cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7nvsg2
title: Occurrence Download

description: A dataset containing 508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-121.46909 12.30761,-75.53091 12.30761,-75.53091 30.69239,-121.46909 30.69239,-121.46909 12.30761))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tlacuatzin canescens (J.A.Allen, 1893)"
 ]
}

 The dataset includes 508 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025335-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4js6w
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vriesea silvana Leme"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033339-230810091245214/datasets/export for details.
DOI: 10.15468/dl.sm49jz
title: Occurrence Download

description: A dataset containing 4286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Vitex doniana Sweet"
 ]
}

 The dataset includes 4286 records from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272978-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6x6yyj
title: Occurrence Download

description: A dataset containing 5552 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ixodes ricinus Linnaeus, 1758"
 ]
}

 The dataset includes 5552 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025344-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ue3839
title: Occurrence Download

description: A dataset containing 4833 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chamaecyparis thyoides (L.) Britton, Sterns & Poggenb."
 ]
}

 The dataset includes 4833 records from 197 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033354-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x2az93
title: Occurrence Download

description: A dataset containing 2019 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bacidia absistens (Nyl.) Arnold, Bacidia arnoldiana Körb., Bacidia beckhausii Körb.)",
 "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 2019 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0312343-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ocp7qn
title: Occurrence Download

description: A dataset containing 1642 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ophrys incubacea Bianca ex Tod., 1842"
 ]
}

 The dataset includes 1642 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019504-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3hke4a
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is one of (Museum of Comparative Zoology, Harvard University, Mollusca Collection - Museu Nacional/UFRJ, CMC Cincinnati Museum Center Invertebrate Paleontology, Carnegie Museum of Natural History - Mollusks, NMNH Extant Specimen Records (USNM, US), NCSM Mollusk Collection)",
 "GadmGid is BRA.18_1",
 "TaxonKey is Mollusca"
 ]
}

 The dataset includes 104 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015264-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgvde8
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is South Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Erica maderi Guthrie & Bolus"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026737-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7dldn4
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Orbea umbracula (Hend.) L.C.Leach",
 "TaxonKey is Xerophyta argentea (Wild) L.B.Sm. & Ayensu"
 ]
}

 The dataset includes 57 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026118-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chtmqz
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oscaecilia koepckeorum Wake, 1984"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0312372-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.112061
title: MONASTÈRES COPTES_di_1990_00582

description: Référence : di_1990_00582<br />Site : Ouadi Natroun<br />Secteur : Deir el-Baramous; Église de la Vierge (Deir el-Baramous)<br />Type : photographie<br />
DOI: 10.15468/dl.ewgfxt
title: Occurrence Download

description: A dataset containing 1368298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-85.11048 42.72494,-83.82274 42.72494,-83.82274 43.84298,-85.11048 43.84298,-85.11048 42.72494))",
 "HasCoordinate is true",
 "Year 1997-2020"
 ]
}

 The dataset includes 1368298 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021719-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.112060
title: MONASTÈRES COPTES_di_1990_00583

description: Référence : di_1990_00583<br />Site : Ouadi Natroun<br />Secteur : Deir el-Baramous<br />Type : photographie<br />
DOI: 10.15468/dl.9s969z
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nothrus biciliatus Koch, 1844"
 ]
}

 The dataset includes 113 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015250-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.112059
title: MONASTÈRES COPTES_di_1990_00573

description: Référence : di_1990_00573<br />Site : Ouadi Natroun<br />Secteur : Deir el-Baramous; Église de la Vierge (Deir el-Baramous)<br />Type : photographie<br />
DOI: 10.15468/dl.4k3wmq
title: Occurrence Download

description: A dataset containing 26335 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((72 25,105 25,105 40,72 40,72 25))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Psittacula eupatria (Linnaeus, 1766)"
 ]
}

