Datasets:

AI4Protein
/

Thermostability_ESMFold

name stringlengths 6 10	aa_seq stringlengths 44 2.69k	label float64 40.2 66.9	ss8_seq stringlengths 44 2.69k	ss3_seq stringlengths 44 2.69k	foldseek_seq stringlengths 44 2.69k	esm3_structure_seq stringlengths 250 15.4k	plddt float64 0.21 0.97	stru_token_20 stringlengths 163 9.8k	stru_token_128 stringlengths 191 11.4k	stru_token_512 stringlengths 201 12.9k	stru_token_1024 stringlengths 213 13.2k	stru_token_2048 stringlengths 235 14.7k	stru_token_4096 stringlengths 249 15.5k
Q9NQ94	MESNHKSGDGLSGTQKEAALRALVQRTGYSLVQENGQRKYGGPPPGWDAAPPERGCEIFIGKLPRDLFEDELIPLCEKIGKIYEMRMMMDFNGNNRGYAFVTFSNKVEAKNAIKQLNNYEIRNGRLLGVCASVDNCRLFVGGIPKTKKREEILSEMKKVTEGVVDVIVYPSAADKTKNRGFAFVEYESHRAAAMARRKLLPGRIQLWGHGIAVDWAEPEVEVDEDTMSSVKILYVRNLMLSTSEEMIEKEFNNIKPGAVERVKKIRDYAFVHFSNREDAVEAMKALNGKVLDGSPIEVTLAKPVDKDSYVRYTRGTGGRG...	41.945567	LLLLLLLLLLLLHHHHHHHHHHHHHHHLLLEEEETTEEEEESSLTTLLSLLLLTTLEEEEELLLTTLLHHHHHHHHHTTSLEEEEEEEELTTSLEEEEEEEEESSHHHHHHHHHHHTTLEEETTEELEEEELLLLLEEEEELLLTTLLHHHHHHHHHHHSSLEEEEEEEELSSLTTSEEEEEEEEESSHHHHHHHHHHSSTTTLEETTEELEEEELLLLLLLLHHHHHTLLEEEEELLLTTLLHHHHHHHHHTTSTTLEEEEEEETTEEEEEESSHHHHHHHHHHHTTLEETTEELEEEELLLLLHHHHHHHHHTTLSSL...	CCCCCCCCCCCCHHHHHHHHHHHHHHHCCCEEEECCEEEEECCCCCCCCCCCCCCCEEEEECCCCCCCHHHHHHHHHCCCCEEEEEEEECCCCCEEEEEEEEECCHHHHHHHHHHHCCCEEECCEECEEEECCCCCEEEEECCCCCCCHHHHHHHHHHHCCCEEEEEEEECCCCCCCEEEEEEEEECCHHHHHHHHHHCCCCCCEECCEECEEEECCCCCCCCHHHHHCCCEEEEECCCCCCCHHHHHHHHHCCCCCCEEEEEEECCEEEEEECCHHHHHHHHHHHCCCEECCEECEEEECCCCCHHHHHHHHHCCCCCC...	DPPPPPPPPQPPPVRVVVLVVVVCVVQVWDWDDDPQKTKTAAAGVVRPDDDEDAQQKKKKFQADQSDDCSLVVVVLVVQAAWHMKMFGHDPVGTTPGMIMTGGRYNVSSVSCQVPQQQDPSDVPGHMHMDTDQFQQKKKKAQAFFQDDQVNVQVVLVVQFPFWDGKAFAADLVGRNTTPRIIMTGGPGSVRSVVSQVCLFFPNDDDPNDRMAMDTDGDDDDDDPVQLVFFQKKKKFSAAQPDDQVQVVVLLCVQPNPQWPDWDDDRGMIITGGPGNVSLVSSQVVQQQPDDPRTGMHMDGFDDPPVVVVCCVVCVVVPPP...	[754, 2545, 709, 2873, 3305, 3058, 2768, 1169, 2118, 776, 1126, 886, 1059, 2874, 3109, 2109, 1197, 2056, 3806, 1382, 2056, 2056, 3112, 401, 2082, 2874, 3630, 157, 3662, 1754, 332, 3946, 2918, 2681, 2345, 1351, 956, 971, 768, 3898, 2627, 870, 3421, 53, 3447, 3692, 1993, 9, 3332, 1876, 3778, 2293, 72, 3791, 3089, 3256, 6...	0.673895	[15, 13, 13, 13, 13, 13, 13, 13, 13, 0, 9, 3, 3, 11, 11, 9, 16, 11, 11, 11, 11, 16, 3, 9, 11, 11, 0, 0, 18, 14, 14, 12, 12, 12, 14, 7, 12, 12, 1, 1, 12, 7, 6, 6, 6, 13, 6, 15, 6, 6, 19, 19, 19, 19, 8, 8, 18, 18, 1, 1, 1, 14, 14, 7, 7, 6, 6, 8, 0, 11, 9, 3, 3, 11, 16, 0, 4, 3, 9, 0, 8, 7, 7, 12, 1, 1, 12, 14, 12, 7, 6, ...	[98, 98, 98, 98, 98, 121, 121, 121, 121, 23, 28, 30, 30, 70, 30, 112, 39, 68, 68, 68, 68, 68, 40, 108, 12, 127, 71, 110, 59, 115, 115, 54, 103, 66, 5, 61, 66, 0, 65, 80, 0, 120, 42, 42, 31, 2, 2, 98, 60, 42, 42, 116, 116, 116, 55, 79, 120, 51, 48, 80, 10, 120, 89, 61, 61, 55, 2, 33, 82, 40, 112, 126, 126, 70, 97, 33, 7...	[222, 222, 213, 213, 238, 466, 466, 466, 466, 297, 177, 149, 149, 386, 386, 128, 255, 425, 224, 224, 255, 153, 256, 274, 207, 511, 193, 206, 3, 444, 136, 109, 307, 192, 231, 257, 192, 497, 85, 302, 253, 130, 63, 1, 1, 49, 204, 190, 468, 468, 63, 221, 495, 221, 473, 341, 340, 52, 508, 134, 52, 126, 126, 208, 139, 405, 4...	[962, 962, 962, 948, 346, 19, 108, 108, 108, 455, 171, 636, 75, 290, 75, 586, 963, 963, 408, 408, 963, 809, 860, 480, 5, 5, 295, 127, 818, 154, 154, 67, 502, 726, 13, 1005, 726, 175, 551, 438, 821, 523, 399, 460, 0, 346, 163, 490, 865, 865, 563, 477, 679, 679, 145, 600, 172, 131, 189, 576, 221, 857, 887, 1005, 1005, 94...	