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Datasets:
AI4Protein
/
DeepSoluE_ESMFold

Tasks:
Text Classification
Modalities:
Tabular
Text
Formats:
csv
Size:
10K - 100K
ArXiv:
Tags:
protein
downstream task
Libraries:
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label
int64
aa_seq
string
name
string
ss8_seq
string
ss3_seq
string
foldseek_seq
string
esm3_structure_seq
string
plddt
float64
stru_token_20
string
stru_token_128
string
stru_token_512
string
stru_token_1024
string
stru_token_2048
string
stru_token_4096
string
0
MSSSSPFMGYQLGEELAESVAQRYPNSTCTHIENIPPRSAHYLPWPAWTAPELQRELERRGIAQLYSHQAQAADLAWTGTNVVVATGTSSGKSLSYLLPILSAMSQDPQACALYLTPTKALGSDQLAHVMSLVGNVDTLTGVHPAPYDGDTPTDARAGIREQSRFVFSNPDMLHTGILPNHQRWARFFRHLRFIVIDECHSYRGVFGAGVALVIRRLLRLAARYGSTPTVMLASATSNDPAAHASTLIGQPVVAVTEDGAPTGARTVMLWEPGFVDGAEGENGAPIRRAASTESAGIMATLIAAGARTLTFVRSRRQAEVVALRCAEELACHGRHDFASRVAAYRAGYLAEDRRALERKLDDGTLLGVASTNALELGIDVGGLDAVVTAGYPGTVASFWQQAGRAGRRGQGSLVTLVARDDPMDTYLVHHPEALLGRPMEKIVFDPHNPHILSGHLYCAAAESPLTEAEIDALNAREVAQQLAHDGYLRHRPTGWFAVEQPGQPPAHSLVSLRGSGHHVAIVDRSDGRLLGTIDSARAASQVHPGAVYLHQGETFVIEELDDQVALAVPDQPDYQTFARSTTDIRIVGEVDKVCNPAPGLWVSNLVVEVTDRVVGYTMKASDGSVLAMVPLQMPPQTLVTRAVAYTVDPLVLDSLGITDVPGALHAAEHAAIGLLPLIATCDRWDIGGVSTAEHPDTGLPTVFVYDGHPGGAGFADCGYERFPEWVATTFEAIRSCQCESGCPSCVQSPKCGNGNDPLSKEGAIALLGAMCTMLGVTP
100164_0_training
LLLLLTTHHHHHHHHHHHHHHHHLTTSEEEEEEEELLBLLLEELLLTTSLHHHHHHHHHTTLLSEEHHHHHHHHHHHTTLLEEEELLTTSLHHHHHHHHHHHHHHHLTTLEEEEELSLHHHHHHHHHHHHHHHTTLGGGTTLLEEELSTTSLTTHHHHHHHHLSEEEELHHHIIIIIGGGGGGGHHHHHTEEEEEETTGGGLLHHHHHHHHHHHHHHHHHHHHTTLLLEEEEEESLLSSHHHHHHHHHTSLLEEELLLLSLBLLEEEEEEELLEEEEEELTTSLEEELLHHHHHHHHHHHHHHTTLLEEEELSSHHHHHHHHHHHHHHHHHTTLHHHHTTEEEELTTSLHHHHHHHHHHHHTTSLSEEEELGGGTSSLLLLLBSEEEEESLLSSHHHHHHHHTTBLTTSSLEEEEEELLSSHHHHHHHHLTIIIIISLLLLLLLLTTLHHHHHHHHHHHHHHSLBLHHHHHHTTLHHHHHHHHHTTSEEEETTEEEELLLTTLLLGGGSLLTTLSSLEEEEEETTTLLEEEEEEHHHHHHHSLTTLEEEETTEEEEEEEELSSEEEEEELLLSEEEEEEEEEEEEEEEESSLLEEEETTEEEEEEEEEEEEEEEEEEEEETTSLEEEEEELLLLLEEEEEEEEEEEELHHHHHHTTLSLHHHHHHHHHHHHHHHGGGTSSLLTTSEEEEEESSLTTTSSLEEEEEESSTTLLSHHHHHHHTHHHHHHHHHHHHHHLLLSSLLTTTTLLTTLTTTTLSLLHHHHHHHHHHHHHHHTLLL
CCCCCCCHHHHHHHHHHHHHHHHCCCCEEEEEEEECCECCCEECCCCCCCHHHHHHHHHCCCCCEEHHHHHHHHHHHCCCCEEEECCCCCCHHHHHHHHHHHHHHHCCCCEEEEECCCHHHHHHHHHHHHHHHCCCHHHCCCCEEECCCCCCCCHHHHHHHHCCEEEECHHHCCCCCHHHHHHHHHHHHCEEEEEECCHHHCCHHHHHHHHHHHHHHHHHHHHCCCCCEEEEEECCCCCHHHHHHHHHCCCCEEECCCCCCECCEEEEEEECCEEEEEECCCCCEEECCHHHHHHHHHHHHHHCCCCEEEECCCHHHHHHHHHHHHHHHHHCCCHHHHCCEEEECCCCCHHHHHHHHHHHHCCCCCEEEECHHHCCCCCCCCECEEEEECCCCCHHHHHHHHCCECCCCCCEEEEEECCCCHHHHHHHHCCCCCCCCCCCCCCCCCCCHHHHHHHHHHHHHHCCECHHHHHHCCCHHHHHHHHHCCCEEEECCEEEECCCCCCCCHHHCCCCCCCCCEEEEEECCCCCEEEEEEHHHHHHHCCCCCEEEECCEEEEEEEECCCEEEEEECCCCEEEEEEEEEEEEEEEECCCCEEEECCEEEEEEEEEEEEEEEEEEEEECCCCEEEEEECCCCCEEEEEEEEEEEECHHHHHHCCCCCHHHHHHHHHHHHHHHHHHCCCCCCCCEEEEEECCCCCCCCCEEEEEECCCCCCCHHHHHHHCHHHHHHHHHHHHHHCCCCCCCCCCCCCCCCCCCCCCCCHHHHHHHHHHHHHHHCCCC
