cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14927994
title: Paseo 150ft CRB (RGB) - October 17, 2024

description: This orthomosaic of Hagatna, Guam was created from 894 images taken on October 17 2024, at 150ft AGL, with a M350. The mission was planned using the DJI Pilot application and post-processed using Pix4D Fields.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.14927993
title: Paseo 150ft CRB (RGB) - October 17, 2024

description: This orthomosaic of Hagatna, Guam was created from 894 images taken on October 17 2024, at 150ft AGL, with a M350. The mission was planned using the DJI Pilot application and post-processed using Pix4D Fields.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.4v8cxb
title: Occurrence Download

description: A dataset containing 10703 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Saxifraga hypnoides"
 ]
}

 The dataset includes 10703 records from 222 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061264-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34973/b8k1-q907
title: Video materials for "The timing of an avatar’s beat gestures biases lexical stress perception in vocoded speech"

description: This repository contains the video stimuli for the study "The timing of an avatar’s beat gestures biases lexical stress perception in vocoded speech" (Maran et al., 2025). For data and code, see the repository di.dcc.DSC_2023.00140_896
(https://doi.org/10.34973/fr6d-c702).  Cochlear implants (CIs) are neural prostheses that restore some level of hearing capacity, albeit conveying a less fine-grained speech signal than normal hearing conditions. For example, CIs convey altered fundamental frequency (F0) information, resulting in atypical lexical stress perception (e.g., distinguishing between the noun CONtent and the adjective conTENT) in languages in which this feature rests on F0 modulations. CI users can compensate for the degraded nature of the acoustic input by exploiting the audiovisual affordances of human communication, weighing more heavily the visual information provided by speakers (e.g., lip movements and gestures). Recent studies showed that, in individuals with normal hearing, the timing of simple up-and-down movements of the hand (i.e., beat gestures) biases lexical stress perception. The present study tested if the timing of beat gestures produced by an avatar can bias Dutch lexical stress perception in vocoded speech, which limits the reliability of F0 information in a way that mimics CI-hearing conditions. The effect of gestures in vocoded speech was particularly pronounced when hearing an ambiguous or the least frequent stress pattern in Dutch. These results suggest that (even artificially generated) beat gestures can support the perception of vocoded speech, especially when processing less frequent prosodic features. Acknowledgements: Funded by an ERC Starting Grant (HearingHands, 101040276) from the European Union awarded to Hans Rutger Bosker. Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or the European Research Council. Neither the European Union nor the granting authority can be held responsible for them.
DOI: 10.34973/vmpv-g028
title: Integrating stereotypes and factual evidence in interpersonal communication

description: Data and analysis scripts belonging to the article "Integrating stereotypes and factual evidence in interpersonal communication". 
Stereotypes can exert a powerful influence on our interactions with others, potentially leading to prejudice when factual evidence is ignored. Here, we identify neuroanatomical and developmental factors that influence the real-time integration of stereotypes and factual evidence during live social interactions. The study uses precisely quantified communicative exchanges in a longitudinal cohort of seventeen-year-olds followed since infancy, testing their ability to moderate stereotype tendencies toward children as contrary evidence accumulates. Our results indicate that the impact of stereotypes on communicative behavior is linked to individual variations in gray matter density and cortical thickness in the right anterior cingulate gyrus. In contrast, the ability to moderate stereotype tendencies is influenced by developmental exposure to social interactions during the initial years of life, beyond the effects of familial environment and later experiences. These findings pinpoint a key brain structure underlying stereotype tendencies and suggest that early-life social experiences have lasting consequences on how individuals integrate factual evidence in interpersonal communication.
DOI: 10.34973/0vyj-7457
title: The effect of vibrotactile somatosensory stimulation on Parkinson’s tremor

description: This collection contains raw data, derivatives and scripts used for the research project "The effect of vibrotactile stimulation on tremor in Parkinson’s disease", published in Clinical Neurophysiology as "A prospective controlled study of a wearable rhythmic vibrotactile device for tremor in Parkinson’s disease" (CLINPH2010660). In specific, the collection contains the following data of 30 people with Parkinson’s disease (PD):
Relevant clinical data (MDS-Unified PD rating scale, Montreal cognitive assessment, Graduated tuning fork test, demographics), raw surface electromyography and tri-axial accelerometry data, as acquired with Brainvision Recorder (Vers. 1.23.0001, Brain Products GmbH, Gilching, Germany). Raw output data of the vibratory stimulation device (Vyblife system; Vibro Health Inc., 2020). Derivatives and scripts of all planned and exploratory analyses described in the published article.


Scientific background of the collection:
Tremor in Parkinson’s disease (PD) does not always respond to dopaminergic medication, therefore new treatment strategies are needed. Preliminary evidence has suggested that manipulation of peripheral afferents may reduce tremor amplitude, but existing research is inconclusive and has not been properly controlled. Here, we explored the effects of peripheral vibrotactile stimulation  on PD tremor using a within-subjects controlled design.


