cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.13144/lil-1135
title: Enquête Ménages Déplacements (EMD), Nimes / Nimes Métropole - 2015

description: L'Enquête Ménages Déplacements "Nimes / Nimes Métropole - 2015", réalisée selon la méthodologie nationale élaborée par le CERTU, est une EMD portant sur la métropole nimoise. Ce territoire, composé de 56 communes, dont celles de la communauté d'agglomération de Nimes Métropole (pour une population de 269 000 habitants), a fait l'objet d'une enquête en face à face.Cette enquête permet de connaître la mobilité, restreinte aux jours ouvrables, des individus (de 5 ans et plus) qui appartiennent à un ménage résidant dans les 56 communes de la zone d'étude.Les 2 558 ménages enquêtés sont caractérisés par leur lieu de résidence et les voitures, 2-3 roues motorisés et vélos à leur disposition. Les 5 373 individus interrogés l'ont principalement été sur leurs caractéristiques socio-démographiques et leur utilisation des modes de transport (individuels et collectifs). Des 18 598 déplacements, on connaît leurs heures et lieux de départ et d'arrivée, leur distance, leur durée, leur motif et le nombre de trajets (en mode mécanisé). Les 13 657 trajets sont décrits par leur mode de transport, leur distance, les lieux de départ et d'arrivée, le temps de marche à pied au départ et à l'arrivée... Enfin, 2 558 individus ont donné leur avis sur la vie locale, les déplacements et les modes de transport.
DOI: 10.15468/dl.x2rk4b
title: Occurrence Download

description: A dataset containing 12287 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United Kingdom of Great Britain and Northern Ireland, Ireland)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Hyacinthoides non-scripta (L.) Chouard ex Rothm., Hyacinthoides hispanica (Mill.) Rothm.)",
 "Year 2021-2025"
 ]
}

 The dataset includes 12287 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028836-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjgqv2
title: Occurrence Download

description: A dataset containing 3685 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is North America",
 "Country is Canada",
 "GadmGid is CAN.13.1_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1801-1941"
 ]
}

 The dataset includes 3685 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028837-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15399434
title: Role of Tectonic Rock Damage in Erosional Processes: A Global Analysis

description: Reproducible Analysis forRole of Fault-Induced Rock Damage in Erosional Processes: A Global Analysis

Boontigan Kuhasubpasin, Seulgi Moon, Carolina Lithgow-Bertelloni

This repository contains the complete, reproducible workflow and source code used to generate all figures and results presented in the associated manuscript. The code encompasses data preprocessing, statistical analyses, and visualization routines related to fault proximity, erosion efficiency, seismic shaking, and landscape metrics.

The directory structure mirrors the organization of the manuscript and its supplementary materials. All code cells are annotated to facilitate transparency, reproducibility, and ease of interpretation.

Required Input Files





E_OctopusV24_FaultRockDamage.shp: Main dataset used in the global analysis.




E_OctopusV24_FaultRockDamage_socal.shp: Subset for Southern California, including additional shear wave velocity data.



For the Southern California shapefile, an additional attribute column "Vs_SoCal" provides shear wave velocity (in km/s) at 500 m depth, derived from Rayleigh wave tomography (Zigone et al., 2015.)

 

Dataset Attribute Descriptions








Field Name
Description




OBSID1, STUDYID, AUTHOR, PUBYEAR, REFDOI
Observation/study ID, author, publication year, and DOI (Codilean et al., 2018).


AREA
Basin area in km² (Codilean et al., 2018).


ELEV_AVE, ELEV_STD
Mean and standard deviation of elevation (Codilean et al., 2018).


SLP_AVE, SLP_STD
Mean and standard deviation of slope (Codilean et al., 2018).


x_outlet, y_outlet
Coordinates of basin outlet (Codilean et al., 2018).


EBE_MMKYR, EBE_ERR
$^{10}$Be erosion rate in mm/kyr and its uncertainty (Codilean et al., 2018).


EBE_MMYR, EBE_MMYRE
Erosion rate converted to mm/yr and its uncertainty.


ksn03, ksn045, ksn05
Channel steepness indices for concavity values of 0.3, 0.45, and 0.5.


r03, r045, r05
Correlation coefficients for $k_{sn}$ values.


ksnq03, ksnq045, ksnq05
Rainfall-weighted channel steepness indices ($k_{snq}$).


rq03, rq045, rq05
Correlation coefficients for $k_{snq}$ values.


PGA
Peak ground acceleration (m/s²), 10% exceedance in 50 years.


MAP
Mean annual precipitation (mm/yr).


Dist_km
Distance to the nearest active fault (km).


F_reg, F_length, F_sliprate, F_dip
Fault region, length, slip rate, and dip angle.


Lithology
Dominant lithology within the basin.


