cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30343642.v1
title: Reconstructed EEG windows from BCI Competition IV Dataset 1 using EEGReXferNet

description: This dataset provides reconstructed EEG windows from BCI Competition IV Dataset 1, created using EEGReXferNet, a lightweight AI framework for EEG subspace reconstruction via cross-subject transfer learning and channel-aware embedding.The repository for the framework is available on GitHub: https://github.com/ShanSarkar75/EEGReXferNet/<b>Dataset Structure:</b><pre><pre>data/<br>└── BCICIV/<br> ├── ds1a/<br> │ └── Recon/c0/ # Reconstructed EEG windows (.npz)<br> ├── ds1b/<br> │ └── Recon/c0/<br> ├── ds1f/<br> │ └── Recon/c0/<br> └── ds1g/<br> └── Recon/c0/<br></pre></pre>Each subject-specific folder contains reconstructed EEG windows in <code>.npz</code> format.Files are organized by <b>subject</b>, <b>model type (A, B, C, D)</b>, and <b>window type</b>:Clean windowsNoisy windows (<code>&gt; ±3.5 σ</code>)<b>Note: </b>Due to GitHub file size limitations, reconstructed EEG windows are shared via FigShare. Users are encouraged to download the relevant files before performing model/data analysis or validation.<b>Citation:</b><br>If you use this data in your research, please cite:<br>@article {Sarkar2025EEGReXferNet, author = {Shantanu Sarkar and Piotr Nabrzyski and Saurabh Prasad and Jose Luis Contreras-Vidal}, title = {‘EEGReXferNet’ – A Lightweight Gen-AI Framework for EEG Subspace Reconstruction via Cross-Subject Transfer Learning and Channel-Aware Embedding}, year = {2025}, note = {Preprint},}<pre><b>Acknowledgment:</b> This work uses data from <b>BCI Competition IV Dataset 1</b> [1].<br></pre><pre><br><b>References:</b><br>[1] Blankertz, B., Dornhege, G., Krauledat, M., Müller, K.-R., & Curio, G. (2007). <i>The non-invasive Berlin Brain-Computer Interface: Fast acquisition of effective performance in untrained subjects.</i> NeuroImage, 37(2), 539–550. DOI: https://doi.org/10.1016/j.neuroimage.2007.01.051</pre><br>
DOI: 10.15468/dl.5kbyqe
title: Occurrence Download

description: A dataset containing 813713 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-2.07991 53.47097,-2.47159 53.47007,-2.46902 53.23637,-2.07948 53.23727,-2.07991 53.47097))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC-BY 4.0, CC0 1.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 813713 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013594-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rd5sjr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solenogastres)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-110 -70,-100 -70,-100 -60,-110 -60,-110 -70))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013746-251009101135966/datasets/export for details.
DOI: 10.15468/dl.wa4r4w
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cephalopoda)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((100 60,110 60,110 70,100 70,100 60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013748-251009101135966/datasets/export for details.
DOI: 10.5517/cc6hk9j
title: CCDC 193697: Experimental Crystal Structure Determination

description: Related Article: G.Kickelbick, F.Stohr, U.Schubert|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m387|doi:10.1107/S1600536802011509
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6hkbk
title: CCDC 193698: Experimental Crystal Structure Determination

description: Related Article: Yi He, Hui-Zhong Kou, Bei Chuan Zhou, Ming Xiong, Ru-Ji Wang, Yadong Li|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m389|doi:10.1107/S1600536802011352
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6hkcl
title: CCDC 193699: Experimental Crystal Structure Determination

description: Related Article: V.Sethuraman, N.Stanley, P.T.Muthiah, C.Karunakaran|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m392|doi:10.1107/S1600536802011054
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5pc9h
title: CCDC 169486: Experimental Crystal Structure Determination

description: Related Article: J.R.Deschamps, C.M.Hartshorn, A.Singh, E.L.Chang|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m396|doi:10.1107/S1600536802011613
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6hkdm
title: CCDC 193700: Experimental Crystal Structure Determination

description: Related Article: Chen-Xin Cai, Li Xu, Yun-Qi Tian, Xiao-Zeng You|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m399|doi:10.1107/S1600536802011893
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6hkfn
title: CCDC 193701: Experimental Crystal Structure Determination

description: Related Article: B.Calmuschi, I.Kalf, M.Kirch, K.Thamer, U.Englert|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m402|doi:10.1107/S160053680201187X
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6hkgp
title: CCDC 193702: Experimental Crystal Structure Determination

description: Related Article: E.L.Diz, B.Therrien, A.Neels, G.Suss-Fink|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m404|doi:10.1107/S160053680201190X
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6hkhq
title: CCDC 193703: Experimental Crystal Structure Determination

description: Related Article: W.Clegg, M.R.J.Elsegood, N.C.Norman, N.L.Pickett|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m406|doi:10.1107/S1600536802012266
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6hkjr
title: CCDC 193704: Experimental Crystal Structure Determination

