cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.m88g3n
title: Occurrence Download

description: A dataset containing 8520 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Broussonetia papyrifera (L.) L'Hér. ex Vent."
 ]
}

 The dataset includes 8520 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001378-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6thngv
title: Occurrence Download

description: A dataset containing 5142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Halerpestes cymbalaria (Pursh) Greene",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5142 records from 190 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001381-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c6j4yp
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gastrochilus raraensis Fukuy."
 ]
}

 The dataset includes 38 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008813-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmvgwb
title: Occurrence Download

description: A dataset listing the 74 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sageretia Brongn."
 ]
}

 The dataset's 74 records were derived from 218 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001388-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qgedmq
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is River and brook lamprey monitoring of the Endrick Water SAC SSSI, 2003/04"
 ]
}

 The dataset includes 18 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002183-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5kubvg
title: Occurrence Download

description: A dataset containing 6592 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyperoodon Lacépède, 1804"
 ]
}

 The dataset includes 6592 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024924-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9gx69
title: Occurrence Download

description: A dataset containing 49338 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus cerris L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 49338 records from 278 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001366-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d56fpd
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gallinago media (Latham, 1787)",
 "Year 1970-2020"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000864-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.caurdt
title: Occurrence Download

description: A dataset containing 120435 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oxalis corniculata L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 120435 records from 1070 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000865-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24ga4j
title: Occurrence Download

description: A dataset containing 768 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Untersuchungen über die Nematodenfauna mitteldeutscher Waldböden."
 ]
}

 The dataset includes 768 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060868-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/ya33-da48
title: Translucent Object Dataset

description: Humanoid robots are anticipated to play integral roles in domestic settings, aiding individuals with everyday tasks. Given the prevalence of translucent storage containers in households, characterized by their practicality and transparency, it becomes imperative to equip humanoid robots with the capability to localize and manipulate these objects accurately. Consequently, 6D pose estimation of objects is a crucial area of research to advance robotic manipulation. However, most existing 6D pose estimation methods and datasets predominantly focus on opaque objects, leaving a gap in research concerning translucent objects. We introduce a novel translucent object dataset with 6D pose and bounding box annotations tailored for robotic manipulation. The dataset includes six classes of translucent container objects in diverse environments and lighting conditions. Additionally, we introduce an automated ground truth annotation method that can be easily replicated and requires only RGB input.
DOI: 10.15468/dl.a55k5f
title: Occurrence Download

description: A dataset containing 75214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-60.91015 14.11955,-60.94293 14.11955,-60.97702 14.1012,-61.02554 14.03629,-61.04193 13.98319,-61.08586 13.92484,-61.08454 13.89533,-61.08454 13.8501,-61.08913 13.8042,-61.05898 13.74651,-60.97375 13.70586,-60.9331 13.70586,-60.89573 13.75372,-60.84393 13.85731,-60.86885 14.05006,-60.91015 14.11955))"
 ]
}

 The dataset includes 75214 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030976-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adzsj8
title: Occurrence Download

description: A dataset containing 30511 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-61.15578 13.39896,-61.18694 13.39662,-61.2244 13.37024,-61.28346 13.29291,-61.30034 13.24068,-61.29823 13.19214,-61.26974 13.14835,-61.21382 13.11459,-61.15736 13.11564,-61.12623 13.15785,-61.0988 13.24121,-61.09511 13.34251,-61.15578 13.39896))"
 ]
}

 The dataset includes 30511 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030977-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14393274
title: dataset_for_training

description: Training data


https://doi.org/10.5281/zenodo.14391084



Description of the data and file structure


The uploaded data contains two ZIP files: one is the original hyperspectral image (original_data.zip), and the other is the hyperspectral image processed by VCA (data.zip).

The data used for training is from data.zip, which is the pre-processed file. Note: The preprocessing files are merely the results of preprocessing before training and should not be considered as the files to be compressed. This process can be performed in memory; however, for convenience in demonstration, the results are saved as MAT files.



Files and variables




File: original_data.zip


Description: The uncompressed file.



File: data.zip


Description: The pre-processed file.



