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

description: A dataset containing 72959 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-120.03701 1.42301,-77.14505 1.42301,-77.14505 32.57427,-120.03701 32.57427,-120.03701 1.42301))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Apis mellifera"
 ]
}

 The dataset includes 72959 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008504-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p9zl2ipn
title: Suspended-sediment concentrations and loss-on-ignition from water samples collected in the Herring River during 2018-19 in Wellfleet, MA (ver 1.1, March 2023)

description: The Herring River in Wellfleet, MA is a tidally-restricted estuary system. Management options including potential restoration of unrestricted tidal flows require an understanding of pre-restoration sediment conditions. Altering future tidal flows may cause changes in net sediment flux and direction, which could affect marsh restoration and aquaculture in Wellfleet Harbor. This research aims to measure sediment fluxes seaward of the Herring River restriction and sediment concentrations landward of the restriction. These measurements will inform management efforts by estimating the sediment budget and sediment availability after possible removal of the tidal restriction.
DOI: 10.15468/dl.xq5q3z
title: Occurrence Download

description: A dataset containing 24204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Monarda",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 24204 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008524-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17673724
title: Data for "Frequency-Domain Data Assimilation of Periodic Flow using Physics-Informed Neural Networks"

description: Unsteady velocity field for a Circular Cylinder in Cross flow at Re=150. Contains x and y velocity components and the pressure field, plus accompanying configuration files.
DOI: 10.5281/zenodo.17673725
title: Data for "Frequency-Domain Data Assimilation of Periodic Flow using Physics-Informed Neural Networks"

description: Unsteady velocity field for a Circular Cylinder in Cross flow at Re=150. Contains x and y velocity components and the pressure field, plus accompanying configuration files.
DOI: 10.5281/zenodo.17705179
title: Replication Data for: DOC - BEA Data by Place: County, Metro and other Local Areas

description: Data are from the Department of Commerce - Bureau of Economic Analysis (DOC - BEA).  The BEA website lists the following items available (quoted from the landing page (https://www.bea.gov/data/by-place-county-metro-local; accessed 11/24/2025):

 





GDP by County, Metro, and Other Areas (with Industry Detail) GDP for local areas, with industries’ contributions to each economy




GDP by Metro Area with Industry Detail Note: GDP by Metro Area is now part of GDP by County, Metro, and Other Areas




GDP by County Note: GDP by County is now part of GDP by County, Metro, and Other Areas




Personal Income by County, Metro, and Other Areas Wages, proprietors' income, dividends, interest, rents, and other income received by local residents




Real Personal Income by Metro Area Personal income adjusted for state and metro area price level differences and national inflation




Regional Price Parities by State and Metro Area Measure price levels that can be compared across states or metro areas




Employment by County, Metro, and Other Areas Measures the number of jobs in U.S. counties and metro and nonmetro areas, with industry detail




Economic Information for Coastal Areas Highlights coastal states and counties' personal incomes and earnings, and state GDP



There are multiple geographic levels available, plus multiple metrics for each category as well.  These data are for the Local listings (i.e., Counties, Metro Areas and other regional groupings).  BEA publishes data at a State and National scale as well.  For all three geographic levels (Local, State, National), there are 519 table types available, listed in the file BEA_All_Tables_Comprehensive.csv.  However, for each table, there are often multiple time periods (Annual, Quarterly) as well. The full listing of all tables contained in the entire 3 datasets is in BEA_Inventory_Report.xslx.  The latter can also be examined for files only occurring in County, Metro and other Local Areas where the “Directory” column is “BEA_CountyMetroLocal”.

Most of the data for this Localized geography are in the zip files.  Each of the categories of download have been zipped together, as well as the Python code for downloading.

Code for downloads and indexing and cataloging is available in both the BEA_Python_Scripts.zip and the GitHub repository at https://github.com/Public-Environmental-Data-Partners/scripts/tree/main/oneTimeHacks/BEA
DOI: 10.15468/dl.5s3ra2
title: Occurrence Download

description: A dataset containing 185707172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Year is 2020"
 ]
}

 The dataset includes 185707172 records from 3006 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008490-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gqztc
title: Occurrence Download

description: A dataset containing 270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chelonoidis chilensis (Gray, 1870)"
 ]
}

 The dataset includes 270 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010607-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9esvzq
title: Occurrence Download

description: A dataset containing 884 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Bryum",
 "Year 1970-2025"
 ]
}

