cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.awrnq9
title: Occurrence Download

description: A dataset containing 1122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eremochelis Roewer, 1934",
 "Continent is North America",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 1122 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010311-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crr3yw
title: Occurrence Download

description: A dataset listing the 1106 species recorded in GBIF matching the query:
{
 "and" : [
 "GadmGid is COD.15_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset's 1106 records were derived from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010303-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6dcspp
title: Occurrence Download

description: A dataset listing the 4 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stricklandia gaspeensis (Billings, 1859)"
 ]
}

 The dataset's 4 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010306-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6wy4e
title: Occurrence Download

description: A dataset containing 2031 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Viburnum nudum L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2031 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010314-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8yezem
title: Occurrence Download

description: A dataset containing 37808 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Aphididae"
 ]
}

 The dataset includes 37808 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010316-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p147symu
title: Data for Development of Regression Equations to Estimate Flow Durations, Low-Flow Frequencies, and Mean Flows in Connecticut using Data Collected through Water Year 2022

description: The U.S. Geological Survey (USGS), in cooperation with the Connecticut Department of Energy and Environmental Protection and the Connecticut Department of Transportation, calculated select streamflow statistics and basin characteristics. This U.S. Geological Survey (USGS) data release provides select streamflow statistics and basin characteristics for 118 streamgages in Connecticut and adjacent states compiled using data through water year 2022. A subset of the data from select streamgages with minimally altered flow conditions was used in the development of statewide regression equations to estimate: 1-, 5-, 10-, 25-, 50-, 75-, 90-, 99-percent flow durations; 7-day, 10-year low-flow frequency (7Q10) and 30-day, 2-year low-flow frequency (30Q2); mean flow, spring mean flow, and harmonic mean flow; and monthly and seasonal flow durations ranging from 1- to 99-percent for six bioperiods ⸺ salmonid spawning (November), overwinter (December–February), habitat forming (March-April), clupeid spawning (May), resident spawning (June), and rearing and growth (July–October). The data used in this study were compiled to help provide federal and state governments with the information needed to manage their water resources. This data release contains (1) data files in comma-separated values (.CSV) format of the streamflow statistics and basin characteristics for 118 streamgages, and (2) the USGS Weighted Multiple-Linear Regression (WREG, version 3.0) input and output data files in text format for four sets of regressions (n-day frequency, flow durations, bioperiod flow durations, and mean flows). The WREG input and output files for 47 statewide regression equations are in zipped folders.
DOI: 10.15468/dl.5r49fj
title: Occurrence Download

description: A dataset containing 885 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-97.58461 15.30675,-95.0738 15.30675,-95.0738 16.21229,-97.58461 16.21229,-97.58461 15.30675))",
 "HasCoordinate is true",
 "TaxonKey is Megaptera novaeangliae (Borowski, 1781)"
 ]
}

 The dataset includes 885 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010319-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2vvbs
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is MEX.26_1",
 "TaxonKey is Tyto furcata (Temminck, 1827)"
 ]
}

 The dataset includes 38 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010320-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ces4fs
title: Occurrence Download

description: A dataset containing 300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Viburnum punctatum Buch.-Ham. ex D.Don)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 300 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010318-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.haswpx
title: Occurrence Download

description: A dataset containing 21297 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is one of (North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (LC, EN, CR, VU, NT)",
 "OccurrenceStatus is Present",
 "TaxonKey is Incilius Cope, 1863",
 "Year 1926-2025"
 ]
}

 The dataset includes 21297 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010321-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52epkr
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Viburnum punctatum var. lepidotulum (Merr. & Chun) P.S.Hsu)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 97 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010323-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tnyfpj
title: Occurrence Download

description: A dataset containing 302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Netherlands, Belgium)",
 "TaxonKey is Stomis pumicatus (Panzer, 1796)"
 ]
}

