Skip to content
GitLab
Commit 0e0631e9 authored by Ard Kastrati's avatar Ard Kastrati
Browse files

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

parents 32e4dda0 087efece
Expand all Hide whitespace changes
Inline Side-by-side
ConvNet.py
View file @ 0e0631e9
......@@ -115,7 +115,7 @@ class ConvNet(ABC):
# early_stop = tf.keras.callbacks.EarlyStopping(monitor='val_accuracy', patience=20)
ckpt_dir = config['model_dir'] + '/' + config['model'] + '_' + 'best_model.h5'
ckpt = tf.keras.callbacks.ModelCheckpoint(ckpt_dir, verbose=1, monitor='val_accuracy', save_best_only=True, mode='auto')
X_train, X_val, y_train, y_val = train_test_split(x, y, test_size=0.2, random_state=42)
X_train, X_val, y_train, y_val = train_test_split(x, y, test_size=0.199182, shuffle=False)
prediction_ensemble = prediction_history((X_val,y_val))
hist = self.model.fit(X_train, y_train, verbose=2, batch_size=self.batch_size, validation_data=(X_val,y_val),
epochs=self.epochs, callbacks=[csv_logger, ckpt, prediction_ensemble])
......
EEGNet/eegNet.py
View file @ 0e0631e9
......@@ -149,7 +149,7 @@ class Classifier_EEGNet:
early_stop = tf.keras.callbacks.EarlyStopping(monitor='val_accuracy', patience=20)
ckpt_dir = config['model_dir'] + '/' + config['model'] + '_' + 'best_model.h5'
ckpt = tf.keras.callbacks.ModelCheckpoint(ckpt_dir, verbose=1, monitor='val_accuracy', save_best_only=True, mode='auto')
X_train, X_val, y_train, y_val = train_test_split(eegnet_x, y, test_size=0.2, random_state=42)
X_train, X_val, y_train, y_val = train_test_split(eegnet_x, y, test_size=0.199182, shuffle=False)
pred_ensemble = prediction_history((X_val,y_val))
hist = self.model.fit(X_train, y_train, verbose=1, validation_data=(X_val,y_val),
epochs=self.epochs, callbacks=[csv_logger, ckpt, early_stop,pred_ensemble])
......
config.py
View file @ 0e0631e9
......@@ -42,8 +42,7 @@ Cluster can be set to clustering(), clustering2() or clustering3(), where differ
"""
# Choosing model
config['model'] = 'eegnet'
config['model'] = 'cnn'
config['model'] = 'xception'
config['downsampled'] = False
config['split'] = False
config['cluster'] = clustering()
......
main.py
View file @ 0e0631e9
......@@ -18,7 +18,7 @@ def main():
logging.info('Started the Logging')
start_time = time.time()
# try:
# trainX, trainY = IOHelper.get_mat_data(config['data_dir'], verbose=True)
trainX, trainY = IOHelper.get_mat_data(config['data_dir'], verbose=True)
# if config['model'] == 'eegnet' or config['model'] == 'eegnet_cluster':
# trainX = np.transpose(trainX, (0, 2, 1))
......@@ -26,9 +26,9 @@ def main():
# tune(trainX,trainY)
# run(trainX,trainY)
run(trainX,trainY)
# select_best_model()
comparison_plot_loss()
# comparison_plot_loss()
logging.info("--- Runtime: %s seconds ---" % (time.time() - start_time))
logging.info('Finished Logging')
......
results/ETRA/cnn_ensemble/batches.log 0 → 100644
View file @ 0e0631e9
epoch;accuracy;loss;val_accuracy;val_loss
0;0.6295160055160522;0.6254669427871704;0.7484407424926758;0.5497876405715942
1;0.7809569835662842;0.46007809042930603;0.7702009677886963;0.48217740654945374
2;0.8101558089256287;0.4094919264316559;0.7725571990013123;0.4851418733596802
3;0.8274269104003906;0.3774580657482147;0.7926542162895203;0.4660346508026123
4;0.8441809415817261;0.35185548663139343;0.7912681698799133;0.45743614435195923
5;0.8579357266426086;0.32477882504463196;0.7581427693367004;0.5243826508522034
6;0.8683121800422668;0.30125436186790466;0.8249480128288269;0.4367826282978058
7;0.8813430666923523;0.2788334786891937;0.8345114588737488;0.3739095628261566
8;0.8938568830490112;0.2543571889400482;0.8005543947219849;0.44472572207450867
9;0.9005447030067444;0.23769952356815338;0.8309078216552734;0.38283827900886536
10;0.9080943465232849;0.22172440588474274;0.8586278557777405;0.33517253398895264
11;0.916919469833374;0.20206964015960693;0.8227304220199585;0.42483943700790405
12;0.9221938848495483;0.19011417031288147;0.8361746072769165;0.3919904828071594
13;0.9261583089828491;0.17847421765327454;0.869438648223877;0.3109772205352783
14;0.9314327239990234;0.16559867560863495;0.7316701412200928;0.7426997423171997
15;0.9362589716911316;0.15840725600719452;0.8212057948112488;0.42858821153640747
16;0.9410507678985596;0.1484474092721939;0.8626472353935242;0.39143866300582886
17;0.9476696252822876;0.13604140281677246;0.8553014397621155;0.3854849934577942
18;0.947049081325531;0.1331499218940735;0.871240496635437;0.33943885564804077
19;0.9505308866500854;0.12238789349794388;0.7438669204711914;0.76231849193573
20;0.9522545337677002;0.11980865895748138;0.7417879700660706;0.6417103409767151
21;0.9560121297836304;0.11153726279735565;0.8719334602355957;0.35576486587524414
22;0.958459734916687;0.10527396202087402;0.8325710296630859;0.5013194680213928
23;0.9627689123153687;0.0948423370718956;0.8090090155601501;0.6935368776321411
24;0.9641478061676025;0.09330328553915024;0.7908523678779602;0.6096605062484741
25;0.9651475548744202;0.08810100704431534;0.8681912422180176;0.39449572563171387
26;0.9670780301094055;0.08471225202083588;0.8455994725227356;0.50667804479599