[1809, 1809, 1809, 1215, 1093, 993, 2024, 2024, 1986, 1941, 1987, 1508, 1827, 49, 49, 1004, 434, 605, 1616, 523, 605, 580, 1506, 457, 1635, 1635, 30, 1745, 924, 1649, 906, 1352, 508, 1268, 421, 864, 1599, 1874, 1530, 1530, 1556, 1131, 120, 1385, 1385, 1057, 1772, 77, 1437, 244, 1916, 1615, 1615, 1224, 1662, 329, 1356, ...	[3792, 3792, 3792, 3668, 526, 3074, 2545, 2545, 3074, 3162, 3203, 2095, 2046, 219, 219, 1145, 1444, 421, 502, 1912, 1333, 1571, 1157, 2617, 913, 3777, 2596, 2210, 2760, 3520, 806, 190, 121, 2413, 332, 471, 2269, 1622, 2814, 1178, 2212, 1804, 3009, 1529, 754, 1410, 3070, 1384, 911, 459, 760, 27, 1044, 3026, 3653, 3441, ...
Q9NRG9	MCSLGLFPPPPPRGQVTLYEHNNELVTGSSYESPPPDFRGQWINLPVLQLTKDPLKTPGRLDHGTRTAFIHHREQVWKRCINIWRDVGLFGVLNEIANSEEEVFEWVKTASGWALALCRWASSLHGSLFPHLSLRSEDLIAEFAQVTNWSSCCLRVFAWHPHTNKFAVALLDDSVRVYNASSTIVPSLKHRLQRNVASLAWKPLSASVLAVACQSCILIWTLDPTSLSTRPSSGCAQVLSHPGHTPVTSLAWAPSGGRLLSASPVDAAIRVWDVSTETCVPLPWFRGGGVTNLLWSPDGSKILATTPSAVFRVWEAQMWT...	51.721653	LLLTTSSSLSLLTTSLEEEEETTEEEEELLLLLLLGGGGGGLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLHHHHHHHHHHHHHHHHHHHHHHHHHHHLLSLLLHHHHHHHHHHHHHHHHHHHHHTTSLLLLLLLGGGTLLLLLLLTTLTTLLLLEEEELSSSSEEEEELTTSLEEEEETTBSLLLEELLTTLLSLLEEEELTTLSSEEEEELSSLEEEEELLTTLLLSSLLTTLEEEELLTTLLSLLEEEELTTSSLEEEELSSLLSLEEEETTTTEEEELLLLTTSSLLEEEELTTSSEEEEELTTSLEEEEETTTTE...	CCCCCCCCCCCCCCCCEEEEECCEEEEECCCCCCCHHHHHHCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCHHHHHHHHHHHHHHHHHHHHHHHHHHHCCCCCCHHHHHHHHHHHHHHHHHHHHHCCCCCCCCCCHHHCCCCCCCCCCCCCCCCCEEEECCCCCEEEEECCCCCEEEEECCECCCCEECCCCCCCCCEEEECCCCCCEEEEECCCCEEEEECCCCCCCCCCCCCCEEEECCCCCCCCCEEEECCCCCCEEEECCCCCCCEEEECCCCEEEECCCCCCCCCCEEEECCCCCEEEEECCCCCEEEEECCCCE...	DCPVLCVLPPQPAQQWDFEDDPLAGDTDRGPPDDDVVVVPPPVPPVPPPPPPPDPPPPPPPDDDDDPPPPDPVVVLVVVLSVQCSQVNPLSSLVCLLPDPPPDPPVSNVVSVVVNVVVVVVVVVVSPPDDDDDDDQVRQFSPQPPVPDLQPWFFQEKDDDQPAQKIWTATQVLWIWIDHSVDPQIQIDDAPQRAPWQYKDDQAPDPFWIWTQHFFWIWIAGHDPPDSDSDDPNPGIDTQGDPQFGRWHEWDAQNVRQWIWIWDQAAQWIWIDRSVVSDTDTQDGDPFGTWNYWDAQLLRQWIWTFHPRQDIWIAGPPVRD...	[1789, 1234, 3862, 386, 2546, 1990, 2444, 2360, 2017, 2668, 1160, 2780, 1703, 3563, 1165, 2463, 163, 384, 2978, 184, 3966, 3581, 3126, 84, 2376, 44, 2577, 4036, 4050, 4027, 1776, 3798, 3770, 3453, 1585, 915, 2617, 2090, 1686, 264, 3798, 3515, 2066, 1412, 44, 2484, 1513, 76, 1973, 392, 1272, 2206, 4017, 2780, 1854, 2524...	0.626602	[13, 13, 3, 9, 9, 3, 9, 13, 3, 13, 6, 6, 6, 7, 8, 7, 7, 7, 7, 19, 6, 6, 6, 7, 19, 14, 14, 7, 7, 7, 6, 6, 13, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 13, 3, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 15, 15, 15, 15, 13, 13, 13, 3, 3, 11, 11, 11, 11, 11, 11, 11, 11, 16, 16, 16, 16, 16, 10, 10, 9, 9, 16, 16, 1...	[121, 121, 123, 23, 28, 123, 23, 121, 123, 2, 47, 2, 31, 116, 19, 58, 19, 64, 64, 42, 31, 2, 42, 61, 26, 115, 115, 58, 64, 61, 31, 2, 121, 123, 123, 123, 123, 123, 123, 123, 123, 123, 123, 123, 123, 123, 123, 123, 121, 121, 121, 121, 121, 121, 121, 121, 121, 121, 121, 121, 98, 98, 24, 24, 24, 98, 98, 98, 121, 123, 123,...	[492, 492, 492, 185, 363, 492, 185, 466, 492, 49, 364, 204, 1, 228, 275, 139, 161, 483, 44, 66, 1, 43, 66, 221, 381, 418, 418, 69, 44, 319, 1, 405, 485, 129, 129, 129, 129, 129, 129, 482, 129, 129, 129, 492, 492, 492, 492, 492, 492, 466, 492, 466, 466, 466, 466, 466, 466, 466, 466, 466, 238, 238, 331, 331, 331, 331, 23...	