cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29564996.v1
title: Characteristics of field-based and experiential courses available as of 2025 in two life science departments in a higher education institution.

description: Item characteristics extracted from course catalogue and syllabi. <b>Course title</b>: course name<b>Units</b>: A 5-credit course typically involves about 15 hours of work per week, including class time and study time. 2-credit courses are typically considered a laboratory, practical, or discussion session.<b>International trave</b><b>l:</b> Do students of the course travel locally (within 50miles of campus), in-state (visit other locations within the state), out-of-state (visit locations outside of state but still national travel), or international (any international travel)?<b>Overnight field trips</b>: Does the course have overnight field trips (yes or no)<b>Total field hours per quarter:</b> The total number of hours that the students spend in the field in a quarter (10 weeks)<b>Independent projects:</b> Do students develop and/or implement an independent research project either in teams or individually during the course? (yes or no)<b>Student fees and associated expenses:</b> How much students need to pay to participate in the course outside of regular enrollment fees?<b>Number of students per section</b>: How many students does the course have per section? (options: 1-15, 15-22, 22-30, 30+)<b>Intended academic level of students</b>: What student academic level was the class designed for? Academic level: lower division refers to students in years 1 or 2; upper division refers to students in years 3 or 4+.<b>Average academic level of the students enrolled in the course</b>: Average academic level of the students enrolled in the course was calculated by determining when (as a percentage) in their time at the university the students took the course. We then back-calculated to standardize for a 4 year degree program (percentage x 4).<b>Number of students enrolled (since 2008)</b>: Total number of students enrolled in the course since 2008 to 2025*Course offered outside the EEB department.
DOI: 10.15468/dl.he4f37
title: Occurrence Download

description: A dataset containing 294 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithobates bwana"
 ]
}

 The dataset includes 294 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014016-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjjbfw
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum metlesicsii"
 ]
}

 The dataset includes 50 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014015-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tsmsq3
title: Occurrence Download

description: A dataset containing 4570 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Byrsonima verbascifolia"
 ]
}

 The dataset includes 4570 records from 197 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014014-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15887268
title: Hauraki Gulf BathyTopo Digital Elevation Model

description: This dataset contains BathyTopo digital elevation models (DEM) of the Hauraki Gulf, New Zealand at a 20 m cell resolution. This is a revised version of that published by Mackay et al. (2012). 

Not to be used for navigational purposes.

Introduction

The island-studded Hauraki Gulf is a backdrop to the work and play of New Zealand’s biggest city. Transport hub, commercial port, tourism venue, sailing paradise, marine park, and recreational, customary and commercial _shing ground, this shallow, sheltered sea has been many years in the making. The embayed coastline, estuaries and islands were shaped by volcanism, tectonic upheaval and changing sea levels. The seafloor, revealed here, has a sweeping signature of sediment erosion, transport and deposition. These processes have acted on relict sediments over thousands of years, with input of modern sediment from rivers and biological processes.

Typically flat, but for small areas of scour, reefs and rock pinnacles, the seabed is mainly a mosaic of fine-grained muds and sands, with channels and scours filled with shells and gravel. Tides dominate the calm-weather currents of the Gulf, but near-bottom flows quicken in channels, and around islands and pinnacles. Sediment is moved around by these wind, wave, and tide-driven currents.

Nestled between the mainland and Coromandel Peninsula, the Gulf region is a trove of biodiversity. Coastal mangrove forests, sea grass beds and reefs support fish, algae and invertebrates. Further offshore, the productive Gulf waters sustain a throng of fish, seabirds, whales and dolphins.

Data Sources

Bathymetric data are compiled from many sources. Multibeam echo sounder data was sourced from surveys by:

·         NIWA

·         Toitū Te Whenua - Land Information New Zealand HYPLAN

·         Royal New Zealand Navy

·         Visiting research vessels from USA, France, Germany, and Australia.

Single beam echo sounder data was sourced from:

·         Royal New Zealand Navy sounding sheets,

·         NIWA surveys

·         private vessels participating in the International Hydrographic Organization’s Crowd Sourced Bathymetry initiative, notably the Spirit of New Zealand.

All bathymetric data have been reduced to Lowest Astronomical Tide (LAT) vertical datum.

