cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/ybd-m9w-9jf
title: Orthiopteris Copel.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/haz-8ct-ftp
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nss-w7e-jxt
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.18739/a26h4cs4h
title: Plant, Soil, and Greenhouse Gas Response to Goose Grazing in the Yukon-Kuskokwim River Delta, Alaska, 2022-2023

description: This dataset includes plant, soil, and greenhouse gas data collected during a manipulative field experiment emulating goose herbivory in tidal wetlands of the Yukon-Kuskokwim (YK) River Delta, Alaska. Tidal wetlands of the YK Delta are important brood rearing habitat for many species of migratory geese. Some species of geese (Branta bernicla nigra and Branta Hutchinsii) feed extensively on a species of sedge (Carex subspathaceae) in wetland meadows. In this experiment, we applied three treatments in a fully factorial design to identify aspects of goose herbivory that impact greenhouse gas fluxes, plant properties, and soil properties in previously ungrazed C. subspathaceae meadows. The three applied treatments were: 1) grazing (i.e. biomass removal), 2) trampling, and 3) feces deposition. Treatment combinations were replicated across six experimental blocks. We also collected data from reference grazed and ungrazed C. subspathaceae meadows.
DOI: 10.3535/2l3-rn0-p8y
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ptm-n6s-3s4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9rl-p21-vzz
title: Trisopterus luscus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nfy-zhd-q7g
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/061-7yr-3wk
title: †Pararotalia tuberculifera (Reuss, 1862)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/08j-3ye-gqd
title: Cetacea Brisson, 1762

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yte-ch1-j4f
title: †Planoheterohelix globulosa (Ehrenberg, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.7x6e3u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erigeron bonariensis",
 "Country is Kiribati",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020829-250811113504898/datasets/export for details.
DOI: 10.3535/nk8-bfn-w56
title: Serpula Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pjz-agj-hkf
title: Globulina rotundata (Bornemann, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.aarvbc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erigeron bonariensis",
 "Country is Korea (Democratic People’s Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020830-250811113504898/datasets/export for details.
DOI: 10.3535/cs6-bz1-e29
title: †Conulus Leske, 1778

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mw6-td0-0y5
title: †Neocomites neocomiensis (d'Orbigny, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s68-fmb-pm5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ewm-hyg-z30
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sek-re7-s7e
title: Cythereis Jones, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mhx-sp1-v5g
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vhk-c0k-l2k
title: †Pinacoceras metternichi (Hauer, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0f2-2xk-hql
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lgw-vfs-eg5
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9vh-nqn-d82
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bqv-yd7-98m
title: †Quinqueloculina stolleyi Brotzen, 1936

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gyx-h4h-5n4
title: †Siderolites calcitrapoides Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kj0-6wn-s1y
title: Dama dama mesopotamica (Brooke, 1875)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dr7-y9b-gp7
title: †Chonetes Fischer de Waldheim, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dvq-b7r-7s6
title: Pteria Scopoli, 1777

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zjh-3pp-q21
title: Dicologlossa hexophthalma (Bennett, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.rzpbwe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Einadia nutans",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019854-251009101135966/datasets/export for details.
DOI: 10.57992/nmrxiv.p105.s1028
title: 27eii
DOI: 10.57992/nmrxiv.p105.s1028.d4693
title: 27eii[50]

description: 50
DOI: 10.57992/nmrxiv.p105.s1028.d4694
title: 27eii[51]

description: 51
DOI: 10.57992/nmrxiv.p105.s1030
title: 30s
DOI: 10.57992/nmrxiv.p105.s1030.d4697
title: 30s[10]

description: 10
DOI: 10.57992/nmrxiv.p105.s1030.d4698
title: 30s[11]

description: 11
DOI: 10.57992/nmrxiv.p105.s1031
title: 27ni
DOI: 10.57992/nmrxiv.p105.s1031.d4699
title: 27ni[20]

description: 20
DOI: 10.57992/nmrxiv.p105.s1031.d4700
title: 27ni[21]

description: 21
DOI: 10.57992/nmrxiv.p105.s1032
title: 27ji
DOI: 10.57992/nmrxiv.p105.s1032.d4701
title: 27ji[20]

description: 20
DOI: 10.57992/nmrxiv.p105.s1032.d4702
title: 27ji[21]

description: 21
DOI: 10.57992/nmrxiv.p105.s1033.d4703
title: 26bii[22]