[19, 616, 19, 63, 63, 63, 63, 699, 63, 1002, 207, 163, 0, 837, 956, 1005, 512, 787, 704, 501, 440, 629, 501, 844, 406, 13, 692, 185, 450, 376, 0, 987, 225, 19, 602, 602, 602, 19, 19, 618, 602, 19, 19, 19, 618, 618, 19, 618, 19, 616, 616, 616, 19, 19, 19, 616, 19, 19, 19, 108, 357, 357, 12, 12, 12, 357, 357, 357, 19, 60...	[993, 1836, 1836, 1382, 1382, 409, 1382, 493, 1378, 754, 555, 1924, 327, 527, 1055, 826, 867, 2040, 2040, 1916, 1412, 73, 1083, 1892, 253, 1307, 966, 917, 1863, 1875, 186, 1924, 1584, 1867, 1565, 1565, 1565, 1867, 1867, 201, 1836, 1836, 1836, 1836, 1836, 1836, 1836, 1836, 993, 993, 1836, 993, 993, 993, 993, 993, 993, 9...	[1056, 2390, 2637, 2032, 2637, 2898, 1805, 3540, 1805, 1248, 3474, 1434, 165, 2817, 3006, 2207, 2791, 2081, 2081, 3384, 3384, 779, 611, 2600, 3113, 1416, 483, 831, 98, 4038, 549, 967, 3738, 2535, 671, 31, 1361, 2535, 2535, 2856, 2535, 1056, 1056, 1056, 2856, 2856, 1056, 2856, 1056, 1056, 1056, 1056, 1056, 1056, 1056, 1...
O95477	MACWPQLRLLLWKNLTFRRRQTCQLLLEVAWPLFIFLILISVRLSYPPYEQHECHFPNKAMPSAGTLPWVQGIICNANNPCFRYPTPGEAPGVVGNFNKSIVARLFSDARRLLLYSQKDTSMKDMRKVLRTLQQIKKSSSNLKLQDFLVDNETFSGFLYHNLSLPKSTVDKMLRADVILHKVFLQGYQLHLTSLCNGSKSEEMIQLGDQEVSELCGLPREKLAAAERVLRSNMDILKPILRTLNSTSPFPSKELAEATKTLLHSLGTLAQELFSMRSWSDMRQEVMFLTNVNSSSSSTQIYQAVSRIVCGHPEGGGLKIK...	47.734829	LLHHHHHHHHHHHHHHHHHHLHHHHHHHHHHHHHHHHHHHHHHHHSLLLLLEELLLSSLLLLLSSHHHHHHHHHSTTLLLLLSLLLTTSLSLLLLLLLSLHHHHHHTHHHHHHHTTTTLTHHHHHHHHHHHHHHHHTTLSLLBHHHHLSLTTHHHHHHHHTSLLLHHHHHHHSSSLLBHHHHTSSLLLLLHHHHHTTSSLTTTLLLLHHHHHHHHTSLHHHHHHHHHHHHHHHTTTHHHHHHHLLLLLLLTTTSTTTHHHHHHHHHTTSSSSSSSLBTTTBSSSSSSSSSSLSSSTTTHHHHHHTTTTSLLLLLSLLLLL...	CCHHHHHHHHHHHHHHHHHHCHHHHHHHHHHHHHHHHHHHHHHHHCCCCCCEECCCCCCCCCCCCHHHHHHHHHCCCCCCCCCCCCCCCCCCCCCCCCCCHHHHHHCHHHHHHHCCCCCCHHHHHHHHHHHHHHHHCCCCCCEHHHHCCCCCHHHHHHHHCCCCCHHHHHHHCCCCCEHHHHCCCCCCCCHHHHHCCCCCCCCCCCCHHHHHHHHCCCHHHHHHHHHHHHHHHCCCHHHHHHHCCCCCCCCCCCCCCHHHHHHHHHCCCCCCCCCCECCCECCCCCCCCCCCCCCCCCHHHHHHCCCCCCCCCCCCCCCC...	DPLVLLLVLLLVVLQLVVVVVVVLLCCLQVLLVVLLVLLLVVCVLPPFPQPFLFFDDQQDPLFFFVVSVCVSLVVSLDGRPDPDPPPPDPPDPSDFSCARLNYCVVVVVVVVVVVVPDDPVLVCLVPVLVVLVVVVVVLPDDFLLVVPVVLPVVLCLCVPALVDPNVLSVVVNVFRFSCCLQQLQPDLPPLVVLLVPDPPVPRGPPDPVNSVVSNVPDVLSSVSSSCLCCLVCVVRCVVNVVSPPPFFFADPCCCSVVSSVCSCVVCCCCCVVVQCQQLYPVLVVVLCVPPPPDNNRCCSSCSCCVVLNPPQDADDDPPQ...	[2051, 1416, 3019, 9, 1231, 386, 3569, 2056, 4053, 1079, 4094, 3310, 1379, 274, 3604, 2703, 923, 3704, 1352, 16, 2118, 1195, 445, 2958, 16, 2082, 3450, 3055, 1965, 2747, 2163, 850, 139, 321, 1583, 2200, 2366, 3704, 3665, 679, 1432, 2957, 2011, 3309, 1379, 188, 3583, 3182, 1204, 2433, 2753, 1383, 2517, 2783, 3154, 3289,...	0.637717	[9, 3, 9, 16, 16, 10, 10, 10, 10, 10, 16, 10, 10, 16, 16, 11, 11, 16, 11, 11, 11, 11, 11, 16, 16, 16, 16, 10, 10, 10, 16, 10, 10, 16, 10, 10, 16, 11, 10, 16, 16, 10, 10, 16, 3, 9, 9, 4, 0, 8, 8, 8, 8, 8, 7, 6, 6, 6, 8, 8, 0, 0, 0, 0, 0, 9, 9, 9, 9, 9, 3, 9, 9, 9, 4, 4, 4, 6, 6, 8, 6, 6, 6, 6, 13, 13, 13, 13, 13, 13, 13...	[83, 30, 83, 112, 17, 124, 1, 18, 32, 32, 18, 32, 32, 73, 73, 68, 40, 18, 90, 68, 68, 90, 90, 35, 17, 17, 35, 18, 32, 34, 17, 32, 32, 73, 18, 32, 18, 68, 32, 17, 35, 32, 34, 97, 97, 108, 67, 107, 47, 47, 31, 4, 19, 31, 31, 41, 69, 55, 47, 107, 9, 75, 118, 76, 107, 83, 83, 28, 97, 97, 28, 75, 75, 75, 124, 124, 9, 47, 47...	[282, 291, 345, 150, 384, 113, 458, 65, 112, 250, 65, 65, 250, 322, 322, 255, 24, 322, 218, 24, 425, 218, 218, 255, 322, 197, 471, 103, 250, 458, 54, 103, 65, 322, 103, 112, 26, 46, 112, 197, 471, 250, 490, 197, 38, 2, 2, 402, 157, 476, 362, 121, 98, 139, 158, 208, 372, 372, 270, 90, 447, 280, 47, 180, 371, 56, 2, 363,...	