CstRks, SedRks, Seds
Proportions of crystalline rock, sedimentary rock, and unconsolidated sediments.


K, Kq
Erosional efficiency coefficients (uniform and rainfall-weighted).


log_D
Log$_{10}$-transformed distance to nearest fault.


Eq
Number of earthquakes (Mw > 4) within 1° of basin centroid.


geometry
Polygon geometry of the basin.
DOI: 10.5281/zenodo.15399435
title: Role of Tectonic Rock Damage in Erosional Processes: A Global Analysis

description: Reproducible Analysis forRole of Fault-Induced Rock Damage in Erosional Processes: A Global Analysis

Boontigan Kuhasubpasin, Seulgi Moon, Carolina Lithgow-Bertelloni

This repository contains the complete, reproducible workflow and source code used to generate all figures and results presented in the associated manuscript. The code encompasses data preprocessing, statistical analyses, and visualization routines related to fault proximity, erosion efficiency, seismic shaking, and landscape metrics.

The directory structure mirrors the organization of the manuscript and its supplementary materials. All code cells are annotated to facilitate transparency, reproducibility, and ease of interpretation.

Required Input Files





E_OctopusV24_FaultRockDamage.shp: Main dataset used in the global analysis.




E_OctopusV24_FaultRockDamage_socal.shp: Subset for Southern California, including additional shear wave velocity data.



For the Southern California shapefile, an additional attribute column "Vs_SoCal" provides shear wave velocity (in km/s) at 500 m depth, derived from Rayleigh wave tomography (Zigone et al., 2015.)

 

Dataset Attribute Descriptions








Field Name
Description




OBSID1, STUDYID, AUTHOR, PUBYEAR, REFDOI
Observation/study ID, author, publication year, and DOI (Codilean et al., 2018).


AREA
Basin area in km² (Codilean et al., 2018).


ELEV_AVE, ELEV_STD
Mean and standard deviation of elevation (Codilean et al., 2018).


SLP_AVE, SLP_STD
Mean and standard deviation of slope (Codilean et al., 2018).


x_outlet, y_outlet
Coordinates of basin outlet (Codilean et al., 2018).


EBE_MMKYR, EBE_ERR
$^{10}$Be erosion rate in mm/kyr and its uncertainty (Codilean et al., 2018).


EBE_MMYR, EBE_MMYRE
Erosion rate converted to mm/yr and its uncertainty.


ksn03, ksn045, ksn05
Channel steepness indices for concavity values of 0.3, 0.45, and 0.5.


r03, r045, r05
Correlation coefficients for $k_{sn}$ values.


ksnq03, ksnq045, ksnq05
Rainfall-weighted channel steepness indices ($k_{snq}$).


rq03, rq045, rq05
Correlation coefficients for $k_{snq}$ values.


PGA
Peak ground acceleration (m/s²), 10% exceedance in 50 years.


MAP
Mean annual precipitation (mm/yr).


Dist_km
Distance to the nearest active fault (km).


F_reg, F_length, F_sliprate, F_dip
Fault region, length, slip rate, and dip angle.


Lithology
Dominant lithology within the basin.


CstRks, SedRks, Seds
Proportions of crystalline rock, sedimentary rock, and unconsolidated sediments.


K, Kq
Erosional efficiency coefficients (uniform and rainfall-weighted).


log_D
Log$_{10}$-transformed distance to nearest fault.


Eq
Number of earthquakes (Mw > 4) within 1° of basin centroid.


geometry
Polygon geometry of the basin.
DOI: 10.6084/m9.figshare.29053202
title: SRU

description: dfgdfgdsfgfsdfsdfg
DOI: 10.15468/dl.x7rek6
title: Occurrence Download

description: A dataset containing 1013 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "Geometry POLYGON((-22.32590 27.56964,82.32590 27.56964,82.32590 69.43036,-22.32590 69.43036,-22.32590 27.56964))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pelobates fuscus (Laurenti, 1768)",
 "Year 2000-2025"
 ]
}

 The dataset includes 1013 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028838-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sfb2zh
title: Occurrence Download

description: A dataset containing 29816 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (Belize, Guatemala)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Carcharhiniformes, Myliobatiformes, Lepisosteiformes, Elopiformes, Albuliformes, Anguilliformes, Beloniformes, Cyprinodontiformes, Synbranchiformes, Carangidae, Pleuronectiformes, Syngnathiformes, Trichiuridae, Perciformes, Ephippidae, Sciaenidae, Sparidae, Tetraodontiformes)"
 ]
}

