Datasets:
seq large_string | label int64 |
|---|---|
MLGMIRNSLFGSVETWPWQVLSTGGKEDVSYEERACEGGKFATVEVTDKPVDEALREAMPKIMKYVGGTN | 0 |
MQPAKNLLFSSLLFSSLLFSSAARAASEDGGRGPYVQADLAYAAERITHDYPKPTGTGKNKISTVSDYFR | 1 |
MDKGEGLRLAATLRQWTRLYGGCHLLLGAVVCSLLAACSSSPPGGVKVVDRNGSAPAAARRTPVTSGQYI | 0 |
MKFIDEAKIEVAAGKGGNGATSFRREKFVPRGGPDGGDGGKGGSVWAEADENTNTLVEYRFVKRYQAKNG | 0 |
MVAGMLMPRDQLRAIYEVLFREGVMVAKKDRRPRSLHPHVPGVTNLQVMRAMASLRARGLVRETFAWCHF | 0 |
MEADESGISLPSGPDGRKRRVSYFYEPTIGDYYYGQGHPMKPHRIRMAHSLIIHYHLHRRLEISRPSLAD | 0 |
MSGVGEKASGTTKTPADFLKSIRGKPVVVKLNSGVDYRGILTCLDGYMNIAMEQTEEYVNGQLKNTYGDA | 0 |
MSKFKSLLLLFGSLILLSGCSNVEVLNPKGPMASDSKFLIMYSIIFMLVIIAAVLILFTVFLYKYRIGNT | 0 |
MSEWMKKGPLEWQDYIYKEVRVTASEKNEYKGWVLTTDPVSANIVLVNFLEDGSMSVTGIMGHAVQTVET | 0 |
MKRKPEEQEGFVFVRKGKEKAGSKRRKSSVEDDPDTSQTDGLVELPVSDTPIVKRNKELRKGKGRRSSLD | 0 |
MVSFASTLPSLVSFIPSPSSITNASRNPPQPGMICCKFRSELNNEDRFHRRDILQSVGAAVGMDLIARSS | 0 |
MSNVAGELKNSEGKKKGRGNRYHNKNRGKSKNETVDPKKNENKVNNATNATHNNSKGRRNNKKRNREYYN | 0 |
MRIKNSGILLLAAILLFSCDKKRVFDEYKSVGSAWHKDSVVTFDLPVLDSTKKYNLFVNLRDNNNYPFNN | 0 |
MKVKVLSLLVPALLVAGAANAAEVYNKDGNKLDLYGKVDGLHYFSDNKDVDGDQTYMRLGFKGETQVTDQ | 1 |
MKKIEIEPMTRLEGHGKIAIFLDDKGNVADAFYQIVEFRGYETFLRGLPIEEVPRTVSTICGVCRAVHHT | 0 |
MTMRAARLSGSTGLTAALVAVLLVLTGCASLPESSAPQALGTIDREPTSEGPTPPIAGRDPDLLLRDFLQ | 0 |
MNRAFSRKKDKTWMHTPEALSKHFIPYNAKFLGSTEVEQPKGTEVVRDAVRKLKFARHIKKSEGQKIPKV | 0 |
MIIMMNCFPCFTSQKSRNAPCTTNETNDDNVEHDEFRPPVVATTKRTEEREPAEQQPPVKTFNFRELATA | 0 |
MRRYLILIVALIGITGLSGCYQTSHKKVRFDEGSYTNFIYDNKSYFVTDKEIPQENVNNSKVKFYKLLIV | 0 |
MATSFFRRLARSAPITFPVAFGSQSKSGSGAFRFSTGAIAALSGGFSYYYLTSGNNLVYLDQAKEETGPK | 0 |
MVHLTTLLCKAYRGGHLTIRLALGGCTNRPFYRIVAAHNKCPRDGRFVEQLGSYDPLPNSHGEKLVALNL | 0 |
MSQKDNLLDNPVEFLKEVRESFDIQQDVDAMKRIRHDLDVIKEESEARISKEHSKVSESNKKLNAERINV | 0 |
MEFLSEKFALKSPPSKNSDFYMGTGGALEHVMETLDNESFYGKATAGKCVQAFGPLPRAEHHVRLDRTSP | 0 |