[748, 614, 384, 536, 536, 903, 489, 142, 661, 682, 461, 116, 497, 1011, 1011, 224, 270, 461, 322, 828, 828, 322, 322, 582, 524, 646, 524, 874, 660, 497, 886, 833, 116, 524, 116, 661, 142, 224, 682, 524, 524, 10, 874, 646, 519, 959, 333, 105, 207, 427, 496, 496, 496, 440, 875, 928, 698, 690, 816, 650, 633, 633, 879, 633...	[1870, 2029, 1870, 1725, 1725, 663, 1540, 1136, 995, 1553, 1136, 1741, 874, 385, 500, 581, 1454, 533, 603, 265, 767, 603, 603, 580, 1693, 1693, 1674, 1540, 1893, 874, 1693, 72, 874, 1674, 1001, 995, 1136, 1767, 292, 1541, 1674, 59, 913, 271, 607, 1384, 1384, 983, 1582, 1220, 1055, 1055, 1055, 692, 2019, 1082, 1129, 692...	[2054, 176, 1489, 448, 3629, 699, 65, 1786, 1342, 397, 1501, 868, 855, 3501, 2359, 3175, 2281, 276, 1656, 294, 1454, 1656, 1656, 4040, 1977, 1977, 4040, 670, 120, 1615, 3106, 120, 868, 4040, 3013, 3013, 1185, 135, 807, 4091, 1664, 2339, 1615, 2274, 3702, 3902, 1781, 136, 1906, 340, 1653, 1076, 3899, 1998, 2638, 1627, 2...
Q96SZ5	MPRDNMASLIQRIARQACLTFRGSGGGRGASDRDAASGPEAPMQPGFPENLSKLKSLLTQLRAEDLNIAPRKATLQPLPPNLPPVTYMHIYETDGFSLGVFLLKSGTSIPLHDHPGMHGMLKVLYGTVRISCMDKLDAGGGQRPRALPPEQQFEPPLQPREREAVRPGVLRSRAEYTEASGPCILTPHRDNLHQIDAVEGPAAFLDILAPPYDPDDGRDCHYYRVLEPVRPKEASSSACDLPREVWLLETPQADDFWCEGEPYPGPKVFP	56.177788	LLLLLLLLHHHHHHHHHHHHSTTTSLLTTLLLGGGGGSSLLLLLTTHHHHHHHHHHHHHHLLGGGGTLLLLLLLLSLLLTTSLSEEEEEEEELSSLEEEEEEELTTLEEEEEELTTLEEEEEEEEEEEEEEEEEELLTTSSSLLLLLLTTLLBSSLLLHHHHHHEEEEEEEEEEEEETTSLLEEEBTTBSLEEEEEEEEEEEEEEEEEESLLBGGGTBLLEEEEEELBLLLTTLLLLLLLLLLEEEEEEELLLTTLLEEELLLLSLLLLL	CCCCCCCCHHHHHHHHHHHHCCCCCCCCCCCCHHHHHCCCCCCCCCHHHHHHHHHHHHHHCCHHHHCCCCCCCCCCCCCCCCCCEEEEEEEECCCCEEEEEEECCCCEEEEEECCCCEEEEEEEEEEEEEEEEEECCCCCCCCCCCCCCCCCECCCCCHHHHHHEEEEEEEEEEEEECCCCCEEEECCECCEEEEEEEEEEEEEEEEEECCCEHHHCECCEEEEEECECCCCCCCCCCCCCCCEEEEEEECCCCCCCEEECCCCCCCCCC	DPPPPPDQLVQVLVVLLCVLQVCLLPDPPDPPPVCLQPDPDPHDPCNVVSVVVSLVSLLPDACVSQPHDFDDADPDDDDLPDAQKAKAWADADQWKTKIKIKGFAFDKDAWKFFASKKKKKAWRAAKKKKWFKFFDDCSVVNHFPQDDPPFAFVVGDDPVQSVQKTKMWTDDIDMHGNNDTIDIDGNGTSRTMMMTGPPGMIMMMMMMTRDADVVSVRDMWGKDWTDTPDDVPDPDDPPPDTDTTMITTDDPDPSHDYHYDYRPHDHHDD	[754, 4055, 1084, 1480, 2572, 1302, 3146, 494, 1359, 2243, 1203, 790, 3958, 2317, 3604, 3958, 998, 861, 3979, 929, 523, 2466, 3011, 2898, 1165, 1480, 907, 2883, 3101, 1339, 121, 2930, 636, 588, 3372, 542, 234, 3319, 1950, 2008, 591, 236, 3715, 1908, 3902, 38, 2737, 2874, 2874, 2654, 3336, 3735, 1248, 958, 3499, 123, 28...	0.856426	[13, 13, 13, 13, 13, 13, 0, 0, 9, 4, 0, 16, 16, 0, 16, 16, 4, 4, 10, 9, 4, 4, 9, 8, 8, 13, 13, 13, 13, 13, 13, 3, 3, 3, 13, 13, 13, 13, 13, 13, 13, 15, 13, 13, 13, 3, 3, 3, 11, 16, 16, 11, 16, 16, 4, 9, 10, 4, 4, 4, 4, 8, 19, 19, 8, 8, 6, 8, 6, 14, 14, 14, 14, 14, 15, 15, 15, 15, 15, 6, 6, 19, 19, 19, 2, 2, 2, 2, 1, 12...	[98, 121, 121, 98, 121, 121, 23, 88, 83, 107, 110, 1, 1, 82, 39, 18, 82, 9, 105, 67, 45, 85, 76, 13, 13, 23, 121, 121, 121, 121, 121, 123, 123, 123, 121, 121, 121, 94, 98, 121, 98, 24, 121, 121, 114, 40, 28, 40, 70, 73, 39, 68, 73, 73, 82, 108, 1, 82, 107, 45, 85, 22, 43, 104, 47, 4, 55, 43, 69, 120, 99, 5, 41, 5, 25, ...	[222, 466, 466, 238, 466, 466, 297, 157, 436, 343, 31, 384, 458, 237, 150, 54, 424, 282, 463, 458, 333, 333, 2, 317, 409, 297, 297, 466, 466, 466, 129, 129, 129, 129, 466, 297, 297, 452, 500, 500, 203, 94, 500, 452, 474, 459, 427, 456, 24, 236, 236, 212, 127, 153, 424, 56, 458, 424, 232, 374, 97, 296, 412, 495, 409, 40...	