Commit 907806f7 authored by Ard Kastrati's avatar Ard Kastrati
Browse files

Merge branch 'master' of https://gitlab.ethz.ch/kard/dl-project

parents 398c7dc9 1ffa2794
import numpy as np
def clustering():
c1=list(np.array([12,5,4,11,19,18,16,10,15,9,22])-1)#front
c2=list(np.array([8,1,2,125,126,127,14,21,25,26,31,128])-1) #EOG
c3=list(np.array([114,115,109,108,113,107,103,110,111,104,93,102,96,91,102,98,92,116])-1) #right
c4=list(np.array([56,49,44,39,45,50,58,59,51,46,40,34,35,41,47,52,42,36])-1)#left
c5=list(np.array([37,30,29,6,112,7,106,105,111,31,80,87,31,55,79,78,61,54])-1) #cent
c6=list(np.array([67,77,72,66,71,76,70,75,83,69,74,82,89,68,94,73,88,69])-1) #occi
cluster2={}
cluster2['c1']=c1
cluster2['c2']=c2
cluster2['c3']=c3
cluster2['c4']=c4
cluster2['c5']=c5
cluster2['c6']=c6
return cluster2
import numpy as np
def clustering():
c1=list(np.array([15,18,16,10,11,12,5,6,7,106,31,80])-1)#mfront
c2=list(np.array([55,54,79,78,77,76,75,71,67,61,72,62])-1) #mparietal
c3=list(np.array([45,46,41,42,37,51,52,70,53,47,60,66,76,65,58,59])-1) #lparietal
c4=list(np.array([87,86,93,85,92,98,103,102,97,91,84,83,90,96,101,108])-1)#rparietal
c5=list(np.array([33,26,22,34,27,23,35,28,24,19,36,29,20,30,13])-1) #lfront
c6=list(np.array([9,2,122,3,123,116,4,124,117,110,118,111,104,112,105])-1) #rfront
cluster3={}
cluster3['c1']=c1
cluster3['c2']=c2
cluster3['c3']=c3
cluster3['c4']=c4
cluster3['c5']=c5
cluster3['c6']=c6
return cluster3
epoch;accuracy;loss;val_accuracy;val_loss
0;0.6013182401657104;0.6647417545318604;0.6582470536231995;0.7188303470611572
1;0.7604044675827026;0.49373576045036316;0.7639751434326172;0.5122150778770447
2;0.8127545118331909;0.40877968072891235;0.8095238208770752;0.4329862594604492
3;0.8424667119979858;0.3561171293258667;0.8086956739425659;0.4179646074771881
4;0.8609634637832642;0.3185793459415436;0.8121463060379028;0.4069715142250061
5;0.8750431537628174;0.29031482338905334;0.6861283779144287;0.7224557399749756
6;0.8877078890800476;0.2658785879611969;0.6630780100822449;0.6044532060623169
7;0.8981986045837402;0.24282807111740112;0.8492753505706787;0.343013197183609
8;0.9054800271987915;0.22613760828971863;0.7298826575279236;0.5510682463645935
9;0.9113120436668396;0.21179983019828796;0.7769496440887451;0.4982706308364868
10;0.918627917766571;0.1961323618888855;0.7831608057022095;0.44765228033065796
11;0.9253571629524231;0.18601356446743011;0.864044189453125;0.320788711309433
12;0.930464506149292;0.172199547290802;0.6057971119880676;1.554414987564087
13;0.9357098340988159;0.16009213030338287;0.7929606437683105;0.541066586971283
14;0.9401615262031555;0.150617316365242;0.7976535558700562;0.4499603807926178
15;0.9429912567138672;0.1408129632472992;0.8658385276794434;0.3125569224357605
16;0.9470632672309875;0.13270783424377441;0.7944789528846741;0.6356551647186279
17;0.951618492603302;0.12553194165229797;0.8465148210525513;0.3625510632991791
18;0.9526192545890808;0.12019973248243332;0.8176673650741577;0.5727553963661194
19;0.9549658298492432;0.11458298563957214;0.8019323945045471;0.5455320477485657
20;0.9600041508674622;0.10186079144477844;0.8645962476730347;0.3756420314311981
21;0.9640071988105774;0.09719923138618469;0.7958592176437378;0.7014791369438171
22;0.9614534974098206;0.09791050851345062;0.5365079641342163;1.8824732303619385
23;0.9653530120849609;0.09221097081899643;0.8734299540519714;0.3538748323917389
24;0.9687694311141968;0.08267182856798172;0.883781909942627;0.3705730438232422
25;0.9701497554779053;0.07801695168018341;0.5538992285728455;1.5600996017456055
26;0.9674580693244934;0.08365857601165771;0.8734299540519714;0.4140477180480957
27;0.9707364439964294;0.07824554294347763;0.8650103807449341;0.3335997462272644
28;0.9726344347000122;0.07314753532409668;0.5474120378494263;4.001978397369385
29;0.9739112257957458;0.06988772749900818;0.8645962476730347;0.3948058485984802
30;0.9758092164993286;0.06439933180809021;0.8726018071174622;0.3486180305480957
31;0.9756022095680237;0.0669761523604393;0.7169082164764404;0.8680422306060791
32;0.977120578289032;0.06432097405195236;0.8407177329063416;0.4601145386695862
33;0.981296181678772;0.049314502626657486;0.6981366276741028;0.7999607920646667
34;0.9801228642463684;0.0538608692586422;0.8502415418624878;0.48776260018348694
35;0.9801228642463684;0.05343281477689743;0.8169772028923035;0.5628825426101685
36;0.9810200929641724;0.05339588597416878;0.8357487916946411;0.6363515257835388
37;0.9833321571350098;0.04766633361577988;0.8734299540519714;0.4085341691970825
38;0.9822624325752258;0.05083421990275383;0.8753623366355896;0.44103166460990906
39;0.9827110171318054;0.045795928686857224;0.8683229684829712;0.40721583366394043
40;0.98302161693573;0.047874074429273605;0.8830918073654175;0.38717201352119446
41;0.9839533567428589;0.0444566011428833;0.8764665126800537;0.3786880671977997
42;0.9861618876457214;0.03839310631155968;0.6445824503898621;1.440016269683838
43;0.9867485761642456;0.03467462584376335;0.754451334476471;0.9329652190208435
44;0.9860239028930664;0.039042878895998;0.8113181591033936;0.9142934083938599
45;0.9908896684646606;0.02680203877389431;0.5381642580032349;2.8352065086364746
46;0.9936158657073975;0.02031075395643711;0.8742581009864807;0.42920997738838196
47;0.9951342344284058;0.01614142209291458;0.8898550868034363;0.4254204332828522
48;0.994961678981781;0.015388195402920246;0.7980676293373108;0.8661810159683228
49;0.9953413009643555;0.014780772849917412;0.8826777338981628;0.42589181661605835
50;0.9950997233390808;0.015207239426672459;0.8864043951034546;0.4520763158798218
51;0.9957553744316101;0.013148890808224678;0.8804692625999451;0.4241575598716736
52;0.9953413009643555;0.014253922738134861;0.8764665126800537;0.4503651261329651