Access information


Data was derived from the following sources:



Chikusei Dataset: https://naotoyokoya.com/Download.html

Matiwan Dataset: http://www.hrs-cas.com/a/share/shujuchanpin/

DFC2018 Houston Dataset: http://dase.grss-ieee.org

Pavia Centre Dataset: https://www.ehu.eus/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes
DOI: 10.26181/23692986
title: Dimovski et al._PnotatusDataset.xlsx

description:  Urinary melatonin-sulfate, faecal glucocorticoid metabolites, and cell-mediated immune response in Krefft's gliders (<em>Petaurus notatus</em>) exposed to short- and long-wavelength lights.
DOI: 10.26181/23692986.v1
title: Dimovski et al._PnotatusDataset.xlsx

description:  Urinary melatonin-sulfate, faecal glucocorticoid metabolites, and cell-mediated immune response in Krefft's gliders (<em>Petaurus notatus</em>) exposed to short- and long-wavelength lights.
DOI: 10.34740/kaggle/dsv/10176646
title: Egypt Gold Prices | Daily Updated
DOI: 10.6084/m9.figshare.28013738
title: Supplementary Material for: Preeclampsia and the long term risk of developing neurological disorders requiring hospital admission

description: Introduction: Preeclampsia is associated with acute neurological complications during pregnancy, but the subsequent risk of developing a neurological disorder is unclear. We determined if preeclampsia was associated with the long-term risk of neurological morbidity.
Methods: We conducted a longitudinal cohort study of 1,460,098 pregnant women with and without preeclampsia in Quebec, Canada, between 1989 and 2023. The main exposure measure was preeclampsia diagnosed in any pregnancy. Outcomes included hospitalization for cerebrovascular disease, epilepsy, and other neurological disorders up to three decades after pregnancy. Using Cox regression models adjusted for confounders, we estimated hazard ratios (HR) and 95% confidence intervals (CI) for the association between preeclampsia and neurological disorders during 27,659,555 person-years of follow-up.
Results: There were 1,460,098 women in the cohort, including 73,890 (5.1%) with preeclampsia. Women with preeclampsia had a higher incidence of neurological disorders than women without preeclampsia (113.2 vs. 79.3 per 100,000 person-years). Compared with no preeclampsia, preeclampsia was associated with 1.49 times the risk of later neurological hospitalization (95% CI 1.41–1.57). Preeclampsia was primarily associated with cerebrovascular disease (HR 1.89, 95% CI 1.76–2.03) and epilepsy (HR 1.39, 95% CI 1.24–1.57). A link with other neuropathology was less apparent, although severe preeclampsia was associated with neurodegenerative disorders. Severe hypertension, including early onset (HR 2.35, 95% CI 2.06–2.68), recurrent (HR 2.47, 95% CI 2.13–2.86), and superimposed preeclampsia (HR 2.60, 95% CI 2.17–3.12), was more strongly associated with neurological hospitalization overall.
Conclusion: Preeclampsia is associated with the long-term risk of developing cerebrovascular disease and epilepsy, but associations with other neurological disorders are less prominent.
DOI: 10.6084/m9.figshare.28013738.v1
title: Supplementary Material for: Preeclampsia and the long term risk of developing neurological disorders requiring hospital admission

description: Introduction: Preeclampsia is associated with acute neurological complications during pregnancy, but the subsequent risk of developing a neurological disorder is unclear. We determined if preeclampsia was associated with the long-term risk of neurological morbidity.
Methods: We conducted a longitudinal cohort study of 1,460,098 pregnant women with and without preeclampsia in Quebec, Canada, between 1989 and 2023. The main exposure measure was preeclampsia diagnosed in any pregnancy. Outcomes included hospitalization for cerebrovascular disease, epilepsy, and other neurological disorders up to three decades after pregnancy. Using Cox regression models adjusted for confounders, we estimated hazard ratios (HR) and 95% confidence intervals (CI) for the association between preeclampsia and neurological disorders during 27,659,555 person-years of follow-up.
Results: There were 1,460,098 women in the cohort, including 73,890 (5.1%) with preeclampsia. Women with preeclampsia had a higher incidence of neurological disorders than women without preeclampsia (113.2 vs. 79.3 per 100,000 person-years). Compared with no preeclampsia, preeclampsia was associated with 1.49 times the risk of later neurological hospitalization (95% CI 1.41–1.57). Preeclampsia was primarily associated with cerebrovascular disease (HR 1.89, 95% CI 1.76–2.03) and epilepsy (HR 1.39, 95% CI 1.24–1.57). A link with other neuropathology was less apparent, although severe preeclampsia was associated with neurodegenerative disorders. Severe hypertension, including early onset (HR 2.35, 95% CI 2.06–2.68), recurrent (HR 2.47, 95% CI 2.13–2.86), and superimposed preeclampsia (HR 2.60, 95% CI 2.17–3.12), was more strongly associated with neurological hospitalization overall.
Conclusion: Preeclampsia is associated with the long-term risk of developing cerebrovascular disease and epilepsy, but associations with other neurological disorders are less prominent.
DOI: 10.15468/dl.f4txe9
title: Occurrence Download

