cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13919442
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.
DOI: 10.18738/t8/uoes4s/5rye2c
title: Vid2RealPhase2_P10_vlp16_000225.bin
DOI: 10.18738/t8/uoes4s/8qiwfd
title: Vid2RealPhase2_P10_vlp16_000016.bin
DOI: 10.18738/t8/uoes4s/3s4kvb
title: Vid2RealPhase2_P10_vlp16_000011.bin
DOI: 10.18738/t8/uoes4s/izqr3x
title: Vid2RealPhase2_P10_vlp16_000149.bin
DOI: 10.18738/t8/uoes4s/vkqjot
title: Vid2RealPhase2_P10_vlp16_000259.bin
DOI: 10.18738/t8/uoes4s/hy9h90
title: Vid2RealPhase2_P10_vlp16_000198.bin
DOI: 10.18738/t8/uoes4s/n6behu
title: Vid2RealPhase2_P10_vlp16_000135.bin
DOI: 10.18738/t8/uoes4s/btvgfc
title: Vid2RealPhase2_P10_vlp16_000147.bin
DOI: 10.18738/t8/uoes4s/cqahgz
title: Vid2RealPhase2_P10_vlp16_000222.bin
DOI: 10.18738/t8/uoes4s/hd4dqa
title: Vid2RealPhase2_P10_vlp16_000250.bin
DOI: 10.18738/t8/uoes4s/ik5hgn
title: Vid2RealPhase2_P10_vlp16_000196.bin
DOI: 10.18738/t8/uoes4s/42xw0s
title: Vid2RealPhase2_P10_vlp16_000018.bin
DOI: 10.18738/t8/uoes4s/6pzirx
title: Vid2RealPhase2_P10_vlp16_000063.bin
DOI: 10.18738/t8/uoes4s/pk0pkx
title: Vid2RealPhase2_P10_vlp16_000064.bin
DOI: 10.18738/t8/uoes4s/7sjepz
title: Vid2RealPhase2_P10_vlp16_000140.bin
DOI: 10.18738/t8/uoes4s/fojkfq
title: Vid2RealPhase2_P10_vlp16_000191.bin
DOI: 10.18738/t8/uoes4s/qxcoq5
title: Vid2RealPhase2_P10_vlp16_000257.bin
DOI: 10.18738/t8/uoes4s/04ajpy
title: Vid2RealPhase2_P10_vlp16_000180.bin
DOI: 10.18738/t8/uoes4s/buze7h
title: Vid2RealPhase2_P10_vlp16_000075.bin
DOI: 10.18738/t8/uoes4s/7cfkz0
title: Vid2RealPhase2_P10_vlp16_000151.bin
DOI: 10.18738/t8/uoes4s/rfjrfr
title: Vid2RealPhase2_P10_vlp16_000246.bin
DOI: 10.18738/t8/uoes4s/7mrnbh
title: Vid2RealPhase2_P10_vlp16_000009.bin
DOI: 10.18738/t8/uoes4s/eui8e5
title: Vid2RealPhase2_P10_vlp16_000187.bin
DOI: 10.18738/t8/uoes4s/mk9vok
title: Vid2RealPhase2_P10_vlp16_000241.bin
DOI: 10.18738/t8/uoes4s/ivyg9y
title: Vid2RealPhase2_P10_vlp16_000156.bin
DOI: 10.18738/t8/uoes4s/xcinhk
title: Vid2RealPhase2_P10_vlp16_000072.bin
DOI: 10.18738/t8/uoes4s/hanwwb
title: Vid2RealPhase2_P10_vlp16_000158.bin
DOI: 10.18738/t8/uoes4s/siyqoz
title: Vid2RealPhase2_P10_vlp16_000189.bin
DOI: 10.18738/t8/uoes4s/jyoiyu
title: Vid2RealPhase2_P10_vlp16_000233.bin
DOI: 10.18738/t8/uoes4s/l4zmfd
title: Vid2RealPhase2_P10_vlp16_000000.bin
DOI: 10.18738/t8/uoes4s/x2t8eq
title: Vid2RealPhase2_P10_vlp16_000124.bin
DOI: 10.18738/t8/uoes4s/1siabu
title: Vid2RealPhase2_P10_vlp16_000123.bin
DOI: 10.18738/t8/uoes4s/nvarbz
title: Vid2RealPhase2_P10_vlp16_000234.bin
DOI: 10.18738/t8/uoes4s/rkohhk
title: Vid2RealPhase2_P10_vlp16_000248.bin
DOI: 10.18738/t8/uoes4s/lqtldm