53;0.9957208633422852;0.01439791638404131;0.6346445679664612;1.6075189113616943
54;0.9950652122497559;0.01415100134909153;0.8628019094467163;0.5555873513221741
55;0.9948581457138062;0.015042128972709179;0.5726708173751831;1.759964942932129
56;0.9954793453216553;0.01345085259526968;0.8714975714683533;0.505007803440094
57;0.9957898855209351;0.013103947974741459;0.8808833956718445;0.45496246218681335
58;0.9959969520568848;0.011644131503999233;0.5344375371932983;4.441368579864502
59;0.9970322251319885;0.010258570313453674;0.879365086555481;0.46842095255851746
60;0.9968596696853638;0.009846488013863564;0.6578329801559448;1.9142792224884033
61;0.9965836405754089;0.011015750467777252;0.8746721744537354;0.5191388726234436
62;0.9961004853248596;0.01198595017194748;0.7118012309074402;0.6579892635345459
63;0.9964110851287842;0.011371866799890995;0.853140115737915;0.5022312998771667
64;0.9967561364173889;0.01109679602086544;0.8822636008262634;0.5340335965156555
65;0.9964110851287842;0.0106416717171669;0.8835058808326721;0.5271812677383423
66;0.9963420629501343;0.011031276546418667;0.6484472155570984;2.3088111877441406
67;0.9962040185928345;0.01210701558738947;0.8846100568771362;0.49404028058052063
68;0.9971012473106384;0.008027706295251846;0.7202208638191223;1.227425217628479
69;0.9975498914718628;0.007318778894841671;0.8172532916069031;0.7359716296195984
70;0.998240053653717;0.006512874271720648;0.8332642912864685;0.8019935488700867
71;0.9975153803825378;0.0077844285406172276;0.8905451893806458;0.48695433139801025
72;0.9978259205818176;0.006206728518009186;0.8796411156654358;0.5435582995414734
73;0.9978259205818176;0.0069560459814965725;0.8266390562057495;0.550464391708374
74;0.9975844025611877;0.007388035301119089;0.8824016451835632;0.5105237364768982
75;0.9983435869216919;0.005616242066025734;0.8859903216362;0.49452242255210876
76;0.9980674982070923;0.006255215033888817;0.8766045570373535;0.5102707743644714
77;0.9979294538497925;0.006363917142152786;0.5254658460617065;8.555727005004883
78;0.9980674982070923;0.0060712662525475025;0.8848861455917358;0.49233540892601013
79;0.9978949427604675;0.006212325766682625;0.5828847289085388;1.855910062789917
80;0.9978949427604675;0.0065247779712080956;0.8865424394607544;0.462265282869339
81;0.9983780980110168;0.004769725725054741;0.8905451893806458;0.4729859530925751
82;0.9980329871177673;0.00543142668902874;0.8418219685554504;0.7137159109115601
83;0.9979639649391174;0.006339591927826405;0.8063492178916931;0.85755854845047
84;0.9980674982070923;0.005919098854064941;0.8746721744537354;0.47671258449554443
85;0.9979984760284424;0.006197285372763872;0.884748101234436;0.4942890405654907
86;0.9983435869216919;0.006231770385056734;0.886956512928009;0.5223009586334229
87;0.9983435869216919;0.005088430363684893;0.8829537630081177;0.5294210910797119
88;0.9981020092964172;0.005834919400513172;0.6473429799079895;1.0382744073867798
89;0.9984126091003418;0.004756706766784191;0.8407177329063416;0.5431330800056458
90;0.9983435869216919;0.005154688376933336;0.8608695864677429;0.5227078795433044
91;0.9982055425643921;0.006373307667672634;0.8853002190589905;0.49868902564048767
92;0.9980329871177673;0.005687379743903875;0.5420289635658264;2.6844680309295654
93;0.9984126091003418;0.004803156945854425;0.8859903216362;0.5000370144844055
94;0.9988266825675964;0.004373767413198948;0.8824016451835632;0.5592061281204224
95;0.999137282371521;0.0032131399493664503;0.8872326016426086;0.5488330721855164
96;0.9983435869216919;0.004668352659791708;0.8685990571975708;0.540473461151123
97;0.9990682601928711;0.003421215107664466;0.5333333611488342;6.153782367706299
98;0.9988611936569214;0.0035844463855028152;0.5867494940757751;3.8600969314575195
99;0.9989992380142212;0.003647474106401205;0.878122866153717;0.5326786637306213
best_model_train_loss,best_model_val_loss,best_model_train_acc,best_model_val_acc
0.0077844285406172276,0.48695433139801025,0.9975153803825378,0.8905451893806458
loss,accuracy,val_loss,val_accuracy,lr
0.6647417545318604,0.6013182401657104,0.7188303470611572,0.6582470536231995,0.0010000000474974513
0.49373576045036316,0.7604044675827026,0.5122150778770447,0.7639751434326172,0.0010000000474974513
0.40877968072891235,0.8127545118331909,0.4329862594604492,0.8095238208770752,0.0010000000474974513
0.3561171293258667,0.8424667119979858,0.4179646074771881,0.8086956739425659,0.0010000000474974513
0.3185793459415436,0.8609634637832642,0.4069715142250061,0.8121463060379028,0.0010000000474974513
0.29031482338905334,0.8750431537628174,0.7224557399749756,0.6861283779144287,0.0010000000474974513
0.2658785879611969,0.8877078890800476,0.6044532060623169,0.6630780100822449,0.0010000000474974513
0.24282807111740112,0.8981986045837402,0.343013197183609,0.8492753505706787,0.0010000000474974513
0.22613760828971863,0.9054800271987915,0.5510682463645935,0.7298826575279236,0.0010000000474974513
0.21179983019828796,0.9113120436668396,0.4982706308364868,0.7769496440887451,0.0010000000474974513
0.1961323618888855,0.918627917766571,0.44765228033065796,0.7831608057022095,0.0010000000474974513
0.18601356446743011,0.9253571629524231,0.320788711309433,0.864044189453125,0.0010000000474974513
0.172199547290802,0.930464506149292,1.554414987564087,0.6057971119880676,0.0010000000474974513
0.16009213030338287,0.9357098340988159,0.541066586971283,0.7929606437683105,0.0010000000474974513
0.150617316365242,0.9401615262031555,0.4499603807926178,0.7976535558700562,0.0010000000474974513
0.1408129632472992,0.9429912567138672,0.3125569224357605,0.8658385276794434,0.0010000000474974513
0.13270783424377441,0.9470632672309875,0.6356551647186279,0.7944789528846741,0.0010000000474974513
