cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.gcy3um
title: Occurrence Download

description: A dataset containing 1460 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Merremia tuberosa"
 ]
}

 The dataset includes 1460 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012314-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25500/00001511
title: Data to accompany "Integrated native mass spectrometry imaging of soluble and membrane proteins"

description: Mass spectrometry data to accompany "Integrated native mass spectrometry imaging of soluble and membrane proteins" including mass spectra, mass spectrometry imaging data, and tandem mass spectra
DOI: 10.15468/dl.ggw8fy
title: Occurrence Download

description: A dataset containing 134056 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crepis biennis",
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 134056 records from 768 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012300-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bac5h9
title: Occurrence Download

description: A dataset containing 3564192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 1950-2026"
 ]
}

 The dataset includes 3564192 records from 648 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012287-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.961709
title: Validation data of measured VIS/NIR/SW albedo derived from the ACLOUD campaign and retrieval data (sea ice surface albedo and surface classification) from MODIS

description: Data of the broadband albedo averaged at the MODIS pixel, which was derived from the measurements by either pyrometer (shortwave, in the range of 200-3600 nm) or albedometer (visible in 400-700nm, near infrared in 700-2100, and shortwave in 400-2100) during the ACLOUD and AFLUX campaigns. This data is intended to validate the RTM-SciML (short for radiative transfer model - scientific machine learning model) algorithm, which uses top-of-atmosphere radiance data from MODIS as input to perform albedo retrieval for sea-ice surface. In addition to the satellite and measured data, the pixel type and surface classification retrieved using scientific machine learning models (https://tc.copernicus.org/preprints/tc-2021-397/) are also included.
DOI: 10.1594/pangaea.972834
title: Comparison of MODIS and SGLI Albedo Retrievals Over the Sea of Okhotsk (January-May 2021)

description: This dataset contains surface shortwave albedo retrieval and surface classification data derived from both MODIS and SGLI satellite sensors over the Sea of Okhotsk, covering the period from January to May 2021. The data is stored in NetCDF format and standardized on a 1-km grid, allowing for direct pixel-to-pixel comparison. The dataset consists of albedo values and surface classifications, enabling an in-depth analysis of retrieval consistency and discrepancies between the two sensors. Data were averaged over weekly time periods for valid sea-ice pixels. The specific dates for each weekly period are provided. The retrieval algorithm is described in https://doi.org/10.5194/tc-17-1053-2023.
description: The dataset includes the following variables:1. MODIS_SW_albedo: Albedo values retrieved from the MODIS sensor using the SciML albedo retrieval algorithm. Values are provided for the period January-May 2021 on a grid with a spatial resolution of 1 km.2. MODIS_mask: Surface classification mask for the MODIS sensor. The mask values correspond to different surface types and features:• 0: Water• 1: Sea-ice• 2: Sea-covered ice3. SGLI_SW_albedo: Albedo values retrieved from the SGLI sensor using the the SciML albedo retrieval algorithm. These values are provided for the same time period (January-May 2021) and grid as the MODIS data.4. SGLI_mask: Surface classification mask for the SGLI sensor. The mask uses the same classification scheme as the MODIS mask:• 0: Water• 1: Sea-ice• 2: Sea-covered ice---Time Periods Covered: The dataset spans eight weekly time intervals, corresponding to the following periods: • 2021-01-08 ~ 2021-01-13 • 2021-01-31 ~ 2021-02-06 • 2021-02-11 ~ 2021-02-17 • 2021-03-05 ~ 2021-03-12 • 2021-03-15 ~ 2021-03-20 • 2021-04-01 ~ 2021-04-07 • 2021-04-22 ~ 2021-04-30 • 2021-05-07 ~ 2021-05-12Each period represents a weekly aggregate of albedo and surface classification data from both sensors, averaged where valid sea-ice pixels were present.---Format: The dataset is provided in NetCDF format (.nc), which can be read and analyzed using common geospatial and scientific data tools such as Python's xarray or Panoply.
DOI: 10.1594/pangaea.972844
title: Albedo Retrievals from MODIS Over the Sea of Okhotsk (Validation Data, 2002–2014)

