cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17752242
title: Guided visual search study with Magnetoencephalography, Rapid Invisible Frequency Tagging, Eye tracking

description: This dataset was collected as part of a Magnetoencephalography study investigating the neural correlates of visual search. The experiment and associated data analyses are described in Duecker et al., 2025a and 2025b (references below).

Participants were asked to indicate whether a letter T was presented among several letters L. In the guided search condition, the participants were informed about the colour the T would have if it is presented on the screen. In the unguided search condition, participants did not know the colour of the T. The luminance of the letters on the screen was modulated sinusoidally at 60 and 67 Hz. This flickering of the letters was invisible to the participants, but evoked responses at those frequency in their visual cortex, as confimed by the Magnetoencephalography signal. The method, named Rapid Invisible Frequency Tagging, has been shown to serve as a read-out of where the participant is attending (see Zhigalov et al., 2019).

In Duecker et al., 2025a, we show that the response to this flicker is modulated by the task: when the participant know that the target colour is yellow, the Rapid Invisible Frequency Tagging response to yellow will be enhanced, while the response to blue will be reduced, compared to the unguided search condition during which the participants don't know the colour.

In Duecker et al., 2025b, we report the rhythmic neural activity in the pre-search interval correlates with the participants response times. When the participants show strong activity in the 8-12 Hz band, they will be faster at the task.

 

The uploaded dataset contains the raw Magnetoencephalography data, behavioral responses, and eye-tracking data (transformed into a MATLAB structure).

The data analysis scripts in MATLAB, MNE Python, and R can be accessed here.

 

References:

Duecker, Katharina, et al. "Guided visual search is associated with target boosting and distractor suppression in early visual cortex." Communications Biology 8.1 (2025a): 912.

Duecker, Katharina, et al. "Higher baseline alpha power is associated with faster responses in visual search." bioRxiv (2025b): 2025-08.

Zhigalov, Alexander, et al. "Probing cortical excitability using rapid frequency tagging." NeuroImage 195 (2019): 59-66.
DOI: 10.5281/zenodo.17752241
title: Guided visual search study with Magnetoencephalography, Rapid Invisible Frequency Tagging, Eye tracking

description: This dataset was collected as part of a Magnetoencephalography study investigating the neural correlates of visual search. The experiment and associated data analyses are described in Duecker et al., 2025a and 2025b (references below).

Participants were asked to indicate whether a letter T was presented among several letters L. In the guided search condition, the participants were informed about the colour the T would have if it is presented on the screen. In the unguided search condition, participants did not know the colour of the T. The luminance of the letters on the screen was modulated sinusoidally at 60 and 67 Hz. This flickering of the letters was invisible to the participants, but evoked responses at those frequency in their visual cortex, as confimed by the Magnetoencephalography signal. The method, named Rapid Invisible Frequency Tagging, has been shown to serve as a read-out of where the participant is attending (see Zhigalov et al., 2019).

In Duecker et al., 2025a, we show that the response to this flicker is modulated by the task: when the participant know that the target colour is yellow, the Rapid Invisible Frequency Tagging response to yellow will be enhanced, while the response to blue will be reduced, compared to the unguided search condition during which the participants don't know the colour.

In Duecker et al., 2025b, we report the rhythmic neural activity in the pre-search interval correlates with the participants response times. When the participants show strong activity in the 8-12 Hz band, they will be faster at the task.

 

The uploaded dataset contains the raw Magnetoencephalography data, behavioral responses, and eye-tracking data (transformed into a MATLAB structure).

The data analysis scripts in MATLAB, MNE Python, and R can be accessed here.

 

References:

Duecker, Katharina, et al. "Guided visual search is associated with target boosting and distractor suppression in early visual cortex." Communications Biology 8.1 (2025a): 912.

Duecker, Katharina, et al. "Higher baseline alpha power is associated with faster responses in visual search." bioRxiv (2025b): 2025-08.

Zhigalov, Alexander, et al. "Probing cortical excitability using rapid frequency tagging." NeuroImage 195 (2019): 59-66.
DOI: 10.15468/dl.shckx4
title: Occurrence Download

description: A dataset containing 372 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "GadmGid is COL.12_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Bryophyta"
 ]
}

 The dataset includes 372 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026002-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/ffbfabdc30d79553e24207dcfec061a6
title: Telemetry mark-recapture data of the Northern Spring Salamander (Gyrinophilus porphyriticus), Hubbard Brook Experimental Forest, 2019 – 2021

description: This data set includes spatially explicit mark-recapture data of the
 Northern Spring Salamander (Gyrinophilus porphyriticus) collected
 via telemetry during the summer months (June – September) from 2019
 - 2021 from eight reaches in multiple streams in the Hubbard Brook
 Experimental Forest. Salamanders were captured by hand and marked
 with PIT-tags. Telemetry surveys occurred weekly.
 