[962, 948, 948, 948, 108, 699, 722, 771, 262, 30, 854, 874, 775, 358, 536, 21, 468, 398, 902, 526, 101, 101, 333, 498, 498, 699, 930, 108, 19, 19, 19, 19, 19, 19, 19, 699, 699, 8, 113, 113, 490, 490, 108, 8, 622, 519, 519, 386, 828, 524, 524, 311, 621, 1011, 937, 149, 497, 937, 30, 55, 567, 30, 226, 679, 905, 147, 698,...	[1809, 1215, 1215, 1215, 1215, 1586, 251, 1879, 1780, 1952, 656, 612, 1862, 643, 1487, 1227, 900, 311, 1600, 913, 1102, 238, 1992, 306, 306, 234, 234, 1986, 993, 993, 993, 1836, 1836, 1867, 993, 234, 1586, 754, 1057, 1057, 672, 204, 1584, 1584, 467, 1944, 866, 1304, 1038, 1720, 1720, 767, 1701, 385, 900, 876, 2011, 432...	[3792, 105, 105, 3668, 3074, 2432, 2123, 2426, 1732, 2479, 3497, 1888, 2315, 3194, 448, 2810, 2238, 3492, 3706, 2215, 3806, 2211, 2594, 665, 1143, 3162, 2286, 2432, 3233, 2432, 1056, 1056, 1056, 1056, 3233, 2286, 674, 1791, 1630, 2727, 3830, 1563, 894, 3851, 506, 302, 3658, 3566, 853, 3549, 3821, 4075, 205, 3501, 843, ...
Q9UNU6	MVLWGPVLGALLVVIAGYLCLPGMLRQRRPWEPPLDKGTVPWLGHAMAFRKNMFEFLKRMRTKHGDVFTVQLGGQYFTFVMDPLSFGSILKDTQRKLDFGQYAKKLVLKVFGYRSVQGDHEMIHSASTKHLRGDGLKDLNETMLDSLSFVMLTSKGWSLDASCWHEDSLFRFCYYILFTAGYLSLFGYTKDKEQDLLQAGELFMEFRKFDLLFPRFVYSLLWPREWLEVGRLQRLFHKMLSVSHSQEKEGISNWLGNMLQFLREQGVPSAMQDKFNFMMLWASQGNTGPTSFWALLYLLKHPEAIRAVREEATQVLGEAR...	46.674057	LTTHHHHHHHHHHHHHHHHHHHHHTLLLLTTLLLEELLSBTTTBTHHHHHHLHHHHHHHHHHHHLSEEEEEETTEEEEEELLGGGHHHHHHGGGTTEEHHHHHHHHHHHHHLLLLLTTHHHHHHHHHHHHTSHHHHHHHHHHHHHHHHHHHHHSTTLLLLTTLLEEEEHHHHHHHHHHHHHHHHHHLBLSLHHHHHHHHHHHHHHHHHHHHHHHHHHTTLLLHHHHHHHHHHHHHHHHHTLHHHHHTSBLLLHHHHHHHHHHHHTTLLHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHLHHHHHHHHHHHHHHHTTLL...	CCCHHHHHHHHHHHHHHHHHHHHHCCCCCCCCCCEECCCECCCECHHHHHHCHHHHHHHHHHHHCCEEEEEECCEEEEEECCHHHHHHHHHHHHCCEEHHHHHHHHHHHHHCCCCCCCHHHHHHHHHHHHCCHHHHHHHHHHHHHHHHHHHHHCCCCCCCCCCCEEEEHHHHHHHHHHHHHHHHHHCECCCHHHHHHHHHHHHHHHHHHHHHHHHHHCCCCCHHHHHHHHHHHHHHHHHCCHHHHHCCECCCHHHHHHHHHHHHCCCCHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHCHHHHHHHHHHHHHHHCCCC...	DPPVPVVVVVVVVVVVVVVQPVLQPDDDDPQAFAEQADDDRQQWCQVVCQVFVVVVVVVVCVVRNQWHWTHHNSAIEIEGQALQQVVVVLVCQPPFWDPPVVVQVLLCQQLVFHADPPRLLVVLVLLLVQCDDVNVVQLLLQLLVLLLVCQVPVPQFDLPQVDKDKDFLLCVLLLSLLLSNCCSALNAAPDVVVSSVVSNVLSVLLVLSLVCVLCSSSVNDDPVSVVSSVVSSVVQLVCQFPVNSVNHPNRRPSLVSSVVVCVVVVNDRSSNSSVSSVVSCLQRSALSQLLSQLVLVCQLPVVLLVLQQVLLCVQQPPQD...	[3056, 3109, 3378, 255, 2439, 3535, 137, 2056, 3954, 1476, 2605, 3735, 2585, 3954, 3954, 938, 2477, 2056, 3809, 304, 760, 205, 657, 1967, 2103, 2528, 3798, 4027, 524, 1082, 1775, 2886, 3092, 3778, 1294, 1726, 2732, 1344, 3930, 2490, 3273, 258, 2009, 3438, 2347, 371, 3489, 3837, 320, 139, 959, 2736, 191, 2634, 247, 1923...	0.902619	[13, 13, 3, 3, 3, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 16, 16, 9, 9, 8, 4, 13, 13, 15, 15, 15, 14, 14, 2, 7, 2, 2, 2, 7, 8, 8, 8, 8, 8, 8, 8, 8, 8, 0, 3, 9, 4, 9, 9, 16, 16, 16, 11, 3, 16, 11, 0, 0, 3, 0, 19, 8, 8, 7, 7, 2, 7, 7, 8, 8, 8, 7, 2, 2, 2, 1, 7, 0, 8, 4, 0, 0, 4, 9, 3, 0, 0, 0, 0, 0, 13, 6, 7,...	[121, 114, 114, 30, 30, 127, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 70, 90, 68, 39, 108, 112, 13, 107, 2, 37, 60, 25, 25, 5, 62, 15, 106, 106, 15, 106, 102, 104, 31, 22, 4, 4, 4, 4, 22, 107, 74, 7, 108, 85, 97, 108, 40, 108, 70, 127, 70, 68, 70, 110, 76, 72, 117, 43, 33, 4, 106, 106, 92, 106, 19, 4, 4, 4, 19, 106, 92,...	[500, 474, 474, 149, 291, 281, 281, 281, 281, 15, 15, 15, 15, 15, 281, 212, 212, 281, 255, 244, 56, 128, 90, 90, 445, 445, 243, 295, 295, 62, 277, 448, 448, 457, 312, 77, 395, 71, 491, 80, 80, 80, 80, 80, 369, 9, 156, 38, 465, 76, 247, 56, 177, 87, 255, 511, 13, 255, 338, 233, 361, 166, 223, 209, 358, 275, 101, 101, 36...	