description: Related Article: W.Clegg, A.J.Scott, N.C.Norman, E.G.Robins, G.R.Whittell|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m408|doi:10.1107/S1600536802012242
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6hkks
title: CCDC 193705: Experimental Crystal Structure Determination

description: Related Article: W.Clegg, A.J.Scott, N.C.Norman, E.G.Robins, G.R.Whittell|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m410|doi:10.1107/S1600536802012254
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6hklt
title: CCDC 193706: Experimental Crystal Structure Determination

description: Related Article: P.G.Jones, H.Hopf, T.Hartig|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m412|doi:10.1107/S1600536802012084
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6hkmv
title: CCDC 193707: Experimental Crystal Structure Determination

description: Related Article: P.G.Jones, H.Hopf, T.Hartig|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m414|doi:10.1107/S1600536802012096
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6hkpx
title: CCDC 193709: Experimental Crystal Structure Determination

description: Related Article: Yao Kang, Zhao-Ji Li, Ye-Yan Qin, Yu-Biao Chen, Rui-Feng Hu, Yi-Hang Wen, Jian-Kai Cheng, Yuan-Gen Yao|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m420|doi:10.1107/S1600536802012060
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6hkqy
title: CCDC 193710: Experimental Crystal Structure Determination

description: Related Article: N.F.Curtis, D.C.Weatherburn|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m423|doi:10.1107/S1600536802012205
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6hkrz
title: CCDC 193711: Experimental Crystal Structure Determination

description: Related Article: Hui-Min Liu, Jun-Peng Zhuang, Wei Zhang, Wen-Qin Zhang|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m426|doi:10.1107/S1600536802012059
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.17341335
title: Things aren't always black and white — Phylogenetic systematics of ginger-lilies with insights into species complexes

description: Hedychium is distributed across seven biodiversity hotspots within the Indo-Malayan Realm and is known for its taxonomic complexity due to high intraspecific and low interspecific variation. The first-ever molecular phylogenetic tree of Hedychium recovered four clades based on their geographical distribution. However, it failed to provide resolution to the interspecific relationships and was represented by only less than 30% of the known diversity within the genus. To explore species relationships and the composition of its clades, we reconstructed the phylogeny of Hedychium, using two nuclear (CaM, ITS) and five plastid markers (ccsA, trnK/matK, rps16, trnL, trnQ-psbK) across 80% of the known species from all major geographic regions. Our phylogenetic reconstructions using both Bayesian and maximum likelihood frameworks identified seven clades and an early-branching species in Hedychium. Further, we determined the phylogenetic placements for taxa that could not be included in the molecular phylogeny. Based on the insights gained through phylogenetic reconstruction we propose that species diversity in the genus *Hedychium *and the presence of unresolved species complexes result from spatiotemporal overlap in flowering, insufficient reproductive isolation, and recent radiation within the Indo-Burma ecoregion, particularly in northeastern India, southwestern China, and northern Thailand. We also classified a total of five major complexes within two classes of species complexes that we introduce here. Our study highlights the need for integrated taxonomy approaches, combining genomic, morphological, and ecological data, to clarify species boundaries to better understand evolutionary relationships of plants in the Indo-Malayan Realm.
DOI: 10.5281/zenodo.17341336
title: Things aren't always black and white — Phylogenetic systematics of ginger-lilies with insights into species complexes

description: Hedychium is distributed across seven biodiversity hotspots within the Indo-Malayan Realm and is known for its taxonomic complexity due to high intraspecific and low interspecific variation. The first-ever molecular phylogenetic tree of Hedychium recovered four clades based on their geographical distribution. However, it failed to provide resolution to the interspecific relationships and was represented by only less than 30% of the known diversity within the genus. To explore species relationships and the composition of its clades, we reconstructed the phylogeny of Hedychium, using two nuclear (CaM, ITS) and five plastid markers (ccsA, trnK/matK, rps16, trnL, trnQ-psbK) across 80% of the known species from all major geographic regions. Our phylogenetic reconstructions using both Bayesian and maximum likelihood frameworks identified seven clades and an early-branching species in Hedychium. Further, we determined the phylogenetic placements for taxa that could not be included in the molecular phylogeny. Based on the insights gained through phylogenetic reconstruction we propose that species diversity in the genus *Hedychium *and the presence of unresolved species complexes result from spatiotemporal overlap in flowering, insufficient reproductive isolation, and recent radiation within the Indo-Burma ecoregion, particularly in northeastern India, southwestern China, and northern Thailand. We also classified a total of five major complexes within two classes of species complexes that we introduce here. Our study highlights the need for integrated taxonomy approaches, combining genomic, morphological, and ecological data, to clarify species boundaries to better understand evolutionary relationships of plants in the Indo-Malayan Realm.
DOI: 10.5517/cc6hks0
title: CCDC 193712: Experimental Crystal Structure Determination

description: Related Article: H.Kooijman, A.L.Spek, C.Zondervan, B.L.Feringa|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m429|doi:10.1107/S1600536802012497
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6hkt1
title: CCDC 193713: Experimental Crystal Structure Determination

description: Related Article: W.Henderson, B.K.Nicholson, D.C.Chung|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m432|doi:10.1107/S1600536802012515
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6hkv2
title: CCDC 193714: Experimental Crystal Structure Determination

description: Related Article: G.W.Rabe, M.Zhang-Presse, G.P.A.Yap|2002|Acta Crystallogr.,Sect.E:Struct.Rep.Online|58|m434|doi:10.1107/S1600536802012345
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.9b28pq
title: Occurrence Download

description: A dataset containing 10242 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atriplex hortensis"
 ]
}