DPPPPLPQFQPLQVVLVVLLCVVCVQWDQQDKDKDAWDAFAFDAADPLFDPLLQVLVVVVVCPTAGPLLRVLLVCQLVQAAAEEAAAPPLPVLSSPVRSQQSVCLVDVLAAEEEAEPDPLQLVLSLVVVVVSLVRGPSSVQADEDEDEPPPDPVCVLVCLVRHRYYYYYLLCLLPPPLLPVVSNLSNLLNHAEYEYEQLLVLFFLLVLLSLLSLCLSQVSSVVSPDRHHYYYYHNAADPRQVSVCSSPVHGYHYDYDRSGIFAMEMETEIEAGFDPPDADPVRHTHGDALLLSLLVSLLSCVVVVFQEEEEDADQVSQVVSLQNNLVNCVVVVNNVLNVQTEEDEPPDDPVVNVVNLVCQQVVSHRYYYYYCPVLPNRLSHAGQEYEYSADNLWLRSLSSRVVNHRSVNGYHYYYYYHGLALVSLLCSNVVCLNPVDHTAHRFFDNLLLLSVLLSVLSSQSSPFAAPVNCVSSVNVVSLVVCVVVVQWDDDPRHIHGDDDPPDDDSSVCDDSVANAAWAFEAEPVPRDTQDTDGLLCCCFQQNAQAWDDGPNWIWGFHDDDSHYTYTYTDDDQKHKGWFKDKDKDFPFFDDDFDPLFVFKTKGKTWMKIKIFRQWMFIAGPVGHTPDTGTDGDDIDIATFIKIKMFGHPVLLVVLVPPPLVQLQLLLLQLLLSCLSSQHVDDSVQKDKDWDCQDPVPRTTMIMITGPGHSYGCSRVSCRVCVLVSLVSLLVSLVVDPDQADGNNHRDDPPDSVRSPPHGSPSNNSVSVVVNVSNVHDD
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1
VGPPEIEHVYRDSGLDLDGATETVVRGAVDHLHSNGTAHLLGSWVHKNGESVASRVAEWIPSHGVIAWFLQRDTVDPIQYVNTWLRDESIDPRSEIGFKRTLSWLDHFSRAKVEAVGFGYVAIQRVDDSIPSEVYFEELTHQVDDYLGDEIEEFFVRVDWLREKNRDGIAQSQFYLRPGVAKESVSVTDIDSGMGFTHLKYRITRTEGPRWSHEVDEHIVSVIAGLHPEGLTLEDVATLYAVSNGLDDESFVDAIIDPVVALVRHGILLPAEITKGW
100440_1_training
LLLTTSLLSSTTLLTTSSHHHHHHHHHHHHHLLTTLEEEEEEEEEEETTSLHHHHHHTTSLSBSEEEEEEEEEEELHHHHHHHHHHHTTLLTTSHHHHHHHHHHHHHHHHTTEEEEEEEEEEEEELLTTSBLEEEEEELLSLLGGGHHHHHHHHHHHHHHHHHLLHHHHHTSLEEELTTEEEEEEEEELSTTLSLEEEEEEEEEESSTTLLEEEELHHHHHHHHHLLTTSLLHHHHHHHHHHHHTLLHHHHHHHHHHHHHHHHHTTSEEEHHHHTTL
CCCCCCCCCCCCCCCCCCHHHHHHHHHHHHHCCCCCEEEEEEEEEEECCCCHHHHHHCCCCCECEEEEEEEEEEECHHHHHHHHHHHCCCCCCCHHHHHHHHHHHHHHHHCCEEEEEEEEEEEEECCCCCECEEEEEECCCCCHHHHHHHHHHHHHHHHHHHHCCHHHHHCCCEEECCCEEEEEEEEECCCCCCCEEEEEEEEEECCCCCCEEEECHHHHHHHHHCCCCCCCHHHHHHHHHHHHCCCHHHHHHHHHHHHHHHHHCCCEEEHHHHCCC
DDDPPPPPLDPCDPVQQQPNVLVVLLVCQVPADAFGKDKDKGKDFDAPPDDPQVVVVVSDDQFFKEKEAEWEDKDFQQVVLVVVCVVVVHDCPDPVNVVSSVVSVVVCVVSRTGIMTIDMMMMTGHDRVGGYHYHYDYQPDDFPPCVVVQSVLLVVLVVVVVVDDLVRLQQFAKAFDPQKDKDWDQDDPVVVPRDSPDTWIKIWRRHGSGDIDTDHPLLVQLNVVTDLPDGGSLVSQQVSCVVVVHDSVVRSSVCSVVVSVCSSNPRMDTSVVVVVD
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1
TVPDFSAFAVEVPALKSNDEAIDAQIDKLRERFGELKDTKRKLKTDDFAIIDIEAAIDGEKLEEATTEGMSYQVGAGDLIDGLDTALRGLKAGESAEFTTTLKAGEHEGKEAAVTVTVQQTKERKLPELDEEFVQTASEFDTVEELRESIAEQVAEQAKAEQATAIRDEVLKAALAEATFELPEGVVEDQIHAQLHQLLNQVGGDEAALNAALEAQGTSREQFDADNRKNSEEAVRTQLFLDALAEQEQPEVSQQELTDHILFTAQSYGMDPNQFITQLQQSGQIGNLFSDVRRGKALAAAICRVSVKDDEGKAVDPSEYFGEEEESAEESE
100560_1_training
LLLLGGGLEEEELLLLLLHHHHHHHHHHHHHHTLEEEELLSLLLTTLEEEEEEEEEETTEELGGGLEEEEEEETTLLLSSTTHHHHHTTLLTTLEEEEEEELLSSTTTTLEEEEEEEEEEEEEEELLLSSHHHHHHHSSLSSHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHLLLLLLHHHHHHHHHHHHHHHHHHTTSLHHHHHHHHHHTTLLHHHHHHHHHHHHHHHHHHHHHHHHHHHHHLLLLLHHHHHHHHHHHHHHTTLLHHHHHHHHHHHTTHHHHHHHHHHHHHHHHHHTTSEEEETTSLEELTHHHHLLLGGGGSTTL
CCCCHHHCEEEECCCCCCHHHHHHHHHHHHHHCCEEEECCCCCCCCCEEEEEEEEEECCEECHHHCEEEEEEECCCCCCCCCHHHHHCCCCCCCEEEEEEECCCCCCCCCEEEEEEEEEEEEEEECCCCCHHHHHHHCCCCCHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHCCCCCCHHHHHHHHHHHHHHHHHHCCCCHHHHHHHHHHCCCCHHHHHHHHHHHHHHHHHHHHHHHHHHHHHCCCCCHHHHHHHHHHHHHHCCCCHHHHHHHHHHHCCHHHHHHHHHHHHHHHHHHCCCEEEECCCCEECCHHHHCCCHHHHCCCC