[779, 779, 898, 287, 614, 281, 989, 322, 322, 182, 182, 182, 182, 182, 322, 219, 963, 322, 963, 941, 149, 981, 799, 199, 8, 677, 339, 307, 927, 431, 125, 523, 787, 4, 52, 649, 619, 645, 440, 650, 588, 588, 33, 33, 15, 15, 951, 467, 631, 504, 213, 7, 867, 920, 963, 976, 475, 973, 550, 77, 676, 386, 77, 95, 591, 33, 432,...	[1898, 1704, 1704, 1704, 1178, 230, 1459, 1459, 603, 315, 1906, 66, 1906, 66, 363, 650, 1256, 603, 605, 32, 1384, 1004, 769, 1277, 1526, 322, 28, 1502, 840, 1121, 1386, 1930, 2040, 834, 1922, 771, 213, 435, 2038, 1785, 247, 247, 1327, 735, 1101, 1445, 2016, 836, 2020, 1865, 425, 43, 1470, 1271, 1427, 881, 937, 1427, 20...	[3622, 2509, 2509, 176, 782, 3941, 3941, 3776, 2720, 2720, 2029, 1435, 1435, 1435, 1544, 4014, 787, 2686, 1333, 2202, 3825, 1137, 1541, 1736, 2753, 3945, 3781, 3165, 128, 2561, 1855, 35, 1611, 458, 2265, 1109, 4058, 728, 1080, 3662, 3360, 3360, 2653, 303, 1324, 1016, 791, 142, 1318, 138, 3304, 146, 2394, 2036, 2355, 64...
Q53TN4	MAMEGYWRFLALLGSALLVGFLSVIFALVWVLHYREGLGWDGSALEFNWHPVLMVTGFVFIQGIAIIVYRLPWTWKCSKLLMKSIHAGLNAVAAILAIISVVAVFENHNVNNIANMYSLHSWVGLIAVICYLLQLLSGFSVFLLPWAPLSLRAFLMPIHVYSGIVIFGTVIATALMGLTEKLIFSLRDPAYSTFPPEGVFVNTLGLLILVFGALIFWIVTRPQWKRPKEPNSTILHPNGGTEQGARGSMPAYSGNNMDKSDSELNSEVAARKRNLALDEAGQRSTM	60.755216	LLLTTHHHHHHHHHHHHHHHHHHHHHHHHIIIIISLLLLLSSSTTGGGHHHHHIIIIIIIIHHHHHHGGGLGGGGGSLHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHTTLLTTLSHHHHHHHHHHHHHHHHHHHHIIIIISTTSLHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHTSGGGGSLLHHHHHHHHHHHHHHHHHHHHHHHHHLGGGSLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLTHHHHHHHHHHHHHHHHHHHHHHHTL	CCCCCHHHHHHHHHHHHHHHHHHHHHHHHCCCCCCCCCCCCCCCCHHHHHHHHCCCCCCCCHHHHHHHHHCHHHHHCCHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHCCCCCCCCHHHHHHHHHHHHHHHHHHHHCCCCCCCCCCHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHHCCHHHHCCCHHHHHHHHHHHHHHHHHHHHHHHHHCHHHCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCHHHHHHHHHHHHHHHHHHHHHHHCC	DPQVCVVVLVVLVVVLLVLLVVLLVLLQCLCVPVVVHADDPLDPRLLSLQLNLLSNQVQRLLLCLLCLQLDPVCLPPDPLVNLVSSLVSLVSSLVSLVSNLVSQVSNCVSVVHDQQDDPLSVLSVVLSVLSVVLSVCSCVAPNDPPHDPVVCVVCVVVSSVSSLVSNVSSLVSSLVVLVVVLVVVCVPVVPVPPDPSNVSSVVSNVSSVVSSVSSVVSNPDPSSRNDDPPPPPPPPVPPPPPPPDDDDDDDDDDDDDDPDPVVVVVVVVVVVVVVVVVVVVVVVVD	[754, 1084, 1485, 2193, 1404, 3372, 3259, 3954, 4042, 1478, 2585, 2134, 2205, 2082, 3809, 3510, 959, 2874, 34, 2500, 3809, 965, 679, 274, 1197, 4094, 1822, 947, 156, 1874, 1093, 316, 1561, 2108, 2270, 1670, 1541, 1285, 3549, 1978, 1097, 753, 1320, 2473, 3701, 2522, 2823, 3762, 2848, 679, 514, 4000, 2846, 59, 3531, 875,...	0.860367	[15, 13, 13, 3, 3, 3, 11, 11, 9, 11, 11, 16, 16, 11, 16, 10, 10, 16, 10, 10, 10, 10, 10, 10, 10, 10, 10, 9, 9, 10, 9, 9, 9, 9, 9, 0, 9, 0, 0, 4, 13, 10, 9, 0, 4, 4, 10, 4, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 10, 16, 10, 10, 10, 10, 4, 10, 9, 3, 9, 0, 3, 3, 3, 3, 3, 11, 16, 10, 11, 16, 16, 16, 16...	[24, 98, 94, 36, 40, 40, 30, 90, 112, 127, 90, 73, 73, 90, 73, 32, 18, 73, 18, 32, 18, 18, 32, 32, 18, 18, 18, 67, 67, 105, 67, 67, 100, 67, 67, 74, 76, 74, 23, 9, 94, 124, 75, 23, 75, 124, 105, 45, 45, 32, 105, 105, 105, 93, 93, 105, 1, 93, 93, 93, 1, 105, 93, 93, 18, 32, 93, 34, 105, 124, 105, 83, 123, 83, 94, 123, 3...	[472, 222, 43, 320, 177, 177, 281, 281, 56, 281, 218, 153, 127, 15, 153, 112, 389, 26, 389, 377, 65, 389, 377, 8, 65, 389, 389, 271, 271, 199, 271, 271, 271, 271, 264, 293, 156, 233, 447, 41, 17, 422, 280, 505, 505, 313, 272, 301, 374, 103, 22, 250, 463, 398, 440, 250, 22, 398, 440, 250, 103, 22, 440, 250, 54, 151, 440...	