27;0.9676640629768372;0.08317046612501144;0.842134416103363;0.5664650201797485
28;0.9699738025665283;0.07858777046203613;0.8026334047317505;0.552945077419281
29;0.9738348126411438;0.07017361372709274;0.7909910082817078;0.7536237239837646
30;0.9736279845237732;0.0683702602982521;0.822037398815155;0.7714588642120361
31;0.9752826690673828;0.06794220209121704;0.7876645922660828;0.6427634954452515
32;0.9750068783760071;0.06456778198480606;0.7665973901748657;0.6165667772293091
33;0.9767650365829468;0.06290624290704727;0.8814969062805176;0.45518428087234497
34;0.9779371023178101;0.05942215397953987;0.8817740678787231;0.4304226338863373
35;0.9772132039070129;0.05959440395236015;0.8773388862609863;0.41312459111213684
36;0.9813154935836792;0.04956142231822014;0.8651420474052429;0.5300605893135071
37;0.9773855209350586;0.061132386326789856;0.8702702522277832;0.4408110976219177
38;0.982349693775177;0.04681914672255516;0.8849619030952454;0.4551199972629547
39;0.9793850183486938;0.05401240289211273;0.8170478343963623;0.5365353226661682
40;0.9795228838920593;0.05502733960747719;0.8584892749786377;0.4515591859817505
41;0.9825910329818726;0.04711848124861717;0.8762300610542297;0.4503849744796753
42;0.9817636609077454;0.04991365596652031;0.799445629119873;0.5656372904777527
43;0.98527991771698;0.04109170287847519;0.8582120537757874;0.5762468576431274
44;0.9859004616737366;0.038348790258169174;0.777546763420105;0.7729986310005188
45;0.9851075410842896;0.044362857937812805;0.8395010232925415;0.6993890404701233
46;0.9850730895996094;0.04023810848593712;0.8486486673355103;0.5808759331703186
47;0.9853488802909851;0.041617847979068756;0.8133056163787842;0.7661120891571045
48;0.9836252331733704;0.04319871589541435;0.8674982786178589;0.4896298348903656
49;0.9842457175254822;0.0431513786315918;0.8399168252944946;0.6946098208427429
0;0.6348593235015869;0.618705153465271;0.7264033555984497;0.6609217524528503
1;0.7859210968017578;0.4564550220966339;0.7557865381240845;0.5052807927131653
2;0.8098800182342529;0.4110298752784729;0.8005543947219849;0.43526655435562134
3;0.8274613618850708;0.3808180093765259;0.7835065722465515;0.47227901220321655
4;0.8412507176399231;0.35427507758140564;0.7915453910827637;0.4699227213859558
5;0.8567291498184204;0.3213052749633789;0.833541214466095;0.3946189880371094
6;0.8686569333076477;0.30134183168411255;0.7725571990013123;0.48758208751678467
7;0.882722020149231;0.275906503200531;0.8115038275718689;0.4428728222846985
8;0.8918918967247009;0.2544173002243042;0.8537768721580505;0.37210163474082947
9;0.9010962247848511;0.23564369976520538;0.6952183246612549;0.6008458733558655
10;0.9100937843322754;0.2153085172176361;0.7538461685180664;0.5317742228507996
11;0.9196428656578064;0.19508451223373413;0.840194046497345;0.3841094970703125
12;0.9241588711738586;0.18495117127895355;0.8594594597816467;0.33770930767059326
13;0.9300537705421448;0.17186754941940308;0.6839916706085205;0.6602228283882141
14;0.9339837431907654;0.1620200276374817;0.8717948794364929;0.3169238269329071
15;0.9374310374259949;0.15687890350818634;0.8120582103729248;0.4422108232975006
16;0.9429467916488647;0.14069393277168274;0.8576576709747314;0.36364173889160156
17;0.9494277238845825;0.13080188632011414;0.7962577939033508;0.5827705264091492
18;0.948876142501831;0.12657895684242249;0.8652806878089905;0.38819143176078796
19;0.9534611105918884;0.11431635916233063;0.8485100269317627;0.45733821392059326
20;0.9577357769012451;0.10902541875839233;0.8446292281150818;0.46308133006095886
21;0.9613209962844849;0.09676313400268555;0.6451836228370667;1.2740159034729004
22;0.9618036150932312;0.09770241379737854;0.8440748453140259;0.4381771981716156
23;0.9660093784332275;0.08965858072042465;0.8731808662414551;0.4162135124206543
24;0.9662507176399231;0.08614817261695862;0.7336105108261108;1.146219253540039
25;0.9700772166252136;0.07773113995790482;0.8769230842590332;0.4028589129447937
26;0.9725592732429504;0.07131829857826233;0.7520443797111511;0.6517119407653809
27;0.9735245704650879;0.069914311170578;0.6845461130142212;0.8461543917655945
28;0.9712837934494019;0.07377905398607254;0.8383922576904297;0.6539914608001709
29;0.9730418920516968;0.06925487518310547;0.7940402030944824;0.6493111848831177
30;0.9791092276573181;0.05605176091194153;0.8188496232032776;0.6699783802032471
31;0.9777302742004395;0.058766961097717285;0.8263339996337891;0.6978864073753357
32;0.977178692817688;0.061572760343551636;0.7247401475906372;0.841144859790802
33;0.9780060648918152;0.05656672641634941;0.790020763874054;0.8837511539459229
34;0.9801434278488159;0.052624695003032684;0.7435897588729858;0.7921756505966187
35;0.9811086654663086;0.04987082630395889;0.6659736633300781;1.1789884567260742
36;0.9824876189231873;0.04669409617781639;0.7997227907180786;0.9852889180183411
37;0.9807984232902527;0.05073989927768707;0.7794871926307678;1.025183081626892
38;0.9819360375404358;0.04633640870451927;0.6909216642379761;1.0134481191635132
39;0.9824876189231873;0.045849598944187164;0.8598752617835999;0.5779140591621399