DFDQQLPFEDAAADDDPDPVQLVVVVVVLLQVVWDWDFDFFADDAQKKFQKWKWKDDPRHTDPVRTDGRDIDGQPPCPDFPCPNVQRGRDGAFDKGWDWGADCDDPRHRGIMIMIMHTNTIIDTDGDPQAQVSPVVRHVDRGSVVSSVVSSVVSSVVSLVVRLVRLLVRSLVVRLVPDDDDDDPVQLVVQLVVVVCVVCVVLPVDPVSVCVVCVSVVHHPVNVSVVSSVVSSVVSSSLVNLLVLLVVQVDDDDPVNLLVLLVVVCVVVVHDSVVSVVVCVVVVCSVVSVSVSSSLLSSLVSSQSHFYAYPVGDTDRSCVRSPDCPVVPVPPD
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1
SIVLSDPDTVADYLRFHLGQEKVEVSVALLLNRQNQLIAVRELSRGTVAENTIYIREIVKLALDEYADSLIIAHNHPGGSPEPSQEDIMFTRRLAQAMSLVDVSLLDHFIVTSQSVCSFRQLGLM
101037_1_training
LLBLLSHHHHHHHHHHHHTTLSSLEEEEEEELTTLBEEEEEEEEESSLLSSLLLHHHHHHHHHHTTLSEEEEEEELTTSLLLLLHHHHHHHHHHHHHHHHTTLEEEEEEEELSSLEEEHHHHTLL
CCECCCHHHHHHHHHHHHCCCCCCEEEEEEECCCCEEEEEEEEEECCCCCCCCCHHHHHHHHHHCCCCEEEEEEECCCCCCCCCHHHHHHHHHHHHHHHHCCCEEEEEEEECCCCEEEHHHHCCC
DDADPDPVSVQVVCLVPAQPDQWKWKWKFFAAPRRDGPDIDTLDTHPPDDDDSPLVVVLVVNVVSVGQEMEMEIEDNVADFDDDPVNLVVVVVNQVVCVVVNHHYPWYWYHHNVDIDTCVVVVSD
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0.85093
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1
METQENMIKTALQAAQKPFFEFAPNNTPLVFTPDQDGGWRYKSHPELMQNPYRKCGKFLMHDTASLIKFVQKHKQDGTQIYIDADFKSGRIDVTAVINGHTQQAPGWLDFYAVYTPQHTTSASNWLNNNAHRMNQMEFSHFLTNNARNIVSKNPGNENSVYPTAAEVLDFALNLEYTEKTTFKQGYREQDGRINFTFQSEDSGQTEKNLKMFERFGIEFTPHQGGASYFVEALLKFRIDKNSGALVLWYELQQIDAVIEQAAKDISEAVQKAFPEIDIYFGVIA
101111_1_training
LHHHHHHHHHHHHHHTSLLEEELTTLLEEEEEELTTSLEEEEELGGGLSSLLLLLEEEEESSHHHHHHHHHHHLLTTLEEEEEEETTTTEEEEEEETTLLLTTLLSLLLEEEEELLLBLHHHHHHHHTTTLLEEHHHHHHHHHHHGGGEESEETTEEEEELLLHHHHHHHHHHLLLLLLLLBLLLLBLTTSLBLLLBLLLLLLSLLLLLLLLSEEEEEELSBTTLLLEEEEEEEEEEELTTTLLEEEEEEESSHHHHHHHHHHHHHHHHHHHLTTSLEEESLLL
CHHHHHHHHHHHHHHCCCCEEECCCCCEEEEEECCCCCEEEEECHHHCCCCCCCCEEEEECCHHHHHHHHHHHCCCCCEEEEEEECCCCEEEEEEECCCCCCCCCCCCCEEEEECCCECHHHHHHHHCCCCCEEHHHHHHHHHHHHHHEECEECCEEEEECCCHHHHHHHHHHCCCCCCCCECCCCECCCCCECCCECCCCCCCCCCCCCCCCEEEEEECCECCCCCEEEEEEEEEEECCCCCCEEEEEEECCHHHHHHHHHHHHHHHHHHHCCCCCEEECCCC
DVVVVVVVVVVVVVVPPFPFDADPVRFTWTFDQDPVRDTDTDGPLVPRLERPQPAAEAEDEDLVRVLVVLVVQADVPWAWEWEADLLQLKIKIKIQRDPDDPVPSHNHRHIYIYIFDFDPLLCLCNVQAVPKDFLVVVLVSLVVNQVFWDQDDPVDRPGGFDHSVLVSVCSNPDDDDPDQDQPDQDLDPVRDRDGDRDDDPPPDPPPVSPDDQKTKGWDAGGPPFDIDIWIKGKDWDQDPVPRTIIIGIHTPPSSVVSVVRSVVSVVVSCVSPVPHYYYYDDDD
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0
MEKEFRILNIVSAKIWGGGEQYVYDVSKALGLRGCTMFTAVNKNNELMHRRFSEVSSVFTTRLHTLNGLFSLYALTRFIRKNRISHLMIHTGKIAALSILLKKLTGVRLIFVKHNVVANKTDFYHRLIQKNTDRFICVSRLVYDVQTADNPFKEKYRIVHNGIDTGRFPPSQEKPDSRFFTVAYAGRISPEKGLENLIEACVILHRKYPQIRLKLAGDGHPDYMCRLKRDVSASGAEPFVSFEGFTEKLASFYRQSDVVVLPSLVPEAFGLSLCEAMYCRTAVISNTLGAQKEIVEHHQSGILLDRLTPESLADEIERLVLNPETKNALATAAHQCVAARFTINHTADKLLDAI
101179_0_training
LLLLLEEEEEELLSSLLHHHHHHHHHHHHHHTTTLEEEEEEETTLHHHHHHHHTTSEEEEELTTSSLHHHHHHHHHHHHHHTTLLEEEELLGGGHHHHHHHHHHHLLEEEEEELSLLLLLLSHHHHHHHHHLSEEEESSHHHHHHHHTTLTTGGGEEELLLLBLTTTSLLLLLLLLTTLEEEEEESLBSGGGLHHHHHHHHHHHHHHLTTEEEEEESLBLHHHHHHHHHHHHHTTLTTTEEEEESLSLHHHHHHTLSEEEELLSSLLSSLHHHHHHHHTTLEEEEESSSTHHHHLLBTTTBEEESSLLHHHHHHHHHHHHHLHHHHHHHHHHHHHHHHHHLBHHHHHHHHHHHL