0.12553194165229797,0.951618492603302,0.3625510632991791,0.8465148210525513,0.0010000000474974513
0.12019973248243332,0.9526192545890808,0.5727553963661194,0.8176673650741577,0.0010000000474974513
0.11458298563957214,0.9549658298492432,0.5455320477485657,0.8019323945045471,0.0010000000474974513
0.10186079144477844,0.9600041508674622,0.3756420314311981,0.8645962476730347,0.0010000000474974513
0.09719923138618469,0.9640071988105774,0.7014791369438171,0.7958592176437378,0.0010000000474974513
0.09791050851345062,0.9614534974098206,1.8824732303619385,0.5365079641342163,0.0010000000474974513
0.09221097081899643,0.9653530120849609,0.3538748323917389,0.8734299540519714,0.0010000000474974513
0.08267182856798172,0.9687694311141968,0.3705730438232422,0.883781909942627,0.0010000000474974513
0.07801695168018341,0.9701497554779053,1.5600996017456055,0.5538992285728455,0.0010000000474974513
0.08365857601165771,0.9674580693244934,0.4140477180480957,0.8734299540519714,0.0010000000474974513
0.07824554294347763,0.9707364439964294,0.3335997462272644,0.8650103807449341,0.0010000000474974513
0.07314753532409668,0.9726344347000122,4.001978397369385,0.5474120378494263,0.0010000000474974513
0.06988772749900818,0.9739112257957458,0.3948058485984802,0.8645962476730347,0.0010000000474974513
0.06439933180809021,0.9758092164993286,0.3486180305480957,0.8726018071174622,0.0010000000474974513
0.0669761523604393,0.9756022095680237,0.8680422306060791,0.7169082164764404,0.0010000000474974513
0.06432097405195236,0.977120578289032,0.4601145386695862,0.8407177329063416,0.0010000000474974513
0.049314502626657486,0.981296181678772,0.7999607920646667,0.6981366276741028,0.0010000000474974513
0.0538608692586422,0.9801228642463684,0.48776260018348694,0.8502415418624878,0.0010000000474974513
0.05343281477689743,0.9801228642463684,0.5628825426101685,0.8169772028923035,0.0010000000474974513
0.05339588597416878,0.9810200929641724,0.6363515257835388,0.8357487916946411,0.0010000000474974513
0.04766633361577988,0.9833321571350098,0.4085341691970825,0.8734299540519714,0.0010000000474974513
0.05083421990275383,0.9822624325752258,0.44103166460990906,0.8753623366355896,0.0010000000474974513
0.045795928686857224,0.9827110171318054,0.40721583366394043,0.8683229684829712,0.0010000000474974513
0.047874074429273605,0.98302161693573,0.38717201352119446,0.8830918073654175,0.0010000000474974513
0.0444566011428833,0.9839533567428589,0.3786880671977997,0.8764665126800537,0.0010000000474974513
0.03839310631155968,0.9861618876457214,1.440016269683838,0.6445824503898621,0.0010000000474974513
0.03467462584376335,0.9867485761642456,0.9329652190208435,0.754451334476471,0.0010000000474974513
0.039042878895998,0.9860239028930664,0.9142934083938599,0.8113181591033936,0.0010000000474974513
0.02680203877389431,0.9908896684646606,2.8352065086364746,0.5381642580032349,0.0005000000237487257
0.02031075395643711,0.9936158657073975,0.42920997738838196,0.8742581009864807,0.0005000000237487257
0.01614142209291458,0.9951342344284058,0.4254204332828522,0.8898550868034363,0.0005000000237487257
0.015388195402920246,0.994961678981781,0.8661810159683228,0.7980676293373108,0.0005000000237487257
0.014780772849917412,0.9953413009643555,0.42589181661605835,0.8826777338981628,0.0005000000237487257
0.015207239426672459,0.9950997233390808,0.4520763158798218,0.8864043951034546,0.0005000000237487257
0.013148890808224678,0.9957553744316101,0.4241575598716736,0.8804692625999451,0.0005000000237487257
0.014253922738134861,0.9953413009643555,0.4503651261329651,0.8764665126800537,0.0005000000237487257
0.01439791638404131,0.9957208633422852,1.6075189113616943,0.6346445679664612,0.0005000000237487257
0.01415100134909153,0.9950652122497559,0.5555873513221741,0.8628019094467163,0.0005000000237487257
0.015042128972709179,0.9948581457138062,1.759964942932129,0.5726708173751831,0.0005000000237487257
0.01345085259526968,0.9954793453216553,0.505007803440094,0.8714975714683533,0.0005000000237487257
0.013103947974741459,0.9957898855209351,0.45496246218681335,0.8808833956718445,0.0005000000237487257
0.011644131503999233,0.9959969520568848,4.441368579864502,0.5344375371932983,0.0005000000237487257
0.010258570313453674,0.9970322251319885,0.46842095255851746,0.879365086555481,0.0005000000237487257
0.009846488013863564,0.9968596696853638,1.9142792224884033,0.6578329801559448,0.0005000000237487257
0.011015750467777252,0.9965836405754089,0.5191388726234436,0.8746721744537354,0.0005000000237487257
0.01198595017194748,0.9961004853248596,0.6579892635345459,0.7118012309074402,0.0005000000237487257
0.011371866799890995,0.9964110851287842,0.5022312998771667,0.853140115737915,0.0005000000237487257
0.01109679602086544,0.9967561364173889,0.5340335965156555,0.8822636008262634,0.0005000000237487257
0.0106416717171669,0.9964110851287842,0.5271812677383423,0.8835058808326721,0.0005000000237487257
0.011031276546418667,0.9963420629501343,2.3088111877441406,0.6484472155570984,0.0005000000237487257
0.01210701558738947,0.9962040185928345,0.49404028058052063,0.8846100568771362,0.0005000000237487257
0.008027706295251846,0.9971012473106384,1.227425217628479,0.7202208638191223,0.0002500000118743628
0.007318778894841671,0.9975498914718628,0.7359716296195984,0.8172532916069031,0.0002500000118743628
0.006512874271720648,0.998240053653717,0.8019935488700867,0.8332642912864685,0.0002500000118743628
0.0077844285406172276,0.9975153803825378,0.48695433139801025,0.8905451893806458,0.0002500000118743628
0.006206728518009186,0.9978259205818176,0.5435582995414734,0.8796411156654358,0.0002500000118743628
0.0069560459814965725,0.9978259205818176,0.550464391708374,0.8266390562057495,0.0002500000118743628