Topographical elevations were sourced from New Zealand LiDAR 1m DEM from Land Information New Zealand (LINZ, 2025). This layer contains the New Zealand national 1 m DEM which is an amalgamation of the most current LiDAR surveys published as at the date accessed. These data are using the New Zealand Vertical Datum 2016 (NZVD 2016).
DOI: 10.5281/zenodo.15887269
title: Hauraki Gulf BathyTopo Digital Elevation Model

description: This dataset contains BathyTopo digital elevation models (DEM) of the Hauraki Gulf, New Zealand at a 20 m cell resolution. This is a revised version of that published by Mackay et al. (2012). 

Not to be used for navigational purposes.

Introduction

The island-studded Hauraki Gulf is a backdrop to the work and play of New Zealand’s biggest city. Transport hub, commercial port, tourism venue, sailing paradise, marine park, and recreational, customary and commercial _shing ground, this shallow, sheltered sea has been many years in the making. The embayed coastline, estuaries and islands were shaped by volcanism, tectonic upheaval and changing sea levels. The seafloor, revealed here, has a sweeping signature of sediment erosion, transport and deposition. These processes have acted on relict sediments over thousands of years, with input of modern sediment from rivers and biological processes.

Typically flat, but for small areas of scour, reefs and rock pinnacles, the seabed is mainly a mosaic of fine-grained muds and sands, with channels and scours filled with shells and gravel. Tides dominate the calm-weather currents of the Gulf, but near-bottom flows quicken in channels, and around islands and pinnacles. Sediment is moved around by these wind, wave, and tide-driven currents.

Nestled between the mainland and Coromandel Peninsula, the Gulf region is a trove of biodiversity. Coastal mangrove forests, sea grass beds and reefs support fish, algae and invertebrates. Further offshore, the productive Gulf waters sustain a throng of fish, seabirds, whales and dolphins.

Data Sources

Bathymetric data are compiled from many sources. Multibeam echo sounder data was sourced from surveys by:

·         NIWA

·         Toitū Te Whenua - Land Information New Zealand HYPLAN

·         Royal New Zealand Navy

·         Visiting research vessels from USA, France, Germany, and Australia.

Single beam echo sounder data was sourced from:

·         Royal New Zealand Navy sounding sheets,

·         NIWA surveys

·         private vessels participating in the International Hydrographic Organization’s Crowd Sourced Bathymetry initiative, notably the Spirit of New Zealand.

All bathymetric data have been reduced to Lowest Astronomical Tide (LAT) vertical datum.

Topographical elevations were sourced from New Zealand LiDAR 1m DEM from Land Information New Zealand (LINZ, 2025). This layer contains the New Zealand national 1 m DEM which is an amalgamation of the most current LiDAR surveys published as at the date accessed. These data are using the New Zealand Vertical Datum 2016 (NZVD 2016).
DOI: 10.15468/dl.hrwdzw
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Echinochloa crus-galli",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 125 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014019-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h66rmx
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tridax procumbens",
 "Country is Myanmar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014017-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpd5sv
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tridax procumbens",
 "Country is Nauru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014018-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v6emyv
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tridax procumbens",
 "Country is Palau",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014020-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eyjx6g
title: Occurrence Download

description: A dataset containing 966 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Desmognathus santeetlah)"
 ]
}

 The dataset includes 966 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014022-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q6eqn5
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Knodus megalops"
 ]
}

 The dataset includes 92 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014021-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pppm2k
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bornmuellera kiyakii"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014023-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.es7nb7
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tridax procumbens",
 "Country is Papua New Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 56 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014025-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zzgw9a
title: Occurrence Download

description: A dataset containing 74652 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lonicera japonica, Lonicera japonica, Lonicera japonica, Lonicera japonica, Lonicera japonica)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 74652 records from 771 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014003-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzuzgf
title: Occurrence Download

description: A dataset containing 1272 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cacalia atriplicifolia"
 ]
}