CCCCCEEEEEECCCCCCHHHHHHHHHHHHHHCCCCEEEEEEECCCHHHHHHHHCCCEEEEECCCCCCHHHHHHHHHHHHHHCCCCEEEECCHHHHHHHHHHHHHHCCEEEEEECCCCCCCCCHHHHHHHHHCCEEEECCHHHHHHHHCCCCCHHHEEECCCCECCCCCCCCCCCCCCCCEEEEEECCECHHHCHHHHHHHHHHHHHHCCCEEEEEECCECHHHHHHHHHHHHHCCCCCCEEEEECCCCHHHHHHCCCEEEECCCCCCCCCHHHHHHHHCCCEEEEECCCCHHHHCCECCCEEEECCCCHHHHHHHHHHHHHCHHHHHHHHHHHHHHHHHHCEHHHHHHHHHHHC
DPDAAEEEEEDEDQDDFPLLVLVLLLLQLLVVVRHAYEYEYEQPRVVSVVSSVVRHHYDYDHQPDPVLVVVLVVVLVVCQVSVHQEYEYEDPSCLVSVLSSCVSRVHAYEYEYFDLDADDPDPSSVVSLVRHQAYEQQFPSSLCRHPVPPPSSVRYDYQHAFDACVLQDADPDAADPQAAEEEEAHEDDPQQVVVLVLLLQLVVCVVPVRYAYEYEEYYDPVSVVVVVVVCVVSVNVVRYDYPYHDSSLSVVLRNHQEYERAGNAAGSACVSLLSSLLSLHAYEYEPHYRVVVLDDDLQQHHYDPDRGSVVSNVVSVVCVVCVPSSNRNSVRSSVSSVVQRHSNNSNVSVVVSD
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1
MADNYVIWFENLRMTDVERVGGKNASLGEMISQLTEKGVRVPGGFATTAEAYRAFLAHNGLSERISAALAKLDVEDVAELARVGKEIRQWILDTPFPEQLDAEIEAAWNKMVADAGGADISVAVRSSATAEDLPDASFAGQQETFLNINGLDNVKEAMHHVFASLYNDRAISYRVHKGFEHDIVALSAGVQRMVRSDSGASGVMFTLDTESGYDQVVFVTSSYGLGENVVQGAVNPDEFYVFKPTLKAGKPAILRKTMGSKHIKMIFTDKAEAGKSVTNVDVPEEDRNRFSITDEEITELAHYALTIEKHYGRPMDIEWGRDGLDGKLYILQARPETVKSQEEGNRNLRRFAINGDKTVLCEGRAIGQKVGQGKVRLIKDASEMDSVEAGDVLVTDMTDPDWEPV
101324_1_training
LLLLSEEEGGGLLGGGHHHHHHHHHHHHHHHHHHGGGTLLLLLEEEELHHHHHHHHHGGGHHHHHHHHHTTLLTTLHHHHHHHHHHHHHHHHHSLLLHHHHHHHHHHHHHHHHHTTSSLLEEEEEEEETTTEETTEELTTSSLEEEEEESHHHHHHHHHHHHHHTTSHHHHHHHHHHTLLTTTLLEEEEEEELLLGGGSEEEEEESSLTTTLLTTEEEEEEEESLTHHHHTTLSLLEEEEEEHHHHHTTSLLEEEEELLLLLEEEEEEEEEETTEEEEEEELLHHHHTSLSSLHHHHHHHHHHHHHHHHHHTSLEEEEEEELTTTLLEEEEEEEELLLLLLLSSGGGLLLLLLLSSLLLLLLLLLSSSLLLLLLEEEESSGGGGGGLLTTLEEEESSLLGGGTTL
CCCCCEEEHHHCCHHHHHHHHHHHHHHHHHHHHHHHHCCCCCCEEEECHHHHHHHHHHHHHHHHHHHHHCCCCCCCHHHHHHHHHHHHHHHHHCCCCHHHHHHHHHHHHHHHHHCCCCCCEEEEEEEECCCEECCEECCCCCCEEEEEECHHHHHHHHHHHHHHCCCHHHHHHHHHHCCCCCCCCEEEEEEECCCHHHCEEEEEECCCCCCCCCCEEEEEEEECCCHHHHCCCCCCEEEEEEHHHHHCCCCCEEEEECCCCCEEEEEEEEEECCEEEEEEECCHHHHCCCCCCHHHHHHHHHHHHHHHHHHCCCEEEEEEECCCCCCEEEEEEEECCCCCCCCCHHHCCCCCCCCCCCCCCCCCCCCCCCCCCCEEEECCHHHHHHCCCCCEEEECCCCHHHCCC
DPDDQKDWLCPAACVCCLWAANWSNQLSNCNNPPVVVVAFAFIWMKGTLVQQVQQCPVVPNVVVLVVLLVPDDLVPVVSLQVSLVVSLVVLLPGDGDPSNLVSLVVRVVVVCVVVVNDWFFKKKDKHKSCCFDLVHHPPPQFDIAGRQTDSVSSVSRVSRRSSSCRDSVNSSVCVVVVHDSSSMGMMIIIGTDQQQQLAKKWKWKCADLQPRHNQWIKIWMAGADHVCRVQVVWFTKIWIFGNVQLVVVHQGTPDIDQTQNQKYKHADPPPPPRDRIDIDGDDPVCSPDHRDDSVVVSVVNVSLVSSCVVVVAMKMWIWGQRNPPRDIHTHGIDHDSLPLCVVPVVPPVPPPPPDPDDPPDDDDDSDPDDQDDAEDEDADPVCCVVDDPRYDYDYDDDRPVPVVD
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0.874237
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1
MIVTPIPKPPLERSHLSALMQAIRGADICVLYQTTNLVYLWAENLPQHLHSKWRMGCRDSDFFSLDLADNMETIKLQVLATGEMQTIEARFEDMAKQAIWYKFSIDCHRNDNGDIIGIITTGVDISGLRRREQVLKILLREVSHRSKNLLAIIQSIASQTARYTESLQVFLRKFQGRLHSLSHSQDLITASDWRGAQFRELVHSQTLGYVMKETERFSLEGIDPYLFPNAALHIGLAFHELIVNSLSFGALSQEKGSVCVRCEVHTKMNGATQLLITWNESFAAETPLSHHKKACFGSAVLEKIVPVSVNGSASLKLTEEGIIYRLWVPDSYFDIFF
101848_1_training
