cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25921/q829-4492
title: NCCOS Assessment: An Aquaculture Opportunity Atlas for the U.S. Gulf of Mexico (NCEI Accession 0285913)

description: Shapefiles of the Aquaculture Opportunity Area (AOA) study developed during 2021 for the Gulf of Mexico. Included in this dataset are:
(1) Study areas in the Gulf of Mexico developed based on depth, jurisdictional boundaries, and Level III biogeographical breaks.
(2) Compiled observations of Harmful Algal Blooms (Karina brevis) from 2000 to 2018 in the Gulf of Mexico and eastern Florida.
(3) Suitability modeling results for the West, Central, East, and Southeast Gulf of Mexico study areas are presented as categories (“Unsuitable,” “Low,” “Moderate,” “High”) based on ocean use and conservation concerns, including: national security, natural and cultural resources, industry, navigation, transportation, aquaculture, and fishing.
(4) High-High clusters (HH) identified as the most suitable areas from LISA (Local Index of Spatial Association) analysis.
(5) Refined HH clusters that could accommodate at least one 500-acre AOA option.
(6) Highest ranking options for each of the refined HH clusters representing a 500- to 2000-acre area between 50 to 150 meters depth that has relatively high suitability for generalized marine aquaculture based on a within cluster model evaluating logistics, vessel traffic, commercial fishing, and oceanography data.
(7) Location and areal extent of options identified for each study region meeting a dispersion rule (greater than 30 nautical miles distance between locations).
DOI: 10.7910/dvn/m4zjtv
title: Perceived Economic Contributions Increase Positivity toward Undocumented Immigrants

description: Undocumented immigrants contribute to the US economy by participating in the labor force, paying taxes, and starting businesses. They do so under constant fear of deportation and while being barred from government assistance programs. Nevertheless, misconceptions about how they affect the job market and public finance persist, exacerbating animus and hindering policy reforms. Across three survey experiments and three national samples of Americans, I assess two informational interventions to increase positivity toward this group: facts, which tackle misinformation, and narratives, which foster empathy. Both interventions yield positive results overall, with anecdotal accounts of "hard-working" undocumented immigrants proving most effective among those most negatively predisposed against them. The persuasive success of economic considerations in this domain has concrete implications for policy-makers and advocates in their efforts to rally public support for immigration reform and against mass deportations. Further, these findings complicate motivated reasoning accounts and suggest belief updating is possible, provided information is tailored to the intended audience.
DOI: 10.3886/e241283
title: Water-level changes impact angler effort in a large lake: implications for climate change

description: The data set evaluates the relationship between water surface area and angler effort on Devil's Lake, North Dakota. Over the last 30+ years, water levels have expanded/contracted in Devil's laking owing to variation in climate (precipitation). Positive changes (i.e. expansion) in the lake surface area results in increased fish production and angling opportunities that positively influence angler effort and the local economy.<br>
description: Downloaded 2025-11-25.
DOI: 10.3886/e241283v1
title: Water-level changes impact angler effort in a large lake: implications for climate change

description: The data set evaluates the relationship between water surface area and angler effort on Devil's Lake, North Dakota. Over the last 30+ years, water levels have expanded/contracted in Devil's laking owing to variation in climate (precipitation). Positive changes (i.e. expansion) in the lake surface area results in increased fish production and angling opportunities that positively influence angler effort and the local economy.<br>
description: Downloaded 2025-11-25.
DOI: 10.25921/xn69-bv48
title: National Coral Reef Monitoring Program: Orthorectified mosaic images of Cheeca Rocks reef in the Florida Keys collected on 2022-08-18 (NCEI Accession 0286804)

description: This data set contains landscape mosaic images, created as a product for the NOAA Coral Reef Conservation Program’s (CRCP) National Coral Reef Monitoring Program (NCRMP). Orthorectified mosaic images of six reef plots were captured of Cheeca Rocks reef in the Florida Keys. Each reef plot is made up of a 10m x 10m transect area (100 m2). Landscape mosaics are a composite of many underwater images stitched together. These mosaics have the clarity and pixel size of the individual pictures but collectively produce a “landscape view” of the coral reef community within each transect. A scuba diver holds the mosaic rig, containing two separate cameras, above the transect while swimming in a lawnmower pattern creating a crosshatching design. The diver takes these underwater images about one to two meters above the seabed at a rate of one image per second per camera. This swimming technique allows the mosaic rig to gather 1500-3000 images which are then merged into a single “landscape mosaic image” file via Agisoft Photoscan® software. A total of six TIFF (.tif) files are included in this dataset, one TIFF file corresponds to one reef transect plot area.
DOI: 10.25921/cp17-eh15
title: National Coral Reef Monitoring Program: Orthorectified mosaic images of a coral reef near Salt River in St. Croix USVI collected on 2022-09-06 to 2022-09-07 (NCEI Accession 0286825)