description: A dataset containing 4158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium nipponicum (Maxim.) Makino",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 4158 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030979-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnh6kv
title: Occurrence Download

description: A dataset containing 42583 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-61.14441 13.40482,-61.20298 13.39775,-61.22427 13.37646,-61.26687 13.33253,-61.30547 13.27663,-61.30547 13.18744,-61.29482 13.10625,-61.30015 13.01574,-61.33608 12.93495,-61.35738 12.83246,-61.37735 12.74194,-61.40796 12.69402,-61.47319 12.63013,-61.47185 12.57423,-61.38667 12.55027,-61.3454 12.63945,-61.27619 12.74461,-61.20564 12.83246,-61.15373 12.88304,-61.1098 12.96157,-61.13775 12.96823,-61.20165 13.0015,-61.1311 13.12796,-61.08451 13.31031,-61.14441 13.40482))"
 ]
}

 The dataset includes 42583 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030981-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25976/msy5-3781
title: The Couchiching Conservancy: Community Science Water Monitoring Program

description: Water quality data are collected by trained community scientists who volunteer for the Couchiching Conservancy. Data are collected using tools in the LaMotte Water Quality Educator and Monitoring Outfit, which contains kits to test for a variety of water quality parameters. Conductivity probes, and lab grade analyses are occasionally used. Long term trends are tracked and logged on the Water Rangers data platform.
description: Water quality data are collected by trained community scientists. Data are collected using tools in the LaMotte Water Quality Educator and Monitoring Outfit, including pH, dissolved oxygen, alkalinity, turbidity, phosphate, Nitrate-nitrogen, and chlorides. Water level and temperature were also monitored using a meter stick and mercury thermometer. Occasionally, samples were sent away for lab grade analysis of phosphates and nitrate-nitrogen to verify results. In 2023, volunteers began using the water rangers conductivity probe at their sites.
description: QA/QC performed by Couchiching Conservancy staff or volunteers as well as Water Rangers staff or volunteers.
DOI: 10.25976/g6zc-u047
title: Municipalité de Val-des-Monts: Lac de l'Écluse

description: À la suite de l’adoption du Plan directeur de l’eau, le 5 mai 2020, la Municipalité de Val des Monts a débuté, en mai 2021, le suivi de la qualité de l’eau. La sélection des plans d’eau a été effectuée en fonction des forces anthropiques auxquelles ceux-ci sont assujettis. Les plans d’eau les plus susceptibles d’être soumis à des forces anthropiques par exemple, le développement domiciliaire, la présence de chemins et la proximité de terres agricoles, ont été sélectionnés.
description: Les paramètres physicochimiques mesurés lors des suivis sont le phosphore, le carbone organique dissous, la chlorophylle A et la transparence de l'eau. Les suivis réalisés lors des deux dernières saisons estivales comprennent trois séances d’échantillonnage, et ce, par saison (juin, juillet et août). Chaque séance vise les quatre paramètres.
description: AQ/CQ effectués par le personnel de Val-des-Monts et le personnel ou les bénévoles des Water Rangers.
DOI: 10.25976/it6i-1934
title: Municipalité de Val-des-Monts: Lac de l'Aigle

description: À la suite de l’adoption du Plan directeur de l’eau, le 5 mai 2020, la Municipalité de Val des Monts a débuté, en mai 2021, le suivi de la qualité de l’eau. La sélection des plans d’eau a été effectuée en fonction des forces anthropiques auxquelles ceux-ci sont assujettis. Les plans d’eau les plus susceptibles d’être soumis à des forces anthropiques par exemple, le développement domiciliaire, la présence de chemins et la proximité de terres agricoles, ont été sélectionnés.
description: Les paramètres physicochimiques mesurés lors des suivis sont le phosphore, le carbone organique dissous, la chlorophylle A et la transparence de l'eau. Les suivis réalisés lors des deux dernières saisons estivales comprennent trois séances d’échantillonnage, et ce, par saison (juin, juillet et août). Chaque séance vise les quatre paramètres.
description: AQ/CQ effectués par le personnel de Val-des-Monts et le personnel ou les bénévoles des Water Rangers.
DOI: 10.25976/ilwx-np42
title: Municipalité de Val-des-Monts: Lac Star