 The dataset includes 29816 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028839-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/nth0sx
title: Replication Code for: "The Effect of Student Loan Payment Burdens and Nonfinancial Frictions on Borrower Outcomes" by Tomas Monarrez and Lesley Turner

description: This repository contains code files to replicate the analyses in the paper. Data are restricted-use and not available publicly.
description: STATA, 18
DOI: 10.60521/330413
title: Processed gridded EM302 bathymetry data, Cascadia margin (FK180722, 2018)

description: This data set was generated from Kongsberg Maritime EM302 multibeam sonar data collected along the Cascadia margin during Falkor cruise FK180722 in 2018. These data file is in GeoTIFF grid format with a horizontal grid resolution of 50m. This data was processed by UNH:CCOM and was included in the Global Multi-Resolution Topography (GMRT) Synthesis (version 4.0). The data set was generated as part of the project called The Seeping Cascadia Margin.
DOI: 10.60521/330414
title: Processed gridded EM710 bathymetry data, Cascadia margin (FK180722, 2018)

description: This data set was generated from Kongsberg Maritime EM302 multibeam sonar data collected along the Cascadia margin during Falkor cruise FK180722 in 2018. These data file is in GeoTIFF grid format with a horizontal grid resolution of 50m. This data was processed by UNH:CCOM and was included in the Global Multi-Resolution Topography (GMRT) Synthesis (version 4.0). The data set was generated as part of the project called The Seeping Cascadia Margin.
DOI: 10.6084/m9.figshare.29053208
title: SRR5836473

description: dfghdfghdfgfhdfgh
DOI: 10.5281/zenodo.15399489
title: Motor Imagery EEG Dataset for BCI-based Neurorehabilitation

description: This dataset was collected as part of a Master's thesis focused on developing a modular brain-computer interface (BCI) system for neurorehabilitation. It consists of EEG recordings acquired from 8 participants performing motor imagery tasks under a structured rehabilitation scenario using the OpenBCI Cyton board (8-channel configuration). The data acquisition was synchronized with a custom Unity-based 3D environment and the FourMotors robotic software to simulate realistic rehabilitation conditions.

In total. 24 trials were performed alternating between rest and motor imagery of upper-limb movement, with clearly defined cues (S1–S6 event markers). The EEG signals were recorded at 1000 Hz sampling frequency and annotated with precise time stamps and event labels indicating cue presentation, movement onset, and resting phases.
DOI: 10.5281/zenodo.15399490
title: Motor Imagery EEG Dataset for BCI-based Neurorehabilitation

description: This dataset was collected as part of a Master's thesis focused on developing a modular brain-computer interface (BCI) system for neurorehabilitation. It consists of EEG recordings acquired from 8 participants performing motor imagery tasks under a structured rehabilitation scenario using the OpenBCI Cyton board (8-channel configuration). The data acquisition was synchronized with a custom Unity-based 3D environment and the FourMotors robotic software to simulate realistic rehabilitation conditions.

In total. 24 trials were performed alternating between rest and motor imagery of upper-limb movement, with clearly defined cues (S1–S6 event markers). The EEG signals were recorded at 1000 Hz sampling frequency and annotated with precise time stamps and event labels indicating cue presentation, movement onset, and resting phases.
DOI: 10.6084/m9.figshare.29053205
title: Differential methylation

description: Methylation
DOI: 10.6084/m9.figshare.29053205.v1
title: Differential methylation

description: Methylation
DOI: 10.15468/dl.v4cq2q
title: Occurrence Download

description: A dataset containing 2334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sceloporus malachiticus Cope, 1864"
 ]
}

 The dataset includes 2334 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028841-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13144/lil-1134
title: Enquête Ménages Déplacements (EMD), Dunkerque / Flandre-Dunkerque - 2015

description: L'Enquête Ménages Déplacements "Dunkerque / Flandre-Dunkerque 2015", réalisée selon la méthodologie nationale élaborée par le CERTU, est une EDGT (enquête déplacements grands territoires) qui porte donc sur un territoire divisé en 2 parties. La première, composée des 17 communes de la Communauté urbaine de Dunkerque (pour une population de 196 500 habitants), a fait l'objet d'une enquête en face à face. La deuxième partie, composée des 40 communes de la Communauté de communes des Hauts de Flandre et de 6 communes limitrophes du Pas-de-Calais (pour une population de 66 000 habitants), a été enquêtée par téléphone.Cette enquête permet de connaître la mobilité, restreinte aux jours ouvrables, des individus (de 5 ans et plus) qui appartiennent à un ménage résidant dans les 63 communes de la zone d'étude. Les 2 941 ménages enquêtés sont caractérisés par leur lieu de résidence et les voitures, 2-3 roues motorisés et vélos à leur disposition. Les 5 384 individus interrogés l'ont principalement été sur leurs caractéristiques socio-démographiques et leur utilisation des modes de transport (individuels et collectifs). Des 22 491 déplacements, on connaît leurs heures et lieux de départ et d'arrivée, leur distance, leur durée, leur motif et le nombre de trajets (en mode mécanisé). Les 17 110 trajets sont décrits par leur mode de transport, les lieux de départ et d'arrivée, le temps de marche à pied au départ et à l'arrivée... Enfin, 1 849 individus ont donné leur avis sur la vie locale, les déplacements et les modes de transport.
DOI: 10.15468/dl.ug6j93
title: Occurrence Download

description: A dataset containing 765 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sceloporus megalepidurus Smith, 1934"
 ]
}

