cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.f9pjmx
title: Occurrence Download

description: A dataset containing 53388626 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "License is CC-BY 4.0",
 "Month is one of (October, November, December)",
 "Year 2020-2021"
 ]
}

 The dataset includes 53388626 records from 197 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036513-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqaedg
title: Occurrence Download

description: A dataset containing 422 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes albopictus (Skuse, 1894)",
 "Country is Germany",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 422 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036546-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15335236
title: Isoswitching drives the aging process in human brains - Data and models

description: Contents

input_filesContains all transcript quantification results and associated sample metadata for the datasets analyzed in this study. Also includes the list of the top 1,000 most predictive genes identified by the model in the file _imp_genes.txt.

SPIT_analysisResults from DTU analysis comparing prenatal and postnatal LIBD brain samples.

model_source.ipynbMain analysis notebook for isoform trajectories and brain age prediction models using LIBD data. Also includes validation on the Cardoso-Moreira brain dataset and GTEx heart samples.



Software requirements:

numpy>=1.21.0pandas>=1.3.0scipy>=1.7.0matplotlib>=3.4.0seaborn>=0.11.0scikit-learn>=0.24.0

Run time: ~ 1 hr


coverage.bigwig files showing stage-specific read coverage. These can be visualized in IGV.

func_analysisProtein-level comparison of isoform pairs from 1,000 predictive genes. Contains:Pairwise alignmentsIsoform-specific coordinatesStructural domain annotations via Foldseek (CATH50)func_analysis_table.tsv with top domain hits for 134 isoform-specific sequences
DOI: 10.5281/zenodo.15335237
title: Isoswitching drives the aging process in human brains - Data and models

description: Contents

input_filesContains all transcript quantification results and associated sample metadata for the datasets analyzed in this study. Also includes the list of the top 1,000 most predictive genes identified by the model in the file _imp_genes.txt.

SPIT_analysisResults from DTU analysis comparing prenatal and postnatal LIBD brain samples.

model_source.ipynbMain analysis notebook for isoform trajectories and brain age prediction models using LIBD data. Also includes validation on the Cardoso-Moreira brain dataset and GTEx heart samples.



Software requirements:

numpy>=1.21.0pandas>=1.3.0scipy>=1.7.0matplotlib>=3.4.0seaborn>=0.11.0scikit-learn>=0.24.0

Run time: ~ 1 hr


coverage.bigwig files showing stage-specific read coverage. These can be visualized in IGV.

func_analysisProtein-level comparison of isoform pairs from 1,000 predictive genes. Contains:Pairwise alignmentsIsoform-specific coordinatesStructural domain annotations via Foldseek (CATH50)func_analysis_table.tsv with top domain hits for 134 isoform-specific sequences
DOI: 10.15468/dl.cc3et6
title: Occurrence Download

description: A dataset containing 20440 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Falco peregrinus Tunstall, 1771"
 ]
}

 The dataset includes 20440 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036549-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7kv2yu
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "Geometry POLYGON((80 40,92 40,92 50,80 50,80 40))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Falco vespertinus Linnaeus, 1766",
 "Year 2023-2025"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036551-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vyxahf
title: Occurrence Download

description: A dataset containing 422 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes albopictus (Skuse, 1894)",
 "Country is Germany",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 422 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036550-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9z3755
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Strongylopus wageri (Wager, 1961)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036554-250525065834625/datasets/export for details.
DOI: 10.15468/dl.548rdx
title: Occurrence Download

description: A dataset containing 13969 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Porphyrio porphyrio (Linnaeus, 1758)"
 ]
}

 The dataset includes 13969 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036555-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4fn9z
title: Occurrence Download

description: A dataset containing 320 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "OccurrenceStatus is Present",
 "TaxonKey is Lynx lynx (Linnaeus, 1758)"
 ]
}

 The dataset includes 320 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036557-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mujyye
title: Occurrence Download

description: A dataset containing 624 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Fulica cristata Gmelin, 1789"
 ]
}

 The dataset includes 624 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036556-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tvz8b8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Bromus pectinatus Thunb.",
 "Geometry POLYGON((29.76451 -26.09643, 32.1599 -26.09643, 32.1599 -22.51877, 29.76451 -22.51877, 29.76451 -26.09643))"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036559-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqgybe
title: Occurrence Download

description: A dataset containing 53823051 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "License is CC-BY 4.0",
 "Month is one of (September, August, July)",
 "Year 2020-2021"
 ]
}

