cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.09vz6f
title: Occurrence Download

description: A dataset containing 551 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lygodium japonicum (Thunb.) Sw.",
 "Country is China",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 551 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072041-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.szwmiq
title: Occurrence Download

description: A dataset containing 286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Year 1979-2019",
 "HasCoordinate is true",
 "TaxonKey is Elaphoglossum luridum (Fée) Christ",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 286 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018379-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kh4xyg
title: Occurrence Download

description: A dataset containing 5717 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((106.12611 16.36309,106.99988 16.36309,106.99988 17.06417,106.12611 17.06417,106.12611 16.36309))",
 "IucnRedListCategory is one of (LC, DD, NE, NT, VU, EN, CR)"
 ]
}

 The dataset includes 5717 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015547-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m15j2u
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lygodium microphyllum (Cav.) R.Br.",
 "Country is Philippines",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072046-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2y4cw8
title: Occurrence Download

description: A dataset containing 732 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleutherodactylus cochranae Grant, 1932"
 ]
}

 The dataset includes 732 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018379-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.465qjw
title: Occurrence Download

description: A dataset containing 160095 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gallus gallus (Linnaeus, 1758)"
 ]
}

 The dataset includes 160095 records from 173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019388-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iwaoln
title: Occurrence Download

description: A dataset containing 48257027 species occurrences available in GBIF matching the query:
{
 "BasisOfRecord" : [
 "is Observation"
 ]
}

 The dataset includes 48257027 records from 882 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072050-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ey6dt
title: Occurrence Download

description: A dataset containing 461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gobius paganellus sp. auratus Risso, 1810",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 461 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018380-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7bhc2
title: Occurrence Download

description: A dataset containing 3122 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Langloisia setosissima (Torr. & A.Gray) Greene"
 ]
}

 The dataset includes 3122 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021339-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmodb2
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepanthes debedoutii P.Ortiz"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072053-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.suezif
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Llavea Lag.",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 175 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018397-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4mq5nj
title: Occurrence Download

description: A dataset containing 157976 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Observations Regelink Ecology and Landscape"
 ]
}

 The dataset includes 157976 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019393-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lq3u5c
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepanthes erythrocles Luer & R.Escobar"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072054-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.79a62p
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tropidurus helenae (Manzani & Abe, 1990)"
 ]
}

 The dataset includes 34 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018402-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkkjgz
title: Occurrence Download

description: A dataset containing 607514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Plant",
 "PublishingCountry is Korea, Republic of"
 ]
}

 The dataset includes 607514 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072055-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69y4fn
title: Occurrence Download

description: A dataset containing 1153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Araucaria columnaris (J.R.Forst.) Hook.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1153 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035474-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iranlw
title: Occurrence Download

description: A dataset containing 14039 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is The Lichens Collection at the Botanische Staatssammlung München"
 ]
}

 The dataset includes 14039 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008548-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7seazr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Masdevallia trechsliniana Königer & J.Meza"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174507-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fywaj
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepanthes lehmannii Schltr."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072057-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8keb5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Month is greater than or equal to January",
 "Country is Canada",
 "TaxonKey is Crocodylia"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018405-151016162008034/datasets/export for details.
DOI: 10.15468/dl.22vbm2
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lupinus carrikeri C.P.Sm."
 ]
}

 The dataset includes 22 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174509-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9q5g8
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptocereus wrightii León"
 ]
}

 The dataset includes 22 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174508-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57841/casdc.0004761
title: 大豆昌平基地2023年植物光谱表型数据集
DOI: 10.15468/dl.caxvz3
title: Occurrence Download

description: A dataset containing 70111 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Kyushu University Museum Coleoptera Collection"
 ]
}

 The dataset includes 70111 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062955-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2w3q6
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Liquidambar orientalis Mill.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 119 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062956-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x58m82
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cephalostachyum pallidum Munro"
 ]
}

