cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15723992
title: Layers of the monkey visual cortex are selectively modulated during electrical stimulation

description: Preprocessed LFP data.  The details are found in "Layers of the monkey visual cortex are selectively modulated during electrical stimulation", Lee et al., PLOS Biology, 2025

ERP_epochs_M1 and ERP_epochs_M2 contain epoched local field potentials (LFPs) time-locked to visual stimuli from monkey 1 and monkey 2, respectively (corresponding to Fig. 2 in the paper).

Phase_bin_M1 and Phase_bin_M2 contain data used to assess the phase dependency of positive and negative peaks of the visual-evoked potentials in monkey 1 and monkey 2, respectively. The datasets represent peak amplitudes extracted from each phase bin of the applied alternating current stimulation. (corresponding to Fig. 3  in the paper).

Biophysics_M1 and Biophysics_M2 contain voltage and electric field data across the recording contacts in monkey 1 and monkey 2, respectively (corresponding to Fig. 4 in the paper).

The uploaded code is used to analyze each dataset.
DOI: 10.5281/zenodo.15723993
title: Layers of the monkey visual cortex are selectively modulated during electrical stimulation

description: Preprocessed LFP data.  The details are found in "Layers of the monkey visual cortex are selectively modulated during electrical stimulation", Lee et al., PLOS Biology, 2025

ERP_epochs_M1 and ERP_epochs_M2 contain epoched local field potentials (LFPs) time-locked to visual stimuli from monkey 1 and monkey 2, respectively (corresponding to Fig. 2 in the paper).

Phase_bin_M1 and Phase_bin_M2 contain data used to assess the phase dependency of positive and negative peaks of the visual-evoked potentials in monkey 1 and monkey 2, respectively. The datasets represent peak amplitudes extracted from each phase bin of the applied alternating current stimulation. (corresponding to Fig. 3  in the paper).

Biophysics_M1 and Biophysics_M2 contain voltage and electric field data across the recording contacts in monkey 1 and monkey 2, respectively (corresponding to Fig. 4 in the paper).

The uploaded code is used to analyze each dataset.
DOI: 10.15468/dl.ggfh2j
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Castor canadensis Kuhl, 1820"
 ]
}

 The dataset includes 120 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065850-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mp4baz
title: Occurrence Download

description: A dataset containing 1037 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, Italy, France, Portugal, Greece, Tunisia, Algeria, Türkiye, Morocco, Egypt)",
 "Geometry POLYGON((-11.33371 29.9097,36.5146 27.16602,29.60866 52.54203,21.88542 54.97332,-11.18824 54.97332,-11.33371 29.9097))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Phoenix L.",
 "Year 2019-2024"
 ]
}

 The dataset includes 1037 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065852-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tukad2
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Buxus yunquensis Eg.Köhler"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240074-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26dhhj
title: Occurrence Download

description: A dataset containing 259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1950-2019",
 "TaxonKey is Thorichthys pasionis (Rivas, 1962)"
 ]
}

 The dataset includes 259 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011496-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3wap27
title: Occurrence Download

description: A dataset containing 10888 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abies pinsapo Boiss."
 ]
}

 The dataset includes 10888 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043553-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kajwju
title: Occurrence Download

description: A dataset containing 1197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 13.7140839179727",
 "DecimalLongitude is less than 13.7171434711571",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1197 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015726-240229165702484/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.25295452
title: A network approach for discovering spatially associated objects

description: A network approach for discovering spatially associated objects.First, the spatial network model is constructed through the spatial characteristics of the objects. Mining Topological Relationship Reachable Paths and Calculating Weighted Associations Between Objects by AWTRA. Finally, the Top-K number of associated objects are obtained based on the association ordering.<br>
DOI: 10.6084/m9.figshare.25295452.v4
title: A network approach for discovering spatially associated objects

description: A network approach for discovering spatially associated objects.First, the spatial network model is constructed through the spatial characteristics of the objects. Mining Topological Relationship Reachable Paths and Calculating Weighted Associations Between Objects by AWTRA. Finally, the Top-K number of associated objects are obtained based on the association ordering.<br>
DOI: 10.6084/m9.figshare.25295452.v3
title: A network approach for discovering spatially associatedobjects

description: <i>Association Weighting Methods considering spatial Topological Relationship Accessibility (AWTRA）</i>First, the spatial network model is constructed through the spatial characteristics of the objects. Then, the association between nodes is measured by topological accessible paths. Finally, the Top-K number of associated objects are obtained based on the association ordering.
DOI: 10.15468/dl.65srf2
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artemisia caespitosa Ledeb."
 ]
}