 The dataset includes 1272 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014024-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cpnfu
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tridax procumbens",
 "Country is Solomon Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014026-250711103210423/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.29228978
title: Development of an Automated Arduino-Based UV-C Photocatalytic System for Pollutant Degradation Studies

description: <pre>Supplementary materials for the article "Development of an Automated Arduino-Based UV-C Photocatalytic System for Pollutant Degradation Studies", including additional images, Arduino code, and a short video of the apparatus.</pre>
DOI: 10.6084/m9.figshare.29228978.v2
title: Development of an Automated Arduino-Based UV-C Photocatalytic System for Pollutant Degradation Studies

description: <pre>Supplementary materials for the article "Development of an Automated Arduino-Based UV-C Photocatalytic System for Pollutant Degradation Studies", including additional images, Arduino code, and a short video of the apparatus.</pre>
DOI: 10.6084/m9.figshare.29228978.v1
title: Development of an Automated Arduino-Based UV-C Photocatalytic System for Pollutant Degradation Studies

description: <pre>Supplementary materials for the article "Development of an Automated Arduino-Based UV-C Photocatalytic System for Pollutant Degradation Studies", including additional images, Arduino code, and a short video of the apparatus.</pre>
DOI: 10.15468/dl.4dqdfm
title: Occurrence Download

description: A dataset containing 907943 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fragaria"
 ]
}

 The dataset includes 907943 records from 3227 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013896-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8g2aqw
title: Occurrence Download

description: A dataset containing 25274 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Orcinus orca (Linnaeus, 1758)"
 ]
}

 The dataset includes 25274 records from 401 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000629-250525065834625/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/11949480
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.vnvqmb
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "Geometry POLYGON((-73.23179 -36.83416,-73.02069 -36.83416,-73.02069 -36.6109,-73.23179 -36.6109,-73.23179 -36.83416))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gomortega keule (Molina) Gunckel"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000631-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmub92
title: Occurrence Download

description: A dataset containing 35920729 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 35920729 records from 4598 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000630-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9bsa97
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chiroptera",
 "Country is French Southern Territories"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025240-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ssuzgp
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lappula physacantha Golosk."
 ]
}

 The dataset includes 22 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004152-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6ku5s
title: Occurrence Download

description: A dataset containing 4337 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-73.92631 40.87757,-73.9278 40.87617,-73.92908 40.87406,-73.92972 40.87264,-73.93111 40.86884,-73.93038 40.86836,-73.92947 40.86784,-73.92906 40.8678,-73.92908 40.86741,-73.92834 40.86692,-73.92698 40.86778,-73.92563 40.86843,-73.92474 40.86875,-73.92368 40.86917,-73.92255 40.86966,-73.92226 40.86941,-73.92231 40.87018,-73.92174 40.8706,-73.92125 40.87139,-73.92172 40.87212,-73.92258 40.87212,-73.92336 40.87265,-73.92353 40.87363,-73.92301 40.87419,-73.92255 40.87426,-73.92214 40.87357,-73.92172 40.87326,-73.92071 40.87298,-73.92008 40.87314,-73.9199 40.87363,-73.92031 40.87394,-73.9208 40.87434,-73.92111 40.87519,-73.9209 40.87558,-73.92245 40.87696,-73.9237 40.87741,-73.92457 40.87747,-73.92506 40.87733,-73.92625 40.8772,-73.92631 40.87757))"
 ]
}

 The dataset includes 4337 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0280091-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fq9qyw
title: Occurrence Download

description: A dataset containing 894 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Baccharis glutinosa Pers."
 ]
}

 The dataset includes 894 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067394-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxs9g8
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Passiflora cervii M.A.M.Azevedo"
 ]
}

 The dataset includes 67 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290442-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jqjrqz
title: Occurrence Download

description: A dataset containing 3444 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is DEU.7_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Impatiens glandulifera Royle"
 ]
}

 The dataset includes 3444 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002782-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sm6wsd
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Perezia multiflora subsp. sonchifolia (Baker) Vuilleum.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 45 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067395-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jg72tu
title: Occurrence Download

description: A dataset containing 1374 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Hippocampus Rafinesque, 1810"
 ]
}

 The dataset includes 1374 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0278057-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjb976
title: Occurrence Download

description: A dataset containing 9514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alectoris barbara (Bonnaterre, 1790), Alectoris barbara (Reichenow, 1896))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9514 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290498-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45kcxh
title: Occurrence Download

description: A dataset containing 1440 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Pakistan",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Polypodiopsida, Lycopodiopsida)"
 ]
}

 The dataset includes 1440 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037143-230530130749713/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.24147732
title: Lungfish genome annotation

description: Genome annotation for American&Austrilia&African Lungfish.