cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15296500
title: Dataset for paper: Surrogate Deep Neural Networks Reveal Hierarchical Handwriting Encoding in Human Motor Cortex

description: Dataset and File Structure Description

The dataset is packaged into a single archive file dataset.zip, containing 27 .pkl files. Each .pkl file corresponds to one recording session, and the files are named following the format: {index}_{sessionname}.pkl (e.g. 0_2022-06-01-S2.pkl). Each session file contains neural activity, handwriting kinematics, stroke annotations, and generated character images for a series of trials. The dataset is organized trial-wise, with data structured in (trial, time, channel) format.

Each session includes the following data components:

Key Data Fields

coords:





Shape: (N, T, 5)




Description: Handwriting kinematic signals across trials.




Features:





x_vel: X-axis velocity




y_vel: Y-axis velocity




pen_up: Pen state one-hot indicator (pen lifted)




pen_down: Pen state one-hot indicator (pen touching)




pen_end: Pen state one-hot indicator (stroke finished)





coords_stroke:





Shape: (N, T, 29)




Description: Extended kinematic representation combining velocity, pen states, and stroke type annotations.




Features:





First 5 dimensions are identical to coords




Following 24 dimensions represent a one-hot encoding of 24 predefined stroke types





spike:





Shape: (N, T, C)




Description: Neural activity recordings from sorted spikes, smoothed with a Gaussian filter.




Note:





C denotes the number of neural channels.




Neural signals are temporally aligned with handwriting kinematics per trial.





char_img:





Shape: (N, 1, 64, 64)




Description: 64×64 grayscale images synthesized from the handwriting trajectory (coords).



char_name:





Type: list of strings




Description: Character labels corresponding to each trial.Each entry specifies the character written in that trial.



Additional Notes





Each time step represents 50 milliseconds.
DOI: 10.5281/zenodo.15296501
title: Dataset for paper: Surrogate Deep Neural Networks Reveal Hierarchical Handwriting Encoding in Human Motor Cortex

description: Dataset and File Structure Description

The dataset is packaged into a single archive file dataset.zip, containing 27 .pkl files. Each .pkl file corresponds to one recording session, and the files are named following the format: {index}_{sessionname}.pkl (e.g. 0_2022-06-01-S2.pkl). Each session file contains neural activity, handwriting kinematics, stroke annotations, and generated character images for a series of trials. The dataset is organized trial-wise, with data structured in (trial, time, channel) format.

Each session includes the following data components:

Key Data Fields

coords:





Shape: (N, T, 5)




Description: Handwriting kinematic signals across trials.




Features:





x_vel: X-axis velocity




y_vel: Y-axis velocity




pen_up: Pen state one-hot indicator (pen lifted)




pen_down: Pen state one-hot indicator (pen touching)




pen_end: Pen state one-hot indicator (stroke finished)





coords_stroke:





Shape: (N, T, 29)




Description: Extended kinematic representation combining velocity, pen states, and stroke type annotations.




Features:





First 5 dimensions are identical to coords




Following 24 dimensions represent a one-hot encoding of 24 predefined stroke types





spike:





Shape: (N, T, C)




Description: Neural activity recordings from sorted spikes, smoothed with a Gaussian filter.




Note:





C denotes the number of neural channels.




Neural signals are temporally aligned with handwriting kinematics per trial.





char_img:





Shape: (N, 1, 64, 64)




Description: 64×64 grayscale images synthesized from the handwriting trajectory (coords).



char_name:





Type: list of strings




Description: Character labels corresponding to each trial.Each entry specifies the character written in that trial.



Additional Notes





Each time step represents 50 milliseconds.
DOI: 10.15468/dl.ndtz22
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Vriesea crassa Mez"
 ]
}

 The dataset includes 32 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002642-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.67cmvs
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Bradycellus nigriceps LeConte, 1869",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 111 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005809-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3yybr2
title: Occurrence Download

description: A dataset containing 3367 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Macfadyena unguis-cati (L.) A.H.Gentry"
 ]
}

 The dataset includes 3367 records from 195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008364-250525065834625/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/13764748
title: Global Genomic Neurofibromatosis Neoplasia
DOI: 10.15468/oqoaoz
title: Suivi des oiseaux de passage : programme ACT - Programme ACT : Répartition Grive littorne 2000 - 2004 Coordonnées GPS Lambert 93

description: Aire de reproduction de l'espèce Grive littorne fondée sur la présence de mâles chanteurs au printemps (avril – juin), à partir de points d’écoutes répartis le long d’itinéraires échantillons. Environ 5 000 points ont été visités chaque année entre 2000 et 2004
DOI: 10.15468/dl.hap936
title: Occurrence Download

description: A dataset containing 570 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Phytomyza rufipes"
 ]
}