40;0.9832115173339844;0.04506482556462288;0.7679833769798279;0.8702665567398071
41;0.9849696755409241;0.04066517949104309;0.8899514675140381;0.4254140555858612
42;0.9875896573066711;0.03752919286489487;0.7563409805297852;1.117693543434143
43;0.9849351644515991;0.04203364625573158;0.8385308384895325;0.6370084881782532
44;0.984176754951477;0.043355945497751236;0.8862093091011047;0.4361596703529358
45;0.9853488802909851;0.039199620485305786;0.6625086665153503;1.7029142379760742
46;0.9855901598930359;0.0391683392226696;0.7351351380348206;1.0917901992797852
47;0.9875896573066711;0.0356101430952549;0.7506583333015442;1.0009876489639282
48;0.9889340996742249;0.03075615130364895;0.8474012613296509;0.7827214002609253
49;0.9862451553344727;0.037068210542201996;0.7304227352142334;0.918661892414093
0;0.6284818053245544;0.6293911933898926;0.7122660875320435;0.8002378344535828
1;0.7823014259338379;0.4608253240585327;0.7636867761611938;0.5278888940811157
2;0.8129136562347412;0.4077201187610626;0.7939016222953796;0.4458867907524109
3;0.8339423537254333;0.3698995113372803;0.783229410648346;0.46468624472618103
4;0.8508687019348145;0.3373703956604004;0.8018018007278442;0.43805256485939026
5;0.8619001507759094;0.31162652373313904;0.8371448516845703;0.3764031231403351
6;0.8752068281173706;0.2873730957508087;0.8138599991798401;0.42311790585517883
7;0.8870311379432678;0.2653057277202606;0.803326427936554;0.4545215666294098
8;0.8963733911514282;0.2443981021642685;0.8171864151954651;0.4331214129924774
9;0.9053019881248474;0.22517092525959015;0.8633402585983276;0.3233289122581482
10;0.9134376645088196;0.20684246718883514;0.8030492067337036;0.4375540614128113
11;0.9189534187316895;0.19254891574382782;0.8189882040023804;0.41178256273269653
12;0.9254688620567322;0.1800149381160736;0.8036035895347595;0.42677608132362366
13;0.9305363893508911;0.1705048680305481;0.851143479347229;0.35370296239852905
14;0.9374310374259949;0.15637463331222534;0.8467082381248474;0.418587327003479
15;0.9427399635314941;0.14326199889183044;0.8637560606002808;0.32829049229621887
16;0.9432570338249207;0.1381005346775055;0.7629937529563904;0.5651118755340576
17;0.9508411288261414;0.12209460139274597;0.6241164207458496;1.0697386264801025
18;0.9535645246505737;0.11779732257127762;0.776576578617096;0.538007378578186
19;0.9538747668266296;0.11570675671100616;0.7751905918121338;0.5178786516189575
20;0.9568395018577576;0.10841839015483856;0.8250866532325745;0.48090970516204834
21;0.9605970978736877;0.10050821304321289;0.7746361494064331;0.4958818554878235
22;0.9654922485351562;0.09062865376472473;0.7728343605995178;0.8084056377410889
23;0.9674572348594666;0.08679135143756866;0.7743589878082275;0.8715959191322327
24;0.9670780301094055;0.08234786242246628;0.7954261898994446;0.5479611158370972
25;0.9677675366401672;0.082711361348629;0.8282744288444519;0.5471310615539551
26;0.9708700776100159;0.07423704862594604;0.8849619030952454;0.4179420471191406
27;0.9730418920516968;0.07067215442657471;0.8733194470405579;0.43230700492858887
28;0.9762479066848755;0.06389059126377106;0.8747054934501648;0.4516221284866333
29;0.9768339991569519;0.06221705675125122;0.8562716841697693;0.49892881512641907
30;0.9739382266998291;0.06831332296133041;0.817740797996521;0.7174215912818909
31;0.9779371023178101;0.05923497676849365;0.8723492622375488;0.44874992966651917
32;0.9770408272743225;0.05912522226572037;0.7774081826210022;0.6435567140579224
33;0.978661060333252;0.05598872900009155;0.8500346541404724;0.4726402163505554
34;0.9813499450683594;0.049638424068689346;0.8752598762512207;0.43616020679473877
35;0.9812120795249939;0.05085602402687073;0.8367290496826172;0.6744293570518494
36;0.9800744652748108;0.051975686103105545;0.8158004283905029;0.5911357998847961
37;0.9831081032752991;0.044808708131313324;0.8776160478591919;0.457841694355011
38;0.9827633500099182;0.045800916850566864;0.8024948239326477;0.6483455300331116
39;0.9820739030838013;0.0458327941596508;0.8105335831642151;0.7382045984268188
40;0.9828323125839233;0.04444509372115135;0.8546084761619568;0.49118849635124207
41;0.9848662614822388;0.04064575582742691;0.7193347215652466;0.8493244647979736
42;0.9854178428649902;0.0398971252143383;0.7948718070983887;0.7339649796485901
43;0.9843836426734924;0.043032098561525345;0.7404019236564636;0.9073538184165955
44;0.9865554571151733;0.03622453287243843;0.8015245795249939;0.7513293623924255
45;0.9853488802909851;0.03950266167521477;0.8532224297523499;0.6237853765487671
46;0.9887961745262146;0.03283911198377609;0.7774081826210022;0.827391505241394
47;0.9884514808654785;0.033040668815374374;0.7749133706092834;1.0226385593414307
48;0.9848317503929138;0.04079544544219971;0.8821898698806763;0.4941228926181793
49;0.9898648858070374;0.03011060133576393;0.8468468189239502;0.7035816311836243
0;0.5744622349739075;0.6719616651535034;0.6593208312988281;0.6189458966255188
1;0.7455529570579529;0.5128623247146606;0.7606375813484192;0.5004674792289734
2;0.7953668236732483;0.43153315782546997;0.7685377597808838;0.4972507059574127
3;0.8218422532081604;0.389699786901474;0.803326427936554;0.4318138062953949