 The dataset includes 10242 records from 410 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013744-251009101135966/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.28839806.v1
title: Metabolome

description: <b>Mouse fecal metabolome.</b>
DOI: 10.15468/dl.z9cywv
title: Occurrence Download

description: A dataset listing the 5 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mosquito Alert Dataset"
 ]
}

 The dataset's 5 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024027-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n35dp7
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Saussurea globosa"
 ]
}

 The dataset includes 175 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024038-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gs9rnq
title: Occurrence Download

description: A dataset containing 56 records in GBIF matching the query:
SELECT "year", COUNT(*) as RecordsCount 
 FROM occurrence
 WHERE "year" &gt;= 1970 
 AND level0gid = 'COL'
 AND countrycode = 'CO'
 AND (kingdom = 'Plantae' OR kingdom = 'Animalia') 
 AND (basisOfRecord = 'OBSERVATION' OR basisOfRecord = 'LIVING_SPECIMEN' OR basisOfRecord = 'MATERIAL_SAMPLE' OR basisOfRecord = 'HUMAN_OBSERVATION' OR basisOfRecord = 'MACHINE_OBSERVATION' OR basisOfRecord = 'OCCURRENCE')
 AND occurrenceStatus = 'PRESENT' 
 AND decimalLongitude IS NOT NULL 
 AND decimalLatitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID') 
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE') 
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE') 
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH') 
 GROUP BY "year"
 ORDER BY "year"

 The dataset's 56 records were derived from 2212 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024011-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48580/dbqy.v78
title: Description of a new species of Glassella Campos & Wicksten, 1997 from a coastal lagoon, SE Gulf of California (Crustacea, Decapoda, Pinnotheridae)
DOI: 10.48580/dbr2.v79
title: Timnewia García Aldrete (Psocodea: ‘ Psocoptera’: Ptiloneuridae): new species and variation in the wing venation of T. jeaneae Silva-Neto, García Aldrete & Rafael
DOI: 10.48580/dbrf.v79
title: First record of the leafhopper tribe Adelungiini Baker (Hemiptera, Auchenorrhyncha, Cicadellidae: Megophthalminae) from Turkey, with notes on Achrus albicosta (Kusnezov, 1929)
DOI: 10.48580/dbqk.v69
title: Geosesarma sodalis, a new species of vampire crab (Crustacea, Brachyura, Sesarmidae) from a limestone cave in central Sarawak, Malaysia
DOI: 10.48580/dbqx.v78
title: Liobagrus huaiheensis, a new species of torrent catfish (Teleostei: Siluriformes Amblycipitidae) from the Huaihe River basin in Central China
DOI: 10.48580/dbq2.v79
title: New species and records of Galumna (Acari, Oribatida, Galumnidae) from Peru
DOI: 10.48580/dbqf.v74
title: The first two blind troglobitic spiders of the genus Ochyrocera from caves in Floresta Nacional de Carajas, state of Para, Brazil (Araneae, Ochyroceratidae)
DOI: 10.48580/dbpg.v93
title: Neocarus Caipora, A New Mite Species (Parasitiformes: Opilioacarida: Opilioacaridae) From Brazilian Amazon Caves
DOI: 10.48580/dbph.v82
title: A new species of Erythraeus (Erythraeus) (Acari: Prostigmata: Erythraeidae) from central Kansas
DOI: 10.48580/dbpj.v83
title: Gaeolaelaps Carabidophilus N. Sp., A New Mite Species (Acari: Mesostigmata: Laelapidae) From Carabid Beetles (Coleoptera: Carabidae) From Southern Ukraine
DOI: 10.48580/dbpn.v78
title: Redescription Of Paracaropsis Travisi (Baker, 1949) (Trombidiformes: Cheyletidae), With Range Expansion, Additional Host Records, And Reevaluation Of Cheyletid Chaetotaxy Based On The Sejugal Furrow
DOI: 10.48580/dbp8.v78
title: Paragigagnathus iraniensis n. sp. (Acari: Phytoseiidae) from Western Iran
DOI: 10.48580/dbp9.v76
title: Ixobrychiphilus, a new genus of the family Syringophilidae (Acariformes: Prostigmata)
DOI: 10.48580/dbpb.v85
title: A new species of Ameroseius (Mesostigmata: Ameroseiidae) from India
DOI: 10.48580/dbp2.v68
title: Micromelanconis kaihuiae gen. et sp. nov., a new diaporthalean fungus from Chinese chestnut branches in southern China