description: This dataset contains satellite-based albedo retrievals and surface classifications from MODIS sensors over the Sea of Okhotsk, collected during multiple voyages of the Soya Icebreaker from 2002 to 2014. The dataset focuses on validating MODIS retrievals by comparing them to in-situ albedo measurements collected by the Soya Icebreaker. The retrieval data is standardized on a 1-km grid and includes albedo and surface classification values for each available time period. Only satellite retrievals were uploaded, without the in-situ measurements.
description: Key features of this dataset include:- Albedo retrieval data using the retrieval algorithm is described in https://doi.org/10.5194/tc-17-1053-2023.- Surface classification masks indicating different surface types (e.g., land, water, snow-covered ice).The dataset was used to analyze and quantify the discrepancies between satellite-based retrievals and in-situ measurements under varying conditions of sea ice, snow, and meltwater, and to understand the impacts of time differences between satellite overpasses and ground-based measurements.---Variables:1. SW: Shortwave albedo values retrieved from the MODIS sensor using the SciML albedo retrieval algorithm. The retrievals were made over the Sea of Okhotsk region, focusing on the validation period (2002–2014).2. mask: Surface classification mask for the MODIS sensor. This mask classifies each grid point based on surface type:• 0: Invalid• 1: Land• 2: Water• 3: Snow on land• 4: Bare Sea-ice• 5: Snow-covered Sea Ice• 6: Cloud/Fog (nullified)--- Time Periods:The dataset spans the following time periods, during which MODIS data was validated against in-situ measurements:• 2002-02-14• 2002-02-16• 2003-02-06• 2003-02-07• 2003-02-11• 2004-02-07• 2004-02-08• 2004-02-09• 2004-02-10• 2006-02-12• 2007-02-10• 2008-02-09• 2008-02-10• 2008-02-11• 2009-02-10• 2013-02-25• 2013-02-26• 2014-02-15---Format: The data is provided in NetCDF format (.nc), with dimensions for date, latitude, and longitude. Each time step corresponds to a specific satellite overpass date, and the spatial data are aligned to a grid covering the Sea of Okhotsk.---Usage: This dataset is intended for validating MODIS satellite retrievals against ground-based measurements, particularly for studying discrepancies in albedo measurements under different ice and snow conditions.
DOI: 10.1594/pangaea.973700
title: Soil properties predicted on mid-infrared (MIR) spectroscopy measurements in North-Western Kurdistan region, Iraq

description: Soil information is valuable for many disciplines (e.g. agriculture, geomorphology, geology, archaeology) and can be used to produce maps or statistics on soil productivity. As part of the project CRC1070 ResourceCulture, we collected information on the soil quality in the Dohuk province of the Kurdistan region of Iraq. In total, 561 samples were collected at 136 locations in 2017, 2018, 2022, and 2023. These samples were collected at different depth increments (0 - 10, 10 - 30, 30 - 50, 50 - 70 and 70 - 100 cm) with an auger before being prepared and measured with mid-infrared (MIR) spectroscopy. Part of these samples (109) were selected to be analyzed in a laboratory, measuring texture, pH, organic and total carbon, nitrogen, sulfur, electrical conductivity, bulk density and calcium carbonate. A Cubist model was used to predict the remaining samples based on the MIR spectra. We then modelled digital soil mapping with machine learning methods (ensemble learning, linear regression, decision trees) for these soil components. Additionally, we mapped the soil depth using the information collected in the field. This dataset can help any researcher regarding soil information, forming a unique regional database.For the MIR spectra prediction data the samples were air dried (35 - 45 °C) for 24 h; root fragments were removed, sieved (&lt; 2 mm), and ground below 1 µm with a (Fritsch, Pulverisette 5/4, classic line). The samples were measured in MIR spectroscopy with wavenumber (Bruker, Vertex 80v-mir) from 375 - 4,995 cm-1 in absorbance, with a 4 cm-1 interval. Spectra between 350 – 499 cm-1 and 2,451 – 2,500 cm-1 were removed for low signal interference during prediction. Some spectra were transformed according to the literature for better prediction results. The predicted values are based on a Cubist model computed on the raw spectra (pH, MWD), Savitzky-Golay transform spectra with second polynomial order and a window size of eleven (CaCO3, Clay), or Standard Normal Variate of the Savitzky-Golay transform spectra with second polynomial order and a window size of eleven (Nt, Ct, Corg, Ec, Sand, Silt). pH is expressed in absolute value, MWD in mm, Nt, Ct, Corg, Sand, Silt and Clay in %, EC in µS/cm, and wave-number in absorbance in 1/cm.
DOI: 10.15468/dl.9gwznv
title: Occurrence Download