description: 22
DOI: 10.57992/nmrxiv.p105.s1033
title: 26bii
DOI: 10.57992/nmrxiv.p105.s1033.d4704
title: 26bii[23]

description: 23
DOI: 10.57992/nmrxiv.p105.s1034.d4705
title: 27li[30]

description: 30
DOI: 10.57992/nmrxiv.p105.s1034
title: 27li
DOI: 10.57992/nmrxiv.p105.s1034.d4706
title: 27li[31]

description: 31
DOI: 10.57992/nmrxiv.p105.s1035.d4707
title: 26oii[22]

description: 22
DOI: 10.57992/nmrxiv.p105.s1035
title: 26oii
DOI: 10.57992/nmrxiv.p105.s1035.d4708
title: 26oii[23]

description: 23
DOI: 10.57992/nmrxiv.p105.s1036.d4709
title: 27oi[50]

description: 50
DOI: 10.57992/nmrxiv.p105.s1036
title: 27oi
DOI: 10.57992/nmrxiv.p105.s1036.d4710
title: 27oi[51]

description: 51
DOI: 10.6084/m9.figshare.25551138
title: Revisión bibliográfica sobre requisitos para la selección de software de gestión para bibliotecas y colecciones digitales patrimoniales

description: Este conjunto de datos recoge una recopilación de requisitos extraídos de la literatura científica, así como del análisis de las prestaciones de algunas de las aplicaciones más populares en diferentes sectores: DSpace-GLAM, Omeka Classic, Omeka S, Artefactual y ArchivesSpace. Se incluye también la lista de referencias utilizadas para el análisis. Todo este material forma parte del trabajo publicado como informe bajo el título: <i>A</i><i>nálisis de requisitos para la selección de software de gestión para bibliotecas y colecciones digitales patrimoniales</i>. Barcelona: Universitat de Barcelona.
DOI: 10.57992/nmrxiv.p105.s1037
title: 27liv
DOI: 10.57992/nmrxiv.p105.s1037.d4711
title: 27liv[110]

description: 110
DOI: 10.57992/nmrxiv.p105.s1037.d4712
title: 27liv[111]

description: 111
DOI: 10.57992/nmrxiv.p105.s1040
title: 26ov
DOI: 10.57992/nmrxiv.p105.s1040.d4717
title: 26ov[70]

description: 70
DOI: 10.57992/nmrxiv.p105.s1040.d4718
title: 26ov[71]

description: 71
DOI: 10.57992/nmrxiv.p105.s1038
title: 30c
DOI: 10.57992/nmrxiv.p105.s1038.d4713
title: 30c[28]

description: 28
DOI: 10.57992/nmrxiv.p105.s1038.d4714
title: 30c[29]

description: 29
DOI: 10.57992/nmrxiv.p105.s1039
title: 27piv
DOI: 10.57992/nmrxiv.p105.s1039.d4715
title: 27piv[160]

description: 160
DOI: 10.57992/nmrxiv.p105.s1039.d4716
title: 27piv[161]

description: 161
DOI: 10.57992/nmrxiv.p105.s1044
title: 30b
DOI: 10.57992/nmrxiv.p105.s1044.d4725
title: 30b[10]

description: 10
DOI: 10.57992/nmrxiv.p105.s1044.d4726
title: 30b[11]

description: 11
DOI: 10.57992/nmrxiv.p105.s1041.d4719
title: 27liii[40]

description: 40
DOI: 10.57992/nmrxiv.p105.s1041
title: 27liii
DOI: 10.57992/nmrxiv.p105.s1041.d4720
title: 27liii[41]

description: 41
DOI: 10.57992/nmrxiv.p105.s1042.d4721
title: 30o[18]

description: 18
DOI: 10.57992/nmrxiv.p105.s1042
title: 30o
DOI: 10.57992/nmrxiv.p105.s1042.d4722
title: 30o[19]

description: 19
DOI: 10.57992/nmrxiv.p105.s1043.d4723
title: 27jiii[60]

description: 60
DOI: 10.57992/nmrxiv.p105.s1043
title: 27jiii
DOI: 10.57992/nmrxiv.p105.s1043.d4724
title: 27jiii[61]