4;0.8363209962844849;0.3625407814979553;0.7965350151062012;0.43643513321876526
5;0.8509721159934998;0.3351452648639679;0.8159390091896057;0.4185665249824524
6;0.8613141179084778;0.3130773901939392;0.8155232071876526;0.42227983474731445
7;0.876447856426239;0.28574344515800476;0.8400554656982422;0.3820469081401825
8;0.8845146298408508;0.26966288685798645;0.8060984015464783;0.43063411116600037
9;0.8956494927406311;0.24753621220588684;0.6368676424026489;0.763748288154602
10;0.9023717641830444;0.23118191957473755;0.7610533833503723;0.5772244334220886
11;0.9085080027580261;0.216728076338768;0.8580734729766846;0.33921462297439575
12;0.9160920977592468;0.20080339908599854;0.853638231754303;0.35568541288375854
13;0.922090470790863;0.19031211733818054;0.8683298826217651;0.3211480975151062
14;0.9277785420417786;0.17554578185081482;0.8731808662414551;0.31500834226608276
15;0.9311569333076477;0.16433291137218475;0.860291063785553;0.3865554928779602
16;0.9368105530738831;0.15470309555530548;0.8156617879867554;0.47198599576950073
17;0.943360447883606;0.14007751643657684;0.8693000674247742;0.3685615658760071
18;0.9454632997512817;0.13482382893562317;0.7675675749778748;0.5220695734024048
19;0.9508411288261414;0.12259199470281601;0.8731808662414551;0.37080979347229004
20;0.9523234963417053;0.12072484940290451;0.8674982786178589;0.35748177766799927
21;0.9558742642402649;0.11004745215177536;0.8650034666061401;0.33701926469802856
22;0.9603557586669922;0.10186395049095154;0.8504504561424255;0.4186550974845886
23;0.9610797166824341;0.0968545451760292;0.7606375813484192;0.6968466639518738
24;0.9643891453742981;0.08940663188695908;0.8641718626022339;0.40590721368789673
25;0.9641823172569275;0.09070420265197754;0.852113664150238;0.4655317962169647
26;0.968698263168335;0.08089449256658554;0.8267498016357422;0.5112277269363403
27;0.9687672257423401;0.0813172459602356;0.7201663255691528;0.7980889081954956
28;0.9695601463317871;0.07796554267406464;0.878031849861145;0.3993866443634033
29;0.972421407699585;0.07020847499370575;0.8774774670600891;0.3789536654949188
30;0.9743518829345703;0.0664365142583847;0.8564102649688721;0.4746799170970917
31;0.9757652878761292;0.06486442685127258;0.8747054934501648;0.3887358605861664
32;0.9746966361999512;0.06682214140892029;0.8877338767051697;0.4376406669616699
33;0.9785920977592468;0.05597871169447899;0.8587664365768433;0.42035749554634094
34;0.97611004114151;0.06395216286182404;0.8845461010932922;0.39000850915908813
35;0.9828323125839233;0.04644591361284256;0.8659736514091492;0.43734776973724365
36;0.9782474040985107;0.05798697844147682;0.8766458630561829;0.45011019706726074
37;0.9806950092315674;0.05335059016942978;0.8748440742492676;0.42973455786705017
38;0.9826944470405579;0.045531265437603;0.5668745636940002;1.4931753873825073
39;0.9821773171424866;0.04628022760152817;0.849341630935669;0.673201858997345
40;0.9832804799079895;0.044798657298088074;0.8361746072769165;0.6446897387504578
41;0.9829357266426086;0.046237390488386154;0.8358974456787109;0.6032375693321228
42;0.985659122467041;0.03882763534784317;0.8529452681541443;0.4517470896244049
43;0.9841078519821167;0.04355267435312271;0.8151074051856995;0.5961858630180359
44;0.983797550201416;0.04123908653855324;0.8371448516845703;0.5696343779563904
45;0.9852109551429749;0.038340672850608826;0.8777546882629395;0.4923771023750305
46;0.9848662614822388;0.04101666435599327;0.634511411190033;1.7668906450271606
47;0.9845559597015381;0.04204660281538963;0.8851004838943481;0.45032554864883423
48;0.98900306224823;0.030192691832780838;0.7276507019996643;1.0282957553863525
49;0.9840733408927917;0.04226312041282654;0.8795564770698547;0.44000956416130066
0;0.605901837348938;0.65091872215271;0.682328462600708;0.7627917528152466
1;0.7451393008232117;0.5022376775741577;0.7143450975418091;0.6954605579376221
2;0.8144994378089905;0.39979565143585205;0.8077616095542908;0.4157979488372803
3;0.8389754295349121;0.3561651110649109;0.7678447961807251;0.5056557655334473
4;0.8586941361427307;0.3220594525337219;0.7958419919013977;0.45203453302383423
5;0.8722766041755676;0.28742745518684387;0.7155925035476685;0.5821797847747803
6;0.8845146298408508;0.26396888494491577;0.8232848048210144;0.39673200249671936
7;0.8992002010345459;0.23847313225269318;0.7629937529563904;0.5109524726867676
8;0.9068877696990967;0.21977323293685913;0.8533610701560974;0.3758860230445862
9;0.9147476553916931;0.20100755989551544;0.8558558821678162;0.34342920780181885
10;0.9238141179084778;0.18468651175498962;0.8584892749786377;0.32616010308265686
11;0.9273648858070374;0.17285943031311035;0.867914080619812;0.33944520354270935
12;0.9328805804252625;0.16336214542388916;0.8734580874443054;0.31360331177711487
13;0.9405336380004883;0.1471981704235077;0.8238392472267151;0.5125515460968018
14;0.9429122805595398;0.13950444757938385;0.6720720529556274;1.1131342649459839
15;0.9471870064735413;0.12968863546848297;0.8256410360336304;0.4944644570350647
16;0.9525303244590759;0.11980130523443222;0.8877338767051697;0.31983011960983276
17;0.955529510974884;0.11025048047304153;0.8573804497718811;0.37932372093200684