0.007388035301119089,0.9975844025611877,0.5105237364768982,0.8824016451835632,0.0002500000118743628
0.005616242066025734,0.9983435869216919,0.49452242255210876,0.8859903216362,0.0002500000118743628
0.006255215033888817,0.9980674982070923,0.5102707743644714,0.8766045570373535,0.0002500000118743628
0.006363917142152786,0.9979294538497925,8.555727005004883,0.5254658460617065,0.0002500000118743628
0.0060712662525475025,0.9980674982070923,0.49233540892601013,0.8848861455917358,0.0002500000118743628
0.006212325766682625,0.9978949427604675,1.855910062789917,0.5828847289085388,0.0002500000118743628
0.0065247779712080956,0.9978949427604675,0.462265282869339,0.8865424394607544,0.0002500000118743628
0.004769725725054741,0.9983780980110168,0.4729859530925751,0.8905451893806458,0.0002500000118743628
0.00543142668902874,0.9980329871177673,0.7137159109115601,0.8418219685554504,0.0002500000118743628
0.006339591927826405,0.9979639649391174,0.85755854845047,0.8063492178916931,0.0002500000118743628
0.005919098854064941,0.9980674982070923,0.47671258449554443,0.8746721744537354,0.0002500000118743628
0.006197285372763872,0.9979984760284424,0.4942890405654907,0.884748101234436,0.0002500000118743628
0.006231770385056734,0.9983435869216919,0.5223009586334229,0.886956512928009,0.0002500000118743628
0.005088430363684893,0.9983435869216919,0.5294210910797119,0.8829537630081177,0.0002500000118743628
0.005834919400513172,0.9981020092964172,1.0382744073867798,0.6473429799079895,0.0002500000118743628
0.004756706766784191,0.9984126091003418,0.5431330800056458,0.8407177329063416,0.0002500000118743628
0.005154688376933336,0.9983435869216919,0.5227078795433044,0.8608695864677429,0.0002500000118743628
0.006373307667672634,0.9982055425643921,0.49868902564048767,0.8853002190589905,0.0002500000118743628
0.005687379743903875,0.9980329871177673,2.6844680309295654,0.5420289635658264,0.0001250000059371814
0.004803156945854425,0.9984126091003418,0.5000370144844055,0.8859903216362,0.0001250000059371814
0.004373767413198948,0.9988266825675964,0.5592061281204224,0.8824016451835632,0.0001250000059371814
0.0032131399493664503,0.999137282371521,0.5488330721855164,0.8872326016426086,0.0001250000059371814
0.004668352659791708,0.9983435869216919,0.540473461151123,0.8685990571975708,0.0001250000059371814
0.003421215107664466,0.9990682601928711,6.153782367706299,0.5333333611488342,0.0001250000059371814
0.0035844463855028152,0.9988611936569214,3.8600969314575195,0.5867494940757751,0.0001250000059371814
0.003647474106401205,0.9989992380142212,0.5326786637306213,0.878122866153717,0.0001250000059371814
INFO:root:Started the Logging
INFO:root:X training loaded.
INFO:root:(129, 500, 36223)
INFO:root:y training loaded.
INFO:root:(1, 36223)
INFO:root:Setting the shapes
INFO:root:(36223, 500, 129)
INFO:root:(36223, 1)
INFO:root:Started running DeepEye. If you want to run other methods please choose another model in the config.py file.
INFO:root:(36223, 129, 500)
INFO:root:**********
INFO:root:--- Runtime: 11104.666312932968 seconds ---
INFO:root:Finished Logging
epoch;accuracy;loss;val_accuracy;val_loss
0;0.5230864882469177;0.692396342754364;0.5334713459014893;0.6932186484336853
1;0.5498999357223511;0.6862275004386902;0.5228433609008789;0.7716530561447144
2;0.5852715969085693;0.6707798838615417;0.5580400228500366;0.7413833141326904
3;0.660086989402771;0.6142764687538147;0.6236025094985962;0.8171049952507019
4;0.7408033609390259;0.5223807692527771;0.7293305993080139;0.6326043605804443
5;0.7779349684715271;0.47168469429016113;0.7773637175559998;0.49084481596946716
6;0.7934985160827637;0.4436928331851959;0.7360938787460327;0.5417788028717041
7;0.8084753751754761;0.42219018936157227;0.7824706435203552;0.49352583289146423
8;0.8136172294616699;0.41002577543258667;0.7463077902793884;0.6125450134277344
9;0.8211056590080261;0.39536038041114807;0.7648032903671265;0.5579732060432434
10;0.8277313709259033;0.3848140835762024;0.7694962024688721;0.4879244267940521
11;0.8347712159156799;0.3726275861263275;0.7881297469139099;0.46677184104919434
12;0.839084804058075;0.36251911520957947;0.7917184233665466;0.45139333605766296
13;0.8429843187332153;0.3543992042541504;0.7925465703010559;0.4391316771507263
14;0.850817859172821;0.3394559323787689;0.7740510702133179;0.492371529340744
15;0.8566498756408691;0.3298674523830414;0.782608687877655;0.47639545798301697
16;0.8612740635871887;0.317749559879303;0.7725327610969543;0.519951343536377
17;0.8653806447982788;0.31075283885002136;0.8169772028923035;0.4001269042491913
18;0.8714541792869568;0.29660725593566895;0.806625247001648;0.43497729301452637
19;0.8781144022941589;0.28845372796058655;0.8111801147460938;0.45003801584243774
20;0.8821174502372742;0.2811090350151062;0.8006901144981384;0.437954843044281
21;0.8863620758056641;0.274104505777359;0.8240165710449219;0.3990015983581543
22;0.888122022151947;0.2613738775253296;0.833816409111023;0.39800161123275757
23;0.8955069184303284;0.25293490290641785;0.8414078950881958;0.3751762807369232
24;0.9002691507339478;0.24014006555080414;0.8423740267753601;0.3631296753883362
25;0.9046173095703125;0.22951900959014893;0.8386473655700684;0.41804423928260803
26;0.9080336689949036;0.2236345410346985;0.76632159948349;0.5954787135124207
27;0.909276008605957;0.22055327892303467;0.8267771005630493;0.4314272403717041
28;0.9103803038597107;0.21348419785499573;0.8414078950881958;0.37218397855758667
29;0.913624107837677;0.21040306985378265;0.8320220708847046;0.41933998465538025
30;0.9180412888526917;0.20100513100624084;0.8492753505706787;0.37697216868400574
31;0.9159017205238342;0.2003350704908371;0.8567287921905518;0.352812260389328
32;0.9220098257064819;0.19294893741607666;0.8386473655700684;0.42467615008354187
