PFRMAT RR TARGET T0952 AUTHOR 8803-3418-6791 METHOD A single method based on deep METHOD ResNet and ResLSTM ensemble networks METHOD ------------- MODEL 1 ENIEETITVMKKLEEPRQKVVLDTAKIQLKEQDEQ 20 23 0 8 0.99936 19 22 0 8 0.99927 21 24 0 8 0.99923 18 21 0 8 0.99900 24 27 0 8 0.99857 22 25 0 8 0.99856 21 25 0 8 0.99847 25 28 0 8 0.99814 26 29 0 8 0.99801 20 24 0 8 0.99780 19 23 0 8 0.99742 18 22 0 8 0.99697 7 10 0 8 0.99694 22 26 0 8 0.99684 24 28 0 8 0.99680 25 29 0 8 0.99678 17 20 0 8 0.99662 23 26 0 8 0.99657 27 30 0 8 0.99646 8 11 0 8 0.99624 6 9 0 8 0.99612 17 21 0 8 0.99516 9 12 0 8 0.99464 23 27 0 8 0.99320 26 30 0 8 0.99303 6 10 0 8 0.99300 5 8 0 8 0.99286 28 31 0 8 0.99257 29 32 0 8 0.99220 5 9 0 8 0.99075 10 13 0 8 0.99003 7 11 0 8 0.98936 4 7 0 8 0.98868 28 32 0 8 0.98777 8 12 0 8 0.98624 27 31 0 8 0.98519 15 18 0 8 0.98459 14 18 0 8 0.98159 4 8 0 8 0.97887 9 13 0 8 0.97835 3 6 0 8 0.97659 2 5 0 8 0.97471 3 7 0 8 0.96771 30 33 0 8 0.96212 31 34 0 8 0.95684 14 17 0 8 0.95353 29 33 0 8 0.94959 16 20 0 8 0.94409 16 19 0 8 0.93925 2 6 0 8 0.92914 13 17 0 8 0.91341 30 34 0 8 0.91075 13 18 0 8 0.90115 15 19 0 8 0.89806 13 21 0 8 0.87264 1 5 0 8 0.85120 32 35 0 8 0.83248 31 35 0 8 0.75991 11 14 0 8 0.70546 10 14 0 8 0.70370 10 21 0 8 0.55641 10 18 0 8 0.54392 1 4 0 8 0.47907 11 15 0 8 0.34751 1 6 0 8 0.30650 13 16 0 8 0.23090 12 15 0 8 0.22493 9 21 0 8 0.21909 10 22 0 8 0.19172 6 25 0 8 0.13170 11 18 0 8 0.10071 12 16 0 8 0.09811 9 25 0 8 0.06810 6 22 0 8 0.06392 10 25 0 8 0.06334 1 9 0 8 0.05022 9 22 0 8 0.04894 13 20 0 8 0.04867 10 17 0 8 0.04728 6 29 0 8 0.04498 12 21 0 8 0.04426 12 17 0 8 0.04269 12 18 0 8 0.04228 3 29 0 8 0.04103 9 18 0 8 0.03997 13 22 0 8 0.03314 30 35 0 8 0.03145 7 22 0 8 0.03003 6 21 0 8 0.02991 3 25 0 8 0.02465 6 26 0 8 0.02406 2 29 0 8 0.02169 3 22 0 8 0.01800 14 21 0 8 0.01682 10 15 0 8 0.01512 7 25 0 8 0.01489 3 26 0 8 0.01340 9 29 0 8 0.01216 1 29 0 8 0.01154 5 22 0 8 0.01023 29 34 0 8 0.01000 3 8 0 8 0.00883 9 26 0 8 0.00882 2 7 0 8 0.00878 11 17 0 8 0.00857 7 18 0 8 0.00804 1 26 0 8 0.00803 29 35 0 8 0.00745 2 26 0 8 0.00671 7 21 0 8 0.00670 2 25 0 8 0.00660 1 25 0 8 0.00632 13 19 0 8 0.00619 11 21 0 8 0.00609 14 19 0 8 0.00604 9 17 0 8 0.00594 6 28 0 8 0.00564 1 8 0 8 0.00551 6 18 0 8 0.00533 11 22 0 8 0.00528 9 28 0 8 0.00493 5 25 0 8 0.00476 23 28 0 8 0.00465 10 19 0 8 0.00465 16 