18;0.9546676874160767;0.10945265740156174;0.8637560606002808;0.4315546154975891
19;0.9602178931236267;0.10112910717725754;0.8424116373062134;0.44267868995666504
20;0.96321702003479;0.09262143075466156;0.7323631048202515;0.9144607186317444
21;0.9664919972419739;0.08611100167036057;0.7244629263877869;0.6931208372116089
22;0.9672159552574158;0.08143900334835052;0.8350658416748047;0.561437726020813
23;0.9687327742576599;0.07932481914758682;0.757449746131897;0.6216828227043152
24;0.968422532081604;0.0770450085401535;0.8767845034599304;0.406706303358078
25;0.9736968874931335;0.07159489393234253;0.8576576709747314;0.4339984059333801
26;0.9731453657150269;0.07105682790279388;0.7460845708847046;0.5895518660545349
27;0.97428297996521;0.06605075299739838;0.7909910082817078;0.6439701914787292
28;0.9790058135986328;0.056600186973810196;0.8887040615081787;0.3949870765209198
29;0.9773855209350586;0.056925442069768906;0.871240496635437;0.6090938448905945
30;0.9789713025093079;0.05559932813048363;0.8936936855316162;0.3698657155036926
31;0.9789713025093079;0.05543547496199608;0.8011087775230408;0.5356136560440063
32;0.9818670749664307;0.048241689801216125;0.8670824766159058;0.4701766073703766
33;0.9806950092315674;0.05075034871697426;0.8386694192886353;0.6516269445419312
34;0.9809707403182983;0.05197061225771904;0.6892585158348083;0.8752534985542297
35;0.9821428656578064;0.04551886394619942;0.5812889933586121;1.5909043550491333
36;0.9826944470405579;0.0456695519387722;0.8625086545944214;0.5674229264259338
37;0.9847628474235535;0.038949448615312576;0.7241857051849365;1.0254591703414917
38;0.9849351644515991;0.04135515168309212;0.8619542717933655;0.6366874575614929
39;0.9821083545684814;0.04858926311135292;0.8911988735198975;0.38418254256248474
40;0.9881756901741028;0.03162972629070282;0.8706860542297363;0.49465593695640564
41;0.9826254844665527;0.04509063437581062;0.638808012008667;1.3604941368103027
42;0.9856246709823608;0.04067927598953247;0.7376299500465393;0.8855963945388794
43;0.9872793555259705;0.03401845321059227;0.8396396636962891;0.559405505657196
44;0.9848662614822388;0.04069497063755989;0.8834372758865356;0.4948660731315613
45;0.9857970476150513;0.03934117779135704;0.8790020942687988;0.5245204567909241
46;0.9892443418502808;0.02942851558327675;0.8752598762512207;0.5118622183799744
47;0.9882445931434631;0.03245730698108673;0.693277895450592;1.2650752067565918
48;0.986038327217102;0.03673391044139862;0.8744282722473145;0.5726521611213684
49;0.989382266998291;0.03078307956457138;0.8677754402160645;0.5213136672973633
results/ETRA/cnn_ensemble/cnn_ensemble_df_best_model.csv 0 → 100644
View file @ 0e0631e9
best_model_train_loss,best_model_val_loss,best_model_train_acc,best_model_val_acc
0.056600186973810196,0.2665606141090393,0.9790058135986328,0.9002079002079002
results/ETRA/cnn_ensemble/cnn_ensemble_history.csv 0 → 100644
View file @ 0e0631e9
loss,accuracy,val_loss,val_accuracy
0.65091872215271,0.605901837348938,0.4958110749721527,0.7586971586971587
0.5022376775741577,0.7451393008232117,0.4418316185474396,0.7916839916839917
0.39979565143585205,0.8144994378089905,0.4066786468029022,0.8138600138600138
0.3561651110649109,0.8389754295349121,0.409951388835907,0.8158004158004158
0.3220594525337219,0.8586941361427307,0.38301265239715576,0.8338184338184338
0.28742745518684387,0.8722766041755676,0.36084964871406555,0.8476784476784477
0.26396888494491577,0.8845146298408508,0.362216979265213,0.8442134442134442
0.23847313225269318,0.8992002010345459,0.3591266870498657,0.8479556479556479
0.21977323293685913,0.9068877696990967,0.3111116886138916,0.8783090783090783
0.20100755989551544,0.9147476553916931,0.3478747010231018,0.8753984753984754
0.18468651175498962,0.9238141179084778,0.33139699697494507,0.8688842688842688
0.17285943031311035,0.9273648858070374,0.2935536503791809,0.8819126819126819
0.16336214542388916,0.9328805804252625,0.2835180163383484,0.8877338877338877
0.1471981704235077,0.9405336380004883,0.29200461506843567,0.8842688842688843
0.13950444757938385,0.9429122805595398,0.34398770332336426,0.8572418572418572
0.12968863546848297,0.9471870064735413,0.30787014961242676,0.8742896742896743
0.11980130523443222,0.9525303244590759,0.2797829508781433,0.8874566874566875
0.11025048047304153,0.955529510974884,0.2997729778289795,0.8902286902286902
0.10945265740156174,0.9546676874160767,0.28516465425491333,0.8911988911988912
0.10112910717725754,0.9602178931236267,0.32762351632118225,0.8763686763686763
0.09262143075466156,0.96321702003479,0.35333892703056335,0.8508662508662509
0.08611100167036057,0.9664919972419739,0.3577347993850708,0.8690228690228691
0.08143900334835052,0.9672159552574158,0.3136979043483734,0.8717948717948718
0.07932481914758682,0.9687327742576599,0.3202773630619049,0.8798336798336799
0.0770450085401535,0.968422532081604,0.32105252146720886,0.868052668052668
0.07159489393234253,0.9736968874931335,0.2596580982208252,0.8952182952182952
0.07105682790279388,0.9731453657150269,0.3154726028442383,0.8740124740124741
