title: Occurrence Download

description: A dataset containing 1635 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hoplerythrinus unitaeniatus (Spix & Agassiz, 1829)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1635 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076315-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jv48ru
title: Occurrence Download

description: A dataset containing 164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hoplias intermedius (Günther, 1864)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 164 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076317-240626123714530/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.26790934.v1
title: Economic Freedom and ECI

description: The data is about economic freedom and economic sophistication
DOI: 10.6084/m9.figshare.26790934
title: Economic Freedom and ECI

description: The data is about economic freedom and economic sophistication
DOI: 10.15468/dl.emrrjz
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hoplias lacerdae Miranda Ribeiro, 1908",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 129 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076319-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c56688w7t
title: MassIVE MSV000095656 - RiPP Metal Binding Assessment at High pH
title: Does the RiPP compound bind Cu2+, Cu+, or Fe2+? Assessing to see whether this Novel RiPP compound binds or not since it possesses the properties of methanobactin
DOI: 10.15468/dl.tfvzcg
title: Occurrence Download

description: A dataset containing 527 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Occurrence evidence, Machine Observation, Human Observation, Material sample, Specimen)",
 "Continent is North America",
 "CoordinateUncertaintyInMeters 0.0-1060.0",
 "OccurrenceStatus is Present",
 "TaxonKey is Anopheles albimanus Wiedemann, 1820",
 "Year 1981-2024"
 ]
}

 The dataset includes 527 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076320-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2tumkw
title: Occurrence Download

description: A dataset containing 1541 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hoplosternum littorale (Hancock, 1828)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1541 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076321-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfgh2u
title: Occurrence Download

description: A dataset containing 750 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Melocactus zehntneri (Britton & Rose) Luetzelb."
 ]
}

 The dataset includes 750 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076322-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.20375/0000-0012-adea-2
title: Codebook_KIIS_Readiness_for_concessions_2022-2024_UKR_ENG.xlsx
DOI: 10.20375/0000-0012-adeb-1
title: Data_documentation_KIIS_Readiness_for_concessions_May2022-May2024.pdf
DOI: 10.20375/0000-0012-adec-0
title: KIIS_Data_readiness_for_concessions_2022-2024.csv
DOI: 10.20375/0000-0012-aded-f
title: KIIS_Data_readiness_for_concessions_2022-2024_eng.sav
DOI: 10.20375/0000-0012-adee-e
title: KIIS_Data_readiness_for_concessions_2022-2024_ukr.sav
DOI: 10.48320/b19df66f-34d8-4198-b30a-ef53e94e0dc1
title: Readiness of the Ukrainian population for territorial concessions (May 2022 – May 2024)
DOI: 10.15468/dl.6bcx6g
title: Occurrence Download

description: A dataset containing 14952 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrilla verticillata (L.f.) Royle",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 14952 records from 219 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076324-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cs6rsv
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parrotia subaequalis (H.T.Chang) R.M.Hao & H.T.Wei"
 ]
}

 The dataset includes 28 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004362-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hrcw82
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Herbario de la Universidad Pedagógica y Tecnológica de Colombia",
 "TaxonKey is Quercus humboldtii Bonpl."
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004363-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpavj8
title: Occurrence Download

description: A dataset containing 1106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "StateProvince is Utah",
 "TaxonKey is Asclepias asperula (Decne.) Woodson"
 ]
}

 The dataset includes 1106 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004364-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25904/1912/4948
title: Agisoft Metashape project of chiaroscuro datasets: rock, tree, and Koonalda Cave finger flutings

description: Photogrammetry project to view photographs and resulting 3D models
DOI: 10.15468/dl.fys9j5
title: Occurrence Download

description: A dataset containing 2061 species occurrences available in GBIF matching the query:
{
 "and" : [
 "StateProvince is Utah",
 "TaxonKey is Asclepias speciosa Torr."
 ]
}

 The dataset includes 2061 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004365-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9m5xen
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Shaniodendron subaequale (H.T.Chang) M.Bieb.Deng, H.T.Wei & X.Q.Wang"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004368-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ez6wjd
title: Occurrence Download

description: A dataset containing 1054 species occurrences available in GBIF matching the query:
{
 "and" : [
 "StateProvince is Utah",
 "TaxonKey is Danaus plexippus (Linnaeus, 1758)"
 ]
}

 The dataset includes 1054 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004366-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ethjyu
title: Occurrence Download

description: A dataset containing 17770 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-110.65348 32.70179,-110.62219 32.70179,-110.62219 32.74322,-110.65348 32.74322,-110.65348 32.70179))"
 ]
}

 The dataset includes 17770 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004367-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8gfjgf
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is Pampus argenteus (Euphrasen, 1788)"
 ]
}