 The dataset includes 884 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030768-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.24417/avrcur_ts
title: Average Current Speed TimeSeries - Belgian Coastal Zone - COHERENS UKMO

description: Average Current Speed (vertical average) TimeSeries - Belgian Coastal Zone - Coherens V1. This dataset contains the operational 3D baroclinic hydrodynamical COHERENS forecasts for the Belgian part of the North Sea. The domain covers the latitudes 51 to 51.9 and the longitudes 2.1 to 4.2 The grid has a resolution of 1.2e-2 deg in longitude and 6.9e-3 deg in latitude. The data is provided every 10 minutes. The sea surface is forced by the 6-hourly meteo forecasts provided by the United Kingdom Meteorology Office (UKMO)
DOI: 10.15468/dl.mq99gm
title: Occurrence Download

description: A dataset containing 493 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((136.47837 38.21812,106.64495 54.12925,86.80602 30.26255,95.61396 12.07843,117.49173 14.91969,141.07426 19.74985,136.47837 38.21812))",
 "TaxonKey is Castanopsis fabri"
 ]
}

 The dataset includes 493 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030771-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n6ztdq
title: Occurrence Download

description: A dataset listing the 24813 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Poland",
 "PublishingCountry is Poland",
 "TaxonKey is Animalia"
 ]
}

 The dataset's 24813 records were derived from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030757-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hmuvtn
title: Occurrence Download

description: A dataset containing 4028 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Polyspora"
 ]
}

 The dataset includes 4028 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030770-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25921/534w-w147
title: Water temperature, salinity, and other parameters collected by CTD from the research vessel Marcus G. Langseth in the north Pacific Ocean off California from 2022-10-25 to 2022-10-28 (NCEI Accession 0289345)

description: Cruise MGL2212 by research vessel Marcus G. Langseth in October 2022 had the objective to service moorings for the CCE and CORC projects (California Current Ecosystem, Consortium on the Ocean's Role in Climate). To calibrate and validate the mooring data, CTD casts with water samples were collected. The CTD data are reported here. The CTD data have been quality-controlled and adjusted using the water sample data. Additional cruise data files are available through the Rolling Deck to Repository program (R2R, see 'references'). Processed data are in NetCDF and CNV formats. Raw data are also provided.
DOI: 10.25921/maaq-ew80
title: Water temperature, salinity, and other parameters collected by CTD from the research vessel Sally Ride in the north Pacific Ocean off California from 2023-07-23 to 2023-07-29 (NCEI Accession 0289346)

description: Cruise SR2315 by research vessel Sally Ride in July 2023 had the objective to service moorings for the CCE and CORC projects (California Current Ecosystem, Consortium on the Ocean's Role in Climate). To calibrate and validate the mooring data, CTD casts with water samples were collected. The CTD data are reported here. The CTD data have been quality-controlled and adjusted using the water sample data. Additional cruise data files are available through the Rolling Deck to Repository program (R2R, see 'references'). Data are in NetCDF.
DOI: 10.15468/dl.dhfc3f
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (Côte d’Ivoire, Sierra Leone, Liberia, Ghana, Benin, Nigeria, Guinea)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Procolobus verus"
 ]
}

 The dataset includes 105 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030773-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25921/wret-9g25
title: Water temperature, salinity, and dissolved oxygen profiles taken by CTD from the research vessel ARC Malpelo during Pacific Oceanographic Cruise XXX / Regional Study of the El Niño Event ERFEN XXVIII, Colombia, in the North Pacific Ocean from 1998-10-16 to 1998-10-29 (NCEI Accession 0290263)

description: This dataset of water temperature, salinity, and dissolved oxygen profiles taken by CTD was obtained during the Pacific Oceanographic Cruise XXX / ERFEN XXVIII, developed between October 16th and 29th, 1998, by the Pacific Pollution Control Center (CCCP) of the General Maritime Directorate (DIMAR), aboard the research vessel ARC Malpelo, covering 57 stations located throughout the Colombian Pacific basin, with the purpose of characterizing the thermal, haline, and isopycnal behavior of the water masses. Data are in CSV format.
DOI: 10.15468/dl.bntvdx
title: Occurrence Download

description: A dataset containing 1777 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-43.11994 -22.9369,-43.09438 -22.9369,-43.09438 -22.91358,-43.11994 -22.91358,-43.11994 -22.9369))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1777 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030772-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25921/nspr-8n26
title: Water temperature, salinity, and dissolved oxygen profiles taken by CTD from the research vessel ARC Malpelo, Colombian Pacific Oceanographic Cruise XXXI - Regional Study of the El Niño Event ERFEN XXIX, in the North Pacific from 1999-05-06 to 1999-05-25 (NCEI Accession 0290402)