title: Vid2RealPhase2_P10_vlp16_000116.bin
DOI: 10.18738/t8/uoes4s/tvmu7s
title: Vid2RealPhase2_P10_vlp16_000007.bin
DOI: 10.18738/t8/uoes4s/qomvpb
title: Vid2RealPhase2_P10_vlp16_000201.bin
DOI: 10.18738/t8/uoes4s/evusil
title: Vid2RealPhase2_P10_vlp16_000035.bin
DOI: 10.18738/t8/uoes4s/k3nyxu
title: Vid2RealPhase2_P10_vlp16_000032.bin
DOI: 10.18738/t8/uoes4s/cgsjia
title: Vid2RealPhase2_P10_vlp16_000206.bin
DOI: 10.18738/t8/uoes4s/etkpko
title: Vid2RealPhase2_P10_vlp16_000098.bin
DOI: 10.18738/t8/uoes4s/v58jha
title: Vid2RealPhase2_P10_vlp16_000111.bin
DOI: 10.18738/t8/uoes4s/dtr0g4
title: Vid2RealPhase2_P10_vlp16_000049.bin
DOI: 10.18738/t8/uoes4s/rvedqd
title: Vid2RealPhase2_P10_vlp16_000163.bin
DOI: 10.18738/t8/uoes4s/rqe8b5
title: Vid2RealPhase2_P10_vlp16_000208.bin
DOI: 10.18738/t8/uoes4s/xdv3fx
title: Vid2RealPhase2_P10_vlp16_000274.bin
DOI: 10.18738/t8/uoes4s/eyf6js
title: Vid2RealPhase2_P10_vlp16_000047.bin
DOI: 10.18738/t8/uoes4s/lp8qwv
title: Vid2RealPhase2_P10_vlp16_000096.bin
DOI: 10.18738/t8/uoes4s/vm8zj7
title: Vid2RealPhase2_P10_vlp16_000118.bin
DOI: 10.18738/t8/uoes4s/mnu3gs
title: Vid2RealPhase2_P10_vlp16_000040.bin
DOI: 10.18738/t8/uoes4s/rowavu
title: Vid2RealPhase2_P10_vlp16_000091.bin
DOI: 10.18738/t8/uoes4s/6giflg
title: Vid2RealPhase2_P10_vlp16_000273.bin
DOI: 10.18738/t8/uoes4s/upygzq
title: Vid2RealPhase2_P10_vlp16_000164.bin
DOI: 10.18738/t8/uoes4s/39mlj2
title: Vid2RealPhase2_robotP20video.mp4
DOI: 10.18738/t8/uoes4s/rohknt
title: Vid2RealPhase2_P10_vectornavIMU.txt
DOI: 10.18738/t8/uoes4s/tnlpy2
title: Vid2RealPhase2_robotP10video.mp4
DOI: 10.18738/t8/uoes4s/6sjo9w
title: Vid2RealPhase2_P20_vlp16_000175.bin
DOI: 10.18738/t8/uoes4s/8vdkmg
title: Vid2RealPhase2_P20_vlp16_000262.bin
DOI: 10.18738/t8/uoes4s/fwxp60
title: Vid2RealPhase2_P20_vlp16_000080.bin
DOI: 10.18738/t8/uoes4s/prxeie
title: Vid2RealPhase2_P20_vlp16_000051.bin
DOI: 10.18738/t8/uoes4s/999asv
title: Vid2RealPhase2_P20_vlp16_000087.bin
DOI: 10.18738/t8/uoes4s/oewjz7
title: Vid2RealPhase2_P20_vlp16_000109.bin
DOI: 10.18738/t8/uoes4s/m26dod
title: Vid2RealPhase2_P20_vlp16_000219.bin
DOI: 10.18738/t8/uoes4s/y38dpy
title: Vid2RealPhase2_P20_vlp16_000056.bin
DOI: 10.18738/t8/uoes4s/bsxydi
title: Vid2RealPhase2_P20_vlp16_000265.bin
DOI: 10.18738/t8/uoes4s/ha7fyh
title: Vid2RealPhase2_P20_vlp16_000172.bin
DOI: 10.18738/t8/uoes4s/clglvs
title: Vid2RealPhase2_P20_vlp16_000058.bin
DOI: 10.18738/t8/uoes4s/icyb4x
title: Vid2RealPhase2_P20_vlp16_000089.bin
DOI: 10.18738/t8/uoes4s/kyqgie
title: Vid2RealPhase2_P20_vlp16_000100.bin
DOI: 10.18738/t8/uoes4s/ueucgo
title: Vid2RealPhase2_P20_vlp16_000217.bin
DOI: 10.18738/t8/uoes4s/bey2h5