 The dataset includes 570 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038880-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/ecm9jo
title: Inventariserend Veldonderzoek d.m.v. boringen, karterende fase Netversterking Noordoost Nederland 110kV, locatie 5, gemeente Stadskanaal
title: Antea Group Archeologie 2023/243

description: Resultaten karterende booronderzoek&lt;br&gt;
Met name in het oostelijke gedeelte zijn onder de bewerkte bouwvoor restanten van een intacte
podzol waargenomen. Over het algemeen betreft het een restantje van een B-horizont,
bestaande uit een iets verkitte Bh-horizont op een roestige Bs-horizont. Hieronder volgt het
schone gele zand (C-horizont). In een aantal boringen zijn bovenop de B-horizont nog restanten
van een E- of EB-horizont aangetroffen. Overigens is de noordwestelijke zone (boringen 1010 t/m
1024) heviger verstoord dan de oostelijke zone. Hier zijn onder een pakket omgewerkte grond
over het algemeen enkel nog zeer dunne restanten van een Bs-horizont en/of BC-horizont
aangetroffen, met hieronder het moedermateriaal. Het boorvolume van de relevante lagen is
gezeefd (3 mm zeef). Er zijn geen archeologische indicatoren aangetroffen in de lagen met een
archeologisch potentieel (i.e. podzolrestanten). In het plangebied is geen vindplaats
aangetroffen.&lt;p&gt;
Advisering&lt;br&gt;
Tijdens het kartererende booronderzoek zijn (wederom) in een aantal boringen deels intacte
podzolprofielen waargenomen. Het boorvolume heeft echter geen archeologische indicatoren
opgeleverd: er zijn geen vindplaatsen aangetroffen. Op basis van de resultaten van het
karterende booronderzoek adviseren wij om het plangebied vrij te geven voor de voorgenomen
ontwikkelingen.
DOI: 10.15468/dl.wvugd6
title: Occurrence Download

description: A dataset containing 19066 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Ovis canadensis",
 "Year 2000-2025"
 ]
}

 The dataset includes 19066 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038881-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.upwx7h
title: Occurrence Download

description: A dataset containing 109 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucera clypeata",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "HasCoordinate is true"
 ]
}

 The dataset includes 109 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038882-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/xaggpp
title: Synthèse de la Répartition des populations de chamois en 1988 (réseau Ongulés sauvages ONCFS-FNC-FDC)

description: Cartographie de synthèse de la présence du chamois en France métropolitaine par un réseau de correspondants ONCFS-FNC-FDC, formé et piloté par l'ONCFS sur le plan scientifique et technique. Les zones cartographiées correspondent aux zones de présence continue des populations de l'espèce telles que connues par les professionnels. Des données sur les tableaux de chasse et les modalités de suivi sont aussi recueillies pour ces populations. Ce jeu de données correspond à la présence de l'espèce en1987, et publié en 1988.
DOI: 10.21954/ou.rd.30611030
title: Supplementary materials for PhD thesis - "How Do Men Who Have Sex With Men Currently Understand, Evaluate And Respond To HIV Risk? A Mixed Methods Analysis Of An Internet Survey In A Post-Antiretroviral Society."

description: This dataset comprises the files contained on a CD-ROM which was attached to the thesis when it was submitted in 2016. It was uploaded to ORDO in 2025 for preservation purposes. For more information, please refer to the thesis “How Do Men Who Have Sex With Men Currently Understand, Evaluate And Respond To HIV Risk? A Mixed Methods Analysis Of An Internet Survey In A Post-Antiretroviral Society.” via ORO.Thesis abstractThis thesis sets out to examine how men who have sex with men (MSM) currently understand, evaluate and respond to HIV risk. The aims of the study were to explore key areas of HIV risk understanding, including how HIV risk was understood in a post-antiretroviral society and how masculinities affect this risk understanding. In addition, key aspects of the negotiation of sex used by those who were single and in (open) relationships were considered. An examination of a variety of mass media HIV prevention interventions was carried out to explore what viewing them tells us about risk perception and response. Of key interest to this research was how these understandings of HIV risk were evolving within the context of the shifting definitions of love, with the introduction of formalised relationship structures, and sex, caused by the impact of antiretrovirals in the MSM communities. This study unified the results from quantitative and qualitative data that emerged from an online mixed methods survey to unravel the experiences of a convenience sample of 557 UK-based MSM. This survey incorporated a mixture of both open and closed questions, vignette questions and made the use of visuals to allow nuanced responses to emerge. The findings reveal how these shifting definitions of sex and love are affecting how men understand HIV risk, the consequences for the negotiation of sex, and indicate various improvements that may need to be made to address these issues.
DOI: 10.21954/ou.rd.30611030.v1
title: Supplementary materials for PhD thesis - "How Do Men Who Have Sex With Men Currently Understand, Evaluate And Respond To HIV Risk? A Mixed Methods Analysis Of An Internet Survey In A Post-Antiretroviral Society."