description: This dataset of water temperature, salinity, and dissolved oxygen profiles was obtained during the Pacific Oceanographic Cruise XXXI / ERFEN XXIX, conducted between May 6th and 25th, 1999, by the Pacific Pollution Control Center (CCCP) of the General Maritime Directorate (DIMAR), aboard the research vessel ARC Malpelo, covering 88 stations located throughout the Colombian Pacific basin, with the purpose of determine the ocean-atmospheric, chemical and biological conditions in this area during the fading out stage of the La Niña cold episode. Data are in CSV format.
DOI: 10.25921/pqwk-7876
title: Water temperature, and salinity profiles taken by CTD from the research vessel ARC Providencia during Pacific Oceanographic Cruise XXXIII / Regional Study of the El Niño Event ERFEN XXXI, Colombia, in the North Pacific Ocean from 2000-11-19 to 2000-12-06 (NCEI Accession 0290479)

description: This dataset of water temperature, and salinity profiles was taken by CTD during the Pacific Oceanographic Cruise XXXIII / ERFEN XXXI, conducted between November 19th and December 6th, 2000, by the Pacific Pollution Control Center (CCCP) of the General Maritime Directorate (DIMAR), aboard the research vessel ARC Providencia, covering 56 stations located throughout the Colombian Pacific basin, with the purpose of characterizing the variation of the physical, chemical, and biological parameters of the ocean, and relating them to anomalies of an El Niño phenomenon. Data are in CSV format.
DOI: 10.25921/sa1n-x144
title: Water temperature, salinity, and dissolved oxygen profiles taken by CTD from the research vessel ARC Providencia during Pacific Oceanographic Cruise XXXV / Regional Study of the El Niño Event ERFEN XXXIII. Colombia, from 2001-08-27 to 2001-09-15 (NCEI Accession 0290520)

description: The dataset of water temperature, salinity, and dissolved oxygen profiles was taken by CTD during the Pacific Oceanographic Cruise XXXV / ERFEN XXXIII, conducted between August 27th and September 15th, 2001, by the Pacific Pollution Control Center (CCCP) of the General Maritime Directorate (DIMAR), aboard the research vessel ARC Providencia, covering 41 stations located throughout the Colombian Pacific basin, with the purpose of determine the behavior of the oceanographic and biological conditions in order to study the oceanographic and hydrobiological processes in this area. Data are in CSV format.
DOI: 10.25921/h36c-dy98
title: Water temperature, and salinity profiles taken by CTD from the research vessel ARC Malpelo during Pacific Oceanographic Cruise XXXVIII / VI Joint Regional Oceanographic Research Cruise in the North Pacific Ocean, Colombia, from 2003-09-01 to 2003-09-21 (NCEI Accession 0290556)

description: The dataset of water temperature, and salinity CTD profiles was obtained during the Pacific Oceanographic Cruise XXXVIII / VI Joint Regional Oceanographic Research Cruise in the North Pacific Ocean, conducted between September 1st and 21st, 2003, by the Pacific Pollution Control Center (CCCP) of the General Maritime Directorate (DIMAR), aboard the research vessel ARC Malpelo, covering 44 stations located throughout the Colombian Pacific basin, with the objective to determine the behavior of physical, chemical and biological parameters of the ocean. Data are in CSV format.
DOI: 10.25921/wmaj-8x70
title: Water temperature, and salinity profiles taken by CTD collected from the research vessel ARC Providencia during Pacific Oceanographic Cruise XLI / Regional Study of the El Niño Event (ERFEN) XXXIX, Colombia, from 2005-09-01 to 2005-09-24 (NCEI Accession 0290577)

description: This dataset of water temperature, and salinity profiles was taken by CTD during the Pacific Oceanographic Cruise XLI / Regional Study of the El Niño Event (ERFEN) XXXIX, conducted between September 1st and 24th, 2005, by the Pacific Pollution Control Center (CCCP) of the General Maritime Directorate (DIMAR), aboard the research vessel ARC Providencia, covering 40 stations located throughout the Colombian Pacific basin, with the objective to analyze the spatiotemporal behavior of meteorological, oceanographic, chemical and biological parameters in situ. Data are in CSV format.
DOI: 10.25921/cad2-4f36
title: Water temperature, and salinity profiles taken by CTD from the research vessel ARC Providencia during Pacific Oceanographic Cruise XLIII, Colombia, from 2006-09-15 to 2006-09-17 (NCEI Accession 0290632)

description: This dataset of water temperature, and salinity profiles was taken by CTD during the Pacific Oceanographic Cruise XLII, developed on September 15th and 17th, 2006, by the Pacific Pollution Control Center (CCCP) of the General Maritime Directorate (DIMAR), aboard the research vessel ARC Providencia, covering 19 stations located throughout the Colombian Pacific basin, with the objective to determine the variability of the physical and chemical conditions of this area. Data are in CSV format.
DOI: 10.25921/xjzv-vv07
title: Water temperature, and salinity profiles taken by CTD from the research vessel ARC Malpelo during Pacific Oceanographic Cruise XLIV, Colombia, from 2007-01-24 to 2007-02-17 (NCEI Accession 0290727)