title: Vid2RealPhase2_P20_vlp16_000024.bin
DOI: 10.18738/t8/uoes4s/clqm2q
title: Vid2RealPhase2_P20_vlp16_000107.bin
DOI: 10.18738/t8/uoes4s/v0pgm4
title: Vid2RealPhase2_P20_vlp16_000023.bin
DOI: 10.18738/t8/uoes4s/ismguv
title: Vid2RealPhase2_P20_vlp16_000210.bin
DOI: 10.18738/t8/uoes4s/xvsrai
title: Vid2RealPhase2_P20_vlp16_000016.bin
DOI: 10.18738/t8/uoes4s/bfhtxe
title: Vid2RealPhase2_P20_vlp16_000301.bin
DOI: 10.18738/t8/uoes4s/ghe9yd
title: Vid2RealPhase2_P20_vlp16_000259.bin
DOI: 10.18738/t8/uoes4s/ndg5gf
title: Vid2RealPhase2_P20_vlp16_000288.bin
DOI: 10.18738/t8/uoes4s/xxi4w6
title: Vid2RealPhase2_P20_vlp16_000225.bin
DOI: 10.18738/t8/uoes4s/bhzklo
title: Vid2RealPhase2_P20_vlp16_000222.bin
DOI: 10.18738/t8/uoes4s/esqqtt
title: Vid2RealPhase2_P20_vlp16_000132.bin
DOI: 10.18738/t8/uoes4s/nbx4i9
title: Vid2RealPhase2_P20_vlp16_000135.bin
DOI: 10.18738/t8/uoes4s/6nmy9q
title: Vid2RealPhase2_P20_vlp16_000011.bin
DOI: 10.18738/t8/uoes4s/sy3eti
title: Vid2RealPhase2_P20_vlp16_000306.bin
DOI: 10.18738/t8/uoes4s/lyqljb
title: Vid2RealPhase2_P20_vlp16_000198.bin
DOI: 10.18738/t8/uoes4s/lzxyet
title: Vid2RealPhase2_P20_vlp16_000149.bin
DOI: 10.18738/t8/uoes4s/8vwzkd
title: Vid2RealPhase2_P20_vlp16_000063.bin
DOI: 10.18738/t8/uoes4s/t2bdbq
title: Vid2RealPhase2_P20_vlp16_000308.bin
DOI: 10.18738/t8/uoes4s/e5eybw
title: Vid2RealPhase2_P20_vlp16_000250.bin
DOI: 10.18738/t8/uoes4s/sgreut
title: Vid2RealPhase2_P20_vlp16_000196.bin
DOI: 10.18738/t8/uoes4s/8uqvj0
title: Vid2RealPhase2_P20_vlp16_000147.bin
DOI: 10.18738/t8/uoes4s/nallqe
title: Vid2RealPhase2_P20_vlp16_000281.bin
DOI: 10.18738/t8/uoes4s/h4ck9p
title: Vid2RealPhase2_P20_vlp16_000191.bin
DOI: 10.18738/t8/uoes4s/vicjaf
title: Vid2RealPhase2_P20_vlp16_000018.bin
DOI: 10.18738/t8/uoes4s/s08coj
title: Vid2RealPhase2_P20_vlp16_000257.bin
DOI: 10.18738/t8/uoes4s/caroy4
title: Vid2RealPhase2_P20_vlp16_000286.bin
DOI: 10.18738/t8/uoes4s/emfaue
title: Vid2RealPhase2_P20_vlp16_000064.bin
DOI: 10.18738/t8/uoes4s/v8q6r3
title: Vid2RealPhase2_P20_vlp16_000140.bin
DOI: 10.18738/t8/uoes4s/jxhmuc
title: Vid2RealPhase2_P20_vlp16_000297.bin
DOI: 10.18738/t8/uoes4s/ea9k1y
title: Vid2RealPhase2_P20_vlp16_000151.bin
DOI: 10.18738/t8/uoes4s/hcvhcc
title: Vid2RealPhase2_P20_vlp16_000180.bin
DOI: 10.18738/t8/uoes4s/jfriim
title: Vid2RealPhase2_P20_vlp16_000009.bin
DOI: 10.18738/t8/uoes4s/tlcw2v
title: Vid2RealPhase2_P20_vlp16_000246.bin
DOI: 10.18738/t8/uoes4s/duqwsg
title: Vid2RealPhase2_P20_vlp16_000072.bin
DOI: 10.18738/t8/uoes4s/q479ej
title: Vid2RealPhase2_P20_vlp16_000075.bin
DOI: 10.18738/t8/uoes4s/biwpnj
title: Vid2RealPhase2_P20_vlp16_000290.bin
