cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jx68sm
title: Occurrence Download

description: A dataset containing 984876 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Belgium, Germany, Netherlands)",
 "TaxonKey is one of (Ondatra zibethicus (Linnaeus, 1766), Myocastor coypus (Molina, 1782))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 984876 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0126433-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmqp5r
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Halgerda albocristata Gosliner & Fahey, 1998"
 ]
}

 The dataset includes 42 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088249-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kjut6c
title: Occurrence Download

description: A dataset containing 4726 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Adonis vernalis L."
 ]
}

 The dataset includes 4726 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041750-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56nnx6
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Museu_Paraense_Emilio_Goeldi-Ornithology_Collection_Nests"
 ]
}

 The dataset includes 160 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101074-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tmjxad
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Zoothera atrigena",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089474-230530130749713/datasets/export for details.
DOI: 10.15468/dl.gekveb
title: Occurrence Download

description: A dataset containing 854 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Zoonavena grandidieri",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 854 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089471-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9ker5
title: Occurrence Download

description: A dataset containing 1021551 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Danish Mycological Society, fungal records database"
 ]
}

 The dataset includes 1021551 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101087-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gjp5nm
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Echiodon dentatus (Cuvier, 1829)",
 "Year 2000-2023"
 ]
}

 The dataset includes 18 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125779-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xarn2v
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eriope arenaria Harley",
 "HasCoordinate is true"
 ]
}

 The dataset includes 46 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101096-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8722fw
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Iole finschii",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 20 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073936-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6sjp8
title: Occurrence Download

description: A dataset containing 518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Tillandsia recurvata (L.) L."
 ]
}

 The dataset includes 518 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0101097-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sct7d9
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pogostemon manipurensis V.S.Kumar"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089504-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jy7hc
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Camellia oleifera Wall."
 ]
}

 The dataset includes 68 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177429-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hyrbf
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Serjania herteri Ferrucci"
 ]
}

 The dataset includes 43 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125805-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6ydpj
title: Occurrence Download

description: A dataset containing 164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-118.1430083999999994 34.0695344000000020, -118.1430083999999994 34.0710463899999993, -118.1430083999999994 34.0735663600000009, -118.1430083999999994 34.0753807399999999, -118.1430083999999994 34.0770943200000005, -118.1430083999999994 34.0796143000000029, -118.1410958499999992 34.0796143000000029, -118.1399886699999939 34.0796143000000029, -118.1375730099999970 34.0796143000000029, -118.1361638700000043 34.0796143000000029, -118.1344527800000037 34.0796143000000029, -118.1315338499999967 34.0796143000000029, -118.1296214500000019 34.0796143000000029, -118.1268031700000023 34.0796143000000029, -118.1255953400000038 34.0796143000000029, -118.1236829399999948 34.0796143000000029, -118.1221731499999947 34.0796143000000029, -118.1206633599999947 34.0796143000000029, -118.1185496500000056 34.0796143000000029, -118.1164358000000050 34.0796143000000029, -118.1164358000000050 34.0774975200000014, -118.1164358000000050 34.0761871300000010, -118.1164358000000050 34.0745743499999989, -118.1164358000000050 34.0725583700000030, -118.1164358000000050 34.0712479800000025, -118.1164358000000050 34.0695344000000020, -118.1189522600000004 34.0695344000000020, -118.1216698900000068 34.0695344000000020, -118.1245888100000059 34.0695344000000020, -118.1268031700000023 34.0695344000000020, -118.1284136200000034 34.0695344000000020, -118.1300240599999967 34.0695344000000020, -118.1326410300000020 34.0695344000000020, -118.1354592999999937 34.0695344000000020, -118.1374723600000038 34.0695344000000020, -118.1391834500000044 34.0695344000000020, -118.1415991199999951 34.0695344000000020, -118.1430083999999994 34.0695344000000020))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 164 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077741-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ud7bg7
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corbicula largillierti (R.A.Philippi, 1844)"
 ]
}

 The dataset includes 136 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089521-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2h68j
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-118.4541547000000037 34.2753818999999993, -118.4541547000000037 34.2771229100000028, -118.4541547000000037 34.2801406499999999, -118.4541547000000037 34.2817655899999991, -118.4541547000000037 34.2840869200000000, -118.4541547000000037 34.2869886000000008, -118.4524173500000046 34.2869886000000008, -118.4496380199999948 34.2869886000000008, -118.4477851299999998 34.2869886000000008, -118.4446583699999991 34.2869886000000008, -118.4423419999999965 34.2869886000000008, -118.4423419999999965 34.2839708599999966, -118.4423419999999965 34.2815334499999977, -118.4423419999999965 34.2800245800000027, -118.4423419999999965 34.2780514399999987, -118.4423419999999965 34.2753818999999993, -118.4448899899999930 34.2753818999999993, -118.4462796499999939 34.2753818999999993, -118.4483641599999970 34.2753818999999993, -118.4506802700000065 34.2753818999999993, -118.4521857400000044 34.2753818999999993, -118.4541547000000037 34.2753818999999993))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 66 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077748-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xmqz2
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Zoothera andromedae",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 28 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089475-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rmqpq
title: Occurrence Download

description: A dataset containing 2183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Euptilotis neoxenus (Gould, 1838)"
 ]
}

 The dataset includes 2183 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077754-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adg9hs
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Philodendron heterocraspedon Croat & D.C.Bay"
 ]
}