33;0.9224584102630615;0.18773889541625977;0.8524499535560608;0.35319045186042786
34;0.9252536296844482;0.1810608208179474;0.8560386300086975;0.3374340534210205
35;0.9282214045524597;0.1749647855758667;0.7951690554618835;0.550102710723877
36;0.9284974932670593;0.17576883733272552;0.8451345562934875;0.380971223115921
37;0.9319828748703003;0.16928555071353912;0.86418217420578;0.3292955756187439
38;0.9341569542884827;0.16457577049732208;0.8467909097671509;0.3796006143093109
39;0.9340534210205078;0.16225208342075348;0.8528640270233154;0.3695744574069977
40;0.9346055388450623;0.15806078910827637;0.8487232327461243;0.3670382797718048
41;0.9366760849952698;0.15511035919189453;0.8625258803367615;0.35177794098854065
42;0.9368831515312195;0.15542584657669067;0.8567287921905518;0.34946268796920776
43;0.9402305483818054;0.14643138647079468;0.8374050855636597;0.40815407037734985
44;0.9408516883850098;0.14526617527008057;0.8488612771034241;0.40169239044189453
45;0.9413347840309143;0.14436493813991547;0.8633540272712708;0.35436004400253296
46;0.9435088634490967;0.14072160422801971;0.8351966738700867;0.47024378180503845
47;0.9451997876167297;0.13651596009731293;0.8550724387168884;0.3763759136199951
48;0.9476499557495117;0.13323935866355896;0.8672187924385071;0.3562726378440857
49;0.9472358226776123;0.1336251199245453;0.8679088950157166;0.35358092188835144
50;0.9467872381210327;0.1313576102256775;0.8532781004905701;0.3893539309501648
51;0.9490647912025452;0.12837253510951996;0.8561766743659973;0.37401849031448364
52;0.9477534890174866;0.1309298574924469;0.8470669388771057;0.3899683356285095
53;0.9502035975456238;0.12532787024974823;0.8476190567016602;0.4662814438343048
54;0.9525847434997559;0.11864423006772995;0.8518978357315063;0.3676271438598633
55;0.9511353373527527;0.11964525282382965;0.8556245565414429;0.40370604395866394
56;0.9523431658744812;0.1191248819231987;0.8433402180671692;0.43572238087654114
57;0.9537925124168396;0.1171940267086029;0.8429261445999146;0.4797499477863312
58;0.9556214809417725;0.11116538196802139;0.8285714387893677;0.4647979438304901
59;0.9560011029243469;0.11078111827373505;0.8525879979133606;0.3883681297302246
60;0.9539305567741394;0.1143205463886261;0.8498274683952332;0.4431149661540985
61;0.9571744203567505;0.10902411490678787;0.8518978357315063;0.40638890862464905
62;0.9580716490745544;0.10844714194536209;0.8492753505706787;0.3995724618434906
63;0.9572089314460754;0.10668333619832993;0.8426501154899597;0.4169170558452606
64;0.9579681158065796;0.10640285909175873;0.8449965715408325;0.43724074959754944
65;0.9595209956169128;0.10299146175384521;0.8607315421104431;0.35531896352767944
66;0.959417462348938;0.10273678600788116;0.852173924446106;0.37986719608306885
67;0.9609013795852661;0.10030291229486465;0.8484472036361694;0.433697372674942
68;0.9608668684959412;0.10008957982063293;0.8545203804969788;0.4087229371070862
69;0.9616950750350952;0.10061786323785782;0.8593512773513794;0.39342328906059265
70;0.9630754590034485;0.0955834835767746;0.8483091592788696;0.4319176971912384
71;0.9620056748390198;0.09838389605283737;0.834782600402832;0.4909389019012451
72;0.9642832279205322;0.09331662952899933;0.8489993214607239;0.44009459018707275
73;0.962730348110199;0.09265079349279404;0.8582470417022705;0.390961229801178
74;0.9636965990066528;0.09317425638437271;0.8433402180671692;0.46156325936317444
75;0.9621092081069946;0.09564506262540817;0.8603174686431885;0.4048258066177368
76;0.9654910564422607;0.0874016284942627;0.8559006452560425;0.4128369092941284
77;0.9651114344596863;0.088468998670578;0.850931704044342;0.444007009267807
78;0.9664918184280396;0.08685588091611862;0.8594893217086792;0.45234087109565735
79;0.9672855138778687;0.08492127060890198;0.8263630270957947;0.530102550983429
80;0.9672510027885437;0.08538906276226044;0.8554865717887878;0.47318941354751587
81;0.9672855138778687;0.08361921459436417;0.849965512752533;0.4938923120498657
82;0.9674925804138184;0.0841403678059578;0.8590752482414246;0.4950912594795227
83;0.9680101871490479;0.08073784410953522;0.8593512773513794;0.41688409447669983
84;0.968631386756897;0.08192997425794601;0.8535541892051697;0.48779210448265076
85;0.9659742116928101;0.08451364934444427;0.8476190567016602;0.4876013696193695
86;0.969459593296051;0.07899142801761627;0.8571428656578064;0.4361233115196228
87;0.9703913331031799;0.0779293105006218;0.8572809100151062;0.44373342394828796
best_model_train_loss,best_model_val_loss,best_model_train_acc,best_model_val_acc
0.1336251199245453,0.35358092188835144,0.9472358226776123,0.8679088950157166
loss,accuracy,val_loss,val_accuracy
0.692396342754364,0.5230864882469177,0.6932186484336853,0.5334713459014893
0.6862275004386902,0.5498999357223511,0.7716530561447144,0.5228433609008789
0.6707798838615417,0.5852715969085693,0.7413833141326904,0.5580400228500366
0.6142764687538147,0.660086989402771,0.8171049952507019,0.6236025094985962
0.5223807692527771,0.7408033609390259,0.6326043605804443,0.7293305993080139
0.47168469429016113,0.7779349684715271,0.49084481596946716,0.7773637175559998
0.4436928331851959,0.7934985160827637,0.5417788028717041,0.7360938787460327
0.42219018936157227,0.8084753751754761,0.49352583289146423,0.7824706435203552
0.41002577543258667,0.8136172294616699,0.6125450134277344,0.7463077902793884
0.39536038041114807,0.8211056590080261,0.5579732060432434,0.7648032903671265
0.3848140835762024,0.8277313709259033,0.4879244267940521,0.7694962024688721
0.3726275861263275,0.8347712159156799,0.46677184104919434,0.7881297469139099
0.36251911520957947,0.839084804058075,0.45139333605766296,0.7917184233665466
0.3543992042541504,0.8429843187332153,0.4391316771507263,0.7925465703010559
0.3394559323787689,0.850817859172821,0.492371529340744,0.7740510702133179