MDGHNQNQYQNQNQIQQSQQPPLKKYVTQRRSVDVSSPYINLYYNRRHGLPNLVVEPETSYTIDIMPPNA | 0 |
MSSFSRAPQQWATFARIWYLLDGKMQPPGKLAAMASIRLQGLHKPVYHALSDCGDHVVIMNTRHIAFSGN | 0 |
MLKYLVQRRFTSTFYELFPKTFPKKLPIWTIDQSRLRKEYRQLQAQHHPDMAQQGSEQSSTLNQAYHTLK | 0 |
MVLADLGRKITSALRSLSNATIINEEVLNAMLKEVCTALLEADVNIKLVKQLRENVKSAIDLEEMASGLN | 0 |
MLTTTKVFFLLLTTWITWYAIVNPQSRAAPTLETIASLDLNNPTTYLSFITNIRTKVADKTEQCTIQKIS | 1 |
MDPQTAPSRALLLLLFLHLAFLGGRSHPLGSPGSASDLETSGLQEQRNHLQGKLSELQVEQTSLEPLQES | 1 |
MEELVVEVRGSNGAFYKAFVKDVHEDSITVAFENNWQPERQIPFHDVRFPPPVGYNKDINESDEVEVYSR | 0 |
MAGSTAGYGQIIEYIQDKLYLASYDHTPDAKTPFPYPAEQPKSPSKRRAQASPSKKRSPVYFTVDDTLLY | 0 |
MIMASSAAASISMITLRNLSRNHQSHQSTFLGFSRSFHNQRISSNSPGLSTRARSTTSSTGGFFRTICSS | 0 |
MAASLVGKKIVFVTGNAKKLEEVVQILGDKFPCTLVAQKIDLPEYQGEPDEISIQKCQEAVRQVQGPVLV | 0 |
MARAAPLLAALTALLAAAAAGGDAPPGKIAVVGAGIGGSAVAHFLQQHFGPRVQIDVYEKGTVGGRLATI | 1 |
MVTDKSKKAKTEEENVEQIDAELVLSIEKLQEIQDDLEKINEKASDEVLEVEQKYNVIRKPVYDKRNEII | 0 |
MSSSNSSSAVRSSAKHAAERIQQHLPPNSNHAVSLSSSSLNLPARTSIVAPGIAHSSRLKDRPSASSSSS | 0 |
MSRQNLVALTVTTLLGVAVGGFVLWKGIQRRRRSKTSPVTQQPQQKVLGSRELPPPEDDQLHSSAPRSSW | 0 |
MAFKSIAVLSACIIVGSALPVDKYPVLKDQPAEVLFRENNPTVLECIIEGNDQGVKYSWKKDGKSYNWQE | 1 |
MEITNVTEYDAIAKAKLPKMVYDYYASGAEDQWTLQENRNAFARILFRPRILIDVNKIDMATTVLGFKIS | 0 |
MLKFIIFALTVALCEAGPANNVVRPCRLDDLKCIRDNISANSNCNANVRGSIPSEYVIPRFNFETPFFNA | 1 |
MPVPPPPPPPPPPPPPPPPPLGAPPPPPLGAPPPPPPPGPPVSTDTPSLRKPDLKGRSALLADIQQGTRL | 0 |
MVSATRSLLCAALPVLATSRQATGAPVANELRCQCLQTVAGIHFKNIQSLKVMPPGPHCTQTEVIATLKN | 1 |
MSTVEEDSDTVTVETVNSVTFTQDTDGNLILHCPQNDPDEVDSEDSTEPPHKRLCLSSEDDQSIDDATPC | 0 |
MDSHQELSAGSPISYDFLDPDWCFKRYLTKDALHSIETGKGAAYFVPDGFTPILIPNSQSYLLDGNSAQL | 0 |
MEKVGRRVFLGMGAAATAYVTHHLWNQNAESSYAQQSSGGVINVYSARHYDTDKALYNTFTQQTGIRVNI | 0 |
METNESTEGSRSRSRSLDIQPSSEGLGPTSEPFPSSDDSPRSALAAATAAAAAAASAAAATAAFTTAKAA | 0 |
MNFKYSILFICFGTLDRGLIPECPFNEYDILFFVYTRQQRDGIVLTEETLQNYDLFKKSTISRQVVFIDH | 1 |
MATLPRAAAAAAPSPAAALLPLPRAAPLLAGRAAARSAARRLRARGTRAPPLAAARRGWGGVSPRAVLDL | 0 |