 The dataset includes 71 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015809-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9wxh88
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Locality is PARNASI, Ambiente aberto, presença de serrapilheira, com incidência solar.",
 "Locality is PARNASI, Ambiente degradado com presen a de v rias esp cies ex ticas invasoras. Solos que variam entre rochosos a argilosos com vest gios de res duos humanos._x000D_",
 "Locality is PARNASI, Ambiente degradado com presença de várias espécies exóticas invasoras. Solos que variam entre rochosos a argilosos com vestígios de resíduos humanos.",
 "Locality is PARNASI, Ambiente em fase inicial, solos pedregosos, alta luminosidade, relevo acidentado.",
 "Locality is PARNASI, Ambiente em fase intermediária com alta luminosidade e solos orgânicos, presença de rochas.",
 "Locality is PARNASI, Ambiente pós incêndio, solo rochoso.",
 "Locality is PARNASI, Ambiente ripário de Mata Atlântica em fase intermediaria de sucessão ecológica. Sombreado, úmido e muita serapilheira.",
 "Locality is PARNASI, Ambiente seco, umidade baixa, alta incidência solar, predominância de gramíneas e arbusto, solo rochoso. Presença de serrapilheira.",
 "Locality is PARNASI, Ambiente seco, umidade baixa, alta insidência solar, predominância de gramíneas e arbuto, solo rochoso.",
 "Locality is PARNASI, Na borda de um fragmento."
 ]
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 55 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009241-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.egagwy
title: Occurrence Download

description: A dataset containing 10829 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pycnonotus cafer (Linnaeus, 1766)"
 ]
}

 The dataset includes 10829 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006262-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhvt33
title: Occurrence Download

description: A dataset containing 4986 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera onca (Linnaeus, 1758)"
 ]
}

 The dataset includes 4986 records from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0230990-200613084148143/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/9790293
title: Balochi Language to English Translation Dataset
DOI: 10.15468/dl.m8v4yc
title: Occurrence Download

description: A dataset containing 51254 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bird survey of Budai salt pans in Taiwan"
 ]
}

 The dataset includes 51254 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019006-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sy6vva
title: Occurrence Download

description: A dataset containing 1017 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is CC-BY 4.0",
 "OccurrenceStatus is Present",
 "TaxonKey is Asteroidea",
 "Year 1950-2024"
 ]
}

 The dataset includes 1017 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019008-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vmdwkp
title: Occurrence Download

description: A dataset containing 316856 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Capreolus capreolus (Linnaeus, 1758)"
 ]
}

 The dataset includes 316856 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019003-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3f5pa
title: Occurrence Download

description: A dataset containing 2973 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((28.24903 37.06155,30.09433 37.06155,30.09433 38.28875,28.24903 38.28875,28.24903 37.06155))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 2973 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019009-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5z995
title: Occurrence Download

description: A dataset containing 13119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "OccurrenceStatus is Present",
 "TaxonKey is Cedrela odorata L."
 ]
}

 The dataset includes 13119 records from 344 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019010-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.34gehc
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pilosella piloselloides",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 49 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008260-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xzhsu8
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pilosella piloselloides",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 70 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008261-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/k4qyyw
title: Biodiversitätsdatenbank Nationalpark Hohe Tauern

description: On behalf of Hohe Tauern National Park and in close collaboration with the national park administrations of Kärnten, Salzburg and Tirol, the Haus der Natur maintains an database documenting animal and plant species of the Hohe Tauern region. The database contains detailed information about the distribution of animals and plants in the national park’s central zone, outer zone, and surroundings. All coordinates for gbif are rounded to two decimal places (approx. 1 km).
DOI: 10.15468/dl.fwjpf5
title: Occurrence Download

description: A dataset containing 742 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Zea mays"
 ]
}

 The dataset includes 742 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008263-250920141307145/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/13145403
title: LUFlow Network Intrusion Detection Data Set
DOI: 10.15468/dl.pzcz3y
title: Occurrence Download

description: A dataset containing 13552 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Trifolium montanum",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 13552 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008264-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17174393
title: Teaching sterile neutrinos in an undergrad laboratory: a sterile-neutrino search using data from the MicroBooNE liquid-argon time projection chamber performed in an undergraduate teaching laboratory

description: Dataset associated with "A sterile-neutrino search using data from the MicroBooNE liquid-argon time projection chamber performed in an undergraduate teaching laboratory" an educational paper to teach data analisys within particle physics for 3-4 yr physics major undergrads. Data format are csv, h5 and pkl 