 The dataset includes 26335 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0423893-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.112058
title: MONASTÈRES COPTES_di_1990_00574

description: Référence : di_1990_00574<br />Site : Ouadi Natroun<br />Secteur : Deir el-Baramous; Église de la Vierge (Deir el-Baramous)<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.112057
title: MONASTÈRES COPTES_di_1990_00575

description: Référence : di_1990_00575<br />Site : Ouadi Natroun<br />Secteur : Deir el-Baramous; Église de la Vierge (Deir el-Baramous)<br />Type : photographie<br />
DOI: 10.34816/ifao.archives.112056
title: MONASTÈRES COPTES_di_1990_00576

description: Référence : di_1990_00576<br />Site : Ouadi Natroun<br />Secteur : Deir el-Baramous; Église de la Vierge (Deir el-Baramous)<br />Type : photographie<br />
DOI: 10.15468/dl.248a4r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cacoecimorpha pronubana (Hübner, 1796-1799)",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Poland",
 "Country is Poland"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0385613-210914110416597/datasets/export for details.
DOI: 10.15468/dl.xeiepw
title: Occurrence Download

description: A dataset containing 445 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Python regius (Shaw, 1802)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 445 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049893-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18738/t8/uoes4s/5a0jqx
title: Vid2RealPhase2_P10_vlp16_000053.bin
DOI: 10.15468/dl.gvwkxc
title: Occurrence Download

description: A dataset containing 568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Croton pseudopulchellus Pax",
 "Continent is Africa"
 ]
}

 The dataset includes 568 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007976-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13913587
title: Major_research_salmonella_typhimurium\Data
DOI: 10.5281/zenodo.13913588
title: Major_research_salmonella_typhimurium\Data
DOI: 10.5281/zenodo.13919406
title: QCA-2024-SCC-ZS32999 R&D data

description: Project Code: QCA-2024-SCC-ZS32999.This project is classified as CONFIDENTIAL. All information, data, and results associated with this project are strictly restricted to authorized personnel only. Any dissemination, distribution, or copying of the project details is strictly prohibited without prior approval from the project lead and the university's Office of Research Compliance.
DOI: 10.5281/zenodo.13919407
title: QCA-2024-SCC-ZS32999 R&D data

description: Project Code: QCA-2024-SCC-ZS32999.This project is classified as CONFIDENTIAL. All information, data, and results associated with this project are strictly restricted to authorized personnel only. Any dissemination, distribution, or copying of the project details is strictly prohibited without prior approval from the project lead and the university's Office of Research Compliance.
DOI: 10.18738/t8/uoes4s/qxrklp
title: Vid2RealPhase2_P10_vlp16_000082.bin
DOI: 10.18738/t8/uoes4s/25xwv1
title: Vid2RealPhase2_P10_vlp16_000260.bin
DOI: 10.5281/zenodo.13919400
title: QCA-2024-SCC-AV72399 R&D data

description: Project Code: QCA-2024-SCC-AV72399.This project is classified as CONFIDENTIAL. All information, data, and results associated with this project are strictly restricted to authorized personnel only. Any dissemination, distribution, or copying of the project details is strictly prohibited without prior approval from the project lead and the university's Office of Research Compliance.
DOI: 10.5281/zenodo.13919401
title: QCA-2024-SCC-AV72399 R&D data

description: Project Code: QCA-2024-SCC-AV72399.This project is classified as CONFIDENTIAL. All information, data, and results associated with this project are strictly restricted to authorized personnel only. Any dissemination, distribution, or copying of the project details is strictly prohibited without prior approval from the project lead and the university's Office of Research Compliance.
DOI: 10.18738/t8/uoes4s/u9xjyt
title: Vid2RealPhase2_P10_vlp16_000177.bin
DOI: 10.18738/t8/uoes4s/9eydjb
title: Vid2RealPhase2_P10_vlp16_000028.bin
DOI: 10.18738/t8/uoes4s/fwcdud
title: Vid2RealPhase2_P10_vlp16_000267.bin
DOI: 10.18738/t8/uoes4s/tiebn5
title: Vid2RealPhase2_P10_vlp16_000170.bin
DOI: 10.17632/7yvrhkxz22.1
title: Riverine Plastic Litter Dataset