 The dataset includes 302 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010322-250415084134356/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/11519188
title: Balochi Language to English Translation Dataset
DOI: 10.15468/dl.6dtx2m
title: Occurrence Download

description: A dataset listing the 70 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Occurrence evidence, Material citation)",
 "Geometry POLYGON((-102.66075 20.75789,-102.52508 20.75789,-102.52508 20.87141,-102.66075 20.87141,-102.66075 20.75789))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset's 70 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010315-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zg2ybr
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-97.29529 15.34098,-95.05266 15.34098,-95.05266 16.02772,-97.29529 16.02772,-97.29529 15.34098))",
 "HasCoordinate is true",
 "TaxonKey is Stenella longirostris (Gray, 1828)"
 ]
}

 The dataset includes 91 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010325-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdw9tx
title: Occurrence Download

description: A dataset containing 2202 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Viburnum furcatum Blume ex Hook.fil. & Thomson)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2202 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010326-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwjdrg
title: Occurrence Download

description: A dataset containing 60286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is one of (Delphacidae, Flatidae, Fulgoridae)"
 ]
}

 The dataset includes 60286 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010313-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxstuk
title: Occurrence Download

description: A dataset containing 894 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is MEX.26_1",
 "TaxonKey is Bubo virginianus (J.F.Gmelin, 1788)"
 ]
}

 The dataset includes 894 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010327-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zb8w7f
title: Occurrence Download

description: A dataset containing 1045 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Viburnum sympodiale Graebn.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1045 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010328-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.43p9pe
title: Occurrence Download

description: A dataset containing 3313 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Bursera microphylla A.Gray"
 ]
}

 The dataset includes 3313 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010329-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrx29v
title: Occurrence Download

description: A dataset containing 16342 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Viburnum lantanoides Michx.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 16342 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010330-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15264883
title: Normalized GEFS Week 4 Forecasts and ERA5 VPD Labels for ML

description: Machine Learning dataset from 2000-2019, specifically used to train UNET neural networks, containing the following training data processed to a CONUS-like domain, 10.5 to 59.5 latitude and -159.5 to -60.5 longitude, on half degree resolution from 11 ensemble members of 6-hourly GEFS data and vapor pressure deficit (VPD) labels created on the same domain from ERA5.

Training data are from years: 2000, 2001, 2003-2006, 2009-2014, 2016, 2017, and 2019

Validation data are from years: 2002, 2008, and 2018

Blind testing data are from years 2007 and 2015

The input data are created from week 4 forecasting data produced by the GEFS initialized on the first Wednesdays of the year. Input data included in this dataset are:



'soilw'   # Weekly mean volumetric soil moisture content @ bgrnd_depth

'pwat'    # Weekly mean precipitable water

'2t'      # Weekly mean 2 metre temperature

't'       # Weekly mean temperature at pressure (note two values at 850mb and 200mb)

sine of the number of the week of the year


Finally, the files are normalized by z-score normalization by pressure height (or surface) and variable. They are then saved into npy matrices sized [99, 199, 6] in the above order for NN training purposes. The VPD labels are the coresponding weekly mean VPD per gridcell derived form ERA5 data, and stored in npy files sized [99, 199, 1] for NN label purposes, intended to represent "observed" vpd on the corresponding week three forecast. They have an identical name to the input but are stored in the label directory. The zip files has been zipped in a way that contains subdirectories directories storing the npy files and identical data-label names as the following:

naming example - nn_dataset_YYYY_week_WW_ens_E_f_3.npy

where YYYY = year (2019)

where WW = week (1 through up to 48)

where E = GEFS ensemble number (0-10)

where f_3 means forecast week three (0-4 included in initial GEFS dataset)