DOI: 10.18738/t8/uoes4s/qwya7k
title: Vid2RealPhase2_P20_vlp16_000156.bin
DOI: 10.18738/t8/uoes4s/hpw0op
title: Vid2RealPhase2_P20_vlp16_000187.bin
DOI: 10.18738/t8/uoes4s/r9sya8
title: Vid2RealPhase2_P20_vlp16_000241.bin
DOI: 10.18738/t8/uoes4s/grqtdp
title: Vid2RealPhase2_P20_vlp16_000233.bin
DOI: 10.18738/t8/uoes4s/pkoesd
title: Vid2RealPhase2_P20_vlp16_000158.bin
DOI: 10.18738/t8/uoes4s/ywv1al
title: Vid2RealPhase2_P20_vlp16_000124.bin
DOI: 10.18738/t8/uoes4s/2q12nu
title: Vid2RealPhase2_P20_vlp16_000189.bin
DOI: 10.18738/t8/uoes4s/nneymj
title: Vid2RealPhase2_P20_vlp16_000000.bin
DOI: 10.18738/t8/uoes4s/1z6bwy
title: Vid2RealPhase2_P20_vlp16_000299.bin
DOI: 10.18738/t8/uoes4s/r6arfr
title: Vid2RealPhase2_P20_vlp16_000248.bin
DOI: 10.18738/t8/uoes4s/kxadpm
title: Vid2RealPhase2_P20_vlp16_000310.bin
DOI: 10.18738/t8/uoes4s/ntkvum
title: Vid2RealPhase2_P20_vlp16_000007.bin
DOI: 10.18738/t8/uoes4s/pmwvyo
title: Vid2RealPhase2_P20_vlp16_000123.bin
DOI: 10.18738/t8/uoes4s/9l5o7k
title: Vid2RealPhase2_P20_vlp16_000234.bin
DOI: 10.18738/t8/uoes4s/eethpj
title: Vid2RealPhase2_P20_vlp16_000032.bin
DOI: 10.18738/t8/uoes4s/r3z8r1
title: Vid2RealPhase2_P20_vlp16_000201.bin
DOI: 10.18738/t8/uoes4s/thqck6
title: Vid2RealPhase2_P20_vlp16_000206.bin
DOI: 10.18738/t8/uoes4s/xrp7co
title: Vid2RealPhase2_P20_vlp16_000116.bin
DOI: 10.18738/t8/uoes4s/r7t0mh
title: Vid2RealPhase2_P20_vlp16_000111.bin
DOI: 10.18738/t8/uoes4s/u7d5sv
title: Vid2RealPhase2_P20_vlp16_000049.bin
DOI: 10.18738/t8/uoes4s/df6q0z
title: Vid2RealPhase2_P20_vlp16_000035.bin
DOI: 10.18738/t8/uoes4s/oxbqf1
title: Vid2RealPhase2_P20_vlp16_000208.bin
DOI: 10.18738/t8/uoes4s/t6phbv
title: Vid2RealPhase2_P20_vlp16_000098.bin
DOI: 10.15468/dl.bfxakr
title: Occurrence Download

description: A dataset containing 1083 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Croton sylvaticus Hochst.",
 "Continent is Africa"
 ]
}

 The dataset includes 1083 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007978-241007104925546/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/afu7qk
title: Vid2RealPhase2_P20_vlp16_000096.bin
DOI: 10.18738/t8/uoes4s/xe3avl
title: Vid2RealPhase2_P20_vlp16_000047.bin
DOI: 10.18738/t8/uoes4s/ddvrpj
title: Vid2RealPhase2_P20_vlp16_000273.bin
DOI: 10.18738/t8/uoes4s/fjydmd
title: Vid2RealPhase2_P20_vlp16_000163.bin
DOI: 10.18738/t8/uoes4s/oguf0a
title: Vid2RealPhase2_P20_vlp16_000274.bin
DOI: 10.18738/t8/uoes4s/fumwyz
title: Vid2RealPhase2_P20_vlp16_000040.bin
DOI: 10.18738/t8/uoes4s/httm5f
title: Vid2RealPhase2_P20_vlp16_000118.bin
DOI: 10.18738/t8/uoes4s/kdm0qh
title: Vid2RealPhase2_P20_vlp16_000164.bin
DOI: 10.18738/t8/uoes4s/8dsyty