LLLLLLLLLLLLHHHHHHHHHHHHHTTEEEEEELTTSLEEEEESLLHHHHTTLLTTLLGGGTSLHHHHHHHHHHHHHHHHHLLLEEEEEEEELTTLLEEEEEEEEEEEELTTSLEEEEEEEEEELHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHTLSSHHHHHHHHHHHHHHHHHHHHHHHHTTTSLEEHHHHHHHHHTTTLTTLGGGEEEEELLLEELHHHHHHHHHHHHHHHHHHHHHSGGGSTTLEEEEEEEEEELTTSLEEEEEEEEEELLTTLLLTTLLSLLHHHHIIIIIHHHHTTLEEEEEELSSEEEEEEEEEGGGEELLL
CCCCCCCCCCCCHHHHHHHHHHHHHCCEEEEEECCCCCEEEEECCCHHHHCCCCCCCCHHHCCCHHHHHHHHHHHHHHHHHCCCEEEEEEEECCCCCEEEEEEEEEEEECCCCCEEEEEEEEEECHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHCCCCHHHHHHHHHHHHHHHHHHHHHHHHCCCCCEEHHHHHHHHHCCCCCCCHHHEEEEECCCEECHHHHHHHHHHHHHHHHHHHHHCHHHCCCCEEEEEEEEEECCCCCEEEEEEEEEECCCCCCCCCCCCCCHHHHCCCCCHHHHCCCEEEEEECCCEEEEEEEEEHHHEECCC
DPPDDDPDPDPDPVNVVVVLVVCQVDCKKKWKFFPVQFTQDIDNDDPQQVVQDDGRDHLVSRDPPVVRVVVVVVQVVCLVPQDKDKDKDWDAHPVRDIWIKIKIKGFDADPVRHGGIIMIMIHTCVVVVVVVVVVVVVVVVVVVVVVVVVVVLVVLLVLLVVFDDDPVSSVVVSVLLVQLLVLLVVQCVVVVQQAHWPVSLLCSLCVVPCVPPVVQEEEEDATWGFHSLLSNLVSSLSNLVRVCCCVQFQVVDPRKHKYWYWDWDQDPVRWIKIKIKIWIFHDLPDDSVPPPDDHSSVCSQQPVNCVSQVWGWDWDDDSGGIMIIIIHTPVGTHPDD
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1
MKPIDRFSYLKNNRVSQDTSSLVQCYLPIIGQEALSLYLYTISFWDNGRKEYLFSSILNHLNFGMDRLIKSLKILSAFNLLTLYQKGDVYQLALHAPLSSQDFLGHPVYRRLLEKKIGDVAVEDLKVESADGEEIPVSLNQVFPELAELGSQEDLGLKKKVANDFDLEHFRQLMARDGLRFADEQSDVLNLFAIAEEKKWTWFETYQLAKSTAVSQVISTKRMREKIAQKPVSSDFSLKEATIIKEAKSKTALQFLAEIKQTRKGTITQTERELLQQMAGLGLLDEVINIILLLTFNKVDSANINEKYAMKVANDYAYQKIHSAEEAVLRIRDRGQKAKTQKQNQTAPEKTNVPKWSNPEYKNETSEETRLELERKKQELLARLEKG
101936_1_training
LLTTLEEEELTTLLLLLLHHHIIIIIHHHHHHHHHHHHHHHHHHTTSSLSLEEHHHHHHHHTLLHHHHHHHHHHHHHTTSEEEEEETTEEEEEELLLLLHHHHHHSHHHHHHHHHHHLHHHHHTTSLLLLSSLLLLLLHHHHLTHHHHTLLLSLSLLLLLLLLLLLHHHHHHHHHHTTLEESSHHHHHHHHHHHHHHHTLLHHHHHHHHHHHLBTTEELHHHHHHHHHLLLLLLLLLHHHHHHHHHHHHSLHHHHHHHHHHHTTLLLLHHHHHHHHHHHHTTLLHHHHHHHHHHHHHHSLSSSLLHHHHHHHHHHHHHTTLLSHHHHHHHHHHHHHHHHHHHHHHTSLLLLLLLGGGSTTLLLLLLHHHHHHHHHHHHHHHHHHHHL
CCCCCEEEECCCCCCCCCHHHCCCCCHHHHHHHHHHHHHHHHHHCCCCCCCEEHHHHHHHHCCCHHHHHHHHHHHHHCCCEEEEEECCEEEEEECCCCCHHHHHHCHHHHHHHHHHHCHHHHHCCCCCCCCCCCCCCCHHHHCCHHHHCCCCCCCCCCCCCCCCCCHHHHHHHHHHCCCEECCHHHHHHHHHHHHHHHCCCHHHHHHHHHHHCECCEECHHHHHHHHHCCCCCCCCCHHHHHHHHHHHHCCHHHHHHHHHHHCCCCCCHHHHHHHHHHHHCCCCHHHHHHHHHHHHHHCCCCCCCHHHHHHHHHHHHHCCCCCHHHHHHHHHHHHHHHHHHHHHHCCCCCCCCCHHHCCCCCCCCCHHHHHHHHHHHHHHHHHHHHC
DDQAFKEFEDLPADADDPVVCCVLQVCLQLHPLLSVLLVVCNVCNPVVDGMDGSVVVCVVSVDDPVSVVSSQVSCVVQQQWDWDDDPRYIYIYGYYDDDLVVQCVDPVSVVSRCVRPNPVSNVVSPDPDPPDPPPDDDPCNVPVVVVVVPPCCVVPPVVVPVLLADVPVLVVVLVVVVADEPDPVVVVVLLSVVCVVVVHHNVVSSVLQVQLDDPRYGDSLLSVLLVPDDDDDDPDDPVLVVLQVVLVVDALQVLLQVLLVVVVHDDDPVNSVLSVVLVVLNEGSSLLSLLQVVQCVVDVDSDGPSVSSVVVSVVCSVVSPRGNVSSVVVVVVVVVVVVVVVVVPVPPPPPPPPLVPPPPDDPPPDPVNVVVVVVVVVVVVVVVVVD
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1
ELGLRSKTNVVSLDKIIIDKKSSLITGFPEFRMVWKVVRQRVVDDLVSVLDTDYLDMELIPNLTRQIAEQSIYSYIENGLKLLIDYAQKEITIDHSSDRDKILMDIGKDPYVVSIKSKVYLQDGRQFQFTESRHKLEKFRFVDFAKRKK
101990_1_training
LLSLLEEEEEEEEEEEELLHHHHHHHLLLTTLEEEEEEEEEEETTEEEEEEEEEEETTTSTTLLHHHHHSLHHHIIIIISLLLEEEEEEEEEEEELLHHHHHHHLLTTLLEEEEEEEEEEETTSLEEEEEEEEEEGGGLLLLLLLLLLL
CCCCCEEEEEEEEEEEECCHHHHHHHCCCCCCEEEEEEEEEEECCEEEEEEEEEEECCCCCCCCHHHHHCCHHHCCCCCCCCCEEEEEEEEEEEECCHHHHHHHCCCCCCEEEEEEEEEEECCCCEEEEEEEEEEHHHCCCCCCCCCCC