0.3298674523830414,0.8566498756408691,0.47639545798301697,0.782608687877655
0.317749559879303,0.8612740635871887,0.519951343536377,0.7725327610969543
0.31075283885002136,0.8653806447982788,0.4001269042491913,0.8169772028923035
0.29660725593566895,0.8714541792869568,0.43497729301452637,0.806625247001648
0.28845372796058655,0.8781144022941589,0.45003801584243774,0.8111801147460938
0.2811090350151062,0.8821174502372742,0.437954843044281,0.8006901144981384
0.274104505777359,0.8863620758056641,0.3990015983581543,0.8240165710449219
0.2613738775253296,0.888122022151947,0.39800161123275757,0.833816409111023
0.25293490290641785,0.8955069184303284,0.3751762807369232,0.8414078950881958
0.24014006555080414,0.9002691507339478,0.3631296753883362,0.8423740267753601
0.22951900959014893,0.9046173095703125,0.41804423928260803,0.8386473655700684
0.2236345410346985,0.9080336689949036,0.5954787135124207,0.76632159948349
0.22055327892303467,0.909276008605957,0.4314272403717041,0.8267771005630493
0.21348419785499573,0.9103803038597107,0.37218397855758667,0.8414078950881958
0.21040306985378265,0.913624107837677,0.41933998465538025,0.8320220708847046
0.20100513100624084,0.9180412888526917,0.37697216868400574,0.8492753505706787
0.2003350704908371,0.9159017205238342,0.352812260389328,0.8567287921905518
0.19294893741607666,0.9220098257064819,0.42467615008354187,0.8386473655700684
0.18773889541625977,0.9224584102630615,0.35319045186042786,0.8524499535560608
0.1810608208179474,0.9252536296844482,0.3374340534210205,0.8560386300086975
0.1749647855758667,0.9282214045524597,0.550102710723877,0.7951690554618835
0.17576883733272552,0.9284974932670593,0.380971223115921,0.8451345562934875
0.16928555071353912,0.9319828748703003,0.3292955756187439,0.86418217420578
0.16457577049732208,0.9341569542884827,0.3796006143093109,0.8467909097671509
0.16225208342075348,0.9340534210205078,0.3695744574069977,0.8528640270233154
0.15806078910827637,0.9346055388450623,0.3670382797718048,0.8487232327461243
0.15511035919189453,0.9366760849952698,0.35177794098854065,0.8625258803367615
0.15542584657669067,0.9368831515312195,0.34946268796920776,0.8567287921905518
0.14643138647079468,0.9402305483818054,0.40815407037734985,0.8374050855636597
0.14526617527008057,0.9408516883850098,0.40169239044189453,0.8488612771034241
0.14436493813991547,0.9413347840309143,0.35436004400253296,0.8633540272712708
0.14072160422801971,0.9435088634490967,0.47024378180503845,0.8351966738700867
0.13651596009731293,0.9451997876167297,0.3763759136199951,0.8550724387168884
0.13323935866355896,0.9476499557495117,0.3562726378440857,0.8672187924385071
0.1336251199245453,0.9472358226776123,0.35358092188835144,0.8679088950157166
0.1313576102256775,0.9467872381210327,0.3893539309501648,0.8532781004905701
0.12837253510951996,0.9490647912025452,0.37401849031448364,0.8561766743659973
0.1309298574924469,0.9477534890174866,0.3899683356285095,0.8470669388771057
0.12532787024974823,0.9502035975456238,0.4662814438343048,0.8476190567016602
0.11864423006772995,0.9525847434997559,0.3676271438598633,0.8518978357315063
0.11964525282382965,0.9511353373527527,0.40370604395866394,0.8556245565414429
0.1191248819231987,0.9523431658744812,0.43572238087654114,0.8433402180671692
0.1171940267086029,0.9537925124168396,0.4797499477863312,0.8429261445999146
0.11116538196802139,0.9556214809417725,0.4647979438304901,0.8285714387893677
0.11078111827373505,0.9560011029243469,0.3883681297302246,0.8525879979133606
0.1143205463886261,0.9539305567741394,0.4431149661540985,0.8498274683952332
0.10902411490678787,0.9571744203567505,0.40638890862464905,0.8518978357315063
0.10844714194536209,0.9580716490745544,0.3995724618434906,0.8492753505706787
0.10668333619832993,0.9572089314460754,0.4169170558452606,0.8426501154899597
0.10640285909175873,0.9579681158065796,0.43724074959754944,0.8449965715408325
0.10299146175384521,0.9595209956169128,0.35531896352767944,0.8607315421104431
0.10273678600788116,0.959417462348938,0.37986719608306885,0.852173924446106
0.10030291229486465,0.9609013795852661,0.433697372674942,0.8484472036361694
0.10008957982063293,0.9608668684959412,0.4087229371070862,0.8545203804969788
0.10061786323785782,0.9616950750350952,0.39342328906059265,0.8593512773513794
0.0955834835767746,0.9630754590034485,0.4319176971912384,0.8483091592788696
0.09838389605283737,0.9620056748390198,0.4909389019012451,0.834782600402832
0.09331662952899933,0.9642832279205322,0.44009459018707275,0.8489993214607239
0.09265079349279404,0.962730348110199,0.390961229801178,0.8582470417022705
0.09317425638437271,0.9636965990066528,0.46156325936317444,0.8433402180671692
0.09564506262540817,0.9621092081069946,0.4048258066177368,0.8603174686431885
0.0874016284942627,0.9654910564422607,0.4128369092941284,0.8559006452560425
0.088468998670578,0.9651114344596863,0.444007009267807,0.850931704044342
0.08685588091611862,0.9664918184280396,0.45234087109565735,0.8594893217086792
0.08492127060890198,0.9672855138778687,0.530102550983429,0.8263630270957947
0.08538906276226044,0.9672510027885437,0.47318941354751587,0.8554865717887878
0.08361921459436417,0.9672855138778687,0.4938923120498657,0.849965512752533
0.0841403678059578,0.9674925804138184,0.4950912594795227,0.8590752482414246
0.08073784410953522,0.9680101871490479,0.41688409447669983,0.8593512773513794
0.08192997425794601,0.968631386756897,0.48779210448265076,0.8535541892051697
0.08451364934444427,0.9659742116928101,0.4876013696193695,0.8476190567016602
0.07899142801761627,0.969459593296051,0.4361233115196228,0.8571428656578064
0.0779293105006218,0.9703913331031799,0.44373342394828796,0.8572809100151062
INFO:root:Started the Logging
INFO:root:X training loaded.