description: A dataset containing 86950 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Melanostoma annulipes (Macquart, 1842), Lallemandana gressitti Hamilton, 1980, Cydalima conchylalis Guenée, 1854, Pyrops oculatus oculatus, Penthicodes farinosa (Weber, 1801), Chabula acamasalis Walker, 1859, Cnaphalocrocis limbalis Wileman, 1911, Cydalima laticostalis (Guenée, 1854), Asota plana Walker, 1854, Pygospila costiflexalis Guenée, 1854, Brunia antica (Walker, 1854), Glyphodes stolalis Guenée, 1854, Pygospila tyres (Cramer, 1780), Glyphodes bivitralis Guenée, 1854, Glyphodes bicolor (Swainson), Arachnothera chrysogenys chrysogenys, Botyodes asialis Guenée, 1854, Theretra nessus Drury, 1773, Daphnis nerii Linnaeus, 1758, Pseudophacopteron tuberculatum (Crawford, 1912), Cyana linatula (Swinhoe, 1891), Episteme adulatrix Kollar, 1844, Maruca vitrata (Fabricius, 1787), Diaphania indica (Saunders, 1851), Graphium doson (Felder & Felder, 1864), Hasora chromus (Cramer, 1780), Mocis frugalis (Fabricius, 1775), Pieris canidia (Sparrman, 1768), Cladosporium cladosporioides (Fresen.) G.A.de Vries, Anagyrus quilmes Triapitsyn, Logarzo & Aguirre, Anagyrus cachamai Triapitsyn, Logarzo & Aguirre, Chartocerus axillaris De Santis, 1973, Spodoptera ochrea Hampson, 1909, Dysdercus sidae Montrouzier, 1861, Psara basalis Walker, 1865, Tarucus callinara (Butler, 1886), Appias indra (Moore, 1858), Strymon astiocha, Ypthima huebneri Kirby, 1871, Tarucus balkanica (Freyer, 1844), Chilades laius (Cramer, 1782), Zizeeria karsandra (Moore, 1865), Zizula hylax (Fabricius, 1775), Cassida obtusata Boheman, 1854, Lipotriches ceratina (Smith, 1857), Pseudozizeeria maha (Kollar, 1848), Divitiaca parvulella Barnes & McDunnough, 1913, Staphylus mazans hayhurstii (Edwards, 1870), Agasicles hygrophila Selman & Vogt, 1971, Pomacea canaliculata (Lamarck, 1822))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 86950 records from 464 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013089-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e227691
title: Medicare Durable Medical Equipment, Devices & Supplies - by Referring Provider

description: The Medicare Durable Medical Equipment, Devices & Supplies by Referring Provider dataset contains information on usage, payments, submitted charges and beneficiary demographic and health characteristics organized by National Provider Identifier (NPI).
DOI: 10.3886/e227691v1
title: Medicare Durable Medical Equipment, Devices & Supplies - by Referring Provider

description: The Medicare Durable Medical Equipment, Devices & Supplies by Referring Provider dataset contains information on usage, payments, submitted charges and beneficiary demographic and health characteristics organized by National Provider Identifier (NPI).
DOI: 10.15468/dl.6y2znf
title: Occurrence Download

description: A dataset containing 2430097 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2010",
 "Month is January",
 "Day is greater than or equal to 1",
 "Day is less than or equal to 31"
 ]
}

 The dataset includes 2430097 records from 421 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000591-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykaqkw
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Durio oxleyanus Griff.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012187-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/e0mt-1737
title: "The publically available  havard medical image fusion datasets"

description: "The multi-modal MR\u3001CT\u3001PET\u3001SPECT image"
DOI: 10.15468/dl.6ewnr6
title: Occurrence Download

description: A dataset containing 7897 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porophyllum ruderale"
 ]
}

 The dataset includes 7897 records from 382 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039203-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uzvk6y
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039209-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jt5bum
title: Occurrence Download

description: A dataset containing 1862 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porophyllum punctatum"
 ]
}

 The dataset includes 1862 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039208-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3z9x9p
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Manayunkia caspica",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039210-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aumcdv
title: Occurrence Download

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

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039212-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2yfqz
title: Occurrence Download

description: A dataset containing 563 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xylorhiza glabriuscula"
 ]
}

 The dataset includes 563 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039213-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u8u9fv
title: Occurrence Download

description: A dataset containing 19809 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tanakia"
 ]
}

 The dataset includes 19809 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039214-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tb2etk
title: Occurrence Download

description: A dataset containing 813 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zanthoxylum ovalifolium"
 ]
}

 The dataset includes 813 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039216-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqhy4z
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Salvadoraceae"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039217-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vmzngh
title: Occurrence Download

description: A dataset containing 3396 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clerodendrum japonicum"
 ]
}

 The dataset includes 3396 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039215-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crt7nn
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Euprepiophis mandarinus"
 ]
}

 The dataset includes 87 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039218-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmfhxy
title: Occurrence Download

description: A dataset containing 3277 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clinopodium serpyllifolium fruticosum"
 ]
}

 The dataset includes 3277 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039219-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fdqgq3
title: Occurrence Download

description: A dataset containing 1628 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clinopodium umbrosum"
 ]
}

 The dataset includes 1628 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039220-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rewhn
title: Occurrence Download

description: A dataset containing 4866700 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Material sample, Material citation, Specimen, Fossil, Living Specimen)",
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Geodetic datum assumed WGS84, Coordinate rounded, Country derived from coordinates, Continent derived from coordinates, Occurrence status inferred from individual count)",
 "License is CC-BY-NC 4.0",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 4866700 records from 552 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039211-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82sxe2
title: Occurrence Download

description: A dataset containing 529 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indigofera koreana"
 ]
}

 The dataset includes 529 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039221-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ef26qr
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium vulgare",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 46 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039222-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gs8nh8
title: Occurrence Download

description: A dataset containing 378 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium vulgare",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 378 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039223-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r5n22f
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium vulgare",
 "Country is Kenya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 193 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039224-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.