0.06605075299739838,0.97428297996521,0.34460514783859253,0.8637560637560637
0.056600186973810196,0.9790058135986328,0.2665606141090393,0.9002079002079002
0.056925442069768906,0.9773855209350586,0.3126254379749298,0.8766458766458767
0.05559932813048363,0.9789713025093079,0.2787521779537201,0.8855162855162855
0.05543547496199608,0.9789713025093079,0.2939371168613434,0.8891198891198892
0.048241689801216125,0.9818670749664307,0.32680442929267883,0.8722106722106722
0.05075034871697426,0.9806950092315674,0.2721937894821167,0.8917532917532918
0.05197061225771904,0.9809707403182983,0.29907411336898804,0.8906444906444907
0.04551886394619942,0.9821428656578064,0.34950196743011475,0.8772002772002772
0.0456695519387722,0.9826944470405579,0.31809863448143005,0.8766458766458767
0.038949448615312576,0.9847628474235535,0.2813093960285187,0.896049896049896
0.04135515168309212,0.9849351644515991,0.34884971380233765,0.8794178794178794
0.04858926311135292,0.9821083545684814,0.2790725529193878,0.8852390852390852
0.03162972629070282,0.9881756901741028,0.2728796899318695,0.8950796950796951
0.04509063437581062,0.9826254844665527,0.34052738547325134,0.8602910602910603
0.04067927598953247,0.9856246709823608,0.34273141622543335,0.8584892584892585
0.03401845321059227,0.9872793555259705,0.3219185173511505,0.8738738738738738
0.04069497063755989,0.9848662614822388,0.2770305573940277,0.896049896049896
0.03934117779135704,0.9857970476150513,0.28747519850730896,0.8977130977130977
0.02942851558327675,0.9892443418502808,0.3216732442378998,0.887040887040887
0.03245730698108673,0.9882445931434631,0.33085423707962036,0.8683298683298684
0.03673391044139862,0.986038327217102,0.26644769310951233,0.8985446985446985
0.03078307956457138,0.989382266998291,0.26229792833328247,0.8972972972972973
results/ETRA/cnn_ensemble/info.log 0 → 100644
View file @ 0e0631e9
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 cnn. If you want to run other methods please choose another model in the config.py file.
INFO:root:Parameters:
INFO:root:--------------- use residual : True
INFO:root:--------------- depth : 12
INFO:root:--------------- batch size : 64
INFO:root:--------------- kernel size : 64
INFO:root:--------------- nb filters : 16
INFO:root:--------------- preprocessing: False
INFO:root:Parameters:
INFO:root:--------------- use residual : True
INFO:root:--------------- depth : 12
INFO:root:--------------- batch size : 64
INFO:root:--------------- kernel size : 64
INFO:root:--------------- nb filters : 16
INFO:root:--------------- preprocessing: False
INFO:root:Parameters:
INFO:root:--------------- use residual : True
INFO:root:--------------- depth : 12
INFO:root:--------------- batch size : 64
INFO:root:--------------- kernel size : 64
INFO:root:--------------- nb filters : 16
INFO:root:--------------- preprocessing: False
INFO:root:Parameters:
INFO:root:--------------- use residual : True
INFO:root:--------------- depth : 12
INFO:root:--------------- batch size : 64
INFO:root:--------------- kernel size : 64
INFO:root:--------------- nb filters : 16
INFO:root:--------------- preprocessing: False
INFO:root:Parameters:
INFO:root:--------------- use residual : True
INFO:root:--------------- depth : 12
INFO:root:--------------- batch size : 64
INFO:root:--------------- kernel size : 64
INFO:root:--------------- nb filters : 16
INFO:root:--------------- preprocessing: False
INFO:root:**********
INFO:root:--- Runtime: 4655.170459032059 seconds ---
INFO:root:Finished Logging
results/ETRA/cnn_ensemble/lsf.o15306043 0 → 100644
View file @ 0e0631e9
This diff is collapsed.
results/ETRA/eegnet_ensemble/batches.log 0 → 100644
View file @ 0e0631e9
epoch;accuracy;loss;val_accuracy;val_loss
0;0.7336596846580505;0.5454949736595154;0.7602217793464661;0.5246629118919373
1;0.7818877696990967;0.4733167886734009;0.800970196723938;0.46129629015922546
2;0.8041574954986572;0.43066179752349854;0.8274428248405457;0.4379509687423706
3;0.8236693143844604;0.39712661504745483;0.8364518284797668;0.39162197709083557
4;0.832011878490448;0.3797265291213989;0.8346500396728516;0.4076462686061859
5;0.8429743647575378;0.36127108335494995;0.8518364429473877;0.36024314165115356
6;0.8458700776100159;0.35288509726524353;0.8327096104621887;0.4582061469554901
7;0.8509721159934998;0.3412761390209198;0.8472626209259033;0.4541110694408417
8;0.8560052514076233;0.33183857798576355;0.8537768721580505;0.35213834047317505
9;0.8575220704078674;0.32650673389434814;0.8266112208366394;0.4413650631904602
10;0.8619346618652344;0.3198067247867584;0.8619542717933655;0.34152066707611084
11;0.8632791042327881;0.3163068890571594;0.8519750237464905;0.44704538583755493
12;0.8674848079681396;0.31046974658966064;0.8537768721580505;0.35208550095558167
13;0.8675537705421448;0.30469509959220886;0.8577962517738342;0.34625446796417236
14;0.8695532083511353;0.2991406321525574;0.8648648858070374;0.3390902280807495
15;0.8732763528823853;0.2957397401332855;0.8550242781639099;0.3512446880340576
16;0.873138427734375;0.2947216033935547;0.8059598207473755;0.42768481373786926
17;0.8747242093086243;0.2898601293563843;0.8397782444953918;0.3843632936477661
