cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7294/29263292.v2
title: DLR Earth Sensing Imaging Spectrometer (DESIS) Data from Andhra Pradesh, India

description: The objective of this study is to predict future tropical forest cover presence and types using multitemporal imaging spectroscopy data. Accurately predicting land cover changes with image time series is vital for assessing the effects of climate change and land management on forest resources. Data were obtained from the DLR Earth Sensing Imaging Spectrometer (DESIS) covering a region in the West Godavari district of Andhra Pradesh, India. DESIS, mounted on the International Space Station, records Earth observation data in 235 channels over a 400-1000 nm spectral range. Five overlapping cloud-free images were selected, capturing the seasonal variability among land covers to form the multitemporal image stack. 1,070 randomly generated training points spanning the five dates were visually classified into four land cover classes: forest plantation, palm plantation, natural forest, and non-forest. Future land cover was predicted using the following steps: (1) A recurrent neural network with long short-term memory (LSTM) was used to predict future reflectance values of the 235 bands for each point. This model had an R^2 coefficient of 83.0%. (2) A multi-layer neural network using Keras was trained on the classified points from each image with 5-fold cross-validation, achieving an accuracy of 73.0%. (3) The classification model from step 2 was then applied to the reflectance data generated from the LSTM (step 1) to predict the future land type at each point. The combined land cover prediction framework, titled Forestry and Other Land Use Neural Network (FOLU-Net), enables predictions of land use change without the need for potentially error-prone land use classifications at each prior time step necessitated by approaches such as Markov chain analysis. Our findings demonstrate a robust framework for characterizing the evolution of land cover using multitemporal imaging spectroscopy.<br>This study is presented in a manuscript published through <i>Ecological Informatics</i>.
DOI: 10.15468/dl.pejeyy
title: Occurrence Download

description: A dataset containing 2899 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthurium microspadix"
 ]
}

 The dataset includes 2899 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022587-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ktfr2cwz95.1
title: Social maintenance masks induced aggression in zebrafish

description: Representative video demonstrations of behavioral experiments ( visual layout and temporal sequence)
DOI: 10.17632/2xtgy2kr5v
title: Mapping adverse events and monitoring priorities for trastuzumab deruxtecan use in metastatic breast cancer

description: This dataset contains supplementary materials for the manuscript entitled "Mapping adverse events and monitoring priorities for trastuzumab deruxtecan use in metastatic breast cancer."
DOI: 10.17632/2xtgy2kr5v.1
title: Mapping adverse events and monitoring priorities for trastuzumab deruxtecan use in metastatic breast cancer

description: This dataset contains supplementary materials for the manuscript entitled "Mapping adverse events and monitoring priorities for trastuzumab deruxtecan use in metastatic breast cancer."
DOI: 10.57780/esa-2824463
title: HIGHWAY_Swarm_MIT_TEC_2F

description: Midlatitude Ionospheric Trough Boundaries and Minima derived from TEC Product in cloud-native data format
DOI: 10.15468/dl.9z3w56
title: Occurrence Download

description: A dataset containing 59494 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helianthemum apenninum"
 ]
}

 The dataset includes 59494 records from 752 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022559-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.87fa9k
title: Occurrence Download