description: 61
DOI: 10.57992/nmrxiv.p105.s1045
title: 26kii

description: This dataset contains NMR spectra obtained for the sample -26kii date: 2025-03-13T16:42:19.000Z isFt: true name: 26kii/16 phc0: -239.06 phc1: 0 type: NMR Spectrum DECIM: 1664 aqMod: 3 isFid: false tdOff: 0 title: Parameter file, TopSpin 3.5 pl 7 DSPFVS: 21 nucleus: 1H reverse: false solvent: CDCl3 dimension: 1 increment: 3.75457845376695 isComplex: true probeName: Z116098_0618 (PA BBO 400S1 BBF-H-D-05 Z SP) experiment: 1d groupDelay: 76 temperature: 298.1608 spectrumSize: 131072 baseFrequency: 400.15 fieldStrength: 9.398161044985478 numberOfScans: 128 pulseSequence: zg30 spectralWidth: 30.0366276301356 numberOfPoints: 9 relaxationTime: 0.1 acquisitionTime: 0.00033280000000005693 frequencyOffset: 2471.084000035262 originFrequency: 400.152471084 pulseStrength90: 25000 experimentNumber: 16 linearPredictionBin: 0 lpNumberOfCoefficients: 0 windowMultiplicationMode: 1 date: 2025-03-13T18:15:40.000Z isFt: true name: 26kii/17 phc0: -136.54 phc1: 0 type: NMR Spectrum DECIM: 800 aqMod: 3 isFid: false tdOff: 0 title: Parameter file, TopSpin 3.5 pl 7 DSPFVS: 21 nucleus: 13C reverse: false solvent: CDCl3 dimension: 1 increment: 27.604184958727778 isComplex: true probeName: Z116098_0618 (PA BBO 400S1 BBF-H-D-05 Z SP) experiment: 1d groupDelay: 76 temperature: 298.1608 spectrumSize: 131072 baseFrequency: 100.61779753 fieldStrength: 9.396159066431597 numberOfScans: 1024 pulseSequence: zgpg30 spectralWidth: 248.43766462855 numberOfPoints: 10 relaxationTime: 1 acquisitionTime: 0.000180000000000554 frequencyOffset: 11066.604999996343 originFrequency: 100.628864135 pulseStrength90: 25000 experimentNumber: 17 linearPredictionBin: 0 lpNumberOfCoefficients: 0 windowMultiplicationMode: 1
DOI: 10.57992/nmrxiv.p105.s1045.d4727
title: 26kii[16]

description: 16
DOI: 10.57992/nmrxiv.p105.s1045.d4728
title: 26kii[17]

description: 17
DOI: 10.57992/nmrxiv.p105.s1046
title: 26oiv
DOI: 10.57992/nmrxiv.p105.s1046.d4729
title: 26oiv[110]

description: 110
DOI: 10.57992/nmrxiv.p105.s1046.d4730
title: 26oiv[111]

description: 111
DOI: 10.57992/nmrxiv.p105.s1047
title: 28b
DOI: 10.57992/nmrxiv.p105.s1047.d4731
title: 28b[100]

description: 100
DOI: 10.57992/nmrxiv.p105.s1047.d4732
title: 28b[101]

description: 101
DOI: 10.57992/nmrxiv.p105.s1048
title: 26oi
DOI: 10.57992/nmrxiv.p105.s1048.d4733
title: 26oi[18]

description: 18
DOI: 10.57992/nmrxiv.p105.s1048.d4734
title: 26oi[19]

description: 19
DOI: 10.57992/nmrxiv.p105.s1049
title: 27ciii
DOI: 10.57992/nmrxiv.p105.s1049.d4735
title: 27ciii[40]

description: 40
DOI: 10.57992/nmrxiv.p105.s1049.d4736
title: 27ciii[41]

description: 41
DOI: 10.57992/nmrxiv.p105.s1050.d4737
title: 27ov[160]

description: 160
DOI: 10.34740/kaggle/dsv/11498526
title: World Weather Repository ( Daily Updating )
DOI: 10.57992/nmrxiv.p105.s1050
title: 27ov
DOI: 10.57992/nmrxiv.p105.s1050.d4738
title: 27ov[161]

description: 161
DOI: 10.57992/nmrxiv.p105.s1051.d4739
title: 30u[70]

description: 70
DOI: 10.57992/nmrxiv.p105.s1051
title: 30u
DOI: 10.57992/nmrxiv.p105.s1051.d4740
title: 30u[71]

description: 71
DOI: 10.57992/nmrxiv.p105.s1054
title: 26hi
DOI: 10.57992/nmrxiv.p105.s1054.d4745
title: 26hi[12]