INFO:root:(129, 500, 36223)
INFO:root:y training loaded.
INFO:root:(1, 36223)
INFO:root:Setting the shapes
INFO:root:(36223, 500, 129)
INFO:root:(36223, 1)
INFO:root:Started running deepeye-lstm. If you want to run other methods please choose another model in the config.py file.
INFO:root:**********
INFO:root:--- Runtime: 9515.300458192825 seconds ---
INFO:root:Finished Logging
This diff is collapsed.
epoch;accuracy;loss;val_accuracy;val_loss
0;0.5941404104232788;0.6602746844291687;0.7151138782501221;0.5683244466781616
1;0.8356339335441589;0.3651406466960907;0.8989648222923279;0.24608594179153442
2;0.9048243761062622;0.22609087824821472;0.6942719221115112;0.5774282813072205
3;0.9238387942314148;0.18303588032722473;0.9166321754455566;0.20516696572303772
4;0.9378839135169983;0.15185639262199402;0.9196687340736389;0.20734354853630066
5;0.9470287561416626;0.13127775490283966;0.9068322777748108;0.23466713726520538
6;0.9552419185638428;0.11420131474733353;0.9013112783432007;0.229664146900177
7;0.961833119392395;0.0982707217335701;0.9042097926139832;0.24470926821231842
8;0.9650769829750061;0.0889105275273323;0.91856449842453;0.24096529185771942
9;0.969494104385376;0.0800345242023468;0.9167701601982117;0.24692057073116302
10;0.9736006855964661;0.071156807243824;0.9221532344818115;0.19877946376800537
11;0.9768790006637573;0.06101837754249573;0.7664596438407898;0.5622040033340454
12;0.9786734580993652;0.05611290782690048;0.9134575724601746;0.29696208238601685
13;0.9799503087997437;0.053156010806560516;0.8926156163215637;0.32439571619033813
14;0.9833321571350098;0.04527267813682556;0.6909592747688293;0.970374584197998
15;0.9828490614891052;0.0477653332054615;0.91856449842453;0.30168378353118896
16;0.9850921630859375;0.04184339568018913;0.891373336315155;0.2724725008010864
17;0.9876458048820496;0.035080768167972565;0.7020013928413391;0.9725397229194641
18;0.9870936870574951;0.036235641688108444;0.9229813814163208;0.23607663810253143
19;0.9888536334037781;0.03270920738577843;0.9135955572128296;0.24799206852912903
20;0.9895437955856323;0.0295732282102108;0.9177363514900208;0.3294348120689392
21;0.9887501001358032;0.03396262228488922;0.9204968810081482;0.3118152618408203
22;0.9900959134101868;0.028041010722517967;0.9253278374671936;0.25107434391975403
23;0.9893712401390076;0.030092425644397736;0.8049689531326294;0.490396112203598
24;0.9905100464820862;0.027537183836102486;0.9158040285110474;0.2710525095462799
25;0.9919593930244446;0.02486882545053959;0.9180124402046204;0.34158164262771606
26;0.9931327104568481;0.020225519314408302;0.9118012189865112;0.36886054277420044
27;0.9909586310386658;0.025304891169071198;0.8967564105987549;0.3348923623561859
28;0.9919248819351196;0.022410022094845772;0.9145617485046387;0.3094131648540497
29;0.992408037185669;0.021294640377163887;0.9200828075408936;0.2791995108127594
30;0.9928566217422485;0.021664125844836235;0.8977225422859192;0.30948421359062195
31;0.992339015007019;0.021960925310850143;0.9134575724601746;0.2723333239555359
32;0.993201732635498;0.020935071632266045;0.9182884693145752;0.33849841356277466
33;0.9939954280853271;0.017728598788380623;0.9207729697227478;0.3764880299568176
34;0.9928221702575684;0.021129891276359558;0.9218771457672119;0.2949715852737427
35;0.9928566217422485;0.022181719541549683;0.9155279397964478;0.27820950746536255
36;0.9946166276931763;0.018577303737401962;0.9195306897163391;0.34436023235321045
37;0.9959279298782349;0.012416638433933258;0.916218101978302;0.27865859866142273
38;0.9943060278892517;0.018639812245965004;0.9240855574607849;0.3459779918193817
39;0.9937193989753723;0.01799260638654232;0.7026914954185486;1.0847797393798828
40;0.9933742880821228;0.019633324816823006;0.914147675037384;0.2913025915622711
41;0.995858907699585;0.012120447121560574;0.8979986310005188;0.347978413105011
42;0.9945821166038513;0.017072759568691254;0.7559696435928345;1.0951247215270996
43;0.9952377676963806;0.013431084342300892;0.9240855574607849;0.31902241706848145
44;0.9962385296821594;0.011204857379198074;0.9199447631835938;0.36470985412597656
45;0.9945821166038513;0.015451207756996155;0.893443763256073;0.3701016306877136
46;0.9955483675003052;0.01148987002670765;0.9217391014099121;0.3239818513393402
47;0.9936503767967224;0.017195845022797585;0.8574188947677612;0.5609152913093567
48;0.9959969520568848;0.012345576658844948;0.8865424394607544;0.39392855763435364
49;0.9971012473106384;0.009978176094591618;0.877156674861908;0.41112715005874634
50;0.9947891235351562;0.015718640759587288;0.7821946144104004;0.8633051514625549
51;0.9968941807746887;0.009740891866385937;0.9137336015701294;0.36706626415252686
52;0.9950997233390808;0.013919677585363388;0.9265700578689575;0.33625322580337524
53;0.9950997233390808;0.014740982092916965;0.9213250279426575;0.35404467582702637
54;0.9971702694892883;0.008978244848549366;0.9326431751251221;0.3204101622104645
55;0.9969632029533386;0.009049358777701855;0.929330587387085;0.32728877663612366
