cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15770219
title: Inalahan Pools Corals (RGB) March 18 2025

description: This orthomosaic of Inalahan, Guam was created from 890 images taken on March 18 2025, at 370 ft AGL, with a M350. The mission was planned using the DJI Pilot application and post-processed using Drone Deploy.

 

This project was made possible through funding by the following grant(s): NASA Guam EPSCoR (80NSSC22M0052), NASA Guam Space Grant (80NSSC20M0039 / UH Subaward: MA1550) , and PI-CASC (G19AC00087).
description: Disclaimer: The following aerial imagery is intended solely for research purposes related to the assessment of the captured area. It is strictly prohibited to distribute this imagery to any unauthorized individuals or third-party entities without prior authorization.

The University of Guam Drone Corps funded by NASA Guam Space Grant and NASA Guam EPSCoR retain all rights to the aerial imagery, including but not limited to copyrights and intellectual property rights. Any unauthorized modification, reproduction, or distribution of the imagery is strictly prohibited.

By using this data, you acknowledge and agree to abide by the terms and conditions set forth in this disclaimer.

 

 

Privacy Disclaimer: The aerial imagery captured for assessment may inadvertently include images of private property and individuals. While every effort has been made to respect privacy, it is possible that identifiable information or sensitive locations may be visible in the imagery. University of Guam Drone Corps and related parties disclaim any responsibility for the unintentional collection or dissemination of such information. The recipient(s) of this imagery are urged to handle it with due care and take necessary precautions to protect the privacy rights of individuals and comply with applicable privacy laws and regulations.
DOI: 10.15468/dl.nmd3r9
title: Occurrence Download

description: A dataset containing 1364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Callisthene fasciculata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1364 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021274-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15770243
title: Inalahan Bay Corals (RGB) March 18 2025

description: This orthomosaic of Inalahan, Guam was created from 1357 images taken on March 18 2025, at 370 ft AGL, with a M350. The mission was planned using the DJI Pilot application and post-processed using Drone Deploy.

 

This project was made possible through funding by the following grant(s): NASA Guam EPSCoR (80NSSC22M0052), NASA Guam Space Grant (80NSSC20M0039 / UH Subaward: MA1550) , and PI-CASC (G19AC00087).
description: Disclaimer: The following aerial imagery is intended solely for research purposes related to the assessment of the captured area. It is strictly prohibited to distribute this imagery to any unauthorized individuals or third-party entities without prior authorization.

The University of Guam Drone Corps funded by NASA Guam Space Grant and NASA Guam EPSCoR retain all rights to the aerial imagery, including but not limited to copyrights and intellectual property rights. Any unauthorized modification, reproduction, or distribution of the imagery is strictly prohibited.

By using this data, you acknowledge and agree to abide by the terms and conditions set forth in this disclaimer.

 

 

Privacy Disclaimer: The aerial imagery captured for assessment may inadvertently include images of private property and individuals. While every effort has been made to respect privacy, it is possible that identifiable information or sensitive locations may be visible in the imagery. University of Guam Drone Corps and related parties disclaim any responsibility for the unintentional collection or dissemination of such information. The recipient(s) of this imagery are urged to handle it with due care and take necessary precautions to protect the privacy rights of individuals and comply with applicable privacy laws and regulations.
DOI: 10.5281/zenodo.15770176
title: Inalahan Bay Corals (RGB) March 18 2025

description: This orthomosaic of Inalahan, Guam was created from 1357 images taken on March 18 2025, at 370 ft AGL, with a M350. The mission was planned using the DJI Pilot application and post-processed using Drone Deploy.

 

This project was made possible through funding by the following grant(s): NASA Guam EPSCoR (80NSSC22M0052), NASA Guam Space Grant (80NSSC20M0039 / UH Subaward: MA1550) , and PI-CASC (G19AC00087).
description: Disclaimer: The following aerial imagery is intended solely for research purposes related to the assessment of the captured area. It is strictly prohibited to distribute this imagery to any unauthorized individuals or third-party entities without prior authorization.

The University of Guam Drone Corps funded by NASA Guam Space Grant and NASA Guam EPSCoR retain all rights to the aerial imagery, including but not limited to copyrights and intellectual property rights. Any unauthorized modification, reproduction, or distribution of the imagery is strictly prohibited.

By using this data, you acknowledge and agree to abide by the terms and conditions set forth in this disclaimer.

 

 

Privacy Disclaimer: The aerial imagery captured for assessment may inadvertently include images of private property and individuals. While every effort has been made to respect privacy, it is possible that identifiable information or sensitive locations may be visible in the imagery. University of Guam Drone Corps and related parties disclaim any responsibility for the unintentional collection or dissemination of such information. The recipient(s) of this imagery are urged to handle it with due care and take necessary precautions to protect the privacy rights of individuals and comply with applicable privacy laws and regulations.
DOI: 10.15468/dl.w2yjq3
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Callisthene microphylla",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 215 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021275-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sx2dw4
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erisma arietinum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021278-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkfr5k
title: Occurrence Download

description: A dataset containing 232280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Cabera exanthemata"
 ]
}

 The dataset includes 232280 records from 486 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021260-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6dgr5
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erisma bracteosum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 39 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021279-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7fenj8
title: Occurrence Download

description: A dataset containing 390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erismadelphus exsul",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 390 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021281-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbxn2u
title: Occurrence Download

description: A dataset containing 175641 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Reseda lutea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 175641 records from 1601 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021265-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3eptwa
title: Occurrence Download

description: A dataset containing 291 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arabis purpurea"
 ]
}

 The dataset includes 291 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004494-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/usctheses-ouc11399kwf2
title: Lessons from digital third place: Exploring uses, gratifications, and social safety cues with queer and transgender users in VRChat
DOI: 10.15468/dl.ncthj9
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ophiocephalus bistriatus"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004495-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.844nkv
title: Occurrence Download

description: A dataset containing 2869 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arabis pycnocarpa"
 ]
}

 The dataset includes 2869 records from 136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004496-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vvfjhj
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADN5898"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004497-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15871469
title: 2025 Competition on Electric Energy Consumption Forecast Adopting Multi-criteria Performance Metrics

description:  

This dataset is the second release of data for the 2025 Competition on Electric Energy Consumption Forecast Adopting Multi-criteria Performance Metrics

The competition is open and welcomes everyone who wishes to participate and to anyone who can benefit from these data.