description: A dataset of floating plastic litter in river was established, including five types of images: plastic bags, plastic bottles, plastic boxes, plastic cups, and cans. Originated in the Research Lab of Automation in Construction Engineering and Management (ACEM), Department of Civil Engineering, Xi'an Jiaotong-Liverpool University
DOI: 10.18738/t8/uoes4s/nszybn
title: Vid2RealPhase2_P10_vlp16_000054.bin
DOI: 10.18738/t8/uoes4s/woau9z
title: Vid2RealPhase2_P10_vlp16_000085.bin
DOI: 10.18738/t8/uoes4s/n8ntjv
title: Vid2RealPhase2_P10_vlp16_000065.bin
DOI: 10.18738/t8/uoes4s/kxotx5
title: Vid2RealPhase2_P10_vlp16_000019.bin
DOI: 10.18738/t8/uoes4s/x7fvnb
title: Vid2RealPhase2_P10_vlp16_000141.bin
DOI: 10.18738/t8/uoes4s/7po4z9
title: Vid2RealPhase2_P10_vlp16_000146.bin
DOI: 10.18738/t8/uoes4s/f8pl2l
title: Vid2RealPhase2_P10_vlp16_000256.bin
DOI: 10.18738/t8/uoes4s/vwwflt
title: Vid2RealPhase2_P10_vlp16_000190.bin
DOI: 10.18738/t8/uoes4s/eba7le
title: Vid2RealPhase2_P10_vlp16_000197.bin
DOI: 10.18738/t8/uoes4s/mrgjy3
title: Vid2RealPhase2_P10_vlp16_000251.bin
DOI: 10.18738/t8/uoes4s/6ly4yn
title: Vid2RealPhase2_P10_vlp16_000010.bin
DOI: 10.18738/t8/uoes4s/voom9j
title: Vid2RealPhase2_P10_vlp16_000062.bin
DOI: 10.18738/t8/uoes4s/43awdf
title: Vid2RealPhase2_P10_vlp16_000148.bin
DOI: 10.18738/t8/uoes4s/asy2kp
title: Vid2RealPhase2_P10_vlp16_000199.bin
DOI: 10.18738/t8/uoes4s/3hjg1l
title: Vid2RealPhase2_P10_vlp16_000223.bin
DOI: 10.18738/t8/uoes4s/twms5m
title: Vid2RealPhase2_P10_vlp16_000134.bin
DOI: 10.18738/t8/uoes4s/4ys4ho
title: Vid2RealPhase2_P10_vlp16_000017.bin
DOI: 10.18738/t8/uoes4s/huxhk8
title: Vid2RealPhase2_P10_vlp16_000224.bin
DOI: 10.18738/t8/uoes4s/qaau80
title: Vid2RealPhase2_P10_vlp16_000133.bin
DOI: 10.18738/t8/uoes4s/0fivms
title: Vid2RealPhase2_P10_vlp16_000106.bin
DOI: 10.18738/t8/uoes4s/5vpl90
title: Vid2RealPhase2_P10_vlp16_000211.bin
DOI: 10.18738/t8/uoes4s/llxckw
title: Vid2RealPhase2_P10_vlp16_000258.bin
DOI: 10.18738/t8/uoes4s/0u2ijw
title: Vid2RealPhase2_P10_vlp16_000022.bin
DOI: 10.18738/t8/uoes4s/19ltv7
title: Vid2RealPhase2_P10_vlp16_000059.bin
DOI: 10.18738/t8/uoes4s/efmspq
title: Vid2RealPhase2_P10_vlp16_000025.bin
DOI: 10.18738/t8/uoes4s/aostbg
title: Vid2RealPhase2_P10_vlp16_000088.bin
DOI: 10.18738/t8/uoes4s/xsws9c
title: Vid2RealPhase2_P10_vlp16_000216.bin
DOI: 10.18738/t8/uoes4s/emsbj2
title: Vid2RealPhase2_P10_vlp16_000101.bin
DOI: 10.18738/t8/uoes4s/ga5iuf
title: Vid2RealPhase2_P10_vlp16_000057.bin
DOI: 10.18738/t8/uoes4s/oboqsc
title: Vid2RealPhase2_P10_vlp16_000264.bin
DOI: 10.18738/t8/uoes4s/ymnjg9
title: Vid2RealPhase2_P10_vlp16_000173.bin
DOI: 10.18738/t8/uoes4s/92qkss
title: Vid2RealPhase2_P10_vlp16_000218.bin
DOI: 10.18738/t8/uoes4s/mhubty
title: Vid2RealPhase2_P10_vlp16_000050.bin
DOI: 10.18738/t8/uoes4s/oli5vg
title: Vid2RealPhase2_P10_vlp16_000086.bin
DOI: 10.18738/t8/uoes4s/vivs86
title: Vid2RealPhase2_P10_vlp16_000081.bin
DOI: 10.18738/t8/uoes4s/ixcepu
title: Vid2RealPhase2_P10_vlp16_000263.bin
DOI: 10.18738/t8/uoes4s/rhgfwy
title: Vid2RealPhase2_P10_vlp16_000108.bin
DOI: 10.18738/t8/uoes4s/echwwz
title: Vid2RealPhase2_P10_vlp16_000174.bin
DOI: 10.18738/t8/uoes4s/xw63r1
title: Vid2RealPhase2_P10_vlp16_000119.bin
DOI: 10.18738/t8/uoes4s/cibmvh
title: Vid2RealPhase2_P10_vlp16_000090.bin
DOI: 10.18738/t8/uoes4s/ka6bk6
title: Vid2RealPhase2_P10_vlp16_000041.bin
DOI: 10.18738/t8/uoes4s/h4uw4q
title: Vid2RealPhase2_P10_vlp16_000165.bin
DOI: 10.17632/h5sd243g7p.1
title: GPROF PREC DATA

