cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15534768
title: Dataset: Interictal activity fluctuations follow rather than precede seizures on multiple time scales in a mouse model of focal cortical dysplasia

description: Dataset for the article "Interictal activity fluctuations follow rather than precede seizures on multiple time scales in a mouse model of focal cortical dysplasia"

Contains data on seizure characteristics and interictal epileptiform discharge counts and a Matlab script for the processing, statistics computation and creation of figures. Can create more figures than in in the article and its supplementary material.

Article abstract:The unpredictability of seizure occurrence is a major debilitating factor for people with epilepsy. A seizure forecasting system would greatly improve their quality of life. Successful seizure forecasting necessitates a comprehensive understanding of the factors influencing seizure timing at multiple temporal scales. In this study, we investigated multiscale properties of interictal epileptiform discharges (IEDs) and seizure parameters in a highly realistic mouse model of focal cortical dysplasia-related epilepsy. We analyzed the properties' evolution at four timescales, ranging from epilepsy progression and seizure clusters to circadian and peri-ictal changes. We discovered that the FCD-related epilepsy syndrome was progressive in terms of interictal activity rate and seizure characteristics. Sixty percent of seizures occurred in clusters. During the clusters, the seizure duration, seizure power, and IED rate were increasing. Circadian rhythm influenced seizure occurrence with the peak seizure probability at 4 p.m. under a standard 12/12 light dark cycle with lights-on at 6 a.m. Peri-ictal analysis revealed no significant change in IED rate preceding individual seizures; however, a consistent two-peak pattern of IED elevation was observed following seizures. Specifically, an initial peak in IED rate emerged 5–10 minutes post-seizure, returning to baseline within two hours, followed by a secondary peak 4–12 hours later, which again subsided to baseline levels in 24–48 hours. This pattern could be fitted with a sum of three exponentials. Using the three-exponential pattern, we simulated IED rate fluctuations in each animal. The smoothed simulated IED rates showed good agreement with the smoothed real recorded IED rates, suggesting that the cumulative effect of post-ictal IED patterns can account for long-term fluctuations in IED rate. Our results indicate that, in our model of FCD-related epilepsy, consistent IED rate fluctuations follow rather than precede individual seizures. Therefore, fluctuations in IED rate can be viewed as a reflection of cyclic seizure occurrence. This implies that either IED rate fluctuations or accurate seizure records may be equally valuable for seizure risk forecasting.
DOI: 10.5281/zenodo.17155954
title: Dataset: Interictal activity fluctuations follow rather than precede seizures on multiple time scales in a mouse model of focal cortical dysplasia

description: Dataset for the article "Interictal activity fluctuations follow rather than precede seizures on multiple time scales in a mouse model of focal cortical dysplasia"

Contains data on seizure characteristics and interictal epileptiform discharge counts and a Matlab script for the processing, statistics computation and creation of figures. Can create more figures than in in the article and its supplementary material.

Article abstract:The unpredictability of seizure occurrence is a major debilitating factor for people with epilepsy. A seizure forecasting system would greatly improve their quality of life. Successful seizure forecasting necessitates a comprehensive understanding of the factors influencing seizure timing at multiple temporal scales. In this study, we investigated multiscale properties of interictal epileptiform discharges (IEDs) and seizure parameters in a highly realistic mouse model of focal cortical dysplasia-related epilepsy. We analyzed the properties' evolution at four timescales, ranging from epilepsy progression and seizure clusters to circadian and peri-ictal changes. We discovered that the FCD-related epilepsy syndrome was progressive in terms of interictal activity rate and seizure characteristics. Sixty percent of seizures occurred in clusters. During the clusters, the seizure duration, seizure power, and IED rate were increasing. Circadian rhythm influenced seizure occurrence with the peak seizure probability at 4 p.m. under a standard 12/12 light dark cycle with lights-on at 6 a.m. Peri-ictal analysis revealed no significant change in IED rate preceding individual seizures; however, a consistent two-peak pattern of IED elevation was observed following seizures. Specifically, an initial peak in IED rate emerged 5–10 minutes post-seizure, returning to baseline within two hours, followed by a secondary peak 4–12 hours later, which again subsided to baseline levels in 24–48 hours. This pattern could be fitted with a sum of three exponentials. Using the three-exponential pattern, we simulated IED rate fluctuations in each animal. The smoothed simulated IED rates showed good agreement with the smoothed real recorded IED rates, suggesting that the cumulative effect of post-ictal IED patterns can account for long-term fluctuations in IED rate. Our results indicate that, in our model of FCD-related epilepsy, consistent IED rate fluctuations follow rather than precede individual seizures. Therefore, fluctuations in IED rate can be viewed as a reflection of cyclic seizure occurrence. This implies that either IED rate fluctuations or accurate seizure records may be equally valuable for seizure risk forecasting.
DOI: 10.34740/kaggle/dsv/13102949
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.khfqpa
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cotoneaster bullatus",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016548-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8c2qf
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cotoneaster bullatus",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 73 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016550-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.myttbz
title: Occurrence Download

description: A dataset containing 4601 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lemna minor L."
 ]
}