 The dataset includes 240 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004369-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.942jeh
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hamamelis subaequalis H.T.Chang"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004371-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14903242
title: AMPERE Summary Plot Movies (2012-Nov)

description: 2012-Nov AMPERE summary plot movies. See included zenodo_summary_plot_movie_description document for details.
DOI: 10.5281/zenodo.14903243
title: AMPERE Summary Plot Movies (2012-Nov)

description: 2012-Nov AMPERE summary plot movies. See included zenodo_summary_plot_movie_description document for details.
DOI: 10.5281/zenodo.14901267
title: UC San Diego Decision Making using Real-time Observations for Environmental Sustainability (DEMROES)

description: UC San Diego Decision Making using Real-time Observations for Environmental Sustainability (DEMROES)

An urban test bed for energy and water efficiency, meteorology, and air quality

Original website: http://maeresearch.ucsd.edu/kleissl/demroes/

Meteorological conditions have implications on human activities. They affect human comfort and productivity (temperature, humidity), health (temperature, air pollution), and energy and water use (solar radiation, temperature). UCSD's proximity to the Pacific Ocean places it in a temperate microclimate frequently affected by sea breezes. In particular the occurrence of sea-breezes in daytime provides cool air eliminating need for widespread building air conditioning and associated energy use, but also advects moist and salt-laden air to campus which negatively affects the lifespan of indoor and outdoor electronic or metal components.

We lack scientific knowledge about the occurrence of these microclimatological conditions and their effect on campus facilities management. We have established a wireless sensing network for environmental monitoring at UCSD facilities city-wide with the following objectives:



Use the network as a demo and integrative educational and research system for UCSD students and faculty.

Quantify the spatial distribution of meteorological conditions (i.e. sea breeze effect on temperature and humidity) on campus through a dense static network of weather stations.

Provide campus facilities management with information to feed the energy management system (EMS) for building operation and energy conservation, and irrigation management.

Extend pilot project into a massive city or regional scale sensing network.


sponsored by



Wells Fargo through the UCSD Environment and Sustainability Initiative

Steve Relyea, Vice Chancellor, Business Affairs

Paul Linden, Jan Kleissl, Faculty, Mechanical Engineering

Johnson Controls


supported by 



Don McLaughlin, Ryan Sullivan, Telecommunications

John Dilliott, David Weil, Building Sustainability, Energy Services

Doug Palmer, Bill Hodgkiss, Don Kimball. CalIT2

Steve Roberts, MAE Electronics & Sensors


About data



dat files include datasets for different locations on campus, spanning some time between 2010 and 2011

EBU2 files include solar irradiance data, for different days and years (2008-2021)
DOI: 10.5281/zenodo.14901268
title: UC San Diego Decision Making using Real-time Observations for Environmental Sustainability (DEMROES)

description: UC San Diego Decision Making using Real-time Observations for Environmental Sustainability (DEMROES)

An urban test bed for energy and water efficiency, meteorology, and air quality

Original website: http://maeresearch.ucsd.edu/kleissl/demroes/

Meteorological conditions have implications on human activities. They affect human comfort and productivity (temperature, humidity), health (temperature, air pollution), and energy and water use (solar radiation, temperature). UCSD's proximity to the Pacific Ocean places it in a temperate microclimate frequently affected by sea breezes. In particular the occurrence of sea-breezes in daytime provides cool air eliminating need for widespread building air conditioning and associated energy use, but also advects moist and salt-laden air to campus which negatively affects the lifespan of indoor and outdoor electronic or metal components.

We lack scientific knowledge about the occurrence of these microclimatological conditions and their effect on campus facilities management. We have established a wireless sensing network for environmental monitoring at UCSD facilities city-wide with the following objectives:



Use the network as a demo and integrative educational and research system for UCSD students and faculty.

Quantify the spatial distribution of meteorological conditions (i.e. sea breeze effect on temperature and humidity) on campus through a dense static network of weather stations.

Provide campus facilities management with information to feed the energy management system (EMS) for building operation and energy conservation, and irrigation management.

Extend pilot project into a massive city or regional scale sensing network.


sponsored by



Wells Fargo through the UCSD Environment and Sustainability Initiative

Steve Relyea, Vice Chancellor, Business Affairs

Paul Linden, Jan Kleissl, Faculty, Mechanical Engineering

Johnson Controls


supported by 



Don McLaughlin, Ryan Sullivan, Telecommunications

John Dilliott, David Weil, Building Sustainability, Energy Services

Doug Palmer, Bill Hodgkiss, Don Kimball. CalIT2

Steve Roberts, MAE Electronics & Sensors


About data



dat files include datasets for different locations on campus, spanning some time between 2010 and 2011

EBU2 files include solar irradiance data, for different days and years (2008-2021)