description: A dataset listing the 128 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "DatasetKey is CAS Invertebrate Zoology (IZ)",
 "DatasetKey is Nonindigenous Aquatic Species (NAS) Database Non-freshwater Specimens",
 "DatasetKey is Western Australian Museum provider for OZCAM",
 "DatasetKey is National Benthic Inventory",
 "DatasetKey is NMNH Paleobiology Specimen Records (USNM)",
 "DatasetKey is CAS Botany (BOT)",
 "DatasetKey is Museum of Comparative Zoology, Harvard University"
 ]
 },
 "Geometry POLYGON((-122.37127 37.81629,-122.37098 37.81528,-122.37063 37.81451,-122.37051 37.81394,-122.36997 37.81327,-122.36964 37.81287,-122.36874 37.81248,-122.36795 37.81221,-122.36705 37.81206,-122.36641 37.81228,-122.36539 37.81284,-122.36486 37.81319,-122.36464 37.81359,-122.36413 37.81375,-122.36328 37.81386,-122.36222 37.8138,-122.36189 37.81397,-122.3616 37.81427,-122.36082 37.81443,-122.35973 37.81468,-122.35919 37.8148,-122.3591 37.81429,-122.3596 37.81364,-122.36049 37.81326,-122.36121 37.81267,-122.36136 37.81178,-122.36153 37.81081,-122.36135 37.81011,-122.36127 37.80832,-122.36174 37.80802,-122.36206 37.80739,-122.36242 37.80724,-122.36257 37.80747,-122.36336 37.8078,-122.36596 37.80793,-122.36637 37.80773,-122.36702 37.80775,-122.36737 37.80822,-122.3678 37.80826,-122.36855 37.80825,-122.36911 37.8086,-122.37013 37.809,-122.37148 37.80963,-122.37173 37.81001,-122.37245 37.8107,-122.37254 37.81102,-122.37193 37.81132,-122.37134 37.81347,-122.37104 37.81433,-122.3712 37.81516,-122.37169 37.81604,-122.37295 37.81571,-122.37256 37.81491,-122.37284 37.8138,-122.37313 37.81278,-122.37407 37.81224,-122.3744 37.81092,-122.37219 37.80822,-122.37091 37.80778,-122.36982 37.8073,-122.36849 37.80672,-122.3676 37.80651,-122.36595 37.80657,-122.36417 37.80649,-122.36283 37.80617,-122.3614 37.80619,-122.36031 37.80695,-122.36023 37.80824,-122.36016 37.81,-122.36034 37.81149,-122.35953 37.81231,-122.35828 37.81288,-122.35745 37.81363,-122.35769 37.81466,-122.35843 37.81599,-122.35971 37.81587,-122.36163 37.81524,-122.36344 37.81532,-122.36439 37.81906,-122.37127 37.81629))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 128 records were derived from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0292147-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.53bip2
title: Occurrence Download

description: A dataset containing 729 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 729 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009736-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uw9vjc
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cryptocarya elongata Kosterm."
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0283922-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yuwcdn
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ardisia corymbifera Mez"
 ]
}

 The dataset includes 79 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228339-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8dwjd6
title: Occurrence Download

description: A dataset containing 5396 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalbergia frutescens (Vell.) Britton"
 ]
}

 The dataset includes 5396 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0292157-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.koyvjg
title: Occurrence Download

description: A dataset containing 1301532 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Madagascar"
 ]
}

 The dataset includes 1301532 records from 611 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005473-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sednya
title: Occurrence Download

description: A dataset listing the 0 species recorded in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aves)",
 {
 "not" : {
 "TaxonKey" : [
 "is one of (incertae sedis)"
 ]
 }
 },
 "Geometry POLYGON((-179.9 0,-144 0,-144 12,-179.9 12,-179.9 0))",
 "Year is greater than or equal to 2000",
 "Month is greater than or equal to March"
 ]
}

 The dataset's 0 records were derived from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075532-210914110416597/datasets/export for details.
DOI: 10.15468/dl.sr2dzh
title: Occurrence Download

description: A dataset containing 290 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Portugal",
 "Country is Spain"
 ]
 },
 "TaxonKey is Ulex micranthus Lange"
 ]
}

 The dataset includes 290 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0218918-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgj4ev
title: Occurrence Download

description: A dataset containing 11045 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cucurbita moschata (Duchesne) Duchesne ex Poir."
 ]
}

 The dataset includes 11045 records from 166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0308772-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ohgto1
title: Occurrence Download

description: A dataset containing 44659 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Leptodactylus labyrinthicus (Spix, 1824)",
 "TaxonKey is Phyllodytes luteolus (Wied-Neuwied, 1821)",
 "TaxonKey is Rhinella jimi (Stevaux, 2002)",
 "TaxonKey is Scinax x-signatus (Spix, 1824)",
 "TaxonKey is Eleutherodactylus johnstonei Barbour, 1914",
 "TaxonKey is Lithobates catesbeianus (Shaw, 1802)"
 ]
}

 The dataset includes 44659 records from 203 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009736-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sz4sgr
title: Occurrence Download

description: A dataset containing 43562 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Campylopterus hemileucurus (Deppe, 1830)"
 ]
}