DPPWPKWKDWPDWDKDFDDPVNCVQFVDDGRFIWIWIWIFIDTPNAGFKIKTKTFHCVQVVDDDSVCVRDDVVCCNCVPSVFAWDDKDKDKDKDFDDPVCCVRRVLDPDGIWIWMWMWTATPVGDTGMIMIMTGRPVPDDDDDDDDDDD
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1
NPGENPTAKAELVKLIKAMQEAGFPISDHYSGFRSYETQTKLYQDYVNQDGKAAADRYSARPGYSEHQTGLAFDVIGTDGDLVTEEKAAQWLLDHAADYGFVVRYLKGKEKETGYMAEEWHLRYVGKEAKEIAASGLSLEEYYGFEGGDYVD
101995_1_training
LLLSLHHHHHHHHHHHHHHHHTTLLEEEEEELLLLHHHHHHHHHHHHHHHLHHHHHHHSLLTTTLGGGTTSEEEEEETTSSBLLLHHHHHHHHHHGGGGTEEEEELTTLHHHHSSLLEEEEEEELGGGHHHHHHHTLLHHHHHTLLLLTTLL
CCCCCHHHHHHHHHHHHHHHHCCCCEEEEEECCCCHHHHHHHHHHHHHHHCHHHHHHHCCCCCCCHHHCCCEEEEEECCCCECCCHHHHHHHHHHHHHHCEEEEECCCCHHHHCCCCEEEEEEECHHHHHHHHHHCCCHHHHHCCCCCCCCC
DPAADPLLVVLVQVVQVVLVVVPAQWDSDKDAADALVRLQVVLVVCCVVPNNVVSQAAGFHRPPDPRNVNFKMFIAGPVRHGDDPPVSLVVCLVCVVVSQKHQQADPPCCQQAVYHRRSRMIGGHGNCSVVVSVVVDHPCVVVVHGHNVRPD
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0.868986
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1
PVNDEVEAVKNMHLIGQSQVAFREWNQKWVDLSLNSFADIENNLFEAEGYNHSFRFLKASHQIDQIESQITLIEEDIAAIRNALADLEKQESKNSGRVLHALDLFEELQHRVAENSEQYGQALDEIEKQLENIQSEFSQFVTLNSSGDPVEAAVILDNTENHILALSHIVDRVPALVTTLSTELPDQLQDLEAGYRKLIDANYHFVETDIEARFHLLYEAFKKNQENIRQLELDNAEYENGQAQEEINALYDIFTREIAAQKVVENLLATLPTYLQHMKENNTLLGEDIARLNKTYLLPETAASHVRRIQTELESFEAAIVEVTSNQEEPTQAYSVLEENLEDLQTQLKDIEDEQISVSERLTQIEKDDINARQKANVYVNRLHTIKRYMEKRNLPGIPQTFLKLFFTASNNTEDLMVELEQKMINIESVTRVLEIATNDMEALETETYNIVQYATLTEQLLQYSNRYRSFDERIQEAFNEALDIFEKEFDYHASFDKISQALEVAEPGVTNRFVTSYEKTRETI
102002_1_training
LHHHHHHHHHTTLLLHHHHHHHHHHHHHHHHIIIIIHHHHHHHHHHHHHHHHTTLHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHTHHHHGGGHHHHHHHHHHHHHHHHHHHHHHHHTLHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHIIIIIHHHHHHHHHHHHHHHHHTTLLLTTLLHHHHHHHHHHHHHHHHHHHHTTLHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHTTTBLLLTHHHHHHHHHHHHHHHHHHHHHHHHHTTSSLLSLHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHTTTLSLLLHHHHHHHHHHHHHHHHHHHHHTSSSBLHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHTTTTTTLHHHHHHHHHHHHIIIIILLHHHHHHHHHHHHHHHSTTHHHHHHHHHHHHHTTL
CHHHHHHHHHCCCCCHHHHHHHHHHHHHHHHCCCCCHHHHHHHHHHHHHHHHCCCHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHCHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHCCHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHCCCCCHHHHHHHHHHHHHHHHHCCCCCCCCCHHHHHHHHHHHHHHHHHHHHCCCHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHCCCECCCCHHHHHHHHHHHHHHHHHHHHHHHHHCCCCCCCCHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHCCCCCCCCHHHHHHHHHHHHHHHHHHHHHCCCCECHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHCCCCCCCHHHHHHHHHHHHCCCCCCCHHHHHHHHHHHHHHHCCCHHHHHHHHHHHHHCCC
DLVVVLVVVVVLLADDPRVVVNVVLVVVVVCCVPPLVVVLVVLQVVLVVCVVVVNNVSSVVSVVVSVVSVVVVVVSSVVSVVSSVVLVVLLVVLVVLLVVLVVLLVVVVVLCVVCVVLLPLQSVVLVVLSVVLVVLSVVLVVNSSSNNSPVSVVSSVVSSVSSVVSVVLSVQRSVLCCLLVPVLVVLLVVLVVVVVVVVVVQADDVPDPVVVLSVVLVVLSVVLVVCSNVSVRVVNVVSSVVSVVSSVVSVVVSVVLVVLVVLLVVLLVVVVVLLVVLVVLLVVQLVLCVVLQQAADDDPVSNVLSVVLVVVSVVLVVVSVVVVVCSVPPPDGSVVSSVVSVVSVVVSVVSVVVSVVSVVVSVVLVVLLVVLVVLLVVLVVLLVVLVVVVVVLPFLDDAPVLVVLSVQLVVLSVVLVVLSPDSHRHSVVNVVSSVSNVVSSVVNVVVSVVLSLLLVLLVVLLVVLVVCVVPDVQLVVLSVVLVCCRNPVVPSVVSSVSNVVSVCVVPNCPSVVSSVVVVVVVVVD