description: This data set contains landscape mosaic images, created as a product for the NOAA Coral Reef Conservation Program’s (CRCP) National Coral Reef Monitoring Program (NCRMP). Orthorectified mosaic images of six reef plots were captured of a coral reef near Salt River in St. Croix, US Virgin Islands. Each reef plot is made up of a 10m x 10m transect area (100 m2). Landscape mosaics are a composite of many underwater images stitched together. These mosaics have the clarity and pixel size of the individual pictures but collectively produce a “landscape view” of the coral reef community within each transect. A scuba diver holds the mosaic rig, containing two separate cameras, above the transect while swimming in a lawnmower pattern creating a crosshatching design. The diver takes these underwater images about one to two meters above the seabed at a rate of one image per second per camera. This swimming technique allows the mosaic rig to gather 1500-3000 images which are then merged into a single “landscape mosaic image” file via Agisoft Photoscan® software. A total of six TIFF (.tif) files are included in this dataset, one TIFF file corresponds to one reef transect plot area.
DOI: 10.25921/x1c5-2191
title: NCCOS Assessment: An Aquaculture Opportunity Atlas for the Southern California Bight (NCEI Accession 0286986)

description: Shapefiles of the Aquaculture Opportunity Area (AOA) study developed during 2021 for the Southern California Bight. Included in this dataset are:
(1) Study areas in the Southern California Bight developed based on depth and jurisdictional boundaries. Four study areas were identified (North, Central North, Central South, South).
(2) Suitability modeling results for the North, Central North, Central South, and South Southern California Bight study areas are presented as categories (“Unsuitable,” “Low,” “Moderate,” “High”)
(3) High-High clusters (HH) from the Aquaculture Opportunity Atlas for Southern California. Clusters were identified within each of the four study areas (North, Central North, Central South, and South).
(4) Refined High-High clusters (HH) from the Aquaculture Opportunity Atlas for Southern California. Clusters were identified within each of the four study areas (North, Central North, Central South, and South).
(5) Options from the Aquaculture Opportunity Atlas for Southern California. Options were identified within two of the study areas, North and Central North.
DOI: 10.25921/kpfz-1x77
title: SPLASH Field Study; Ott Disdrometer Raw & Stats Observations at Kettle Ponds, Colorado, 2021-09-30 to 2023-09-05 (NCEI Accession 0287378)

description: From fall 2021 through summer 2023, NOAA and research partners conducted a field study (SPLASH - the Study of Precipitation, the Lower Atmosphere and Surface for Hydrometeorology). This field study established a state-of-the-art observing network in the East River watershed of the Colorado mountains with a goal of advancing weather and water prediction capabilities in areas with complex terrain. The ultimate goal of this project is improved prediction of weather and water in the Colorado mountains and beyond to inform societal preparedness and response.

Among the instruments used in this study were disdrometers, which are optical instruments mounted on a tripod that use a laser to measure the size and fall speed of precipitation particles – such as raindrops, snowflakes, or hail – that fall through the laser beam.

This archive consists of Disdrometer observations taken at the site at Kettle Ponds, Colorado. The raw observations and processed (stats) observations are included.
DOI: 10.25921/sx1d-p897
title: SPLASH Field Study; Surface Meteorological Observations at Roaring Judy, Colorado, 2021-09-28 to 2023-09-05 (NCEI Accession 0287379)

description: From fall 2021 through summer 2023, NOAA and research partners conducted a field study (SPLASH - the Study of Precipitation, the Lower Atmosphere and Surface for Hydrometeorology). This field study established a state-of-the-art observing network in the East River watershed of the Colorado mountains with a goal of advancing weather and water prediction capabilities in areas with complex terrain.

Objectives included research to apply SPLASH observations and the associated processes to evaluate and improve NOAA's latest suite of modeling tools, including the Unified Forecast System, Rapid Refresh Forecast System, and National Water Model. The ultimate goal of this project is improved prediction of weather and water in the Colorado mountains and beyond to inform societal preparedness and response.