description: NASA prec data with GPROF prediction and our MLP test.
DOI: 10.18738/t8/uoes4s/ogzz8s
title: Vid2RealPhase2_P10_vlp16_000272.bin
DOI: 10.18738/t8/uoes4s/p7bpos
title: Vid2RealPhase2_P10_vlp16_000162.bin
DOI: 10.18738/t8/uoes4s/8pj8uq
title: Vid2RealPhase2_P10_vlp16_000209.bin
DOI: 10.18738/t8/uoes4s/i0ivpy
title: Vid2RealPhase2_P10_vlp16_000275.bin
DOI: 10.18738/t8/uoes4s/2kvsut
title: Vid2RealPhase2_P10_vlp16_000097.bin
DOI: 10.18738/t8/uoes4s/oqaqkh
title: Vid2RealPhase2_P10_vlp16_000046.bin
DOI: 10.18738/t8/uoes4s/hw812f
title: Vid2RealPhase2_P10_vlp16_000034.bin
DOI: 10.18738/t8/uoes4s/cwewo7
title: Vid2RealPhase2_P10_vlp16_000110.bin
DOI: 10.18738/t8/uoes4s/8savwu
title: Vid2RealPhase2_P10_vlp16_000099.bin
DOI: 10.18738/t8/uoes4s/c4mg0l
title: Vid2RealPhase2_P10_vlp16_000207.bin
DOI: 10.18738/t8/uoes4s/h0lgw3
title: Vid2RealPhase2_P10_vlp16_000048.bin
DOI: 10.18738/t8/uoes4s/juextt
title: Vid2RealPhase2_P10_vlp16_000117.bin
DOI: 10.18738/t8/uoes4s/hojgzn
title: Vid2RealPhase2_P10_vlp16_000033.bin
DOI: 10.18738/t8/uoes4s/oza0ik
title: Vid2RealPhase2_P10_vlp16_000200.bin
DOI: 10.18738/t8/uoes4s/nf4ezt
title: Vid2RealPhase2_P10_vlp16_000235.bin
DOI: 10.18738/t8/uoes4s/aa7mq3
title: Vid2RealPhase2_P10_vlp16_000122.bin
DOI: 10.18738/t8/uoes4s/iosxpv
title: Vid2RealPhase2_P10_vlp16_000249.bin
DOI: 10.15468/dl.qgnnvb
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Croton pyrifolius Müll.Arg.",
 "Continent is Africa"
 ]
}