description: À la suite de l’adoption du Plan directeur de l’eau, le 5 mai 2020, la Municipalité de Val des Monts a débuté, en mai 2021, le suivi de la qualité de l’eau. La sélection des plans d’eau a été effectuée en fonction des forces anthropiques auxquelles ceux-ci sont assujettis. Les plans d’eau les plus susceptibles d’être soumis à des forces anthropiques par exemple, le développement domiciliaire, la présence de chemins et la proximité de terres agricoles, ont été sélectionnés.
description: Les paramètres physicochimiques mesurés lors des suivis sont le phosphore, le carbone organique dissous, la chlorophylle A et la transparence de l'eau. Les suivis réalisés lors des deux dernières saisons estivales comprennent trois séances d’échantillonnage, et ce, par saison (juin, juillet et août). Chaque séance vise les quatre paramètres.
description: AQ/CQ effectués par le personnel de Val-des-Monts et le personnel ou les bénévoles des Water Rangers.
DOI: 10.25976/b9ag-5t26
title: Municipalité de Val-des-Monts: Lac Huot

description: À la suite de l’adoption du Plan directeur de l’eau, le 5 mai 2020, la Municipalité de Val des Monts a débuté, en mai 2021, le suivi de la qualité de l’eau. La sélection des plans d’eau a été effectuée en fonction des forces anthropiques auxquelles ceux-ci sont assujettis. Les plans d’eau les plus susceptibles d’être soumis à des forces anthropiques par exemple, le développement domiciliaire, la présence de chemins et la proximité de terres agricoles, ont été sélectionnés.
description: Les paramètres physicochimiques mesurés lors des suivis sont le phosphore, le carbone organique dissous, la chlorophylle A et la transparence de l'eau. Les suivis réalisés lors des deux dernières saisons estivales comprennent trois séances d’échantillonnage, et ce, par saison (juin, juillet et août). Chaque séance vise les quatre paramètres.
description: AQ/CQ effectués par le personnel de Val-des-Monts et le personnel ou les bénévoles des Water Rangers.
DOI: 10.25976/baqk-n497
title: Big Water Testing

description: Big Canoe Project is a not-for-profit social enterprise getting people active on the waters of Southern Georgian Bay in our 29' canoe.  With the help of the Canadian Voyageur Brigades, the Ontario Recreational Canoeing and Kayaking Association, the Georgian Bay Biosphere, the Lake Huron Center for Coastal Conservation and Water Rangers we immerse people in the experience, teachings and best stewardship practices of the ecosystem we're lucky enough to call home.  While out on the water in Owen Sound, Meaford, Collingwood and Lake Eugenia, participants get involved with the collection of water quality data using kits supplied by Water Rangers.
description: A Kestrel 2000 Anemometer is used to collect water and air temperature data.  A  Dissolved Oxygen K-7512 CHEMets Kit is used to collect dissolved oxygen data.  An AZ8361 Conductivity Probe used to collect conductivity data and to confirm water temperature reading. Taylor Test Strips for Spas are used to collect Total Chlorine (TC)ppm, pH, Total Alkalinity (TA)ppm, and Total Hardness (TH) ppm.  A secchi disk is used to collect water depth and clarity data.
DOI: 10.25976/2ct1-7161
title: Swim Drink Fish Kingston Monitoring Hub

description: The Kingston Monitoring Hub continues Lake Ontario Waterkeeper’s work in Kingston by helping people access the Kingston waterfront with up to date water quality data.

Kingston, Frontenac, Lennox and Addington Public Health (KFL&A Public Health) monitors 7 beaches in the City of Kingston. The rest of the shoreline is not monitored, but many people use these waters to swim, boat, paddle, surf, and fish.

Kingston Monitoring Hub began collecting water samples and testing for E. coli in 2020. E. coli is an indicator for sewage—the more E. coli present in a sample, the greater the risk to public health and the environment.

Staff along with a group of trained citizen scientists sample the water every Wednesday during the summer months. We sample three main locations: Hospital Beach, Olympic Harbour Beach, and Doug Fluhrer Park. We have added these locations to Swim Guide, and we update them weekly.
description: Data is collected using water rangers equipment and following water rangers sampling protocols as outlined (https://staging.waterrangers.ca/act/resources-for-individuals/how-to-use-equipment/). Taylor Test strips are used to test pH, alkalinity, hardness, and chlorine (ppm), conductivity meter is used to test conductivity (uS/cm), and CHEMets Colourmetric Analysis Kit is used to test dissolved oxygen (mg/L). E. Coli data is collected following the the IDEXX laboratory method. E. coli test results are expressed as Most Probable Number (MPN) of E.coli per 100 ml by using the IDEXX Quanti-Tray/2000 MPN Table.