Directories are named to divide npy files into:



training data

training labels

validation data

validation labels

testing data

testing labels
DOI: 10.13012/pxp0-f135
title: The HathiTrust Research Center Extracted Features Dataset (2.5)
DOI: 10.5519/qd.0hq3b4ey
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (929 records)
DOI: 10.15468/dl.cz7u9w
title: Occurrence Download

description: A dataset containing 824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Viburnum nervosum D.Don)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 824 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010333-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ck7zy5
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HostingOrganizationKey is def87a70-0837-11d9-acb2-b8a03c50a862",
 "TaxonKey is Serratula tinctoria L."
 ]
}

 The dataset includes 39 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010334-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ydvhyu
title: Occurrence Download

description: A dataset containing 1233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is MEX.26_1",
 "TaxonKey is Athene cunicularia (Molina, 1782)"
 ]
}

 The dataset includes 1233 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010335-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4r8b8g
title: Occurrence Download

description: A dataset containing 7357 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psilocybe semilanceata (Fr.) P.Kumm."
 ]
}

 The dataset includes 7357 records from 238 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010338-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8fp3va
title: Occurrence Download

description: A dataset containing 50592 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Siparunaceae"
 ]
}

 The dataset includes 50592 records from 391 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015381-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p4n968
title: Occurrence Download

description: A dataset containing 44518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Staphyleaceae"
 ]
}

 The dataset includes 44518 records from 586 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015396-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w78sbs
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Stauropteridaceae"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015397-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/jmqmqd
title: APRECIACIÓN CUANTITATIVA SOBRE EL PROCESO DE ENSEÑANZA-APRENDIZAJE DEL EXAMEN CLÍNICO EN POST Y PREGRADO

description: Las discusiones clínico patológicas que proporcionaban a los médicos el total de las informaciones provenientes del paciente, pasó insensiblemente a la formación de pregrado; 2) poco uso en el proceso de enseñanza aprendizaje del diagnóstico diferencial, topográfico, temporal y etiológico; 3) formación en pregrado por profesores implicados al unísono en la enseñanza y asistencia sin una estructura y organización adecuada; 4) inadecuada enseñanza aprendizaje en el uso indiscriminado de la tecnología y la inferencia computacional como medios de mayor productividad de tiempo y esfuerzo; 5) sobrevaloración social de los complementarios en el diagnóstico médico, hace que el paciente concurra a la consulta médica con un número excesivo de exámenes complementarios ya realizados; 6) poca información por parte de los médicos del valor diagnóstico del conocimiento clínico por encima de los complementarios; 7) el uso excesivo de complementarios por temor a represalias de carácter legal; 8) desestimación del valor heurístico del médico al recurrir a la tecnología y farmacología como medio para resolver situaciones comprometedoras. Lo anterior determinó que muchos egresados al ser enseñados inadecuadamente tengan un modo de actuar clínico profesional incorrecto, creando métodos individuales de forma arbitraria y desorganizada sin una base teórica correcta. Esto proporcionó que se desarrollara un estudio exploratorio utilizando como muestra 20 profesores de clínica, 20 residentes del hospital Clínico Quirúrgico Ginecobstétrico “Juan Bruno Zayas Alfonso” y las áreas de salud relacionadas con esta institución de la provincia de Santiago de Cuba en el mes de Julio del año 2012, además de 100 médicos general básico MGB, lo que reveló una apreciación cuantitativa sobre el proceso de enseñanza-aprendizaje del examen clínico en post y pregrado.
DOI: 10.15468/dl.2f89ue
title: Occurrence Download

description: A dataset containing 29456 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Fagus sylvatica L."
 ]
}

 The dataset includes 29456 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015398-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49x628
title: Occurrence Download

description: A dataset containing 17040253 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Anas platyrhynchos Linnaeus, 1758",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 17040253 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015378-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mt2t32
title: Occurrence Download

description: A dataset containing 1804 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Stegnospermataceae"
 ]
}

 The dataset includes 1804 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015399-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzm9zm
title: Occurrence Download

description: A dataset containing 173877 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Smilacaceae"
 ]
}

 The dataset includes 173877 records from 898 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015386-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.