description: 12
DOI: 10.15468/dl.xnu3bc
title: Occurrence Download

description: A dataset containing 20277 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anolis limifrons, Basiliscus plumifrons, Iguana iguana, Caiman crocodilus, Anolis humilis, Anolis oxylophus, Basiliscus vittatus, Crocodylus acutus, Corytophanes cristatus, Gonatodes albogularis, Kinosternon leucostomum, Scincella cherriei, Bothriechis schlegelii, Holcosus festivus, Imantodes cenchoa, Bothriechis schlegelii, Bothrops asper, Hemidactylus frenatus, Leptodeira septentrionalis, Oxybelis brevirostris, Rhinoclemmys funerea, Sibon annulatus, Anolis biporcatus, Anolis carpenteri, Ctenosaura similis, Hemidactylus garnotii, Lepidoblepharis xanthostigma, Lepidophyma flavimaculatum, Anolis capito, Anolis cupreus, Anolis frenatus, Anolis lemurinus, Chironius grandisquamis, Dermochelys coriacea, Drymobius margaritiferus, Imantodes gemmistratus, Imantodes inornatus, Leptodeira rhombifera, Mastigodryas melanolomus, Diploglossus bilobatus, Micrurus alleni, Ninia maculata, Oxybelis koehleri, Porthidium nasutum, Rhinoclemmys annulata, Sphaerodactylus homolepis, Thecadactylus rapicauda)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 20277 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004316-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.20383/101.0171
title: 5xFAD mice in their home-cage, the three-chamber sociability test and free social interaction task.

description: Male transgenic and wild-type 5xFAD mice in their home-cage (aged 8-23 weeks), and male and female 5xFAD mice in the three-chamber sociability test and free social interaction task at 6 months of age.
DOI: 10.5167/uzh-292667
title: Andreas Heuslers Gedanken zu «Recht und Moral» – zugleich Einleitung der Edition «iurisprudentia»

description: Mit der Edition «iurisprudentia» sollen in Zukunft rechtshistorische Dokumente ediert werden, die bis jetzt nicht den Weg an die breite Fachöffentlichkeit gefunden haben. Den Auftakt macht ein bis jetzt unveröffentlichtes Manuskript von Andreas Heusler (1834-1921) über «Recht und Moral».
DOI: 10.5167/uzh-292669
title: Netzwerken um Albert Einstein – Alfred Kleiner und Eugen Huber relativ

description: Der Weg Albert Einsteins (1879-1955) zu seiner ersten Professur, 1909 an der Universität Zürich, war alles andere als geradlinig und ist eine Geschichte für sich. Neues Licht auf Einsteins (Um-)Wege zur Professur wirft nun ein kürzlich aufgefundener Briefwechsel zwischen Alfred Kleiner, «der Zürcher Professor, der mich damals nach Zürich holte», und dem Rechtswissenschaftler Eugen Huber, ein Jugendfreund Kleiners und zurzeit Einsteins in Bern Professor an der dortigen Universität. Huber sollte für Kleiner ein wichtiger Informationskanal darüber werden, wie sich Einstein in Bern «als Docent macht u als Person».
DOI: 10.5281/zenodo.18815239
title: THE EFFECTIVENESS OF ARTIFICIAL INTELLIGENCE–BASED INDIVIDUALIZATION IN HIGHER EDUCATION

description: This thesis examines the effectiveness of individualizing the educational process in higher education institutions through the use of artificial intelligence technologies. By analyzing students’ individual learning characteristics, academic performance, and learning pace, an adaptive learning approach was implemented. Artificial intelligence–based learning analytics and recommendation systems were used to design personalized learning trajectories. The results indicate that AI-driven individualized learning significantly improves students’ academic achievement and learning motivation, demonstrating its practical relevance for modern higher education.
DOI: 10.5281/zenodo.18815238
title: THE EFFECTIVENESS OF ARTIFICIAL INTELLIGENCE–BASED INDIVIDUALIZATION IN HIGHER EDUCATION

description: This thesis examines the effectiveness of individualizing the educational process in higher education institutions through the use of artificial intelligence technologies. By analyzing students’ individual learning characteristics, academic performance, and learning pace, an adaptive learning approach was implemented. Artificial intelligence–based learning analytics and recommendation systems were used to design personalized learning trajectories. The results indicate that AI-driven individualized learning significantly improves students’ academic achievement and learning motivation, demonstrating its practical relevance for modern higher education.
DOI: 10.15468/ypdvp9
title: Vertebrate Zoology Division - Herpetology, Yale Peabody Museum