MESSTSSPQPPLSDPLDPFPQRSLEPGDIAVLVLYFLFVLAVGLWSTVKTKRDTVKGYFLAGGDMVWWPV | 0 |
MEPAAAAPAQRLADPTGEDRAPAAAAAAEGGRSPDSVLSAAAPSGGNGGAAREEAPCEAPPGPLPGRAGG | 0 |
MDRPDEGPPAKTRRLSSSESPQRDPPPPPPPPPLLRLPLPPPQQRPRLQEETEAAQVLADMRGVGLGPAL | 0 |
MSRKLCTLNFTLSGKQGSLVIRDIQLWSNRPTASKSTSELRGQFIQYVDLAKLPLWVRSTNMNTYRCYST | 0 |
MAQQKKTIAVVNATGRQAASLIRVAAAVGHHVRAQVHSLKGLIAEELQAIPNVTLFQGPLLNNVPLMDTL | 0 |
MTRRAIGVSERPPLLQTIPLSLQHLFAMFGATVLVPVLFHINPATVLLFNGIGTLLYLFICKGKIPAYLG | 0 |
MHSSALLCCLVLLTGVRASPGQGTQSENSCTHFPGNLPNMLRDLRDAFSRVKTFFQMKDQLDNLLLKESL | 1 |
MFQYEALHVGCNRIPTAATWSSNLGLIYGAERLIAVADPFKEINYLMAGHSGRINCVCELATNSEYRSPF | 0 |
MSIWGVRCLTQRFIRQAYILANRRLLGPVPQRSPPAYAPLRPAHSSLYQMVKKRTLEARTKLQANKYPNH | 0 |
MRIRRRDEKENQEYKKGLWTVEEDNILMDYVLNHGTGQWNRIVRKTGLKRCGKSCRLRWMNYLSPNVNKG | 0 |
MVARGRTDEISTDVSEANSEHSLMITETSSPFRSIFSHSGKVANAGALEESDKQILEWAGKLELESMELR | 0 |
MPRTKQIHPRNLRDKIEEAQKELNGAEVSKKEILQAGVKGTSESLKGVKRKKIVAENHLKKIPKSPLRNP | 0 |
MDQQSTRTDITVNVDGFWMLQALLDIRHVAPELRCRPYVSTDSNDWLNEHPGMAVMREQGIVVGDTVNEQ | 0 |
MAIHLYKTSTSSTRNGAVQVKSNPRNNLISGQRRCGKGRNARGIITARHRGGGHKRLYRKIDFRRNEKDI | 0 |
MATILKQKLKTFFVPTAITLLLSACNSTSLFENSVTYLIKQEAYASSEFYINKAEQTLNSQDKITYQLLA | 0 |
MVFPAKRFCLVPSMEGVRWAFSCGTWLPSRAEWLLAVRSIQPEEKERIGQFVFARDAKAAMAGRLMIRKL | 0 |
MQPRVLLVAALLSLLASARASEAEDTSLLGFMQGYMQHATKTAKDALTSVQESQVAQQARGWVTDGFSSL | 1 |
MAASILNVLLRRLPGVSPFRGAYGVQVLLQTLCTKAPPEDDSLPQVPISPYKDEPWKYLDSEEYQNRYGS | 0 |
MWKLGRGRVLLDEPPEEEDGLRGGPPPAAAAAAQAQVQGASFRGWKEVTSLFNKDDEQHLLERCKSPKSK | 0 |
MGTRAQQIPLLEGETDNYDGVTVTMVEPMDSEVFTESLRASLSHWREEGKKGIWIKLPLGLANLVEAAVS | 0 |
MASTLFSRTFLAASHRLITPSLPQKIFNPATFLSRSLHSQLGSASTAYKSTTWARRAMASTGVETKAGYS | 0 |
MTEVEERINAWNDGFEELLSYIPAKLYYREHTANQWKQKKSTLEEKKERRKMKFSLDGLVNDADDDSQKS | 0 |
MSNPNEPARALLPYLQRADELQKHEPLVAYYCRLYAMERGLKIPQSERTKTTNSILMSLINQLEKDKKSL | 0 |
MPSELTPEERSELKNSIAEFHTYQLDPGSCSSLHAQRIHAPPELVWSIVRRFDKPQTYKHFIKSCSVEQN | 0 |