 The dataset includes 765 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028842-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.scfyry
title: Occurrence Download

description: A dataset containing 889 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sceloporus melanorhinus Bocourt, 1876"
 ]
}

 The dataset includes 889 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028843-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d6r9rb
title: Occurrence Download

description: A dataset containing 1374 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sceloporus minor Cope, 1885"
 ]
}

 The dataset includes 1374 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028844-250426092105405/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.29053214
title: Coverage SRR5836473

description: Differential methylation
DOI: 10.7910/dvn/oytsau
title: FirstDemoDataset

description: First Demo Dataset
DOI: 10.6084/m9.figshare.28912511
title: Supplemental Materials for "Associations of Sleep Health and Metabolic Syndrome Severity in Black Individuals: The Jackson Heart Sleep Study"

description: Supplemental Materials for "Associations of Sleep Health and Metabolic Syndrome Severity in Black Individuals: The Jackson Heart Sleep Study", published in J Clin Endocrinol Metab 2025 May 8:dgaf274. doi: 10.1210/clinem/dgaf274.
DOI: 10.13144/lil-1133
title: Enquête Ménages Déplacements (EMD), Carcassonne / Carcassonnais - 2015

description: L'Enquête Ménages Déplacements "Carcassonne / Carcassonnais 2015", réalisée selon la méthodologie nationale élaborée par le CERTU, est une EDVM (enquête déplacements villes moyennes) portant sur la Communauté d'Agglomération du Carcassonnais. Ce territoire, composé de 99 communes de l'Aude (pour une population de 109 000 habitants), a fait l'objet d'une enquête par téléphone.Cette enquête permet de connaître la mobilité, restreinte aux jours ouvrables, des individus (de 11 ans et plus) qui appartiennent à un ménage résidant dans les 99 communes de la zone d'étude.Les 2 726 ménages enquêtés sont caractérisés par leur lieu de résidence et les voitures, 2-3 roues motorisés et vélos à leur disposition. Les 3 125 individus interrogés l'ont principalement été sur leurs caractéristiques socio-démographiques et leur utilisation des modes de transport (individuels et collectifs). Des 11 915 déplacements, on connaît leurs heures et lieux de départ et d'arrivée, leur distance, leur durée, leur motif et les modes de transport utilisés. Les 8 978 trajets sont décrits par leur mode de transport, les lieux de départ et d'arrivée…
DOI: 10.15468/dl.s6mske
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Flueggea neowawraea W.J.Hayden",
 "Year 1995-2025"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028846-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15398238
title: fMRI-semantic-DVF-2020

description: Raw data and code.
DOI: 10.5281/zenodo.15398239
title: fMRI-semantic-DVF-2020

description: Raw data and code.
DOI: 10.15468/dl.729njc
title: Occurrence Download

description: A dataset containing 2113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Lycalopex Burmeister, 1854",
 "Year 2020-2025"
 ]
}

 The dataset includes 2113 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028848-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6bt3cm
title: Occurrence Download

description: A dataset containing 127712784 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Lepidoptera",
 "Year 1900-2025"
 ]
}

 The dataset includes 127712784 records from 8819 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028840-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9c3tva
title: Occurrence Download

description: A dataset containing 759149 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Daucus carota L."
 ]
}

 The dataset includes 759149 records from 3979 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002338-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ts6nfb
title: Occurrence Download

description: A dataset containing 62372 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Occurrence evidence, Human Observation, Specimen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Mangifera indica L.",
 "Year 2000-2025"
 ]
}

 The dataset includes 62372 records from 515 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008093-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qq7rzj
title: Occurrence Download

description: A dataset containing 3023 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gastrotheca riobambae"
 ]
}

 The dataset includes 3023 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007541-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwgxt9
title: Occurrence Download

description: A dataset containing 1336970 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DELTATRACK - Herring gulls (Larus argentatus, Laridae) and lesser black-backed gulls (Larus fuscus, Laridae) breeding at Neeltje Jans (Netherlands)"
 ]
}

 The dataset includes 1336970 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028658-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hpvhs7
title: Occurrence Download

description: A dataset containing 896 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FSFN: Forest Soil Fauna Network: Diplopoda, Flanders Belgium"
 ]
}

 The dataset includes 896 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028684-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.