title: Vid2RealPhase2_P20_vlp16_000019.bin
DOI: 10.18738/t8/uoes4s/lm3zpt
title: Vid2RealPhase2_P20_vlp16_000091.bin
DOI: 10.18738/t8/uoes4s/as7awx
title: Vid2RealPhase2_P20_vlp16_000256.bin
DOI: 10.18738/t8/uoes4s/brcfjf
title: Vid2RealPhase2_P20_vlp16_000190.bin
DOI: 10.18738/t8/uoes4s/v8shoq
title: Vid2RealPhase2_P20_vlp16_000287.bin
DOI: 10.18738/t8/uoes4s/zja0xl
title: Vid2RealPhase2_P20_vlp16_000141.bin
DOI: 10.18738/t8/uoes4s/akpeqr
title: Vid2RealPhase2_P20_vlp16_000065.bin
DOI: 10.18738/t8/uoes4s/bcq0hk
title: Vid2RealPhase2_P20_vlp16_000062.bin
DOI: 10.18738/t8/uoes4s/cct0b1
title: Vid2RealPhase2_P20_vlp16_000309.bin
DOI: 10.18738/t8/uoes4s/p4wirw
title: Vid2RealPhase2_P20_vlp16_000197.bin
DOI: 10.18738/t8/uoes4s/wes3qp
title: Vid2RealPhase2_P20_vlp16_000251.bin
DOI: 10.18738/t8/uoes4s/ifd8kn
title: Vid2RealPhase2_P20_vlp16_000146.bin
DOI: 10.18738/t8/uoes4s/wtupew
title: Vid2RealPhase2_P20_vlp16_000280.bin
DOI: 10.18738/t8/uoes4s/48xwug
title: Vid2RealPhase2_P20_vlp16_000010.bin
DOI: 10.18738/t8/uoes4s/b7hlfy
title: Vid2RealPhase2_P20_vlp16_000223.bin
DOI: 10.18738/t8/uoes4s/gmx6wb
title: Vid2RealPhase2_P20_vlp16_000134.bin
DOI: 10.18738/t8/uoes4s/d5bziv
title: Vid2RealPhase2_P20_vlp16_000199.bin
DOI: 10.18738/t8/uoes4s/q5gg6p
title: Vid2RealPhase2_P20_vlp16_000307.bin
DOI: 10.18738/t8/uoes4s/fhnfng
title: Vid2RealPhase2_P20_vlp16_000148.bin
DOI: 10.18738/t8/uoes4s/tmsiyf
title: Vid2RealPhase2_P20_vlp16_000300.bin
DOI: 10.18738/t8/uoes4s/xnybwl
title: Vid2RealPhase2_P20_vlp16_000017.bin
DOI: 10.18738/t8/uoes4s/2auiop
title: Vid2RealPhase2_P20_vlp16_000289.bin
DOI: 10.18738/t8/uoes4s/sljrec
title: Vid2RealPhase2_P20_vlp16_000258.bin
DOI: 10.18738/t8/uoes4s/pvfyrg
title: Vid2RealPhase2_P20_vlp16_000133.bin
DOI: 10.18738/t8/uoes4s/v9kj4h
title: Vid2RealPhase2_P20_vlp16_000224.bin
DOI: 10.18738/t8/uoes4s/jhag9y
title: Vid2RealPhase2_P20_vlp16_000211.bin
DOI: 10.18738/t8/uoes4s/jramhe
title: Vid2RealPhase2_P20_vlp16_000022.bin
DOI: 10.18738/t8/uoes4s/ukoqt4
title: Vid2RealPhase2_P20_vlp16_000106.bin
DOI: 10.18738/t8/uoes4s/k6slnp
title: Vid2RealPhase2_P20_vlp16_000088.bin
DOI: 10.18738/t8/uoes4s/pxsaua
title: Vid2RealPhase2_P20_vlp16_000059.bin
DOI: 10.18738/t8/uoes4s/6oj82g
title: Vid2RealPhase2_P20_vlp16_000216.bin
DOI: 10.18738/t8/uoes4s/ctoq7i
title: Vid2RealPhase2_P20_vlp16_000101.bin
DOI: 10.18738/t8/uoes4s/6naa9i
title: Vid2RealPhase2_P20_vlp16_000025.bin
DOI: 10.18738/t8/uoes4s/4s4fyd
title: Vid2RealPhase2_P20_vlp16_000086.bin
DOI: 10.18738/t8/uoes4s/kzj0ym
title: Vid2RealPhase2_P20_vlp16_000057.bin
DOI: 10.18738/t8/uoes4s/pjvcme
title: Vid2RealPhase2_P20_vlp16_000218.bin
DOI: 10.18738/t8/uoes4s/5xwqvi