MKNNNFRLSAAGKLAAALAIILAASAGAYAAEIVAANGANGPGVSTAATGAQVVDIVAPNGNGLSHNQYQ | 1 |
MKLNRRDFIKANAAAAAISAAGLSVPGAAVAQGKDEIRWDKAACRFCGTGCGVLVGTQDGRVVATQGDPD | 0 |
MAAASRSASGWALLLLVALWQQRAAGSGVFQLQLQEFINERGVLASGRPCEPGCRTFFRVCLKHFQAVVS | 1 |
MERQSRVMSEKDEYQFQHQGAVELLVFNFLLILTILTIWLFKNHRFRFLHETGGAMVYGLIMGLILRYAT | 0 |
MSADLQQGTTNAADFSLTVLRARIALLATAIGGPDYTSQIDPPPYKLGDDCLACLKDLKRWFKLVDDQQK | 0 |
MSKCRKTPVQQLASPASFSPDILADIFELFAKNFSYGKPLNNEWQLPDPSEIFTCDHTELNAFLDLKNSL | 0 |
MSFFDSLRQKAPFLDKLADSFTPTLTRDEKFRLKYKLPANENILEDTNAEVSFATSIKDGKGHSDRVNNK | 0 |
MATAESRALQFAEGAAFPAYRAPHAGGALLPPPSPAAALLPAPPAGPGPATFAGFLGRDPGPAPPPPASL | 0 |
MAPPAVLSKSGVIYGKDVKDLFDYAQEKGFAIPAINVTSSSTVVAALEAARDNKAPIILQTSQGGAAYFA | 0 |
MKGMILFISCLLLIGIVVECKEGYLMDHEGCKLSCFIRPSGYCGSECKIKKGSSGYCAWPACYCYGLPNW | 1 |
MPPPQKIPSVRPFKQRKSLAIRQEEVAGIRAKFPNKIPVVVERYPRETFLPPLDKTKFLVPQELTMTQFL | 0 |
MAGITSTVGFNAILAGATKTVSHPVKSKLFGLRLCVPEFSIVSLSPYHHRRCPAITCRYGGGGGGGSRFP | 0 |
MVVCKYFLQNRCRYGTNCKNQHTVPSNGQNAFSKVNVFRPENGRPPIWVQRRLKRSDLDNLLPNRRMKDI | 0 |
MASVVLRNPSSKRLVPFSSQIYSRCGASVTSSYSISHSIGGDDLSSSTFGTSSFWRSMATFTRNKPHVNV | 0 |
MAGGGAGDPGLGAAAAPAPETREHLFKVLVIGELGVGKTSIIKRYVHQLFSQHYRATIGVDFALKVLNWD | 0 |
MNIPKVTTSLGAAEKAKPERVASVAAAAFNAVSLQKRSGDDTATPAEDPTRKKAKTELLLGTGTAAPSLP | 0 |
MTHFSQQDNFSVAARVLGALFYYAPESAEAAPLVAVLTSDGWETQWPLPEASLAPLVTAFQTQCEETHAQ | 0 |
MTSWRDKSAKVQVKESELPSSIPAQTGLTFNIWYNKWSQGFAGNTRFVSPFALQPQLHSGKTRGDNDGQL | 0 |
MNLIIYVTIIALTSAAELPSRNYIPQDQGSGPYPGPHGGIGGDTGNRRPQQDAEKNSNVVKQEQEISDSG | 1 |
MRSIKAASLTPLLAALFTTLSSTLALPSSVWEHQLETNVLALRDTNNNGSSSTISPSFDVTKCPGYKLVG | 1 |
MHRTTRIKITELNPHLMCVLCGGYFIDATTIIECLHSFCKMCIVRYLETSKYCPICDVQVHKTKPLLNIR | 0 |
MGAAPGRRGPRLLRPPPPLLLLLLLLRPPPAALTLDPGLLPGDFAADEAGARLFASSYNSSAEQVLFRST | 1 |
MDMANQLLDELAHGNFSHLTLNLSQNGREIAILQKQLTGFDDKQLETFVEQHPAMPNDTRFKIMCTSFLN | 0 |
MDADDFGKKDLENGNESPKKPIFMKDWKNSQPNEQGRWLHLDARMNRNIEDLEISNYNLRLMNEQLESQL | 0 |