 The dataset includes 35 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007977-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18738/t8/uoes4s/apjiui
title: Vid2RealPhase2_P10_vlp16_000188.bin
DOI: 10.18738/t8/uoes4s/qd8crs
title: Vid2RealPhase2_P10_vlp16_000006.bin
DOI: 10.18738/t8/uoes4s/en27fs
title: Vid2RealPhase2_P10_vlp16_000001.bin
DOI: 10.18738/t8/uoes4s/whdwgz
title: Vid2RealPhase2_P10_vlp16_000159.bin
DOI: 10.18738/t8/uoes4s/0uetjn
title: Vid2RealPhase2_P10_vlp16_000125.bin
DOI: 10.18738/t8/uoes4s/6fxmgp
title: Vid2RealPhase2_P10_vlp16_000232.bin
DOI: 10.18738/t8/uoes4s/ptpjgo
title: Vid2RealPhase2_P10_vlp16_000186.bin
DOI: 10.18738/t8/uoes4s/6cioqw
title: Vid2RealPhase2_P10_vlp16_000240.bin
DOI: 10.18738/t8/uoes4s/rbqzz3
title: Vid2RealPhase2_P10_vlp16_000157.bin
DOI: 10.18738/t8/uoes4s/7c2abw
title: Vid2RealPhase2_P10_vlp16_000247.bin
DOI: 10.18738/t8/uoes4s/affba1
title: Vid2RealPhase2_P10_vlp16_000181.bin
DOI: 10.18738/t8/uoes4s/n2liag
title: Vid2RealPhase2_P10_vlp16_000073.bin
DOI: 10.18738/t8/uoes4s/pk2qvq
title: Vid2RealPhase2_P10_vlp16_000074.bin
DOI: 10.18738/t8/uoes4s/luqhie
title: Vid2RealPhase2_P10_vlp16_000150.bin
DOI: 10.18738/t8/uoes4s/okmdos
title: Vid2RealPhase2_P10_vlp16_000008.bin
DOI: 10.18738/t8/uoes4s/zot1d6
title: Vid2RealPhase2_P10_vlp16_000051.bin
DOI: 10.18738/t8/uoes4s/1pknbf
title: Vid2RealPhase2_P10_vlp16_000109.bin
DOI: 10.18738/t8/uoes4s/4pmmcx
title: Vid2RealPhase2_P10_vlp16_000262.bin
DOI: 10.18738/t8/uoes4s/okykzq
title: Vid2RealPhase2_P10_vlp16_000175.bin
DOI: 10.18738/t8/uoes4s/y02dbw
title: Vid2RealPhase2_P10_vlp16_000080.bin
DOI: 10.18738/t8/uoes4s/0ch20s
title: Vid2RealPhase2_P10_vlp16_000172.bin
DOI: 10.18738/t8/uoes4s/5rv7fr
title: Vid2RealPhase2_P10_vlp16_000265.bin
DOI: 10.18738/t8/uoes4s/6yxk4p
title: Vid2RealPhase2_P10_vlp16_000056.bin
DOI: 10.18738/t8/uoes4s/1zrthj
title: Vid2RealPhase2_P10_vlp16_000087.bin
DOI: 10.18738/t8/uoes4s/kgyjtz
title: Vid2RealPhase2_P10_vlp16_000219.bin
DOI: 10.18738/t8/uoes4s/zuwovm
title: Vid2RealPhase2_P10_vlp16_000024.bin
DOI: 10.18738/t8/uoes4s/5c7soo
title: Vid2RealPhase2_P10_vlp16_000089.bin
DOI: 10.18738/t8/uoes4s/apfvhf
title: Vid2RealPhase2_P10_vlp16_000058.bin
DOI: 10.18738/t8/uoes4s/q7ggvv
title: Vid2RealPhase2_P10_vlp16_000217.bin
DOI: 10.18738/t8/uoes4s/bfgdi5
title: Vid2RealPhase2_P10_vlp16_000023.bin
DOI: 10.18738/t8/uoes4s/di7zar
title: Vid2RealPhase2_P10_vlp16_000100.bin
DOI: 10.18738/t8/uoes4s/dyybq7
title: Vid2RealPhase2_P10_vlp16_000107.bin
DOI: 10.18738/t8/uoes4s/vmwuzl
title: Vid2RealPhase2_P10_vlp16_000210.bin
DOI: 10.18738/t8/uoes4s/txrre0
title: Vid2RealPhase2_P10_vlp16_000132.bin
DOI: 10.5281/zenodo.13919441
title: A fMRI dataset in response to large-scale short natural dynamic facial expression videos

description: Facial expression is among the most natural methods for human beings to convey their emotional information in daily life. Although the neural mechanism of facial expression has been extensively studied employing lab-controlled images and a small number of lab-controlled video stimuli, how the human brain processes natural facial expressions still needs to be investigated. To our knowledge, this type of data specifically on large-scale natural facial expression videos is currently missing. We describe here the natural Facial Expressions Dataset (NFED), a fMRI dataset including responses to 1,320 short (3-second) natural facial expression video clips. These video clips is annotated with three types of labels: emotion, gender, and ethnicity, along with accompanying metadata. We validate that the dataset has good quality within and across participants and, notably, can capture temporal and spatial stimuli features. NFED provides researchers with fMRI data for understanding of the visual processing of large number of natural facial expression videos.