 The dataset includes 53823051 records from 243 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036516-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahkh8k
title: Occurrence Download

description: A dataset containing 683 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Parasa consocia Walker, 1865, Parasa consocia Walker, 1865, Parasa consocia, Parasa consocia, Parasa consocia Walker, 1865, Alphabaculovirus Parasa consocia nucleopolyhedrovirus, Parasa consocia Walker, 1865, Chlorocryptus purpuratus (Smith, 1852), Heterogenea princeps Staudinger, 1887, Heterogenea princeps Staudinger, 1887, Parasa tessellata Moore, 1877, Parasa tessellata Moore, 1877)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 683 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025871-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wu9twa
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Inga bella M.Sousa"
 ]
}

 The dataset includes 78 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084131-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ad4ucl
title: Occurrence Download

description: A dataset containing 29819 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypsiboas Wagler, 1830"
 ]
}

 The dataset includes 29819 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015318-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dcjuhr
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zodarion algarvense Bosmans, 1994"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027085-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p2rjw4
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis acerus (Lynch & Duellman, 1980)"
 ]
}

 The dataset includes 24 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015319-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkvkfn
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Crataegus monogyna Jacq.",
 "Year 1950-2023"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029043-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.l5qtnt
title: Occurrence Download

description: A dataset containing 37351 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scinax Wagler, 1830"
 ]
}

 The dataset includes 37351 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015319-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wu4w87
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Pteraeolidia ianthina)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188814-230224095556074/datasets/export for details.
DOI: 10.15468/dl.ehmp8t
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Ecuador",
 "TaxonKey is Podocnemis expansa (Schweigger, 1812)"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0124592-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hdwabk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Echinaster luzonicus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188822-230224095556074/datasets/export for details.
DOI: 10.15468/dl.thioac
title: Occurrence Download

description: A dataset containing 51465 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Simulium Latreille, 1802"
 ]
}

 The dataset includes 51465 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000094-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8r895
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Thuridilla gracilis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188826-230224095556074/datasets/export for details.
DOI: 10.15468/dl.wrfamq
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gaylussacia setosa Kin.-Gouv."
 ]
}

 The dataset includes 10 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000094-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rs0hlw
title: Occurrence Download

description: A dataset listing the 1177233 species recorded in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Aves",
 "TaxonKey is Amphibia",
 "TaxonKey is Reptilia",
 "TaxonKey is Mammalia",
 "TaxonKey is Tracheophyta",
 "TaxonKey is Actinopterygii"
 ]
}

 The dataset's 1177233 records were derived from 10961 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032125-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.buqsxc
title: Occurrence Download

description: A dataset containing 2437 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clytus lama Mulsant, 1850",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2437 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070823-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hhsgec
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba cantabriae subsp. izcoi Rivas Mart., M.E.García & Penas"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070826-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n2qjmq
title: Occurrence Download

description: A dataset containing 573 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Centre for Plant Medicine Research (CPMR) medicinal plants dataset"
 ]
}

 The dataset includes 573 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070827-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.834t4h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Prunus laurocerasus L."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070828-241126133413365/datasets/export for details.
DOI: 10.15468/dl.27f6ka
title: Occurrence Download

description: A dataset containing 15070 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Lepanthes Sw."
 ]
}

 The dataset includes 15070 records from 234 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070825-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zyubda
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clytus triangulimacula Costa, 1847",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070829-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hmg7r4
title: Occurrence Download

description: A dataset listing the 15180 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((0.68568 39.74591,0.70505 37.88997,4.83044 39.05748,4.59802 40.73642,0.68568 39.74591))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 15180 records were derived from 530 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070779-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14652354
title: Analysis of Capacitive Touchscreen Electrodes Design Patterns from an EMI/EMS Perspective

description: These supplementary datasets correspond to the work related to "Analysis of Capacitive Touchscreen Electrodes Design Patterns from an EMI/EMS Perspective".
DOI: 10.5281/zenodo.14652355
title: Analysis of Capacitive Touchscreen Electrodes Design Patterns from an EMI/EMS Perspective

description: These supplementary datasets correspond to the work related to "Analysis of Capacitive Touchscreen Electrodes Design Patterns from an EMI/EMS Perspective".
DOI: 10.15468/dl.6xusmu
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Trachystemon orientalis (L.) G.Don"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136609-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.95wsxa
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Albulichthys albuloides (Bleeker, 1855)"
 ]
}

 The dataset includes 32 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061659-220831081235567/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.25661418
title: IEEE123data

description: This is the data for the IEEE 123-bus test system.
DOI: 10.6084/m9.figshare.25661418.v1
title: IEEE123data

description: This is the data for the IEEE 123-bus test system.
DOI: 10.15468/dl.pmrcgf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Tortula muralis var. obcordata (Schimp.) Limpr.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043266-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbzbi6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eremophila occidens Chinnock",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043253-191105090559680/datasets/export for details.