description: This dataset comprises the files contained on a CD-ROM which was attached to the thesis when it was submitted in 2016. It was uploaded to ORDO in 2025 for preservation purposes. For more information, please refer to the thesis “How Do Men Who Have Sex With Men Currently Understand, Evaluate And Respond To HIV Risk? A Mixed Methods Analysis Of An Internet Survey In A Post-Antiretroviral Society.” via ORO.Thesis abstractThis thesis sets out to examine how men who have sex with men (MSM) currently understand, evaluate and respond to HIV risk. The aims of the study were to explore key areas of HIV risk understanding, including how HIV risk was understood in a post-antiretroviral society and how masculinities affect this risk understanding. In addition, key aspects of the negotiation of sex used by those who were single and in (open) relationships were considered. An examination of a variety of mass media HIV prevention interventions was carried out to explore what viewing them tells us about risk perception and response. Of key interest to this research was how these understandings of HIV risk were evolving within the context of the shifting definitions of love, with the introduction of formalised relationship structures, and sex, caused by the impact of antiretrovirals in the MSM communities. This study unified the results from quantitative and qualitative data that emerged from an online mixed methods survey to unravel the experiences of a convenience sample of 557 UK-based MSM. This survey incorporated a mixture of both open and closed questions, vignette questions and made the use of visuals to allow nuanced responses to emerge. The findings reveal how these shifting definitions of sex and love are affecting how men understand HIV risk, the consequences for the negotiation of sex, and indicate various improvements that may need to be made to address these issues.
DOI: 10.15468/dl.gxg49s
title: Occurrence Download

description: A dataset containing 125489 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "DatasetKey is one of (VectorNet data Luxembourg 2023-2024, Tick collection_OH ALLIES project_Ireland, OH_SURVector_Hungary_Mosquitoes, VectorNet observations, Investigating the Role of Stable Flies (Stomoxys calcitrans) and Biting Midges (Culicoides spp.) of the genus Culicoides as Potential Mechanical Vectors of African Swine Fever Virus in Lithuania, Poland and Romania, Vector collection_OH surveillance project_Sweden, Monitoring competent vectors of Crimea Congo Haemorragic Fever (ticks) , West Nile and Rift Valley Fever in Spain (mosquitos), OH4Surveillance vector collection in Latvia, OH4Surveillance vector collection in Latvia, One Health Surveillance (OH4S) Vector Collection in Poland - ticks collection, One Health Surveillance (OH4S) Vector Collection in Poland - mosquitoes collection, Mosquito data OH4surveillance Denmark 2024, Tick and moquito collection_OH SURVECTOR project_Slovakia, Vector collection_OH surveillance project Estonia, VectorCollection_SIVIZ_project_Portugal, National tick surveillance in Austria for the detection of tick-borne pathogens 2024 - Project OH SURVector)"
 ]
 },
 "DatasetKey is one of (VectorNet observations, National tick surveillance in Austria for the detection of tick-borne pathogens 2024 - Project OH SURVector, Investigating the Role of Stable Flies (Stomoxys calcitrans) and Biting Midges (Culicoides spp.) of the genus Culicoides as Potential Mechanical Vectors of African Swine Fever Virus in Lithuania, Poland and Romania, VectorNet data Luxembourg 2023-2024, OH_SURVector_Hungary_Mosquitoes, Tick and moquito collection_OH SURVECTOR project_Slovakia, Vector collection_OH surveillance project_Sweden, VectorCollection_SIVIZ_project_Portugal, Monitoring competent vectors of Crimea Congo Haemorragic Fever (ticks) , West Nile and Rift Valley Fever in Spain (mosquitos), Vector collection_OH surveillance project Estonia)"
 ]
}

 The dataset includes 125489 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038875-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17629675
title: 3D Caps project

description: Data project 3D Caps
DOI: 10.5281/zenodo.17629674
title: 3D Caps project

description: Data project 3D Caps
DOI: 10.15468/dbx74x
title: Wild bees of Belgium

description: Multidiciplinary assessment of BELgian wild BEE decline to adapt mitigation management policy (BELBEES)
The present dataset includes all data about Belgian wild bees since the very beginning of the regional observations. It is comprehensive until 2018. It includes not only the numerous data issued from the digitization of collection material but also literature records and a huge number of validated data from citizen science networks. see project Data for more
DOI: 10.15468/dl.ecfrus
title: Occurrence Download

description: A dataset containing 168812 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Observation, Machine Observation, Material sample, Human Observation, Occurrence evidence, Living Specimen, Fossil, Material citation)",
 "Continent is Europe",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sambucus nigra",
 "Year 1000-2025"
 ]
}