 
 These data were gathered as part of the Hubbard Brook Ecosystem
 Study (HBES). The HBES is a collaborative effort at the Hubbard
 Brook Experimental Forest, which is operated and maintained by the
 USDA Forest Service, Northern Research Station.
 
 
 These data are being used to publish the following papers:
 
 
 Cochrane, M. M., B. R. Addis, L. K. Swartz, and W. H. Lowe. 2023.
 Individual and population growth rates decline with watershed area
 in a stream salamander. In review Ecology.
 
 
 Cochrane, M. M., and W. H. Lowe. 2023. Floods increase downstream
 movement of adult and larval life stages of a headwater stream
 salamander. In prep Freshwater Biology.
DOI: 10.15468/dl.zjkxvg
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Huntiella",
 "HasCoordinate is true"
 ]
}

 The dataset includes 107 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026004-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z28xuc
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cichorium intybus",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2014",
 "Month is greater than or equal to January",
 "Month is less than or equal to December"
 ]
}

 The dataset includes 20 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026005-251120083545085/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.30780200
title: Boundaries - Community Areas_20251128

description: Boundaries - Community Areas of Chicago
DOI: 10.6084/m9.figshare.30780200.v1
title: Boundaries - Community Areas_20251128

description: Boundaries - Community Areas of Chicago
DOI: 10.15468/dl.dmje7c
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cercosporidium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026007-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xt68br
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium arvense",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2014",
 "Month is greater than or equal to January",
 "Month is less than or equal to December"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026008-251120083545085/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.30780197
title: cb_2023_us_county_20m

description: Shapefiles of the U.S. counties
DOI: 10.6084/m9.figshare.30780197.v1
title: cb_2023_us_county_20m

description: Shapefiles of the U.S. counties
DOI: 10.5517/ccdc.csd.cc2ndhvf
title: CCDC 2454885: Experimental Crystal Structure Determination

description: Related Article: Chungui Xue, Caijin Lei, Jie Tang, Xuezhi Yu, Zhenxin Yi, Guangbin Cheng, Chuan Xiao, Hongwei Yang|2025|Org.Lett.|||doi:10.1021/acs.orglett.5c03882
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p83hl
title: CCDC 2480449: Experimental Crystal Structure Determination

description: Related Article: Milan Gembicky|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p83rv
title: CCDC 2480457: Experimental Crystal Structure Determination

description: Related Article: JiaBinBin|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p83sw
title: CCDC 2480458: Experimental Crystal Structure Determination

description: Related Article: JiaBinBin|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p83tx
title: CCDC 2480459: Experimental Crystal Structure Determination

description: Related Article: JiaBinBin|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p83vy
title: CCDC 2480460: Experimental Crystal Structure Determination

description: Related Article: JiaBinBin|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p9q91
title: CCDC 2481993: Experimental Crystal Structure Determination

description: Related Article: Kyan A. D’Angelo, Ruyou Zheng, Isaac F. Yu, Melody J. Tang, Chris La, Richard T. Wetterer, John F. Hartwig|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c15431
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p9qb2
title: CCDC 2481994: Experimental Crystal Structure Determination

description: Related Article: Kyan A. D’Angelo, Ruyou Zheng, Isaac F. Yu, Melody J. Tang, Chris La, Richard T. Wetterer, John F. Hartwig|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c15431
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p9y21
title: CCDC 2482203: Experimental Crystal Structure Determination

description: Related Article: Haiet Douib, Bertrand Lefeuvre, Jessica Flores Gonzalez, Vincent Dorcet, Fabrice Pointillart|2025|CrystEngComm|27|7677|doi:10.1039/d5ce00831j
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p9y32
title: CCDC 2482204: Experimental Crystal Structure Determination

description: Related Article: Haiet Douib, Bertrand Lefeuvre, Jessica Flores Gonzalez, Vincent Dorcet, Fabrice Pointillart|2025|CrystEngComm|27|7677|doi:10.1039/d5ce00831j
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p9y43
title: CCDC 2482205: Experimental Crystal Structure Determination

description: Related Article: Haiet Douib, Bertrand Lefeuvre, Jessica Flores Gonzalez, Vincent Dorcet, Fabrice Pointillart|2025|CrystEngComm|27|7677|doi:10.1039/d5ce00831j
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p9y54
title: CCDC 2482206: Experimental Crystal Structure Determination

description: Related Article: Haiet Douib, Bertrand Lefeuvre, Jessica Flores Gonzalez, Vincent Dorcet, Fabrice Pointillart|2025|CrystEngComm|27|7677|doi:10.1039/d5ce00831j
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p9y65
title: CCDC 2482207: Experimental Crystal Structure Determination

description: Related Article: Haiet Douib, Bertrand Lefeuvre, Jessica Flores Gonzalez, Vincent Dorcet, Fabrice Pointillart|2025|CrystEngComm|27|7677|doi:10.1039/d5ce00831j
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2p9y76
title: CCDC 2482208: Experimental Crystal Structure Determination

description: Related Article: Haiet Douib, Bertrand Lefeuvre, Jessica Flores Gonzalez, Vincent Dorcet, Fabrice Pointillart|2025|CrystEngComm|27|7677|doi:10.1039/d5ce00831j
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.v6z7fc
title: Occurrence Download

description: A dataset containing 306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cirsium",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2014",
 "Month is greater than or equal to January",
 "Month is less than or equal to December"
 ]
}