[663, 962, 86, 384, 636, 171, 281, 322, 952, 989, 322, 61, 621, 182, 1011, 661, 142, 1011, 435, 829, 116, 435, 829, 10, 142, 435, 435, 707, 707, 668, 118, 666, 666, 707, 411, 397, 666, 260, 722, 978, 1002, 82, 784, 718, 514, 590, 983, 590, 1021, 116, 416, 902, 269, 269, 256, 497, 674, 660, 256, 682, 674, 416, 256, 256,...	[1937, 1809, 1968, 656, 1454, 1470, 230, 1459, 1781, 230, 603, 439, 500, 1906, 439, 995, 278, 385, 278, 1553, 1265, 278, 946, 1893, 1136, 278, 1001, 1282, 1282, 1073, 1282, 635, 635, 635, 1865, 1332, 206, 1019, 1002, 1051, 1379, 1368, 585, 1571, 1022, 239, 1140, 239, 537, 1001, 926, 59, 1073, 1435, 477, 1600, 1942, 157...	[3347, 3713, 860, 1307, 691, 1153, 1346, 2686, 487, 2456, 1656, 90, 3221, 1435, 90, 1342, 463, 1185, 1182, 1378, 463, 727, 1378, 120, 1786, 727, 1182, 2965, 979, 3578, 2167, 440, 381, 1343, 440, 933, 381, 3998, 1086, 1083, 3137, 2213, 2165, 2021, 1393, 211, 2230, 211, 2092, 2918, 3925, 3706, 2539, 1433, 2993, 3706, 153...
Q69YQ0	"MKKASRSVGSVPKVSAISKTQTAEKIKPENSSSASTGGKLVKPGTAASLSKTKSSDDLLAGMAGGVTVTNGVKGKKSTCPSAAPSASAPAMTTVENKSK(...TRUNCATED)	50.151333	"LLBLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLL(...TRUNCATED)	"CCECCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC(...TRUNCATED)	"DAADDDDDFFFWDDDDDDDDDDDDDDFFDYFYDYFDDDDDDDDDDDDYDDWFDDDDDDDDDDDDDDDDDDDDDDDDDDDDAQYDDDDDDDDDDDDDDDD(...TRUNCATED)	"[2689, 1400, 228, 3503, 690, 935, 2742, 3144, 3571, 2030, 3176, 3229, 486, 3630, 256, 4050, 818, 11(...TRUNCATED)	0.624198	"[15, 15, 15, 13, 13, 13, 0, 8, 8, 14, 7, 14, 1, 14, 14, 15, 15, 15, 15, 15, 15, 15, 15, 15, 14, 14,(...TRUNCATED)	"[60, 98, 60, 98, 98, 2, 88, 55, 4, 5, 120, 21, 86, 86, 86, 44, 44, 44, 44, 44, 44, 44, 44, 44, 21, (...TRUNCATED)	"[108, 190, 190, 49, 445, 445, 478, 119, 99, 176, 444, 316, 390, 16, 16, 58, 115, 58, 58, 58, 58, 36(...TRUNCATED)	"[603, 603, 603, 689, 603, 877, 553, 793, 905, 431, 350, 299, 890, 890, 890, 569, 746, 569, 569, 569(...TRUNCATED)	"[1596, 801, 801, 801, 801, 801, 102, 1340, 1009, 1386, 1538, 1183, 1173, 1173, 1173, 1488, 209, 178(...TRUNCATED)	"[873, 873, 873, 1248, 3788, 1248, 2464, 1216, 3615, 3343, 717, 1018, 1132, 1132, 1132, 889, 103, 10(...TRUNCATED)
Q9Y4D1	"MAPRKRGGRGISFIFCCFRNNDHPEITYRLRNDSNFALQTMEPALPMPPVEELDVMFSELVDELDLTDKHREAMFALPAEKKWQIYCSKKKDQEENKGA(...TRUNCATED)	49.477405	"LLLLLLLLLLLLLLLLLLLLLLSLLLLLLLLLLLLLLLLLLLLLLLLLLHHHHHHHHHHHHHHTTLLHHHHHHHHTSLHHHHHHHHHHHHHHHHHTTSG(...TRUNCATED)	"CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCHHHHHHHHHHHHHHCCCCHHHHHHHHCCCHHHHHHHHHHHHHHHHHCCCH(...TRUNCATED)	"DPPPPPDPPPPPPDPPDPPPPPPVPVVPVCVVVCPCPPPPPPPLPPQDDLVVLLVLLVVVVVQQVDPPVVVVVLSPDDSVVSSVVSVVVVVVVVVCPPP(...TRUNCATED)	"[127, 1789, 389, 2151, 2873, 429, 2010, 1170, 2669, 709, 1272, 2690, 429, 2372, 3405, 2414, 3789, 1(...TRUNCATED)	0.782179	"[3, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 13, 3, 3, 3, 3,(...TRUNCATED)	"[125, 121, 121, 121, 121, 121, 121, 121, 121, 123, 121, 121, 56, 56, 98, 121, 56, 56, 121, 121, 123(...TRUNCATED)	"[227, 466, 466, 466, 466, 466, 466, 466, 492, 492, 492, 492, 492, 328, 213, 466, 328, 492, 466, 492(...TRUNCATED)	"[261, 779, 948, 948, 19, 19, 616, 616, 616, 616, 616, 616, 616, 616, 689, 616, 616, 616, 616, 616, (...TRUNCATED)	"[64, 665, 993, 1215, 993, 993, 993, 993, 1836, 288, 288, 288, 288, 288, 1369, 288, 288, 288, 288, 2(...TRUNCATED)	"[1257, 3622, 105, 3233, 1056, 1056, 1056, 1056, 1056, 2685, 2685, 1895, 1895, 3392, 3392, 3392, 189(...TRUNCATED)