description: This dataset of water temperature, and salinity profiles was obtained during the Pacific Oceanographic Cruise XLIV, developed between January 24th and February 17th, 2007, by the Pacific Pollution Control Center (CCCP) of the General Maritime Directorate (DIMAR), aboard the research vessel ARC Malpelo, covering 43 stations located throughout the Colombian Pacific basin, with the objective of knowing the meteomarine, oceanographic, and chemical dynamics that characterize the circulation of this area, in order to determine the possible seasonal and interannual variability related with the project "Definition of the general circulation pattern of the Colombian Pacific basin". Data are in CSV format.
DOI: 10.25921/fjwd-az60
title: Water temperature, and salinity, and oxygen profiles taken by CTD from the research vessel ARC Malpelo during Pacific Oceanographic Cruise XLVII, Colombia, in the North Pacific from 2008-09-06 to 2008-09-26 (NCEI Accession 0290762)

description: This dataset contains water temperature, and salinity profiles taken by CTD during the Pacific Oceanographic Cruise XLVII between September 6th and 26th, 2008, by the Pacific Pollution Control Center (CCCP) of the General Maritime Directorate (DIMAR), aboard the research vessel ARC Malpelo. It covers 44 stations located throughout the Colombian Pacific basin, with the objective of evaluating the oceanographic and meteorological conditions of the basin, with the purpose of knowing the behavior and anticipate their evolution associated with the El Niño Southern Oscillation (ENSO). Data are in CSV format.
DOI: 10.25921/wj3w-dg92
title: Water temperature, and salinity profiles taken by CTD from the research vessel ARC Providencia during Pacific Oceanographic Cruise XXXVII / Regional Study of the El Niño Event ERFEN XXXV, Colombia, from 2002-09-03 to 2002-09-22 (NCEI Accession 0290789)

description: This dataset of water temperature, and salinity profiles was obtained during the Pacific Oceanographic Cruise XXXVII / ERFEN XXV, developed between September 3rd and 22nd, 2002, by the Pacific Pollution Control Center (CCCP) of the General Maritime Directorate (DIMAR), aboard the research vessel ARC Providencia, covering 36 stations located throughout the Colombian Pacific basin, with the objective to characterize the stratification of the water column to determine the behavior of physical, chemical and biological parameters of the ocean, in order to obtain information that allows establishing a relationships whit the El Niño-Southern Oscillation (ENSO) event. Data are in CSV.
DOI: 10.25921/9wqg-2f98
title: Surface discrete validation samples collected for Mooring CB06 MApCO2 (43° 18' N; 124° 32' W) time-series measurement program in the North Pacific Ocean from 2018-04-26 to 2023-03-18 (NCEI Accession 0290837)

description: This dataset consists of discrete validation samples collected from surface waters opportunistically proximal to the CB06 mooring (43° 18' N; 124° 32' W) either via CTD-associated Niskin bottle, vessel surface underway uncontaminated seawater intakes, or by bucket-collected surface waters. ~350-ml Samples were preserved with 40 µL saturated HgCl2, capped and stored for later in-lab analysis. Samples were analyzed first for TCO2 (µmol/kg) and then for pCO2 (µatm). Analyses were corrected for sample density, headspace pressure, and headspace-equilibration artifacts on pCO2. The system was calibrated for gas analysis with mixtures of known CO2 content in ultra pure air, that were linked to the primary standards of the Takahashi lab at LDEO. The system was calibrated for liquid analysis with &gt;3 mixtures of NaHCO3 and Na2CO3 in distilled water and final liquid analyses were corrected using SIO CRM samples. CRM corrections for TCO2 were generally less than 1%. pCO2 is reported at in situ temperature at the time of sample collection. Additional carbonate system parameters were calculated from pCO2 and TCO2 for in situ temperature using 'CarbCalc' a custom software program developed by Hales.
DOI: 10.5281/zenodo.17599369
title: Supplementary Information: An Exploratory Study on Knowledge-Augmented Question-Answering Application for Zymomonas mobilis

description: This dataset accompanies the supplementary materials of the study. It is a manually constructed benchmark designed to evaluate how well knowledge-augmented QA systems understand specialized concepts, terminology and relationships in synthetic biology, using Zymomonas mobilis as a representative organism. Questions are derived from primary literature on the physiology, metabolism and engineering of Z. mobilis, and are organized along an increasing cognitive difficulty continuum, from direct fact recall to multi-step reasoning.

Dataset contains 312 question–answer pairs, including simple factual, yes/no judgment, single-choice and complex descriptive questions. All instances are stored in JSON format, following a structure adapted from established biomedical QA datasets.