21 0 8 0.00453 1 22 0 8 0.00453 10 16 0 8 0.00450 13 25 0 8 0.00441 9 24 0 8 0.00433 27 32 0 8 0.00424 11 16 0 8 0.00416 5 26 0 8 0.00407 5 29 0 8 0.00393 12 25 0 8 0.00374 2 8 0 8 0.00320 6 24 0 8 0.00310 7 29 0 8 0.00308 10 24 0 8 0.00306 9 14 0 8 0.00304 3 32 0 8 0.00304 12 20 0 8 0.00270 13 24 0 8 0.00256 4 29 0 8 0.00255 10 20 0 8 0.00254 7 26 0 8 0.00250 3 28 0 8 0.00250 9 20 0 8 0.00248 2 22 0 8 0.00244 1 7 0 8 0.00239 4 22 0 8 0.00238 14 22 0 8 0.00238 21 28 0 8 0.00233 28 33 0 8 0.00220 20 25 0 8 0.00214 4 9 0 8 0.00212 3 9 0 8 0.00207 8 18 0 8 0.00198 24 29 0 8 0.00197 4 25 0 8 0.00194 25 30 0 8 0.00191 3 21 0 8 0.00186 26 31 0 8 0.00180 6 11 0 8 0.00180 5 10 0 8 0.00175 3 33 0 8 0.00172 2 32 0 8 0.00161 20 28 0 8 0.00160 8 25 0 8 0.00159 14 20 0 8 0.00158 4 26 0 8 0.00153 8 26 0 8 0.00153 6 32 0 8 0.00146 5 21 0 8 0.00146 15 20 0 8 0.00145 3 10 0 8 0.00139 19 24 0 8 0.00135 10 29 0 8 0.00134 12 22 0 8 0.00134 3 30 0 8 0.00134 1 32 0 8 0.00129 13 29 0 8 0.00124 3 18 0 8 0.00122 12 29 0 8 0.00118 7 12 0 8 0.00118 2 9 0 8 0.00112 28 35 0 8 0.00112 26 35 0 8 0.00107 9 15 0 8 0.00106 27 35 0 8 0.00106 1 33 0 8 0.00105 8 22 0 8 0.00104 1 11 0 8 0.00104 8 21 0 8 0.00103 10 26 0 8 0.00101 3 11 0 8 0.00095 2 28 0 8 0.00095 21 26 0 8 0.00092 1 12 0 8 0.00091 1 35 0 8 0.00091 1 28 0 8 0.00089 1 21 0 8 0.00088 15 21 0 8 0.00088 6 19 0 8 0.00087 9 16 0 8 0.00087 13 28 0 8 0.00084 2 33 0 8 0.00084 1 10 0 8 0.00081 17 28 0 8 0.00079 12 24 0 8 0.00077 2 35 0 8 0.00077 22 27 0 8 0.00074 28 34 0 8 0.00074 1 30 0 8 0.00073 1 18 0 8 0.00073 2 10 0 8 0.00071 17 22 0 8 0.00070 10 28 0 8 0.00068 3 24 0 8 0.00068 8 29 0 8 0.00068 2 30 0 8 0.00067 12 19 0 8 0.00066 21 29 0 8 0.00066 9 19 0 8 0.00065 3 35 0 8 0.00063 5 18 0 8 0.00061 7 19 0 8 0.00061 11 19 0 8 0.00059 16 24 0 8 0.00058 9 32 0 8 0.00058 5 19 0 8 0.00058 11 25 0 8 0.00055 5 28 0 8 0.00053 8 13 0 8 0.00052 4 12 0 8 0.00049 6 20 0 8 0.00048 17 25 0 8 0.00048 2 21 0 8 0.00047 4 18 0 8 0.00046 3 19 0 8 0.00046 18 23 0 8 0.00045 7 17 0 8 0.00045 13 23 0 8 0.00045 6 17 0 8 0.00045 16 22 0 8 0.00044 1 23 0 8 0.00043 12 28 0 8 0.00042 6 13 0 8 0.00042 9 23 0 8 0.00041 1 19 0 8 0.00041 4 21 0 8 0.00041 26 33 0 8 0.00039 8 19 0 8 0.00039 3 12 0 8 0.00039 7 13 0 8 0.00038 6 30 0 8 0.00037 8 14 0 8 0.00036 15 23 0 8 0.00036 1 34 0 8 0.00034 1 24 0 8 0.00033 4 10 0 8 0.00033 3 