description: The herpetology collection in the Peabody’s Division of Vertebrate Zoology is worldwide in scope, with over 23,000 specimens and specimen lots (including larvae) of amphibians (over 300 taxa) and reptiles (more than 1,300 taxa). Holdings include 95 type specimens of 8 taxa in both wet and osteological collections.
DOI: 10.5281/zenodo.18815227
title: Dataset of  TMFSS-CR problem
DOI: 10.5281/zenodo.18815226
title: Dataset of  TMFSS-CR problem
DOI: 10.15468/dl.zfkbrx
title: Occurrence Download

description: A dataset containing 114517 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.6.4_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 114517 records from 249 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004309-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34804/supra.20220628437
title: Electrospinning of Polymer-free Nanofibers from Cyclodextrin Inclusion Complexes

description: The electrospinning of polymer-free nanofibers from highly concentrated (160%, w/v) aqueous solutions of hydroxypropyl-β-cyclodextrin (HPβCD) and its inclusion complexes with triclosan (HPβCD/triclosan-IC) was achieved successfully. The dynamic light scattering (DLS) and rheology measurements indicated that the presence of considerable HPβCD aggregates and the high solution viscosity were the key factors in obtaining electrospun HPβCD and HPβCD/triclosan-IC nanofibers without the use of any polymeric carrier. The HPβCD and HPβCD/triclosan-IC solutions containing 20% (w/w) urea yielded no fibers but only beads and splashes because of the depression of the self-aggregation of the HPβCD. The inclusion complexation of triclosan with HPβCD was studied by isothermal titration calorimetry (ITC) and turbidity measurements. The characteristics of the HPβCD and HPβCD/triclosan-IC nanofibers were investigated by Fourier transform infrared spectroscopy (FTIR), thermogravimetric analysis (TGA), X-ray diffraction (XRD), and differential scanning calorimetry (DSC). It was found that the electrospinning of HPβCD/triclosan-IC solution having a 1:1 molar ratio was optimal for obtaining nanofibers without any uncomplexed guest molecules.
DOI: 10.21227/9avf-qp24
title: "Guangdong Smart Grid AI Dataset: Market Disclosure Dataand Industrial Load"

description: "This dataset comprises a high-resolution time-series collection of electricity spot market disclosure data and industrial-commercial load data from Guangdong Province, Chana, spanning the period 2024-2025.It integrates two core modules: Guangdong electricity market data (real-time spot market data, day-ahead spot market data, day-ahead spot market prices,and real-time spot market prices); and industrial-commercial user load data (covering 30 users). All raw data have undergone rigorous processing including data cleaning, outlier removal, format standardization, and desensitization to ensure data accuracy and ueability. The dataset is stored in Comma-Separated Values(CSV) format with English-named fields,  complying with international open data standards. It supports reproducible research in artificial intelligence model training, electricity market price forecasting, power system load prediction, renewable energy, integration analysis, and demand response strategy research, providing high-value empirical data for academic research and industrial applications in the power energy domain. The dataset features complete temporal coverage without critical time-point missing, clear data structure, complete temporal coverage without critical time-point missing, clear data structure, and detailed metadata documentation, facilitating secondary development and multi-scenario applications. "
DOI: 10.6084/m9.figshare.29853404.v6
title: Corpus of Vietnamese Orientational Metaphors "Lên" and "Xuống"

description: This dataset contains 506 metaphorical instances of the Vietnamese spatial terms <i>lên</i> ("up") and <i>xuống</i> ("down"), extracted from a private corpus hosted on VietCorpus. The dataset comprises two Excel files: one for <i>lên</i> (304 instances) and one for <i>xuống</i> (202 instances). Each entry includes the metaphorical expression, contextual sentence, connotative meaning (positive, negative, neutral), target domain, and conceptual category. This dataset supports the findings presented in the manuscript <i>Beyond GOOD IS UP, BAD IS DOWN: Cultural Valence Inversions in Vietnamese Orientational Metaphors</i>, submitted to <i>Metaphor and Symbol</i>.The data illustrates how Vietnamese orientational metaphors systematically invert universal valence patterns proposed by Conceptual Metaphor Theory, highlighting the role of cultural elaboration in shaping embodied metaphorical extensions.<br><br>Author ORCID: 0009-0003-4096-850X