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0.924051
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1
PIRVKTLGQKLYVDSVKQHDVTFGIGPAGTGKTFLAVTLAVTALKRGQVKRIILTRPAVEAGESLGFLPGDLKEKVDPYLRPVYDALYQILGKDQTTRLMEREIIEIAPLAYMRGRTLDDAFVILDEAQNTTIMQMKMFLTRLGFHSKMIVNGDISQIDLPRNVKSGLIDAQEKLKNIHQIDFVHFSAKDVVRHPVVAQIIRAYE
102004_1_training
LLLLLSHHHHHHHHHHHHLSEEEEESLTTSLHHHHHHHHHHHHHHTTSLSEEEEEELLLLLSSLLTTSLSLHHHHHHHHHHHHHHHHHHHHLHHHHHHHHHTTSEEEEEGGGGTTLLBLSEEEEELSGGGLBHHHHHHHHTTBLTTLEEEEEELTTSLLSLTTSLBHHHHHHHHSTTLTTEEEEELLGGGLLSLHHHHHHHHHHL
CCCCCCHHHHHHHHHHHHCCEEEEECCCCCCHHHHHHHHHHHHHHCCCCCEEEEEECCCCCCCCCCCCCCCHHHHHHHHHHHHHHHHHHHHCHHHHHHHHHCCCEEEEEHHHHCCCCECCEEEEECCHHHCEHHHHHHHHCCECCCCEEEEEECCCCCCCCCCCCEHHHHHHHHCCCCCCEEEEECCHHHCCCCHHHHHHHHHHC
DDDADDPLLVVQVVLQVPFQEEEEEEDPQLCVLLSLVVVQVVCCVVVLFQAEEEEEAQDDQPDDLVPPDDDPVVSSCVVCVVNVVSCCVNPNDVVVVVCVVVVRYYYDYLVVLAPAADERYEYEYEAQQADALVSLVRNVVNYDYSYHYYYYHYVVDYRDDPVTHRNVVVCCVPCVPPPNYYYRYDYLVSRPDDPVVSVVVVVVD
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1
LLTLSDIGLSVHRYSNRLDVFTQALEGGKALGDVSVDVYDDNGKVVAQGKTDSDGHARLPLPAKAAVVLAHKDEQTSMLRLNSSALDLAEFDISGPQAHPLQFFIFGPRDLYRPGETVLLNGLLRDSDGKNVKPQPITVEVRRPDDQVSRKFVWEADSSGFYQYQLQLAEEAPTGRWQLVFDLGDGKPQLYEFKVEDFLPERLALELKGSDAPVAPADNPEFDITGRYLYGAPASGNTLTGQVYVRPLREAVAKLPGYQFGSITE
102086_1_training
LLLLLSEEEEEEELSSEEEEEEEETTTTLBLLSLEEEEELTTSLEEEEEELLTTSEEEEELLTTLLEEEEEETTEEEEEESSSLLLLGGGSLLSLLSLLSEEEEEELSLSEELTTLEEEEEEEEEETTSLBLLLLLEEEEEELTTSLEEEEEEELLLTTSEEEEEEELLTTLLLEEEEEEEELSSSLLEEEEEEELLLLLLLEEEEEEELSSLLLTTSLLLEEEEEEETTSLBLTTLLLLLLLLLLLLSSLLLLLTTLLLLLLLL
CCCCCCEEEEEEECCCEEEEEEEECCCCCECCCCEEEEECCCCCEEEEEECCCCCEEEEECCCCCCEEEEEECCEEEEEECCCCCCCHHHCCCCCCCCCCEEEEEECCCCEECCCCEEEEEEEEEECCCCECCCCCEEEEEECCCCCEEEEEEECCCCCCEEEEEEECCCCCCCEEEEEEEECCCCCCEEEEEEECCCCCCCEEEEEEECCCCCCCCCCCCEEEEEEECCCCECCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC
DDFDFQWDWDWDDDPWKIKIAIAGVVPRQGDFQKKKFWAFPVRDTPWIDTGHNRRIDIITDDPGGFKMWIDDDPGIDIDGPPPDPVCPCVVVVVPPPQPQKDKDKDWPAQEAEAQDKTKIKIAIAGSVRHHDDWDWKWKFKAAQVRDTPDIDIWTADPVRMTIDIDGGHNPRDWDKMWMWIDPPPPDTDIDIGTYDPDDPQDWDKDKDWDPDDDDPPDDTDIDIWTDGPVGHGPPPDDDDDDDDDDPCPDPPPDDPPDDDDPPDD
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1
LGEQIRALKAYPYGCLEQTASGLYPSLYADAATLKRLGLTGEPDAERKRKVEIGIERLLGMQRYNGSFGLWGSDSDEEYWLTAYVTDFLLRARDQGFAVPADSLKKANERLLRYLQDAGQIQVNYSQNAEHTRFAVQAYAGLVLSRSQQAPLAALRSLFDRRSDARSGLPLVQLAVALEKMGDKPRADLALTAGLAVGRKNEWLADYGSSLRDQALILALLEENDIAKDKRDERLFALADEVAASRYLSTQESNSLFLA
102093_1_training
LHHHHHHHHTLLLLLHHHHHHHHHHHHHLLHHHHHHTTSLLLLHHHHHHHHHHHHHHHHHTBLTTSLBBSSSTTSLBLHHHHHHHHHHHHHHHHTTLLLLHHHHHHHHHHHHHHHHLGGGSLLSSLTTHHHHHHHHHHHHHHHHHTTTLSLHHHHHHHHTTGGGLSSHHHHHHHHHHHHHTTLHHHHHHHHHHHHHLLLLSSLLSSSLLHHHHHHHHHHHHHHTTLLHHHHHHHHHHHHHHHHHLSLLLHHHHHHHHHL