23 0 8 0.00033 17 24 0 8 0.00032 2 18 0 8 0.00032 26 34 0 8 0.00032 6 16 0 8 0.00031 27 34 0 8 0.00031 25 35 0 8 0.00031 4 14 0 8 0.00030 16 28 0 8 0.00030 3 27 0 8 0.00030 6 35 0 8 0.00030 3 14 0 8 0.00030 6 33 0 8 0.00030 3 17 0 8 0.00029 22 28 0 8 0.00029 2 11 0 8 0.00029 1 27 0 8 0.00029 27 33 0 8 0.00029 3 34 0 8 0.00028 6 27 0 8 0.00028 5 32 0 8 0.00028 3 13 0 8 0.00028 6 23 0 8 0.00027 7 28 0 8 0.00026 2 24 0 8 0.00025 4 19 0 8 0.00025 15 22 0 8 0.00025 5 23 0 8 0.00024 7 14 0 8 0.00024 1 31 0 8 0.00024 7 24 0 8 0.00024 24 32 0 8 0.00023 26 32 0 8 0.00023 17 32 0 8 0.00023 2 34 0 8 0.00023 2 12 0 8 0.00022 2 27 0 8 0.00022 20 35 0 8 0.00022 3 16 0 8 0.00021 23 35 0 8 0.00021 5 24 0 8 0.00021 11 20 0 8 0.00021 1 17 0 8 0.00021 16 32 0 8 0.00021 16 31 0 8 0.00021 7 16 0 8 0.00020 23 31 0 8 0.00020 8 15 0 8 0.00020 5 30 0 8 0.00020 19 35 0 8 0.00020 1 15 0 8 0.00020 3 20 0 8 0.00020 17 29 0 8 0.00020 10 23 0 8 0.00019 22 31 0 8 0.00019 16 35 0 8 0.00019 13 32 0 8 0.00019 22 29 0 8 0.00018 20 27 0 8 0.00018 4 32 0 8 0.00018 9 35 0 8 0.00018 2 19 0 8 0.00018 7 15 0 8 0.00018 6 12 0 8 0.00017 16 27 0 8 0.00017 6 31 0 8 0.00017 4 16 0 8 0.00017 1 14 0 8 0.00017 11 26 0 8 0.00017 8 17 0 8 0.00016 4 11 0 8 0.00016 24 35 0 8 0.00016 2 23 0 8 0.00016 25 32 0 8 0.00016 22 35 0 8 0.00016 13 26 0 8 0.00016 9 27 0 8 0.00015 3 15 0 8 0.00015 9 33 0 8 0.00015 7 20 0 8 0.00015 4 30 0 8 0.00015 4 35 0 8 0.00015 4 33 0 8 0.00015 12 26 0 8 0.00015 1 20 0 8 0.00014 9 31 0 8 0.00014 5 35 0 8 0.00014 4 28 0 8 0.00014 9 30 0 8 0.00014 12 32 0 8 0.00014 1 16 0 8 0.00014 25 34 0 8 0.00014 22 32 0 8 0.00014 13 27 0 8 0.00013 8 16 0 8 0.00013 25 33 0 8 0.00013 7 23 0 8 0.00013 12 23 0 8 0.00013 4 15 0 8 0.00013 25 31 0 8 0.00013 7 32 0 8 0.00013 3 31 0 8 0.00012 4 13 0 8 0.00012 5 20 0 8 0.00012 1 13 0 8 0.00012 8 28 0 8 0.00012 5 33 0 8 0.00012 23 32 0 8 0.00012 17 35 0 8 0.00012 22 30 0 8 0.00011 11 29 0 8 0.00011 7 35 0 8 0.00011 6 15 0 8 0.00011 4 17 0 8 0.00011 16 29 0 8 0.00011 20 29 0 8 0.00010 19 27 0 8 0.00010 24 31 0 8 0.00010 12 33 0 8 0.00010 6 14 0 8 0.00010 5 27 0 8 0.00010 20 32 0 8 0.00010 21 27 0 8 0.00010 2 17 0 8 0.00010 6 34 0 8 0.00010 5 11 0 8 0.00010 2 14 0 8 0.00010 4 23 0 8 0.00009 18 28 0 8 0.00009 12 27 0 8 0.00009 2 31 0 8 0.00009 16 25 0 8 0.00009 10 32 0 8 0.00009 20 31 0 8 0.00009 17 23 0 8 0.00009 19 28 0 