P98082	"MSNEVETSATNGQPDQQAAPKAPSKKEKKKGPEKTDEYLLARFKGDGVKYKAKLIGIDDVPDARGDKMSQDSMMKLKGMAAAGRSQGQHKQRIWVNISL(...TRUNCATED)	45.001744	"LLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLHHHHHHHHSTTLEEEEEEEEEEEEESSSLLHHHHHHHHHHHHHHHHHHHHTTLLLEEEEEEEET(...TRUNCATED)	"CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCHHHHHHHHCCCCEEEEEEEEEEEEECCCCCHHHHHHHHHHHHHHHHHHHHCCCCCEEEEEEEEC(...TRUNCATED)	"DDDDDDDDDDDDDDDDPDDPPPPPPPPDPDDDPLDLVNLQVQQADQHDKAKWFWLDKDWFQALDDAVRLQVVLVLSNLVQVVCVVVVRHTFIWMWTGHL(...TRUNCATED)	"[3583, 1973, 2871, 2372, 2852, 1763, 3058, 3370, 1413, 4047, 2489, 2103, 1325, 2529, 3320, 2085, 90(...TRUNCATED)	0.505299	"[15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 15, 13, 13, 13, 13, 13, 13, 13, 13(...TRUNCATED)	"[44, 44, 44, 44, 44, 44, 44, 44, 44, 44, 44, 44, 44, 24, 24, 24, 24, 98, 98, 98, 98, 121, 121, 121,(...TRUNCATED)	"[179, 179, 179, 179, 426, 115, 115, 115, 115, 115, 115, 58, 115, 58, 5, 5, 331, 238, 238, 238, 238,(...TRUNCATED)	"[234, 663, 663, 663, 209, 209, 209, 209, 746, 746, 209, 569, 746, 36, 36, 36, 12, 357, 357, 357, 35(...TRUNCATED)	"[891, 19, 891, 19, 722, 722, 722, 722, 209, 209, 209, 1787, 209, 1623, 1623, 1623, 710, 1989, 1986,(...TRUNCATED)	"[2590, 2693, 2693, 2693, 143, 143, 143, 143, 2728, 2728, 103, 103, 103, 1348, 1348, 1348, 3410, 168(...TRUNCATED)
Q5VWQ8	"MSAGGSARKSTGRSSYYYRLLRRPRLQRQRSRSRSRTRPARESPQERPGSRRSLPGSLSEKSPSMEPSAATPFRVTGFLSRRLKGSIKRTKSQPKLDRN(...TRUNCATED)	44.794289	"LLLLLLLLLLLLSSLSSSSTTLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLSSLLSLLLLLLLLLLLLLLLL(...TRUNCATED)	"CCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCC(...TRUNCATED)	"DDDDFFDDDPPPPPCPVVVVPDDPDDDFDDDDDDDDDYDDDDDDDDDDDDDDDDDDDDDDDDDDDDDFFDDFFFDDDFDPDLAFDDDDDDDDDDDFDDD(...TRUNCATED)	"[3607, 3551, 3685, 1763, 2567, 1169, 3424, 251, 1339, 3745, 1663, 1872, 1626, 3224, 760, 1545, 2185(...TRUNCATED)	0.645566	"[15, 15, 15, 15, 14, 14, 14, 15, 15, 15, 13, 13, 13, 3, 3, 3, 3, 3, 3, 3, 3, 13, 13, 15, 15, 15, 15(...TRUNCATED)	"[44, 44, 44, 44, 21, 122, 122, 122, 60, 60, 98, 121, 121, 123, 123, 123, 123, 123, 123, 123, 123, 1(...TRUNCATED)	"[58, 115, 58, 58, 62, 62, 62, 62, 182, 108, 213, 466, 466, 129, 129, 129, 129, 129, 129, 129, 129, (...TRUNCATED)	"[569, 746, 569, 569, 947, 947, 153, 307, 280, 280, 473, 19, 108, 602, 602, 602, 602, 602, 466, 602,(...TRUNCATED)	"[940, 1787, 1787, 1787, 1903, 180, 180, 1121, 462, 266, 67, 993, 993, 1867, 270, 270, 1867, 1867, 1(...TRUNCATED)	"[1462, 103, 3535, 3535, 1018, 2603, 2603, 2603, 3428, 2133, 1352, 3233, 3074, 2535, 1361, 1361, 136(...TRUNCATED)

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Thermostability Dataset with ESMFold Structural Sequence

Description: In materials science and molecular biology, thermostability is the ability of a substance to resist irreversible change in its chemical or physical structure, often by resisting decomposition or polymerization, at a high relative temperature.
Number of labels: 1
Problem Type: regression
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}
}

Downloads last month: 91

Size of downloaded dataset files:

156 MB

Size of the auto-converted Parquet files:

72 MB

Number of rows:

7,029

Paper for AI4Protein/Thermostability_ESMFold

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

Paper • 2503.15438 • Published Mar 19, 2025 • 4