cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/w68hwtb98d
title: Code: A general model based on Riemannian manifold for stable decoding continuous hand movement trajectory from ECoG signals in non-human primate

description: This repository contains source code relevant of the manuscript:
A general model based on Riemannian manifold for stable decoding continuous hand movement trajectory from ECoG signals in non-human primate.
Reza Eyvazpour, Behraz Farrokhi, and Abbas Erfanian

Summary:
This study proposes a novel method for decoding continuous 3D hand trajectories from electrocorticographic (ECoG) signals for brain-computer interface (BCI) applications, addressing the challenge of inter-session variability. The approach combines Riemannian geometry-based feature extraction with LSTM-BiLSTM networks to enable transfer learning across sessions. Using ECoG data from five monkeys performing reaching tasks, spatial covariance matrices were computed from ten frequency band powers and mapped onto a Riemannian manifold to extract session-invariant features. These features, along with spectral data, were used to train deep learning models (LSTM-BiLSTM). The proposed method outperformed baseline models using only spectral features, showing enhanced generalization across sessions and supporting the utility of geometric-temporal modeling in BCI development.

For more details and code usage, please refer to the description file.
DOI: 10.3535/7y3-er8-gdh
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/vc2-nze-200
title: Papilio machaon Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9s2-g34-153
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/htm-t9r-cgf
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/w68hwtb98d.3
title: Code: A general model based on Riemannian manifold for stable decoding continuous hand movement trajectory from ECoG signals in non-human primate

description: This repository contains source code relevant of the manuscript:
A general model based on Riemannian manifold for stable decoding continuous hand movement trajectory from ECoG signals in non-human primate.
Reza Eyvazpour, Behraz Farrokhi, and Abbas Erfanian

Summary:
This study proposes a novel method for decoding continuous 3D hand trajectories from electrocorticographic (ECoG) signals for brain-computer interface (BCI) applications, addressing the challenge of inter-session variability. The approach combines Riemannian geometry-based feature extraction with LSTM-BiLSTM networks to enable transfer learning across sessions. Using ECoG data from five monkeys performing reaching tasks, spatial covariance matrices were computed from ten frequency band powers and mapped onto a Riemannian manifold to extract session-invariant features. These features, along with spectral data, were used to train deep learning models (LSTM-BiLSTM). The proposed method outperformed baseline models using only spectral features, showing enhanced generalization across sessions and supporting the utility of geometric-temporal modeling in BCI development.

For more details and code usage, please refer to the description file.
DOI: 10.3535/95f-ttt-vf0
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dyx-lfx-r43
title: Xestia (Xestia) castanea Esper, 1798

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/de6-w2z-wy0
title: Oncocera semirubella Scopoli, 1763

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tp8-68j-1ca
title: Ptilodon capucina (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/btb-1x6-tvx
title: Drepana falcataria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t1j-h9r-5e4
title: Drepana falcataria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/msp-bdr-692
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/r86-hmw-ckb
title: Dasypolia (Dasypolia) templi Thunberg, 1792

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/21z-yfx-y63
title: Actinotia polyodon (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kj2-rqk-l5j
title: Mythimna (Mythimna) impura Hübner, 1808

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/535-2mf-gk8
title: Diachrysia chrysitis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tkx-31q-vn3
title: Dasypolia (Dasypolia) templi Thunberg, 1792

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/53y-pqp-ytn
title: Agriades Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/whm-xde-t97
title: Orthosia (Monima) populeti Fabricius, 1781

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/08h-9b9-f7j
title: Papilio machaon Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2yr-r98-5y3
title: Eudonia mercurella Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.5546a6
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Leptuca batuenta"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042180-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sgkwu2
title: Occurrence Download

description: A dataset containing 9705 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((2.459108537404859 41.738375186238045, 2.459108537404859 41.80324794925653, 2.3619782602537214 41.80324794925653, 2.3619782602537214 41.738375186238045, 2.459108537404859 41.738375186238045))",
 "EventDate is 2014-12-30,2024-12-31"
 ]
}

 The dataset includes 9705 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042181-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yttvdk
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tulipa heterophylla"
 ]
}

 The dataset includes 24 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042182-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.amsqte
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-74.0862750000000005 40.7135425999999967, -74.0862750000000005 40.7144349499999976, -74.0862750000000005 40.7158077899999995, -74.0862750000000005 40.7167687700000016, -74.0862750000000005 40.7181416100000035, -74.0862750000000005 40.7191025999999994, -74.0862750000000005 40.7204067999999992, -74.0845559400000013 40.7204067999999992, -74.0833868999999936 40.7204067999999992, -74.0814614199999966 40.7204067999999992, -74.0800173100000023 40.7204067999999992, -74.0783668899999981 40.7204067999999992, -74.0763039999999933 40.7204067999999992, -74.0763039999999933 40.7186907500000004, -74.0763039999999933 40.7175238399999984, -74.0763039999999933 40.7162196399999985, -74.0763039999999933 40.7145035899999996, -74.0763039999999933 40.7135425999999967, -74.0773353799999938 40.7135425999999967, -74.0783668899999981 40.7135425999999967, -74.0797422400000016 40.7135425999999967, -74.0813238799999993 40.7135425999999967, -74.0822866299999987 40.7135425999999967, -74.0836619699999943 40.7135425999999967, -74.0845559400000013 40.7135425999999967, -74.0862750000000005 40.7135425999999967))",
 "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 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094133-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsj39y
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is IND",
 "TaxonKey is Symphaedra nais (Forster, 1771)"
 ]
}