18;0.8767926096916199;0.28781306743621826;0.8598752617835999;0.3821370601654053
19;0.8779991865158081;0.28474125266075134;0.7571725845336914;0.4768936038017273
20;0.8799641728401184;0.2800542116165161;0.8663894534111023;0.34249821305274963
21;0.8795849680900574;0.2778327167034149;0.7306999564170837;0.5190991759300232
22;0.8811362385749817;0.2756190598011017;0.8633402585983276;0.3375631272792816
23;0.8838251233100891;0.2733452022075653;0.8673596382141113;0.3269575536251068
24;0.8834114670753479;0.27262231707572937;0.8625086545944214;0.34415730834007263
25;0.8825840950012207;0.27295562624931335;0.8472626209259033;0.3730151653289795
26;0.8828598856925964;0.2686305046081543;0.8589050769805908;0.35390469431877136
27;0.8889272212982178;0.2633424997329712;0.8584892749786377;0.3481251299381256
28;0.8900648355484009;0.26144155859947205;0.8510048389434814;0.3734849989414215
29;0.8890306353569031;0.2634153664112091;0.8734580874443054;0.3332882821559906
30;0.8917884826660156;0.25731202960014343;0.8723492622375488;0.33302056789398193
31;0.8910300731658936;0.25613412261009216;0.8583506345748901;0.3681747019290924
32;0.8903061151504517;0.256902277469635;0.786139965057373;0.4670335054397583
33;0.891960859298706;0.2531841993331909;0.8765072822570801;0.3253878057003021
34;0.8950634598731995;0.25265195965766907;0.8724878430366516;0.32294806838035583
35;0.8947187066078186;0.24885015189647675;0.873735249042511;0.3329782485961914
36;0.8936845064163208;0.25142359733581543;0.8553014397621155;0.35991621017456055
37;0.8964423537254333;0.24610736966133118;0.8734580874443054;0.31913068890571594
38;0.8976489305496216;0.24440962076187134;0.8726264834403992;0.33286723494529724
39;0.8966147303581238;0.24290405213832855;0.8724878430366516;0.32488805055618286
40;0.8979591727256775;0.24014674127101898;0.8704088926315308;0.3351297974586487
41;0.8987865447998047;0.24226956069469452;0.8584892749786377;0.39861008524894714
42;0.8979591727256775;0.2397824376821518;0.8729036450386047;0.32442885637283325
43;0.9012341499328613;0.2359994649887085;0.8607068657875061;0.3552221953868866
44;0.9006136059761047;0.23857079446315765;0.8576576709747314;0.37188997864723206
45;0.8986141681671143;0.24052971601486206;0.864587664604187;0.3560086488723755
46;0.9024751782417297;0.23296880722045898;0.8697158694267273;0.3339240849018097
47;0.9026130437850952;0.23078985512256622;0.8759528994560242;0.3282439410686493
48;0.9013031125068665;0.23364348709583282;0.8745668530464172;0.3366038501262665
49;0.9006136059761047;0.23268121480941772;0.869438648223877;0.33146122097969055
0;0.7334873080253601;0.5456055998802185;0.7689535617828369;0.5125783681869507
1;0.776820182800293;0.4760519862174988;0.7774081826210022;0.49975836277008057
2;0.7950220704078674;0.44606858491897583;0.7912681698799133;0.5776525139808655
3;0.8054674863815308;0.42717882990837097;0.8024948239326477;0.4410605728626251
4;0.8166022896766663;0.40246760845184326;0.8365904092788696;0.4105042815208435
5;0.8339768052101135;0.37791717052459717;0.8309078216552734;0.40489915013313293
6;0.8435603976249695;0.35580524802207947;0.8447678685188293;0.40772703289985657
7;0.8518339991569519;0.3433668911457062;0.8543312549591064;0.35318756103515625
8;0.8555570840835571;0.33073151111602783;0.852668046951294;0.3753856420516968
9;0.8594870567321777;0.32638728618621826;0.8098406195640564;0.481007844209671
10;0.862899899482727;0.31721407175064087;0.8525294661521912;0.36854711174964905
11;0.8662437796592712;0.3127157986164093;0.8648648858070374;0.34114372730255127
12;0.8670367002487183;0.30673903226852417;0.8564102649688721;0.3537176251411438
13;0.8661748766899109;0.307662695646286;0.8672210574150085;0.3375810980796814
14;0.86944979429245;0.3024212121963501;0.8605682849884033;0.38177046179771423
15;0.872759222984314;0.2981010973453522;0.864587664604187;0.3363399803638458
16;0.873517632484436;0.2933066189289093;0.8665280938148499;0.3345055878162384
17;0.8767236471176147;0.2867618203163147;0.8568260669708252;0.3600575923919678
18;0.8766202330589294;0.28515133261680603;0.8163548111915588;0.48236459493637085
19;0.8787920475006104;0.28405964374542236;0.861261248588562;0.34327736496925354
20;0.8813775777816772;0.2813352346420288;0.7886347770690918;0.4802275598049164
21;0.8820325136184692;0.2779919505119324;0.8634788393974304;0.3541009724140167
22;0.8826186060905457;0.2738560140132904;0.8395010232925415;0.41241180896759033
23;0.8836872577667236;0.2721787691116333;0.8623700737953186;0.32918521761894226
24;0.8858246207237244;0.270083487033844;0.8633402585983276;0.34067532420158386
25;0.8853074908256531;0.2676948308944702;0.866943895816803;0.3414182662963867
26;0.887479305267334;0.2643601596355438;0.8666666746139526;0.33668211102485657
27;0.8868588209152222;0.2664286494255066;0.8731808662414551;0.3224751949310303
28;0.8910990357398987;0.25919419527053833;0.8652806878089905;0.340236097574234
29;0.8890306353569031;0.2615436613559723;0.8717948794364929;0.3287249505519867
30;0.891581654548645;0.2563972473144531;0.8702702522277832;0.32655802369117737