CHHHHHHHHCCCCCCHHHHHHHHHHHHHCCHHHHHHCCCCCCCHHHHHHHHHHHHHHHHHCECCCCCEECCCCCCCECHHHHHHHHHHHHHHHHCCCCCCHHHHHHHHHHHHHHHHCHHHCCCCCCCCHHHHHHHHHHHHHHHHHCCCCCCHHHHHHHHCCHHHCCCHHHHHHHHHHHHHCCCHHHHHHHHHHHHHCCCCCCCCCCCCCHHHHHHHHHHHHHHCCCCHHHHHHHHHHHHHHHHHCCCCCHHHHHHHHHC
DQVQLVVLVPDPQDWLVSLLLNLLCLQPDDLVVCVVVNHHSDHNVVSLVSNLVSLVLQLQQQEPQLFGAGRGNPHDGQQLSLLVVLLSLVSSVVSVDDDDPVSNVSSLVLLQCLLQDLVSDDDDPFPQSLQLSLLSNLSSLLSCLVVPRRDLVSLVVSLVVLVSHQALQSLQSSLNSCVSNPNNVSSVVSNVVSVVHFHDPGDNSNPDDRLLSLLQSLLSCVVSVPPVVCNVVSVVVSVVVVVVDPHDDSSNVSSNVSD
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1
MLAKRSIALTAATLLREPILRREDIADSLLARDILADARQQATQILALEQEKAEHLQQQALAQFWENANAFLGELQVQREALQEQAMTAVEELLSESLRHLLDDTTLAERARALARNLAASQLNEAVATLSVHPQIADAVAEWLADSRFSEHWQLKRDATIASDSLRLSDANGAFDIAWADLRKGLLGVEPAA
102188_1_training
LLLLLLLLLLTTTTTTSLLLLHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHSSLHHHHHHHHHHHHHHHLLSLLLEEEEELHHHHHHHHHHHHHSTTTTTEEEEELTTSLTTEEEEELSSLEEEEEHHHHHHHHHLLLLLL
CCCCCCCCCCCCCCCCCCCCCHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHCCCHHHHHHHHHHHHHHHCCCCCCEEEEECHHHHHHHHHHHHHCCCCCCEEEEECCCCCCCEEEEECCCCEEEEEHHHHHHHHHCCCCCC
DPPPDPDPPDVVNVPPPPPPPPVNVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVVLVVQLVVVVVVLVPQDLLNLLLVVVVVVVVPDPDLAQKEKEAAPVNQVSVVVNCVVDPNVVRYHYDHDNVDDNQKIWIDGPVGIDIDGPVVVNCVVNVDDPPD
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0.833347
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DeepSoluE Dataset with ESMFold Structural Sequence

  • Description: Solubility is a fundamental protein property that has important connotations for therapeutics and use in diagnosis.
  • Number of labels: 2
  • Problem Type: single_label_classification
  • Columns:
    • aa_seq: protein amino acid sequence
    • foldseek_seq: foldseek 20 3di structural sequence
    • ss8_seq: DSSP 8 secondary structure sequence

Github

Simple, Efficient and Scalable Structure-aware Adapter Boosts Protein Language Models

https://github.com/tyang816/SES-Adapter

VenusFactory: A Unified Platform for Protein Engineering Data Retrieval and Language Model Fine-Tuning

https://github.com/ai4protein/VenusFactory

Citation

Please cite our work if you use our dataset.

@article{tan2024ses-adapter,
  title={Simple, Efficient, and Scalable Structure-Aware Adapter Boosts Protein Language Models},
  author={Tan, Yang and Li, Mingchen and Zhou, Bingxin and Zhong, Bozitao and Zheng, Lirong and Tan, Pan and Zhou, Ziyi and Yu, Huiqun and Fan, Guisheng and Hong, Liang},
  journal={Journal of Chemical Information and Modeling},
  year={2024},
  publisher={ACS Publications}
}

@article{tan2025venusfactory,
  title={VenusFactory: A Unified Platform for Protein Engineering Data Retrieval and Language Model Fine-Tuning},
  author={Tan, Yang and Liu, Chen and Gao, Jingyuan and Wu, Banghao and Li, Mingchen and Wang, Ruilin and Zhang, Lingrong and Yu, Huiqun and Fan, Guisheng and Hong, Liang and Zhou, Bingxin},
  journal={arXiv preprint arXiv:2503.15438},
  year={2025}
}
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