 The dataset includes 113 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085207-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-234785
title: Unidentified photos of Saints May Day Festival, 1961

description: [description english/roman)] Packet 1: 11 unidentified photographs of Saints May Day Festival, 1961 May.
DOI: 10.15468/dl.tptkuu
title: Occurrence Download

description: A dataset containing 327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Fallopia ×bohemica (Chrtek & Chrtková) J.P.Bailey"
 ]
}

 The dataset includes 327 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0245906-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8bt37p
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-97.5479098999999934 35.4859342999999967, -97.5479098999999934 35.4872032299999987, -97.5479098999999934 35.4889946600000030, -97.5479098999999934 35.4904875200000021, -97.5479098999999934 35.4921296699999971, -97.5479098999999934 35.4933985999999990, -97.5468671200000017 35.4933985999999990, -97.5451542499999960 35.4933985999999990, -97.5437392799999969 35.4933985999999990, -97.5423987799999992 35.4933985999999990, -97.5405369700000051 35.4933985999999990, -97.5383771000000053 35.4933985999999990, -97.5383771000000053 35.4924282400000024, -97.5383771000000053 35.4907860900000003, -97.5383771000000053 35.4896664500000014, -97.5383771000000053 35.4887707299999988, -97.5383771000000053 35.4875764499999988, -97.5383771000000053 35.4859342999999967, -97.5403880199999946 35.4859342999999967, -97.5418030000000016 35.4859342999999967, -97.5435158599999994 35.4859342999999967, -97.5453776699999935 35.4859342999999967, -97.5464202800000066 35.4859342999999967, -97.5479098999999934 35.4859342999999967))",
 "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 44 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0098552-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.er3und
title: Occurrence Download

description: A dataset containing 3716 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 Parthenocissus quinquefolia (L.) Planch."
 ]
}

 The dataset includes 3716 records from 177 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085206-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-27897
title: Correspondence book No. 1 of Pentecostal Missionary Union [PMU], 1914-1920

description: [description english/roman)] Pentecostal Missionary Union [PMU] Correspondence book No. 2 including 61 pages of subject index; 2011 pages of PMU outgoing correspondence;
DOI: 10.15468/dl.gur2br
title: Occurrence Download

description: A dataset containing 66344 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Serratula tinctoria L., Serratula tinctoria Siebold, Serratula tinctoria Siebold ex Miq., 1866, Serratula coronata L., Serratula coronata DC., Serratula cordata Cass., Serratula coronaria Pall., Serratula coronaria Siev.)"
 ]
}

 The dataset includes 66344 records from 551 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019876-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2a6es3
title: Occurrence Download

description: A dataset containing 1184355 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.14941 44.04482,0.60059 41.98876,2.76856 43.66456,5.05371 46.67897,7.52365 49.1182,3.47168 51.65382,-4.14551 49.38178,-6.37207 48.88338,-3.14941 44.04482))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Brassicales"
 ]
}

 The dataset includes 1184355 records from 390 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0129005-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-27951
title: Correspondence book No. 1 of Pentecostal Missionary Union [PMU], 1914-1920

description: [description english/roman)] Pentecostal Missionary Union [PMU] Correspondence book No. 2 including 61 pages of subject index; 2011 pages of PMU outgoing correspondence;
DOI: 10.15468/dl.2hrgp8
title: Occurrence Download

description: A dataset containing 8825 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tamarix gallica L.",
 "HasCoordinate is true",
 "Year is greater than or equal to 1900",
 "BasisOfRecord is one of (Human Observation, Specimen, Unknown evidence)"
 ]
}

 The dataset includes 8825 records from 284 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085210-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twpynv
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is H.A. Stephens Herbarium",
 "TaxonKey is Cercis canadensis L."
 ]
}

 The dataset includes 84 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0430992-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thhquu
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Guatteria wokomungensis Scharf & Maas"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136996-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-28038
title: Correspondence book No. 2 of Pentecostal Missionary Union [PMU], 1920-1921

description: [description english/roman)] Pentecostal Missionary Union [PMU] Correspondence book No. 2 including 31 pages of subject index; 1007 pages of PMU outgoing correspondence.
DOI: 10.15468/dl.kjnk63
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mnium spinulosum Bruch & Schimp.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 110 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0245875-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbtftp
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Barbacenia williamsii L.B.Sm."
 ]
}

 The dataset includes 26 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085241-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tab2dc
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Acacia saligna (Labill.) H.L.Wendl."
 ]
}

 The dataset includes 24 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133073-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-236067
title: Memorial service program, Barbara Lavonne Byas, 1996

description: [description english/roman)] Memorial service program, Barbara Lavonne Byas, Greater Northwest Church of God in Christ, Detroit, Michigan, 1996 November 25.
DOI: 10.15468/dl.4x38gk
title: Occurrence Download

description: A dataset containing 5759 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 Veronica austriaca L."
 ]
}

 The dataset includes 5759 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085219-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j9yytq
title: Occurrence Download

description: A dataset containing 2023 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mnium marginatum (Dicks.) P.Beauv.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 2023 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0245873-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7yr5tv
title: Occurrence Download

description: A dataset containing 6768 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Composición florística y estructura de dos parcelas permanentes en bosques secos tropicales en Méndez, Tolima"
 ]
}

 The dataset includes 6768 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061054-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5w9bd
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sampera cusalaguensis (Hieron.) V.A.Funk & H.Rob."
 ]
}

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0197087-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avdguq
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pachyphytum bracteosum Link, Klotzsch & Otto"
 ]
}

 The dataset includes 17 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005589-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.