This archive consists of Surface Meteorological observations taken at the Roaring Judy, Colorado site.
DOI: 10.15468/dl.ecxvwx
title: Occurrence Download

description: A dataset containing 3728 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chrysodeixis includens"
 ]
}

 The dataset includes 3728 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054665-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aaislj
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Digitaria similis Beetle ex Gould"
 ]
}

 The dataset includes 119 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045868-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qtesj9
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gentiana kurroo Royle"
 ]
}

 The dataset includes 60 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006065-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zrnn8
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calathea gentryi H.Kenn."
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149456-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6vmy5z
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Ara ambigua (Bechstein, 1811)"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195228-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hon0zv
title: Occurrence Download

description: A dataset containing 5354 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Issue is Geodetic datum assumed WGS84",
 "HasCoordinate is true",
 "TaxonKey is Silurus glanis Linnaeus, 1758",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5354 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045868-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5amqnz
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Rhinella arenarum (Hensel, 1867)",
 "Year 1000-2020"
 ]
}

 The dataset includes 207 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006033-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.de8n2k
title: Occurrence Download

description: A dataset containing 27844 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Mexico",
 "Country is Guatemala",
 "Country is Belize",
 "Country is Cuba",
 "Country is Jamaica",
 "Country is Haiti",
 "Country is Dominican Republic",
 "Country is El Salvador",
 "Country is Honduras",
 "Country is Nicaragua",
 "Country is Costa Rica",
 "Country is Canada",
 "Country is United States of America"
 ]
 },
 "TaxonKey is Aedes aegypti (Linnaeus, 1762)"
 ]
}

 The dataset includes 27844 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0237645-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.we7bki
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ctenomys andersoni Gardner, Salazar-Bravo & Cook, 2014"
 ]
}

 The dataset includes 31 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045871-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwkphm
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geranium nyassense R.Knuth"
 ]
}

 The dataset includes 125 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010973-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.enqxej
title: Occurrence Download

description: A dataset containing 5585190 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Ecuador"
 ]
}

 The dataset includes 5585190 records from 1454 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195232-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cutjuy
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlox amplifolia Britton"
 ]
}

 The dataset includes 81 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045867-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdyn3p
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geranium palmatipartitum (Hausskn. ex R.Knuth) Aedo"
 ]
}

 The dataset includes 21 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010993-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmjy7v
title: Occurrence Download

description: A dataset containing 62144 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Fossil",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "TaxonKey is Crocodylidae"
 ]
}

 The dataset includes 62144 records from 216 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077530-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32dnnp
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "TaxonKey is Arborophila orientalis (Horsfield, 1821)"
 ]
}

 The dataset includes 247 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013722-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2yakt3
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anadastus Gorham, 1887",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 54 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209466-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmzvyc
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is WFVZ Bird Collections",
 "TaxonKey is Pseudibis papillosa (Temminck, 1824)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107481-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s734y5
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anser fabalis (Latham, 1787)",
 "DatasetKey is Observation.org, Nature data from around the World",
 "Country is one of (Germany, France, Spain, Portugal, Denmark, Austria, Italy, Switzerland, Greece, Poland, Hungary, Slovenia, Sweden, Norway, Slovakia, Montenegro, Croatia, North Macedonia, Serbia, Iceland, Ireland, United Kingdom of Great Britain and Northern Ireland, Albania, Bosnia and Herzegovina, Bulgaria, Finland)"
 ]
}

 The dataset includes 118 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006036-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.63amda
title: Occurrence Download

description: A dataset containing 559 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artibeus gnomus Handley, 1987"
 ]
}

 The dataset includes 559 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064446-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yd2kfi
title: Occurrence Download

description: A dataset containing 1339 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Quercus canariensis Willd.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1339 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008014-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2dz2qn
title: Occurrence Download

description: A dataset containing 10946 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Netta rufina (Pallas, 1773)",
 "DatasetKey is Observation.org, Nature data from around the World",
 "Country is one of (Germany, France, Spain, Portugal, Denmark, Austria, Italy, Switzerland, Greece, Poland, Hungary, Slovenia, Sweden, Norway, Slovakia, Montenegro, Croatia, North Macedonia, Serbia, Iceland, Ireland, United Kingdom of Great Britain and Northern Ireland, Albania, Bosnia and Herzegovina, Bulgaria, Finland)"
 ]
}

 The dataset includes 10946 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006055-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vf3ymg
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Micromyrtus greeniana Rye"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178428-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s97gfc
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is An Older and Exceptionally Large Adult Specimen of Tyrannosaurus rex"
 ]
}

 The dataset includes 82 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077582-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agr6sf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "or" : [
 "ScientificName is Actinidia × fairchildii Rehder",
 "ScientificName is Actinidia × fairchildii",
 "ScientificName is Actinidia x fairchildii",
 "ScientificName is Actinidia x fairchildii Rehder",
 "ScientificName is Actinidia xfairchildii Rehder",
 "ScientificName is Actinidia fairchildii Rehder"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003123-160803222355964/datasets/export for details.