Methods used to collect the data in this collection: 
Vibrotactile stimulation (open-loop) was applied to the most affected wrist of 30 people with Parkinson’s disease. Four stimulation conditions were compared: tremor frequency (TF), 1.5*TF, 80 Hz stimulation, and sham. 
We tested the effect of these stimulation conditions on tremor power (measured with accelerometry) during three contexts: rest tremor, rest tremor during cognitive load, and postural tremor. 
Entrainment between tremor and stimulation was tested using complex phase-locking value and tremor stability index.
Effects of vibrotactile stimulation on bradykinesia were tested in a keyboard tapping test.
DOI: 10.34973/2xxa-g520
title: Parkinson@Home - IMU sensor data and video annotations for real-life tremor detection

description: The Parkinson@Home reference data set is intended for the development of digital biomarkers to monitor persons with PD in daily life. Specifically, a group of 25 patients with PD with motor fluctuations and 24 age-matched controls performed unscripted daily activities in and around their homes for at least one hour while being recorded on video. Patients with PD did this twice: once after overnight withdrawal of dopaminergic medication and again 1 hour after medication intake. Participants wore sensors on both wrists, capturing movement and contextual data. This project space contains wrist-worn sensor data, manual video annotations of tremor, and clinical data relevant for characterizing disease status. The sensor data consists of accelerometer and gyroscope measurements, which were sampled at a 200 Hz frequency.
DOI: 10.5281/zenodo.14927969
title: Paseo 250ft  CRB (RGB) - October 17, 2024

description: This orthomosaic of Hagatna, Guam was created from 389 images taken on October 17 2024, at 250ft AGL, with a M350. The mission was planned using the DJI Pilot application and post-processed using Pix4D Fields.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.14927970
title: Paseo 250ft  CRB (RGB) - October 17, 2024

description: This orthomosaic of Hagatna, Guam was created from 389 images taken on October 17 2024, at 250ft AGL, with a M350. The mission was planned using the DJI Pilot application and post-processed using Pix4D Fields.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.14921277
title: CNMI Corals: PauPau (RGB) - November 21, 2024

description: This orthomosaic of San Roque, Saipan was created from 1599 images taken on November 21 2024, at 400 ft AGL, with a M350. The mission was planned using the DJI Pilot application and post-processed using Pix4D Fields.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.14921278
title: CNMI Corals: PauPau (RGB) - November 21, 2024

description: This orthomosaic of San Roque, Saipan was created from 1599 images taken on November 21 2024, at 400 ft AGL, with a M350. The mission was planned using the DJI Pilot application and post-processed using Pix4D Fields.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.14921065
title: COTAL (RGB) - February 19, 2025

description: This orthomosaic of Talofofo, Guam was created from 4489 images taken on February 19 2025, at 400 ft AGL, with a M350. The mission was planned using the DJI Pilot application and post-processed using Pix4DMapper.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.14921066
title: COTAL (RGB) - February 19, 2025

description: This orthomosaic of Talofofo, Guam was created from 4489 images taken on February 19 2025, at 400 ft AGL, with a M350. The mission was planned using the DJI Pilot application and post-processed using Pix4DMapper.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.fdbreg
title: Occurrence Download

description: A dataset containing 220547 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sanicula europaea"
 ]
}

 The dataset includes 220547 records from 1145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061219-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17973182
title: Data Set on The Impact of Adolescents' Coronavirus Phobias on Mental Health

description: This study was conducted to gain insight into the mental health of adolescents during the coronavirus pandemic. Quantitative data from 1011 adolescents are presented.
DOI: 10.5281/zenodo.17973183
title: Data Set on The Impact of Adolescents' Coronavirus Phobias on Mental Health

description: This study was conducted to gain insight into the mental health of adolescents during the coronavirus pandemic. Quantitative data from 1011 adolescents are presented.
DOI: 10.5281/zenodo.17983959
title: Ipseity Daily Data

description: At what rate do individuals say they are X?

Begining on 2025-07-08, I surveyed a small random sample of American adults on a daily cadence.  They responded to many items of the form: Does <signifier> describe you today?

The file ipseity-daily-aggregated.csv in this repository contains the aggregated results through 2025-07-28.  The columns are as follows:



signifier - a word, phrase or emoji

yes_count - the number of respondents who answered yes (aggregated all-time).

no_count - the number of respondents who answered no (aggregated all-time).

prevalence_per_10k - an estimate of the prevalence per 10,000.  If we were to survey 10,000 American adults, how many would we expect to respond yes to this signifier?  The number is calculated as yes_count / (yes_count + no_count) * 10,000.

earliest_obs_date - this date represents the first time this particular signifier was ever displayed to a respondent.  Signifiers are chosen with stochasticity from a long list; new signifiers are sometimes added, old signifiers are sometimes deleted, and a signifier may be moved higher or lower in priority for sampling.

latest_obs_date - the date closest to the present date on which signifier was most recently presented to a respondent.


Version created on 2025-12-19 — cumulative data.