56;0.9957553744316101;0.012628941796720028;0.9309868812561035;0.31827378273010254
57;0.9957553744316101;0.01276987511664629;0.905314028263092;0.48046112060546875
58;0.9966181516647339;0.01174833532422781;0.9300206899642944;0.3042730987071991
59;0.9975498914718628;0.008789146319031715;0.9286404252052307;0.3596181273460388
60;0.9957208633422852;0.013866235502064228;0.9301587343215942;0.3056972622871399
61;0.9966181516647339;0.011147613637149334;0.9203588962554932;0.3313086926937103
62;0.9962040185928345;0.011373966932296753;0.8186335563659668;0.5809550881385803
63;0.9971357583999634;0.008445776998996735;0.9261559844017029;0.32049933075904846
64;0.9972047805786133;0.00830985326319933;0.9093167781829834;0.47387704253196716
65;0.996514618396759;0.010220849886536598;0.891373336315155;0.38716500997543335
66;0.9961349964141846;0.011704250238835812;0.9254658222198486;0.30704089999198914
67;0.9969286918640137;0.009724397212266922;0.9314009547233582;0.32633283734321594
68;0.996721625328064;0.00982312299311161;0.9200828075408936;0.38851556181907654
69;0.9974808692932129;0.007991242222487926;0.927122175693512;0.34160953760147095
70;0.9976188540458679;0.007950046099722385;0.8600413799285889;0.636195957660675
71;0.9967561364173889;0.010603337548673153;0.9257419109344482;0.37812623381614685
72;0.996687114238739;0.010378596372902393;0.9060041308403015;0.3533232510089874
73;0.9974463582038879;0.0077750724740326405;0.9341614842414856;0.31031155586242676
74;0.9971012473106384;0.009720196016132832;0.9251897931098938;0.35608482360839844
75;0.997411847114563;0.008232975378632545;0.9279503226280212;0.36896204948425293
76;0.9975844025611877;0.00746975839138031;0.9342995285987854;0.3358982801437378
77;0.9968596696853638;0.009802653454244137;0.9327812194824219;0.31551966071128845
78;0.9970322251319885;0.007706398610025644;0.9102829694747925;0.377747118473053
79;0.9972392916679382;0.007300123106688261;0.8407177329063416;0.47513896226882935
80;0.9971357583999634;0.008014247752726078;0.9260179400444031;0.3532932996749878
81;0.996687114238739;0.008736873976886272;0.8645962476730347;0.46633613109588623
82;0.9969286918640137;0.009263139218091965;0.9261559844017029;0.3500297963619232
83;0.9981710314750671;0.005738307721912861;0.9104209542274475;0.462065190076828
84;0.9970322251319885;0.009439261630177498;0.9251897931098938;0.3660377264022827
85;0.9981020092964172;0.006959482096135616;0.932505190372467;0.3491707444190979
86;0.9979984760284424;0.005949567072093487;0.8006901144981384;0.6469396352767944
87;0.9978604316711426;0.00629489915445447;0.9329192638397217;0.35094761848449707
88;0.9979294538497925;0.006467815022915602;0.8964803218841553;0.4882892668247223
89;0.9975498914718628;0.00823966134339571;0.6924775838851929;1.5667328834533691
90;0.9971012473106384;0.008948967792093754;0.8454106450080872;0.6593740582466125
91;0.9985161423683167;0.00448193633928895;0.7384402751922607;1.6644833087921143
92;0.9968596696853638;0.00970073975622654;0.9159420132637024;0.3816770911216736
93;0.9980674982070923;0.0069056544452905655;0.9025534987449646;0.4762059450149536
94;0.9987231492996216;0.0034067011438310146;0.7366459369659424;1.0316063165664673
95;0.9976188540458679;0.007995642721652985;0.9236714839935303;0.37337034940719604
96;0.9976878762245178;0.007978826761245728;0.9260179400444031;0.3710261583328247
97;0.9981710314750671;0.006003036163747311;0.8702553510665894;0.5928159356117249
98;0.9976878762245178;0.007131822407245636;0.9193927049636841;0.3770868182182312
99;0.9981710314750671;0.005986442323774099;0.9314009547233582;0.3341420888900757
100;0.9985851049423218;0.004181171767413616;0.929330587387085;0.3854459822177887
101;0.9979294538497925;0.007216801866889;0.6650103330612183;1.9248405694961548
102;0.9986886382102966;0.004255435895174742;0.9213250279426575;0.38561710715293884
103;0.9971012473106384;0.008411545306444168;0.9174603223800659;0.39599645137786865
104;0.9977223873138428;0.008052831515669823;0.9167701601982117;0.39786407351493835
105;0.9983780980110168;0.004645390436053276;0.8915113806724548;0.4247625172138214
106;0.9986196160316467;0.005194470752030611;0.9323671460151672;0.3290427029132843
107;0.9976878762245178;0.00757600599899888;0.8433402180671692;0.7162867784500122
108;0.9985851049423218;0.00431187404319644;0.7788819670677185;0.8591940402984619
109;0.9978259205818176;0.006713857874274254;0.9334713816642761;0.3728213310241699
110;0.9975153803825378;0.007606758736073971;0.9236714839935303;0.41607606410980225
111;0.9979294538497925;0.00676325336098671;0.9345755577087402;0.34869617223739624
112;0.9980329871177673;0.006473591551184654;0.9326431751251221;0.36574169993400574
113;0.9988611936569214;0.003406375180929899;0.8419599533081055;0.7918972969055176
114;0.9976878762245178;0.0065749650821089745;0.9267081022262573;0.3975006341934204
115;0.9985161423683167;0.005213745404034853;0.9318150281906128;0.34301748871803284