FERMILAB-DATA-2025-01https://inspirehep.net/literature/2971920

Suggested text for acknowledgment is the following:We acknowledge the MicroBooNE Collaboration for making their data available for this project. The samples used in this study are simplified datasets derived from MicroBooNE, intended solely for teaching and pedagogical purposes. They are not representative of full detector performance and are not intended to support physics conclusions. We thank the MicroBooNE Collaboration for providing this resource.
DOI: 10.15468/dl.4ddcc2
title: Occurrence Download

description: A dataset containing 409718 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "TaxonKey is Danaus plexippus",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 409718 records from 205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008213-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17174392
title: Teaching sterile neutrinos in an undergrad laboratory: a sterile-neutrino search using data from the MicroBooNE liquid-argon time projection chamber performed in an undergraduate teaching laboratory

description: Dataset associated with "A sterile-neutrino search using data from the MicroBooNE liquid-argon time projection chamber performed in an undergraduate teaching laboratory" an educational paper to teach data analisys within particle physics for 3-4 yr physics major undergrads. Data format are csv, h5 and pkl 

FERMILAB-DATA-2025-01https://inspirehep.net/literature/2971920

Suggested text for acknowledgment is the following:We acknowledge the MicroBooNE Collaboration for making their data available for this project. The samples used in this study are simplified datasets derived from MicroBooNE, intended solely for teaching and pedagogical purposes. They are not representative of full detector performance and are not intended to support physics conclusions. We thank the MicroBooNE Collaboration for providing this resource.
DOI: 10.15468/dl.fefrye
title: Occurrence Download

description: A dataset containing 12688720 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 12688720 records from 5423 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008137-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/ava-1b1-b3j
title: Laserpitium halleri Crantz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l68-kkd-t1e
title: Cardamine waldsteinii Dyer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/49p-rc0-5sk
title: Cardamine enneaphyllos (L.) Crantz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c6c-41q-wpr
title: Cardamine waldsteinii Dyer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xyr-b7p-w6q
title: Conringia orientalis (L.) Dumort.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2jt-psg-k7b
title: Cardamine waldsteinii Dyer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3jf-bgy-lha
title: Arabidopsis halleri (L.) O'Kane & Al-Shehbaz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2jl-p5d-2z7
title: Cardamine waldsteinii Dyer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/79c-b3x-0y1
title: Arabidopsis halleri (L.) O'Kane & Al-Shehbaz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x52-4wt-tbf
title: Arabidopsis halleri (L.) O'Kane & Al-Shehbaz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0hp-jbt-q94
title: Cardamine enneaphyllos (L.) Crantz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hr6-3jz-g5m
title: Descurainia sophia (L.) Webb ex Prantl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/seq-675-wxe
title: Cardamine enneaphyllos (L.) Crantz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/79x-yjj-lrp
title: Cardamine pentaphyllos (L.) Crantz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7bj-1y9-0hn
title: Cardamine enneaphyllos (L.) Crantz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/613-xyz-hm5
title: Arabidopsis petraea (L.) V. I. Dorof.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6m4-hwh-p49
title: Arabidopsis halleri (L.) O'Kane & Al-Shehbaz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c14-jqj-6hd
title: Laserpitium latifolium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gd3-7gg-80e
title: Cardamine bulbifera (L.) Crantz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hxn-kwk-51k
title: Arabidopsis arenosa (L.) Lawalrée

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jwt-a22-j9r
title: Arabidopsis neglecta (Schult.) O'Kane & Al-Shehbaz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4eq-6mn-ry0
title: Cardamine enneaphyllos (L.) Crantz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5v8-f2v-j1b
title: Cardamine bulbifera (L.) Crantz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/828-pfj-aa3
title: Descurainia sophia (L.) Webb ex Prantl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/49q-cgn-khs
title: Cardamine pentaphyllos (L.) Crantz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ht4-36f-wc4
title: Arabidopsis halleri (L.) O'Kane & Al-Shehbaz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/z2v-lez-r71
title: Cardamine enneaphyllos (L.) Crantz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kws-7ac-mft
title: Cardamine bulbifera (L.) Crantz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v7f-0p2-nrz
title: Cardamine waldsteinii Dyer

description: Digital Specimen for the physical specimen hosted at University of Graz.