8 0.00008 10 35 0 8 0.00008 8 20 0 8 0.00008 7 33 0 8 0.00008 15 35 0 8 0.00008 16 23 0 8 0.00008 23 34 0 8 0.00008 8 30 0 8 0.00008 19 31 0 8 0.00008 13 35 0 8 0.00008 22 33 0 8 0.00007 12 35 0 8 0.00007 7 30 0 8 0.00007 8 23 0 8 0.00007 18 29 0 8 0.00007 9 34 0 8 0.00007 5 17 0 8 0.00007 5 15 0 8 0.00007 14 23 0 8 0.00007 23 33 0 8 0.00007 24 30 0 8 0.00007 5 12 0 8 0.00007 2 15 0 8 0.00007 8 33 0 8 0.00006 17 31 0 8 0.00006 8 35 0 8 0.00006 23 29 0 8 0.00006 4 34 0 8 0.00006 11 33 0 8 0.00006 8 32 0 8 0.00006 12 30 0 8 0.00006 5 34 0 8 0.00006 11 24 0 8 0.00006 19 34 0 8 0.00006 15 24 0 8 0.00006 2 13 0 8 0.00006 13 33 0 8 0.00006 16 33 0 8 0.00006 14 25 0 8 0.00006 22 34 0 8 0.00006 18 35 0 8 0.00006 5 14 0 8 0.00006 12 31 0 8 0.00006 16 34 0 8 0.00006 14 32 0 8 0.00006 5 13 0 8 0.00006 5 16 0 8 0.00006 17 27 0 8 0.00006 2 20 0 8 0.00005 14 24 0 8 0.00005 2 16 0 8 0.00005 4 24 0 8 0.00005 11 34 0 8 0.00005 14 35 0 8 0.00005 8 24 0 8 0.00005 11 35 0 8 0.00005 15 28 0 8 0.00005 14 29 0 8 0.00005 18 32 0 8 0.00005 4 20 0 8 0.00005 19 26 0 8 0.00005 21 35 0 8 0.00005 20 26 0 8 0.00005 11 28 0 8 0.00005 5 31 0 8 0.00005 21 32 0 8 0.00005 13 31 0 8 0.00005 24 33 0 8 0.00005 14 28 0 8 0.00005 10 33 0 8 0.00005 18 24 0 8 0.00005 8 27 0 8 0.00005 7 27 0 8 0.00005 18 25 0 8 0.00005 10 27 0 8 0.00004 16 30 0 8 0.00004 11 23 0 8 0.00004 15 32 0 8 0.00004 15 29 0 8 0.00004 12 34 0 8 0.00004 23 30 0 8 0.00004 19 33 0 8 0.00004 20 34 0 8 0.00004 8 34 0 8 0.00004 15 31 0 8 0.00004 19 29 0 8 0.00004 19 32 0 8 0.00004 11 32 0 8 0.00004 16 26 0 8 0.00004 17 26 0 8 0.00004 4 27 0 8 0.00004 17 33 0 8 0.00004 15 27 0 8 0.00004 13 30 0 8 0.00004 19 25 0 8 0.00003 7 34 0 8 0.00003 20 33 0 8 0.00003 10 34 0 8 0.00003 24 34 0 8 0.00003 15 34 0 8 0.00003 7 31 0 8 0.00003 14 33 0 8 0.00003 18 26 0 8 0.00003 10 31 0 8 0.00003 18 27 0 8 0.00003 17 34 0 8 0.00002 14 27 0 8 0.00002 15 33 0 8 0.00002 20 30 0 8 0.00002 21 31 0 8 0.00002 10 30 0 8 0.00002 15 25 0 8 0.00002 13 34 0 8 0.00002 4 31 0 8 0.00002 14 26 0 8 0.00002 18 33 0 8 0.00002 15 26 0 8 0.00002 11 30 0 8 0.00002 8 31 0 8 0.00002 18 31 0 8 0.00002 19 30 0 8 0.00002 21 30 0 8 0.00002 21 33 0 8 0.00002 15 30 0 8 0.00002 14 34 0 8 0.00002 11 27 0 8 0.00002 18 30 0 8 0.00002 14 31 0 8 0.00001 18 34 0 8 0.00001 17 30 0 8 0.00001 11 31 0 8 0.00001 14 30 0 8 0.00001 21 34 0 8 0.00001 END