 The dataset includes 4601 records from 271 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0289715-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.28vvam
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cactus Linn. ex Kuntze, 1891"
 ]
}

 The dataset's 2 records were derived from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169379-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5nmvja
title: Occurrence Download

description: A dataset containing 1593 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lemna aequinoctialis Welw."
 ]
}

 The dataset includes 1593 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0289714-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2dssb
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Meganola shimekii Inoue, 1970",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196268-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.peufxp
title: Occurrence Download

description: A dataset containing 3813656 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carabidae"
 ]
}

 The dataset includes 3813656 records from 2039 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0289719-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ey2j6e
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anathallis adrianae (Luer & Sijm) Karremans"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002842-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.taa94r
title: Occurrence Download

description: A dataset containing 746 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "DatasetKey is one of (EOD – eBird Observation Dataset, Anillamiento SEO_Bird ringing, Ministerio de Medio Ambiente, y Medio Rural y Marino. Dirección General de Medio Natural y Política Forestal. Inventario Nacional de Biodiversidad 2007, Aves Reproductoras, EBCC Atlas of European Breeding Birds, Citacions biodiversitat Espais Naturals Protecció Especial, VerteCAT: Banco de datos de vertebrados de Cataluña, Aranzadi Ringing Scheme (bird ring-recovery data))",
 "OccurrenceStatus is Present",
 "TaxonKey is Aegolius funereus (Linnaeus, 1758)"
 ]
}

 The dataset includes 746 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002843-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c7nj7m
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anathallis anfracta (Luer) Karremans"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002844-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14602086
title: Repository for Characterizing Marine Magnetic Anomalies

description: This repository contains the codes and data associated with the manuscript “Characterizing Marine Magnetic Anomalies: A Machine Learning Approach to Advancing the Understanding of Oceanic Crust Formation”.

 

Repository Structure

• CVAETraining.ipynb

Code for training the magnetic anomaly generator, implemented using a Conditional Variational Autoencoder (CVAE). This generator creates realistic magnetic data based on specified linearity and orientation parameters.

• CVAELoad.ipynb

Code for using the trained CVAE-based generator to produce synthetic magnetic data with user-defined linearity and orientation.

• CNNTraining.ipynb

Code for training the characterization network (a Convolutional Neural Network, CNN) to determine the linearity and orientation of magnetic anomalies. The training data is generated using the trained CVAE.

Folders:

• CVAETrainingData/

Contains the training data for the CVAE, derived from the EMAG2v3 database with manually-labeled linearity and algorithmically derived orientation

• CNNTrainingData/

Contains the training data for the CNN, derived from the data generated by the CVAE.

• NetSave/

Stores the two well-trained networks:

        • CVAE (for magnetic anomaly generation)

        • CNN (for characterizing linearity and orientation)

• OriginalMagData/

Contains the original magnetic data for seven study areas, extracted from the EMAG2v3 database.
DOI: 10.5281/zenodo.13838630
title: Koopman-based Control for Stochastic Systems: Application to Enhanced Sampling
DOI: 10.5281/zenodo.13838629
title: Koopman-based Control for Stochastic Systems: Application to Enhanced Sampling
DOI: 10.5281/zenodo.14710808
title: Koopman-based Control for Stochastic Systems: Application to Enhanced Sampling
DOI: 10.5281/zenodo.14726782
title: metadata of microbilogical analyses for marinated meat
DOI: 10.5281/zenodo.14726783
title: metadata of microbilogical analyses for marinated meat
DOI: 10.15468/dl.5bg4uz
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is Amaranthus blitum L.",
 "Year 1970-2000"
 ]
}

 The dataset includes 25 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002845-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.brvzte
title: Occurrence Download

description: A dataset containing 763 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tarasa Phil.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 763 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002848-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m39har
title: Occurrence Download

description: A dataset containing 20582 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tecticornia Hook.f.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20582 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002849-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99uxkq
title: Occurrence Download

description: A dataset containing 1151 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lemur catta Linnaeus, 1758"
 ]
}

 The dataset includes 1151 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002850-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17866/rd.salford.20216855
title: Data set for study "The development of a novel health promotion intervention to improve parents’ knowledge, understanding, and attitudes towards antibiotic use, prescription advice and resistance in Greater Manchester."