 The dataset includes 168812 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038858-251025141854904/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/13764771
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/uecyo6
title: Centralisation des observations floristiques dans le cadre du SINP - Observations floristiques - plateforme SINP régionale SILENE PACA

description: Observations floristiques issues de la plateforme SINP régionale SILENE PACA. Ces observations sont administrées par les Conservatoires botaniques nationaux (CBN) alpin et méditerranéen sur leur territoires d'agréments respectifs (départements 04 et 05 pour le CBN Alpin ; départements 06, 13, 83, 84 pour le CBN Méditerranéen). Les observations proviennent des CBN, des partenaires et producteurs de données.
DOI: 10.15468/dl.d3ewy2
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucera hispana",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038883-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/eglthy
title: PolE At Sea Observations of Birds and Marine Mammals during PS 81 (ANT-XXIX/4)

description: During the PS81 (ANT-XXIX/4) expedition of icebreaking RV Polarstern from Punta Arenas to the North Scotia Sea Ridge, South Georgia, and the South Sandwich Trench and back to the Falkland Islands from 22 March till 26 April 2013, three independent datasets were collected in order to establish the quantitative at-sea distribution of marine mammals and seabirds.
DOI: 10.20391/2828c95e-984c-4462-9f98-4e29c5836294
title: Dataset of Miscanthus root carbon exudation and plant growth

description: Dataset obtained from a controlled environment experiment (March 2023-August 2023) with plants grown in rhizotron boxes (28 litre) to quantify living root carbon exudation rates and fine root growth of three replicated Miscanthus species: M. sacchariflorus, M. sinensis and M x giganteus.
DOI: 10.5281/zenodo.17505647
title: LoadingHistory_SteelColumn_Buckling_PIML_AdaptiveWindow_2025
DOI: 10.15468/dl.speym6
title: Occurrence Download

description: A dataset containing 6956 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-6.036 43.404,-5.963 43.404,-5.963 43.495,-6.036 43.495,-6.036 43.404))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6956 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038884-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/wwgt6a
title: SEWBReC Dragonflies and Damselflies (South East Wales)

description: All dragonfly and damselfly (Odonata) records held by SEWBReC for the South East Wales region.
DOI: 10.15468/dl.jmhve4
title: Occurrence Download

description: A dataset containing 2868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argogorytes mystaceus",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2868 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038885-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17629924
title: Examining longitudinal changes in visuospatial working memory in adolescents with Developmental Language Disorder

description: CODEBOOK 

Gender: 1= Male ; 0= Female 

Group_Rev_corsi: CON= Included Control group DLD=Included in DLD group 

CLS_SS_rev2_def: standard Score of Core Language of CELF-IV 

CLS_PC_rev2_def: Percentile of Core Language of CELF-IV 

RV_CI: Standard Score of CI of Raven's Test 

SD_SES: Socioeconomic level of the participant’s family: Bajo= low Medio= medium Alto= high

 Corsi_MO2_total score: Product of the length of the last correctly remembered pair of sequences (block span) and the total number of correctly remembered sequences in Wave 1. 

Corsi_MO4_total score: Product of the length of the last correctly remembered pair of sequences (block span) and the total number of correctly remembered sequences in Wave 2. 

Corsi_MO5_total score: Product of the length of the last correctly remembered pair of sequences (block span) and the total number of correctly remembered sequences in Wave 3.
DOI: 10.5281/zenodo.17629923
title: Examining longitudinal changes in visuospatial working memory in adolescents with Developmental Language Disorder

description: CODEBOOK 

Gender: 1= Male ; 0= Female 

Group_Rev_corsi: CON= Included Control group DLD=Included in DLD group 

CLS_SS_rev2_def: standard Score of Core Language of CELF-IV 

CLS_PC_rev2_def: Percentile of Core Language of CELF-IV 

RV_CI: Standard Score of CI of Raven's Test 

SD_SES: Socioeconomic level of the participant’s family: Bajo= low Medio= medium Alto= high

 Corsi_MO2_total score: Product of the length of the last correctly remembered pair of sequences (block span) and the total number of correctly remembered sequences in Wave 1. 

Corsi_MO4_total score: Product of the length of the last correctly remembered pair of sequences (block span) and the total number of correctly remembered sequences in Wave 2. 

Corsi_MO5_total score: Product of the length of the last correctly remembered pair of sequences (block span) and the total number of correctly remembered sequences in Wave 3.