title: Vid2RealPhase2_P20_vlp16_000173.bin
DOI: 10.18738/t8/uoes4s/4igbnz
title: Vid2RealPhase2_P20_vlp16_000263.bin
DOI: 10.18738/t8/uoes4s/p1wjha
title: Vid2RealPhase2_P20_vlp16_000174.bin
DOI: 10.18738/t8/uoes4s/vvlreq
title: Vid2RealPhase2_P20_vlp16_000264.bin
DOI: 10.18738/t8/uoes4s/9he5fl
title: Vid2RealPhase2_P20_vlp16_000081.bin
DOI: 10.18738/t8/uoes4s/lgloqt
title: Vid2RealPhase2_P20_vlp16_000050.bin
DOI: 10.18738/t8/uoes4s/l2ojph
title: Vid2RealPhase2_P20_vlp16_000272.bin
DOI: 10.18738/t8/uoes4s/tvmsx3
title: Vid2RealPhase2_P20_vlp16_000108.bin
DOI: 10.18738/t8/uoes4s/f1bwtv
title: Vid2RealPhase2_P20_vlp16_000165.bin
DOI: 10.18738/t8/uoes4s/k1zdq8
title: Vid2RealPhase2_P20_vlp16_000119.bin
DOI: 10.18738/t8/uoes4s/kqikcv
title: Vid2RealPhase2_P20_vlp16_000041.bin
DOI: 10.18738/t8/uoes4s/m516ur
title: Vid2RealPhase2_P20_vlp16_000090.bin
DOI: 10.18738/t8/uoes4s/uhzvfs
title: Vid2RealPhase2_P20_vlp16_000209.bin
DOI: 10.18738/t8/uoes4s/j8miwb
title: Vid2RealPhase2_P20_vlp16_000097.bin
DOI: 10.18738/t8/uoes4s/mcdo83
title: Vid2RealPhase2_P20_vlp16_000046.bin
DOI: 10.18738/t8/uoes4s/a7efqt
title: Vid2RealPhase2_P20_vlp16_000275.bin
DOI: 10.18738/t8/uoes4s/fau1yl
title: Vid2RealPhase2_P20_vlp16_000162.bin
DOI: 10.18738/t8/uoes4s/uxsknc
title: Vid2RealPhase2_P20_vlp16_000207.bin
DOI: 10.18738/t8/uoes4s/bpz2ap
title: Vid2RealPhase2_P20_vlp16_000048.bin
DOI: 10.18738/t8/uoes4s/ph0hie
title: Vid2RealPhase2_P20_vlp16_000110.bin
DOI: 10.21227/cdvv-6r58
title: Dataset for Training and Testing Data-driven Security Assessment of the IEEE ELVTN

description: This repository contains the datasets produced using different data generation strategies to train data driven models (e.g., decision trees, gradient tree boosting, and deep neural networks), and to evaluate their performances. The data generation strategies are described, and the results are presented in the conference paper: "Training Data Generation Strategies for Data-driven Security Assessment of Low Voltage Smart Grids" J. Cuenca, E. Aldea, E. Le Guern-Dall'o, R. Féraud, G. Camilleri, and A. Blavette. IEEE ISGT EU 2024, Dubrovnik, Croatia, Oct 2024. Each operational point (rows in "input_injections_kW.csv") is the active power injection associated to each node of the IEEE European Low Voltage Test Network, and the security assessment performed using a balanced version of the network in OpenDSS (binary values in "output_classification_notsafe.csv" where 1 is label "not safe", and 0 is "safe"). Each subfolder includes one million operational points generated using a different strategy as described in the paper. These datasets are provided for replicability.