 The dataset includes 50 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073939-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h6emf7
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-118.1466113999999976 34.1242412000000002, -118.1466113999999976 34.1250793600000009, -118.1466113999999976 34.1256889400000034, -118.1466113999999976 34.1266413999999969, -118.1466113999999976 34.1271747700000034, -118.1466113999999976 34.1279367400000027, -118.1466113999999976 34.1286225099999996, -118.1466113999999976 34.1291177900000022, -118.1466113999999976 34.1298035599999992, -118.1466113999999976 34.1303750399999970, -118.1466113999999976 34.1312513000000024, -118.1454324999999983 34.1312513000000024, -118.1447479800000053 34.1312513000000024, -118.1436451400000038 34.1312513000000024, -118.1428085000000010 34.1312513000000024, -118.1428085000000010 34.1307179200000022, -118.1428085000000010 34.1300321499999981, -118.1428085000000010 34.1295749700000002, -118.1428085000000010 34.1289273000000009, -118.1428085000000010 34.1282796300000015, -118.1428085000000010 34.1272128700000010, -118.1428085000000010 34.1267175899999984, -118.1428085000000010 34.1259556300000000, -118.1428085000000010 34.1253460499999974, -118.1428085000000010 34.1247745800000004, -118.1428085000000010 34.1242412000000002, -118.1435690800000060 34.1242412000000002, -118.1444057199999946 34.1242412000000002, -118.1453564400000005 34.1242412000000002, -118.1460409700000014 34.1242412000000002, -118.1466113999999976 34.1242412000000002))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 64 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077751-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fzmtpg
title: Occurrence Download

description: A dataset containing 2903 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phaseolus leptostachyus Benth."
 ]
}

 The dataset includes 2903 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072906-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ka5fbm
title: Occurrence Download

description: A dataset containing 29147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "StateProvince is ArIzona",
 "TaxonKey is Anura"
 ]
}

 The dataset includes 29147 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010688-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d79ch5
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Polybia ignobilis (Haliday, 1836)",
 "Year 2000-2022"
 ]
}

 The dataset includes 65 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088220-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9f89hb
title: Occurrence Download

description: A dataset containing 2699 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Iole viridescens",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 2699 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073941-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zemrtc
title: Occurrence Download

description: A dataset containing 966 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Veronica triloba (Opiz) A.Kern.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 966 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077760-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eyumdt
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vatovaea pseudolablab (Harms) J.B.Gillett"
 ]
}

 The dataset includes 107 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072918-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ndfeh
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gymnodoris okinawae Baba, 1936"
 ]
}

 The dataset includes 78 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088228-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10808054
title: Training Datasets for Epilepsy Analysis: Preprocessing and Feature Extraction from EEG Time Series

description: The files include the 20 training datasets, in csv format, from 20 epileptic patients. Each set of data is described by 1080 features extracted using the sliding window technique.
description: Epilepsy, a complex neurological disorder affecting millions worldwide, is characterized by seizures. Electroencephalography (EEG) is vital for epilepsy assessment, providing insights into brain electrical activity and enhancing seizure understanding. Access to tagged training sets that include all seizure phases is essential for data-driven epilepsy analysis, including the detection, prediction, and forecasting of preictal and ictal stages. Using the sliding window technique, we extracted multiple features from preprocessed EEG time series of 20 patients from the Freiburg Seizure Prediction Database, utilizing a software tool we developed named the Training Builder. We extracted 1080 univariate and bivariate features using a two-second window length and time slips of 1 and 2 seconds, also assigning a binary class to indicate the presence or absence of epileptic seizures. These features offer a comprehensive view of seizure dynamics, facilitating the creation of accurate seizure detection and prediction models. Our feature extraction methodology enhances the performance of data science models, promising advancements in epilepsy management and treatment. This highlights the significance of time-sensitive datasets in improving diagnostic and therapeutic approaches.
description: The datasets derive from the EEG Database provided by Epilepsy Center Freiburg as well as the Freiburg Center for Data Analysis and Modelling. Authors obtained the prior written consent from the Epilepsy Center Freiburg to publish them or to use them for publication (agreement signed by one of the authors, L.P., on date March, 16th, 2012).
DOI: 10.5281/zenodo.10808053
title: Training Datasets for Epilepsy Analysis: Preprocessing and Feature Extraction from EEG Time Series

description: The files include the 20 training datasets, in csv format, from 20 epileptic patients. Each set of data is described by 1080 features extracted using the sliding window technique.
description: Epilepsy, a complex neurological disorder affecting millions worldwide, is characterized by seizures. Electroencephalography (EEG) is vital for epilepsy assessment, providing insights into brain electrical activity and enhancing seizure understanding. Access to tagged training sets that include all seizure phases is essential for data-driven epilepsy analysis, including the detection, prediction, and forecasting of preictal and ictal stages. Using the sliding window technique, we extracted multiple features from preprocessed EEG time series of 20 patients from the Freiburg Seizure Prediction Database, utilizing a software tool we developed named the Training Builder. We extracted 1080 univariate and bivariate features using a two-second window length and time slips of 1 and 2 seconds, also assigning a binary class to indicate the presence or absence of epileptic seizures. These features offer a comprehensive view of seizure dynamics, facilitating the creation of accurate seizure detection and prediction models. Our feature extraction methodology enhances the performance of data science models, promising advancements in epilepsy management and treatment. This highlights the significance of time-sensitive datasets in improving diagnostic and therapeutic approaches.
description: The datasets derive from the EEG Database provided by Epilepsy Center Freiburg as well as the Freiburg Center for Data Analysis and Modelling. Authors obtained the prior written consent from the Epilepsy Center Freiburg to publish them or to use them for publication (agreement signed by one of the authors, L.P., on date March, 16th, 2012).