 The dataset includes 48 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062958-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57841/casdc.0004762
title: 小麦昌平基地2024年植物光谱表型数据集
DOI: 10.57841/casdc.0004763
title: 红树林生态系统服务功能数据集
DOI: 10.15468/dl.qbhjnr
title: Occurrence Download

description: A dataset containing 74111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Liquidambar styraciflua L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 74111 records from 369 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062959-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sf2v4z
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Monocladus amplexicaulis L.C.Chia, H.L.Fung & Y.L.Yang"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062960-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8u4sft
title: Occurrence Download

description: A dataset containing 389283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.29_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 389283 records from 219 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062948-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fm3h7
title: Occurrence Download

description: A dataset containing 8273968 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry MULTIPOLYGON(((-76.54227 7.14588,-77.32211 2.96514,-75.8919 2.69967,-74.58358 7.19844,-76.54227 7.14588)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 8273968 records from 245 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062957-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnc7kz
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Avian communities of betel nut plantation and secondary forest in Taiwan",
 "Issue is Coordinate out of range"
 ]
}

 The dataset includes 35 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062961-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/56cf71f
title: Blue-lined octopus copulation

description: This dataset contains the original video recordings of the blue-lined octopus copulation, which were used in the supplementary video in our publication. Nine videos were deposited in this permanent DOI in UQeSpace as the open dataset. Eight videos of copulation behaviour (total 121 minutes) provided different view angles to examine the copulation behaviour in detail. One clip of MRI (9.4 Tesla, 75 μm isotropic resolution) showed a three-dimensional animation of the female blue-lined octopus, the associated internal organs and the males' biting sites (20 seconds).
DOI: 10.5281/zenodo.14625159
title: Діагностика рівнів сформованості цифрової компетентності майбутніх викладачів закладів вищої педагогічної освіти
title: Diagnostics of the levels of digital competence of future teachers of higher pedagogical education institutions

description: набір даних було отримано за результатами діагностики рівня сформованості цифрової компетентності (Кц.к.) майбутніх викладачів закладів вищої педагогічної освіти, який відповідає середньому рівню сформованості в них зазначеної компетентності; водночас використання коефіцієнта цифрової компетентності дало можливість виявити найбільші утруднення в оволодінні цією здатністю на етапі магістерської підготовки. У межах наукового дослідження «Теорія і практика підготовки майбутнього викладача закладу вищої педагогічної освіти до професійної діяльності в умовах цифровізації суспільства» (фундаментальне дослідження) РК № 0122U000432 (2022-2024)
description: The data set was obtained based on the results of diagnosing the level of digital competence of future teachers of higher pedagogical education institutions, which corresponds to the average level of this competence; at the same time, the use of the digital competence coefficient made it possible to identify the greatest difficulties in mastering this ability at the stage of master's training. Within the framework of the scientific research “Theory and practice of preparing a future teacher of a higher pedagogical education institution for professional activity in the conditions of digitalization of society” (basic research), RC № 0122U000432 (2022-2024)
DOI: 10.5281/zenodo.14625160
title: Діагностика рівнів сформованості цифрової компетентності майбутніх викладачів закладів вищої педагогічної освіти
title: Diagnostics of the levels of digital competence of future teachers of higher pedagogical education institutions

description: набір даних було отримано за результатами діагностики рівня сформованості цифрової компетентності (Кц.к.) майбутніх викладачів закладів вищої педагогічної освіти, який відповідає середньому рівню сформованості в них зазначеної компетентності; водночас використання коефіцієнта цифрової компетентності дало можливість виявити найбільші утруднення в оволодінні цією здатністю на етапі магістерської підготовки. У межах наукового дослідження «Теорія і практика підготовки майбутнього викладача закладу вищої педагогічної освіти до професійної діяльності в умовах цифровізації суспільства» (фундаментальне дослідження) РК № 0122U000432 (2022-2024)
description: The data set was obtained based on the results of diagnosing the level of digital competence of future teachers of higher pedagogical education institutions, which corresponds to the average level of this competence; at the same time, the use of the digital competence coefficient made it possible to identify the greatest difficulties in mastering this ability at the stage of master's training. Within the framework of the scientific research “Theory and practice of preparing a future teacher of a higher pedagogical education institution for professional activity in the conditions of digitalization of society” (basic research), RC № 0122U000432 (2022-2024)
DOI: 10.5066/f74q7s6z
title: Polar Bear Fall Coastal Survey Data from the Southern Beaufort Sea of Alaska, 2010-2013