DOI: 10.18738/t8/uoes4s/pljyao
title: Vid2RealPhase2_P20_vlp16_000034.bin
DOI: 10.18738/t8/uoes4s/y50fi1
title: Vid2RealPhase2_P20_vlp16_000099.bin
DOI: 10.18738/t8/uoes4s/rmwvdh
title: Vid2RealPhase2_P20_vlp16_000117.bin
DOI: 10.18738/t8/uoes4s/vnei5x
title: Vid2RealPhase2_P20_vlp16_000033.bin
DOI: 10.18738/t8/uoes4s/yxzqmx
title: Vid2RealPhase2_P20_vlp16_000200.bin
DOI: 10.18738/t8/uoes4s/mw7oi3
title: Vid2RealPhase2_P20_vlp16_000249.bin
DOI: 10.18738/t8/uoes4s/zvyfjt
title: Vid2RealPhase2_P20_vlp16_000298.bin
DOI: 10.18738/t8/uoes4s/d0kahf
title: Vid2RealPhase2_P20_vlp16_000006.bin
DOI: 10.18738/t8/uoes4s/ejdu7u
title: Vid2RealPhase2_P20_vlp16_000311.bin
DOI: 10.18738/t8/uoes4s/rx8uef
title: Vid2RealPhase2_P20_vlp16_000122.bin
DOI: 10.18738/t8/uoes4s/1p16cy
title: Vid2RealPhase2_P20_vlp16_000235.bin
DOI: 10.18738/t8/uoes4s/dxthwi
title: Vid2RealPhase2_P20_vlp16_000159.bin
DOI: 10.18738/t8/uoes4s/ogfh6x
title: Vid2RealPhase2_P20_vlp16_000232.bin
DOI: 10.18738/t8/uoes4s/vpqvsh
title: Vid2RealPhase2_P20_vlp16_000125.bin
DOI: 10.18738/t8/uoes4s/0cnopj
title: Vid2RealPhase2_P20_vlp16_000188.bin
DOI: 10.18738/t8/uoes4s/xzibjf
title: Vid2RealPhase2_P20_vlp16_000316.bin
DOI: 10.18738/t8/uoes4s/dlbham
title: Vid2RealPhase2_P20_vlp16_000001.bin
DOI: 10.18738/t8/uoes4s/umwqxr
title: Vid2RealPhase2_P20_vlp16_000073.bin
DOI: 10.18738/t8/uoes4s/aiqs3n
title: Vid2RealPhase2_P20_vlp16_000186.bin
DOI: 10.18738/t8/uoes4s/exp3nn
title: Vid2RealPhase2_P20_vlp16_000157.bin
DOI: 10.18738/t8/uoes4s/xalolh
title: Vid2RealPhase2_P20_vlp16_000291.bin
DOI: 10.18738/t8/uoes4s/vhs3dq
title: Vid2RealPhase2_P20_vlp16_000296.bin
DOI: 10.18738/t8/uoes4s/wpyhnj
title: Vid2RealPhase2_P20_vlp16_000240.bin
DOI: 10.18738/t8/uoes4s/1a6kwr
title: Vid2RealPhase2_P20_vlp16_000150.bin
DOI: 10.18738/t8/uoes4s/7ijmud
title: Vid2RealPhase2_P20_vlp16_000181.bin
DOI: 10.18738/t8/uoes4s/ymh7pt
title: Vid2RealPhase2_P20_vlp16_000247.bin
DOI: 10.18738/t8/uoes4s/2gpvua
title: Vid2RealPhase2_P20_vlp16_000008.bin
DOI: 10.18738/t8/uoes4s/ydjex2
title: Vid2RealPhase2_P20_vlp16_000074.bin
DOI: 10.18738/t8/uoes4s/bves8v
title: Vid2RealPhase2_P20_vlp16_000094.bin
DOI: 10.18738/t8/uoes4s/wzckf2
title: Vid2RealPhase2_P20_vlp16_000045.bin
DOI: 10.18738/t8/uoes4s/8dcykc
title: Vid2RealPhase2_P20_vlp16_000039.bin
DOI: 10.18738/t8/uoes4s/8sqxfa
title: Vid2RealPhase2_P20_vlp16_000276.bin
DOI: 10.18738/t8/uoes4s/ih5yay
title: Vid2RealPhase2_P20_vlp16_000161.bin
DOI: 10.18738/t8/uoes4s/cfyf64
title: Vid2RealPhase2_P20_vlp16_000166.bin
DOI: 10.18738/t8/uoes4s/o3hscw
title: Vid2RealPhase2_P20_vlp16_000271.bin
DOI: 10.18738/t8/uoes4s/bmoteo
title: Vid2RealPhase2_P20_vlp16_000042.bin
DOI: 10.18738/t8/uoes4s/okffki
title: Vid2RealPhase2_P20_vlp16_000168.bin
DOI: 10.18738/t8/uoes4s/tuahv3
title: Vid2RealPhase2_P20_vlp16_000093.bin
DOI: 10.18738/t8/uoes4s/gkstsl
title: Vid2RealPhase2_P20_vlp16_000030.bin
DOI: 10.18738/t8/uoes4s/uyj6ya
title: Vid2RealPhase2_P20_vlp16_000203.bin
DOI: 10.15468/dl.p3kaun
title: Occurrence Download

description: A dataset containing 661 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Canada)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Carya laciniosa (F.Michx.) Loudon"
 ]
}

 The dataset includes 661 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007980-241007104925546/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/5vpelk