MKFKFLLTPLLSSVLFLSACSATFEADLKNLIKETDGKDLDVSKLIITSEGKQILIGYLKKSYEVNSEKT | 0 |
MDSSAAPTNASNCTDALAYSSCSPAPSPGSWVNLSHLDGNLSDPCGPNRTDLGGRDSLCPPTGSPSMITA | 0 |
MKRAFSSQLRSAYPASKSTHFGRVMASSGSEAKANYAPISTNEPVVSVDWLHSNLGDADIKVLDASWYMA | 0 |
MAKRTFSSLEAFLIFLLVMMTAITVALLTLLFVTSGTIENHKDSGNHWVSTTQGPTTTQSSPTTQTPTTQ | 0 |
End of preview. Expand in Data Studio
SignalP_Binary
Binary benchmark for signal peptide prediction from protein sequences, adapted from the ProteinBERT benchmark collection and SignalP data.
Source
This dataset is sourced from the ProteinBERT benchmark repository: https://github.com/nadavbra/protein_bert/tree/master/protein_benchmarks
Curator Attribution
This Hugging Face dataset packaging, curation, and publication was prepared by Dan Ofer.
Splits and Schema
- Splits follow the benchmark release (train/validation/test when available).
- Each row includes:
- seq: amino-acid sequence
- label: binary target (0 or 1)
Hugging Face Repo
- GrimSqueaker/SignalP_Binary
Citations
@article{Armenteros2019,
author = {Almagro Armenteros, Jose Juan and Tsirigos, Konstantinos D. and Sonderby, Casper Kaae and Petersen, Thomas Nordahl and Winther, Ole and Brunak, Soren and von Heijne, Gunnar and Nielsen, Henrik},
title = {SignalP 5.0 improves signal peptide predictions using deep neural networks},
journal = {Nature Biotechnology},
volume = {37},
number = {4},
pages = {420--423},
year = {2019},
doi = {10.1038/s41587-019-0036-z}
}
@article{10.1093/bioinformatics/btac020,
author = {Brandes, Nadav and Ofer, Dan and Peleg, Yam and Rappoport, Nadav and Linial, Michal},
title = {ProteinBERT: a universal deep-learning model of protein sequence and function},
journal = {Bioinformatics},
volume = {38},
number = {8},
pages = {2102-2110},
year = {2022},
doi = {10.1093/bioinformatics/btac020}
}
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