 The dataset includes 306 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026009-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrnfwz
title: Occurrence Download

description: A dataset containing 1207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudopestalotiopsis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1207 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026010-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p1ejxmao
title: Aquatic Invertebrate and Habitat Assessment in Glen Canyon and Associated Backwaters, September 2024

description: These data were compiled to assess the Glen Canyon Slough as habitat for Odonates (dragonflies and damselflies) and characterize its physical parameters in light of proposed management actions to modify the slough and reduce breeding habitat for invasive warmwater fish species. U.S. Geological Survey staff conducted site visits to the Colorado River in Glen Canyon, the Slough, and another backwater (‘Frogwater’) on 11-13, and 26 September 2024. The objectives of our study were to evaluate Odonate habitat in the slough relative to the mainstem Colorado River and other backwater habitat, characterize the physical habitat, sample and identify invertebrates using benthic and aerial methods, and determine the potential impact of proposed slough modifications on Odonate habitat and diversity. These data represent a snapshot of the physical and biological conditions of the Glen Canyon slough and surrounding areas in September 2024, providing baseline information on the Odonate community and habitat characteristics. This information can be used to inform management decisions regarding proposed modifications to the slough, specifically concerning potential impacts on Odonate habitat and diversity, and contribute to a broader understanding of the ecological dynamics of the Colorado River ecosystem in Glen Canyon for future research and monitoring efforts.
DOI: 10.6084/m9.figshare.30778214
title: Daily PM 2.5 concentrations of U.S. from 2014 to 2024

description: Daily PM 2.5 concentrations of U.S. from 2014 to 2024
DOI: 10.6084/m9.figshare.30778214.v1
title: Daily PM 2.5 concentrations of U.S. from 2014 to 2024

description: Daily PM 2.5 concentrations of U.S. from 2014 to 2024
DOI: 10.5281/zenodo.17806065
title: Las Vegas Facial Plastic Surgery Demographics, 2019–2024

description: This dataset provides anonymized, aggregate counts of facial plastic surgery procedures performed at Troell Cosmetic Surgery & Facial Plastic Clinic in Las Vegas, Nevada, from 2019 through 2024. Procedures are grouped by year, procedure category (rhinoplasty, blepharoplasty, facelift, brow lift, chin augmentation), patient age band, and gender.

The dataset is intended for researchers, journalists, clinicians, and analysts interested in understanding demographic trends in facial plastic surgery within a single high-volume private practice led by Dr. Robert J. Troell, MD, FACS.

All data are aggregated. No patient identifiers, dates of birth, or individual records are included. Age is reported only in broad bands, and small cells are avoided or merged to reduce re-identification risk. The dataset is not representative of all cosmetic surgery in Las Vegas or nationally; it reflects the experience of one clinic and should be interpreted as practice-level data.
DOI: 10.5281/zenodo.17806066
title: Las Vegas Facial Plastic Surgery Demographics, 2019–2024

description: This dataset provides anonymized, aggregate counts of facial plastic surgery procedures performed at Troell Cosmetic Surgery & Facial Plastic Clinic in Las Vegas, Nevada, from 2019 through 2024. Procedures are grouped by year, procedure category (rhinoplasty, blepharoplasty, facelift, brow lift, chin augmentation), patient age band, and gender.

The dataset is intended for researchers, journalists, clinicians, and analysts interested in understanding demographic trends in facial plastic surgery within a single high-volume private practice led by Dr. Robert J. Troell, MD, FACS.

All data are aggregated. No patient identifiers, dates of birth, or individual records are included. Age is reported only in broad bands, and small cells are avoided or merged to reduce re-identification risk. The dataset is not representative of all cosmetic surgery in Las Vegas or nationally; it reflects the experience of one clinic and should be interpreted as practice-level data.
DOI: 10.15139/s3/xpvqdp
title: Data Management and Sharing Plan for: TBCRC EVOLUTIONARY CLINICAL TRIAL FOR NOVEL BIOMARKER-DRIVEN THERAPIES (EVOLVE_BDT)

description: The Data Management and Sharing Plan describes the scientific data to be generated and/or used in the research and outlines a strategy for managing and sharing project data.
description: Data Management and Sharing Plan