 The dataset includes 43562 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0275257-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ymmbgg
title: Occurrence Download

description: A dataset containing 297 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Argopleura magdalenensis (Eigenmann, 1913)",
 "Year 1971-2021"
 ]
}

 The dataset includes 297 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0295689-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uns7ez
title: Occurrence Download

description: A dataset containing 203782 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TypeStatus is not null",
 "PublishingCountry is Netherlands"
 ]
}

 The dataset includes 203782 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001395-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7nm3br
title: Occurrence Download

description: A dataset containing 539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "GadmGid is COL.2_1",
 "Geometry POLYGON((-75.70129 6.53365,-75.86609 6.3153,-75.69031 5.96575,-75.67932 5.43009,-75.47058 5.12377,-74.83337 5.01434,-74.61365 5.41915,-74.61365 6.10778,-74.91028 6.52273,-75.70129 6.53365))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ara macao (Linnaeus, 1758)"
 ]
}

 The dataset includes 539 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0324074-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jas6ba
title: Occurrence Download

description: A dataset containing 7571472 species occurrences available in GBIF matching the query:
{
 "PublishingCountry" : [
 "is Colombia"
 ]
}

 The dataset includes 7571472 records from 592 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009736-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqve5r
title: Occurrence Download

description: A dataset containing 241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scleria spiciformis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 241 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017903-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3smfa
title: Occurrence Download

description: A dataset containing 2681 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myriophyllum aquaticum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 1999"
 ]
}

 The dataset includes 2681 records from 221 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017904-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18513368
title: swat-gl-modflow
DOI: 10.5281/zenodo.18513367
title: swat-gl-modflow
DOI: 10.15468/dl.zrv6fe
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sumatroscirpus rupestris",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017905-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qh482c
title: Occurrence Download

description: A dataset containing 1288654 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (January, February, November, December, March, April, May, June, July, August, September, October)",
 "OccurrenceStatus is Present",
 "TaxonKey is Anatidae",
 "Year 2014-2024"
 ]
}

 The dataset includes 1288654 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017888-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7eemyh
title: Occurrence Download

description: A dataset containing 4406 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myriophyllum aquaticum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2009"
 ]
}

 The dataset includes 4406 records from 220 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017906-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.577c5t
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetraria arundinacea",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 147 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017907-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/0325-fz40
title: "Infrared-Visional Dehaze Dataset"

description: "Current dehazing research predominantly relies on synthetic haze datasets or single visual images. These datasets fail to accurately represent the physical penetration properties of thermal imaging. They also limit the exploration of complementary advantages offered by multi-source fusion in complex environments. Furthermore, existing infrared-visible datasets focus primarily on low-light scenarios rather than hazy conditions. To address this gap, a specialized visible-infrared dataset for hazy scenes is constructed. The dataset contains 300 registered infrared-visible image pairs. It aims to provide high-quality data support for validating the generalization performance of our method and facilitate future research on multi-modal fusion dehazing."
DOI: 10.15468/dl.wf7kdd
title: Occurrence Download

description: A dataset containing 710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetraria capillaris",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 710 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017908-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xs9u9y
title: Occurrence Download

description: A dataset containing 5439 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myriophyllum aquaticum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2019"
 ]
}

 The dataset includes 5439 records from 328 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017909-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4nzmh
title: Occurrence Download

description: A dataset containing 15342 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= -16.25916876999866
 AND decimallatitude &lt;= -12.166598047573723
 AND decimallongitude &gt;= 30.356004228605748
 AND decimallongitude &lt;= 35.81366587837205
 AND GBIF_Within('POLYGON ((35.813666 -16.259169, 35.813666 -12.166598, 30.356004 -12.166598, 30.356004 -16.259169, 35.813666 -16.259169))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 15342 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017902-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uz6rhk
title: Occurrence Download

description: A dataset containing 8352774 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 8352774 records from 1756 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017863-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u8gqhm
title: Occurrence Download

description: A dataset containing 362 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lampanyctus tenuiformis (Brauer, 1906)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 362 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003968-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.btfmhj
title: Occurrence Download

description: A dataset containing 363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isognomon alatus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 363 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000275-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eu96xj
title: Occurrence Download

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

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000276-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.