title: Vid2RealPhase2_P20_vlp16_000114.bin
DOI: 10.18738/t8/uoes4s/ce1z7z
title: Vid2RealPhase2_P20_vlp16_000204.bin
DOI: 10.18738/t8/uoes4s/lhahoz
title: Vid2RealPhase2_P20_vlp16_000113.bin
DOI: 10.18738/t8/uoes4s/lzrykt
title: Vid2RealPhase2_P20_vlp16_000037.bin
DOI: 10.18738/t8/uoes4s/xztjqv
title: Vid2RealPhase2_P20_vlp16_000278.bin
DOI: 10.18738/t8/uoes4s/5zcsge
title: Vid2RealPhase2_P20_vlp16_000315.bin
DOI: 10.18738/t8/uoes4s/fxp2a7
title: Vid2RealPhase2_P20_vlp16_000231.bin
DOI: 10.18738/t8/uoes4s/jpg1rt
title: Vid2RealPhase2_P20_vlp16_000126.bin
DOI: 10.18738/t8/uoes4s/ikpta3
title: Vid2RealPhase2_P20_vlp16_000002.bin
DOI: 10.18738/t8/uoes4s/wv4zga
title: Vid2RealPhase2_P20_vlp16_000312.bin
DOI: 10.18738/t8/uoes4s/2iafv0
title: Vid2RealPhase2_P20_vlp16_000121.bin
DOI: 10.18738/t8/uoes4s/gyitlw
title: Vid2RealPhase2_P20_vlp16_000005.bin
DOI: 10.15468/dl.syug8j
title: Occurrence Download

description: A dataset containing 48586 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Emberiza melanocephala Scopoli, 1769"
 ]
}

 The dataset includes 48586 records from 173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007979-241007104925546/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/cq86jq
title: Vid2RealPhase2_P20_vlp16_000236.bin
DOI: 10.18738/t8/uoes4s/dvdl7b
title: Vid2RealPhase2_P20_vlp16_000079.bin
DOI: 10.18738/t8/uoes4s/7ru0pp
title: Vid2RealPhase2_P20_vlp16_000295.bin
DOI: 10.18738/t8/uoes4s/pjrodr
title: Vid2RealPhase2_P20_vlp16_000153.bin
DOI: 10.18738/t8/uoes4s/gzxttg
title: Vid2RealPhase2_P20_vlp16_000244.bin
DOI: 10.18738/t8/uoes4s/zizh6p
title: Vid2RealPhase2_P20_vlp16_000182.bin
DOI: 10.18738/t8/uoes4s/3o1am7
title: Vid2RealPhase2_P20_vlp16_000077.bin
DOI: 10.18738/t8/uoes4s/d7ntce
title: Vid2RealPhase2_P20_vlp16_000238.bin
DOI: 10.18738/t8/uoes4s/twarqe
title: Vid2RealPhase2_P20_vlp16_000128.bin
DOI: 10.18738/t8/uoes4s/9g8dcd
title: Vid2RealPhase2_P20_vlp16_000154.bin
DOI: 10.18738/t8/uoes4s/ywwtc7
title: Vid2RealPhase2_P20_vlp16_000070.bin
DOI: 10.15468/dl.dzgcy6
title: Occurrence Download

description: A dataset containing 101111 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aquila fasciata Vieillot, 1822"
 ]
}

 The dataset includes 101111 records from 295 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007953-241007104925546/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/2wtaxe
title: Vid2RealPhase2_P20_vlp16_000243.bin
DOI: 10.18738/t8/uoes4s/fpdai5
title: Vid2RealPhase2_P20_vlp16_000292.bin
DOI: 10.18738/t8/uoes4s/ujizon
title: Vid2RealPhase2_P20_vlp16_000185.bin
DOI: 10.18738/t8/uoes4s/jhxysd
title: Vid2RealPhase2_P20_vlp16_000061.bin
DOI: 10.18738/t8/uoes4s/ytmklt
title: Vid2RealPhase2_P20_vlp16_000139.bin
DOI: 10.18738/t8/uoes4s/e3hczb
title: Vid2RealPhase2_P20_vlp16_000194.bin
DOI: 10.18738/t8/uoes4s/trvvee
title: Vid2RealPhase2_P20_vlp16_000252.bin
DOI: 10.18738/t8/uoes4s/wwwpn1
title: Vid2RealPhase2_P20_vlp16_000145.bin
DOI: 10.18738/t8/uoes4s/cljzif
title: Vid2RealPhase2_P20_vlp16_000283.bin
DOI: 10.18738/t8/uoes4s/jmnprm
title: Vid2RealPhase2_P20_vlp16_000255.bin
DOI: 10.18738/t8/uoes4s/abxvcg
title: Vid2RealPhase2_P20_vlp16_000142.bin
DOI: 10.18738/t8/uoes4s/vtqt4k
title: Vid2RealPhase2_P20_vlp16_000193.bin