description: This data set contains 12 transcribed telephone interviews. These telephone interviews were conducted between August 2020 and January 2021, for the qualitative phase of a 3-phase study. 
<br>
This study was guided by the National Research Ethics Service and British Psychological Society ethical procedures, and University of Salford ethical approval was obtained (reference: HSR1920-018, Dec 2019). 
<br>
Parents living in Greater Manchester and having children aged between 3 months and 6 years, were recruited to participate in a 3-phase study. The study used an explanatory mixed methodology, where data obtained from the first phase of the study (online surveys) was used to inform the second phase of the study (telephone interviews).
DOI: 10.17866/rd.salford.20216855.v1
title: Data Set for PhD study "The development of a novel health promotion intervention to improve parents’ knowledge, understanding, and attitudes towards antibiotic use, prescription advice and resistance in Greater Manchester."

description: This data set contains 12 transcribed telephone interviews. These telephone interviews were conducted between August 2020 and January 2021, for the qualitative phase of a 3-phase study. 
<br>
This study was guided by the National Research Ethics Service and British Psychological Society ethical procedures, and University of Salford ethical approval was obtained (reference: HSR1920-018, Dec 2019). 
<br>
Parents living in Greater Manchester and having children aged between 3 months and 6 years, were recruited to participate in a 3-phase study. The study used an explanatory mixed methodology, where data obtained from the first phase of the study (online surveys) was used to inform the second phase of the study (telephone interviews).
DOI: 10.15468/dl.69f34b
title: Occurrence Download

description: A dataset containing 6801 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN.4_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Trichoptera"
 ]
}

 The dataset includes 6801 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002851-250121130708018/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.28264181
title: Data File for "The Economics of External Information and Risky Behavior: A Case Study of Avalanche Forecasting and Backcountry Incidents"

description: Data File for "The Economics of External Information and Risky Behavior: A Case Study of Avalanche Forecasting and Backcountry Incidents" in the American Journal of Economics and Sociology. DOI: https://doi.org/10.1111/ajes.12617
DOI: 10.6084/m9.figshare.28264181.v1
title: Data File for "The Economics of External Information and Risky Behavior: A Case Study of Avalanche Forecasting and Backcountry Incidents"

description: Data File for "The Economics of External Information and Risky Behavior: A Case Study of Avalanche Forecasting and Backcountry Incidents" in the American Journal of Economics and Sociology. DOI: https://doi.org/10.1111/ajes.12617
DOI: 10.15468/dl.hsr57g
title: Occurrence Download

description: A dataset listing the 217 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Invertebrate surveys of various ponds in Scotland between 2010 and 2015",
 "Year is less than or equal to 3000"
 ]
}

 The dataset's 217 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002814-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6kment
title: Occurrence Download

description: A dataset containing 58046 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tabernaemontana Plum. ex L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 58046 records from 759 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002846-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jpctc2
title: Occurrence Download

description: A dataset containing 7412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Rhizophora mangle L."
 ]
}

 The dataset includes 7412 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002852-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jggd8t
title: Occurrence Download

description: A dataset containing 3320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "Geometry POLYGON((-104.81905 18.35619,-99.43109 19.68929,-103.82269 26.96923,-107.04089 31.74277,-114.31742 31.96495,-104.81905 18.35619))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Verbesina L."
 ]
}

 The dataset includes 3320 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002853-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k35y8c
title: Occurrence Download

description: A dataset containing 6001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is POL",
 "Geometry POLYGON((22.73726 51.70032,23.09544 51.70032,23.09544 52.02727,22.73726 52.02727,22.73726 51.70032))",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 6001 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002854-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14726640
title: Multi-aspect renewable energy forecasting

description: TUCKER-CLUS: Multi-aspect renewable energy forecasting

A new method based on the Tucker tensor decomposition, capable of extracting a new feature space for the multi-plant energy forecasting task.

For evaluation purposes, we have investigated the performance of predictive clustering trees with the new feature space, compared to the original feature space, in three renewable energy datasets. The results are favorable for the proposed method, also when compared with state-of-the-art algorithms.

The performance of the method has been tested on the 24-hour ahead multi-plant energy forecasting task. Additional details can be found on the research paper referenced below.

 

Publications:

R. Corizzo, M. Ceci, H. Fanaee-T, J. Gama: Multi-aspect renewable energy forecasting, Information Sciences (DOI: 10.1016/j.ins.2020.08.003), https://www.sciencedirect.com/science/article/pii/S0020025520307611

Citation:

@article{corizzo2021multi,  title={Multi-aspect renewable energy forecasting},  author={Corizzo, Roberto and Ceci, Michelangelo and Fanaee-T, Hadi and Gama, Joao},  journal={Information Sciences},  volume={546},  pages={701--722},  year={2021},  publisher={Elsevier}}