Competition Outline

Forecasting of electric energy consumption can be a very difficult tasks when handling building-level data. However, an accurate forecast is needed to boost the potential of energy management systems. The need to forecast energy consumption grows as our reliance on renewable energy sources, such as solar and wind power, grows. This means that to meet consumer demand with renewable energy generation, energy management systems must operate based on accurate energy forecasting models for both short and long-term periods. Energy consumption forecasting techniques that can manage a variety of scenarios, including varying prediction timeframes, accessible data, data frequency, and even data quality, have been the subject of intense research. There is no one-size-fits-all approach, where certain situations call for different approaches. The goal of this competition is to compile and evaluate the most recent advances in energy consumption forecasting techniques.

 

Releases Details



v1.0: one year of data from a smart building with readings taken every 5 minutes.

v2.0: 40 days of data from a smart building with readings taken every 5 minutes.

v3.x: a single day of data from a smart building with readings taken every hour. These releases will become available during the first competition period (from 06/01/2025 to 10/01/2025).

v4.x: a single day of data from a smart building with readings taken every hour. These releases will become available during the second competition period (from 14/07/2025 to 18/07/2025).


 

Dataset Description

All releases are composed of the following data:



Time: in hours and minutes

Power: in Watts

Voltage: in Volts

Current: in Ampers

Generation power: in Watts

Temperature: in ºC
description: The authors acknowledge the work facilities and equipment provided by GECAD research center (UIDB/00760/2020), DOI:10.54499/UIDB/00760/2020.
DOI: 10.15468/dl.w6jkzn
title: Occurrence Download

description: A dataset containing 93594 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mus musculus",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 93594 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004485-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12452318
title: Trade plays
DOI: 10.15468/dl.a42fsf
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arabis rosea"
 ]
}

 The dataset includes 278 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004498-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.apja7y
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAW6833"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004499-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xzsrn5
title: Occurrence Download

description: A dataset containing 500842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is Jamaica"
 ]
}

 The dataset includes 500842 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004489-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15871443
title: Data for "Measuring Sea Spray Spume Droplets Using a Hydrophone"

description: Files include data required to replicate the figures of "Measuring Sea Spray Spume Droplets Using a Hydrophone", see DOI:10.1175/JTECH-D-24-0141.1
DOI: 10.5281/zenodo.15871444
title: Data for "Measuring Sea Spray Spume Droplets Using a Hydrophone"

description: Files include data required to replicate the figures of "Measuring Sea Spray Spume Droplets Using a Hydrophone", see DOI:10.1175/JTECH-D-24-0141.1
DOI: 10.34740/kaggle/dsv/12452323
title: Trade plays
DOI: 10.15468/dl.aszvbp
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus exulans",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004500-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qb9hzr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADN2634"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004501-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2v6gp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Corvus caurinus)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004504-250711103210423/datasets/export for details.
DOI: 10.21227/rwrm-n531
title: "WARM-VR: a Wearable Affect Recognition from Multisensory stimuli in Virtual Reality Dataset"

description: "With the growing integration of human-computer interaction into everyday life, advances in machine learning have enabled systems to better perceive and respond to users\u2019 emotional states. Affective computing, in particular, has emerged as a key area of research, leveraging continuous physiological signals from wearable sensors to detect and measure human affect. However, most existing affect recognition datasets focus on static environments, limiting their applicability to immersive contexts such as virtual reality (VR). In this paper, we introduce WARM-VR (Wearable Affect Recognition from Multisensory stimuli in Virtual Reality), a novel publicly available dataset designed to support affect recognition in multisensory environments with wearable sensing instrumentation. Data were collected from 31 participants aged 19\u201337 using wearable sensors: a wristband measuring blood volume pulse (BVP), electrodermal activity (EDA), skin temperature (TEMP), and motion (ACC), and a chest strap recording electrocardiogram (ECG) signals. Participants engaged in VR experiences designed to elicit relaxation through a calming beach environment following stress induction via an arithmetic task. These sessions incorporated synchronized visual, auditory, and olfactory stimuli. Affective states were assessed subjectively through validated self-report questionnaires and objectively through the analysis of physiological measurements. Statistical analysis of the questionnaires confirmed that VR relaxation significantly reduced negative affect, particularly with olfactory enhancement. Furthermore, we established a benchmark on the dataset using widely recognized machine learning algorithms. The best performance for binary classification from BVP data of valence state was achieved using a CNN architecture (F1 score: 0.64, AUC: 0.72). For arousal, a CNN combined with bidirectional LSTM yielded the best results (F1 score: 0.62, AUC: 0.66). Notably, GRU-based models consistently outperformed others in the relaxation classification task."
DOI: 10.15468/dl.7maf59
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Corvus caurinus)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004503-250711103210423/datasets/export for details.
DOI: 10.15468/dl.t53a9u
title: Occurrence Download

description: A dataset containing 9252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Corvus caurinus)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 9252 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004502-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.53f9e6
title: Occurrence Download

description: A dataset containing 6026 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Empetrum nigrum",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6026 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004505-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8f9e5
title: Occurrence Download

description: A dataset containing 1823 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus norvegicus",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1823 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004507-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.