description: This data set is one table with observations of polar bears located during aerial surveys along the coast and barrier islands of the southern Beaufort Seas during fall, 2010-2013. Survey flights were conducted using A-Star B2 and Bell 206 helicopters at an average altitude of 300 feet AGL and an average speed of 50 miles per hour. Survey crews searched for polar bears using coastal and inland transects and over-flights of all coastal barrier islands.
DOI: 10.5281/zenodo.14607938
title: Dataset for "Spectroscopic Transformer for Improved EMIT Cloud Masks"

description: Spectroscopic Transformer for Improved EMIT Cloud Masks

Summary

Manuscript in preparation/submitted.

This repository contains the dataset used to train and evaluate the Spectroscopic Transformer model for EMIT cloud screening. 



spectf_cloud_labelbox.hdf5



1,841,641 Labeled spectra from 221 EMIT Scenes.



spectf_cloud_mmgis.hdf5



1,733,801 Labeled spectra from 313 EMIT Scenes.

These scenes were speciffically labeled to correct false detections by an earlier version of the model.



train_fids.csv



465 EMIT scenes comprising the training set.



test_fids.csv



69 EMIT scenes comprising the held-out validation set.




Data Description

221 EMIT Scenes were initially selected for labeling with diversity in mind. After sparse segmentation labeling of confident regions in Labelbox, up to 10,000 spectra were selected per-class per-scene to form the spectf_cloud_labelbox dataset. We deployed a preliminary model trained on these spectra on all EMIT scenes observed in March 2024, then labeled another 313 EMIT Scenes using MMGIS's polygonal labeling tool to correct false positive and false negative detections. After similarly sampling spectra from these scenes, A total of 3,575,442 spectra were labeled and sampled.

The train/test split was randomly determined by scene FID to prevent the same EMIT scene from contributing spectra to both the training and validation datasets.

Please refer to Section 4.2 in the paper for a complete description, and to our code repository for example usage and a Pytorch dataloader.

Each hdf5 file contains the following arrays:



'spectra'



Top-of-Atmosphere reflectance calculated from the EMIT L1B Radiance product

Float64 of shape (n, 268) 



'fids'



The FID from which each spectrum was sampled

Binary string of shape (n,)



'indices'



The (col, row) index from which each spectrum was sampled

Int64 of shape (n, 2)



'labels'



Annotation label of each spectrum



0 - "Clear"

1 - "Cloud"

2 - "Cloud Shadow" (Only for the Labelbox dataset, and this class was combined with the clear class for this work. See paper for details.)



label[label==2] = 0





Int64 of shape (n,2)




Each hdf5 file contains the following attribute:



'bands'



The band center wavelengths (nm) of the spectrum

Float64 of shape (268,)




Acknowledgements

The EMIT online mapping tool was developed by the JPL MMGIS team. The High Performance Computing resources used in this investigation were provided by funding from the JPL Information and Technology Solutions Directorate.

This research was carried out at the Jet Propulsion Laboratory, California Institute of Technology, under a contract with the National Aeronautics and Space Administration (80NM0018D0004).

© 2024 California Institute of Technology. Government sponsorship acknowledged.
DOI: 10.15468/dl.pa63tp
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Avian communities of betel nut plantation and secondary forest in Taiwan",
 "Issue is Coordinate out of range"
 ]
}

 The dataset includes 35 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062963-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28180103
title: <b>Seasonal variation and controlling mechanisms of dissolved inorganic carbon cycling and fluxes in a high-turbidity river reservoir under different regulation regimes</b>

description: In this study, we analyzed the DIC concentration, isotopic composition, total alkalinity, and other environmental parameters in Xiaolangdi Reservoir during four different periods. To investigate the seasonal changes and control mechanisms of DIC cycling and fluxes in turbid reservoirs under different regulation regimes.