31;0.8925123810768127;0.2575070261955261;0.875537097454071;0.3215668499469757
32;0.8923055529594421;0.25422656536102295;0.8749826550483704;0.3192027509212494
33;0.8947187066078186;0.2502651810646057;0.8469854593276978;0.39298975467681885
34;0.8934776782989502;0.2518841028213501;0.8738738894462585;0.3295842409133911
35;0.8967871069908142;0.24862852692604065;0.8002771735191345;0.43928417563438416
36;0.895959734916687;0.24594660103321075;0.8769230842590332;0.3245827853679657
37;0.8964423537254333;0.24646957218647003;0.8572418689727783;0.36757540702819824
38;0.8977178931236267;0.24165265262126923;0.8752598762512207;0.3189718723297119
39;0.8982349634170532;0.24294282495975494;0.7958419919013977;0.4758785367012024
40;0.8988209962844849;0.23889091610908508;0.8778932690620422;0.3201717436313629
41;0.9027165174484253;0.2341064065694809;0.8672210574150085;0.36178892850875854
42;0.901130735874176;0.23785437643527985;0.7101871371269226;0.5346010327339172
43;0.9035783410072327;0.23322032392024994;0.8729036450386047;0.3145393431186676
44;0.9024407267570496;0.23258069157600403;0.871240496635437;0.3405175507068634
45;0.9023373126983643;0.23735350370407104;0.8518364429473877;0.42110469937324524
46;0.9037162065505981;0.23096497356891632;0.8575190305709839;0.3843960464000702
47;0.9041299223899841;0.22924041748046875;0.8386694192886353;0.43677985668182373
48;0.9056811928749084;0.22727328538894653;0.8767845034599304;0.3184512257575989
49;0.9060948491096497;0.22557608783245087;0.867914080619812;0.34728172421455383
0;0.7317291498184204;0.5464476943016052;0.7438669204711914;0.5413697361946106
1;0.780543327331543;0.4747962951660156;0.7866944074630737;0.5459840297698975
2;0.7930570840835571;0.4493495523929596;0.8016632199287415;0.4484223425388336
3;0.8035714030265808;0.4303748905658722;0.816770613193512;0.43657001852989197
4;0.8169125914573669;0.405830442905426;0.8345114588737488;0.3938092291355133
5;0.8350799679756165;0.3712154030799866;0.8508662581443787;0.36917853355407715
6;0.8491450548171997;0.3480006754398346;0.8425502181053162;0.3923719525337219
7;0.8526268601417542;0.33973878622055054;0.8267498016357422;0.4331902861595154
8;0.8582460284233093;0.3291223645210266;0.855994462966919;0.3589397966861725
9;0.8614864945411682;0.3196958899497986;0.8324324488639832;0.4460342824459076
10;0.8660714030265808;0.31137776374816895;0.8618156909942627;0.3426036536693573
11;0.8667609095573425;0.3085698187351227;0.8626472353935242;0.34449467062950134
12;0.8704150319099426;0.305024653673172;0.8595980405807495;0.3459060490131378
13;0.8705529570579529;0.30311620235443115;0.8674982786178589;0.33042189478874207
14;0.8730350136756897;0.29696640372276306;0.8616770505905151;0.3444717228412628
15;0.8717595338821411;0.2952461838722229;0.8522522449493408;0.36502695083618164
16;0.8757928609848022;0.29343628883361816;0.7955647706985474;0.46198680996894836
17;0.8771028518676758;0.28817418217658997;0.867914080619812;0.3460191488265991
18;0.8783438801765442;0.2861008942127228;0.8608454465866089;0.3731980323791504
19;0.878688633441925;0.28410160541534424;0.8676368594169617;0.3302939832210541
20;0.8793091773986816;0.2827373445034027;0.8604296445846558;0.35937029123306274
21;0.8798606991767883;0.2780568599700928;0.8680526614189148;0.33046749234199524
22;0.882308304309845;0.27471059560775757;0.8647262454032898;0.34650567173957825
23;0.8834459185600281;0.2717408835887909;0.8706860542297363;0.3341059982776642
24;0.8860659003257751;0.2715405821800232;0.8659736514091492;0.3458423912525177
25;0.884928286075592;0.2681826949119568;0.867914080619812;0.3294196128845215
26;0.8856522440910339;0.2650347054004669;0.8321552276611328;0.47011813521385193
27;0.8867208957672119;0.2642402946949005;0.8508662581443787;0.3624594211578369
28;0.8874448537826538;0.26468217372894287;0.8620928525924683;0.35464009642601013
29;0.8866174817085266;0.2618858516216278;0.8551628589630127;0.35619786381721497
30;0.8884790539741516;0.2620137631893158;0.8665280938148499;0.3513833284378052
31;0.8923400640487671;0.2584882974624634;0.8716562986373901;0.3360423743724823
32;0.8915126919746399;0.25684040784835815;0.8691614866256714;0.32433098554611206
33;0.8945463299751282;0.25100645422935486;0.872210681438446;0.33042192459106445
34;0.8932018876075745;0.2543911039829254;0.8730422854423523;0.3221537172794342
35;0.8935465812683105;0.2531384527683258;0.871240496635437;0.32641398906707764
36;0.8950289487838745;0.24983499944210052;0.7625779509544373;0.5067850947380066
37;0.8941671252250671;0.2505360245704651;0.8738738894462585;0.3288052976131439
38;0.8944084644317627;0.24685975909233093;0.8572418689727783;0.3734934628009796
39;0.8934087157249451;0.24881774187088013;0.8672210574150085;0.35690656304359436
40;0.8957183957099915;0.2463964968919754;0.8529452681541443;0.35531139373779297
41;0.8965802788734436;0.2442466914653778;0.8530838489532471;0.35439515113830566
42;0.8986486196517944;0.24110452830791473;0.8673596382141113;0.35331225395202637
43;0.8981660008430481;0.243067666888237;0.8650034666061401;0.34334009885787964
44;0.8978902101516724;0.2424607127904892;0.8271656036376953;0.40378251671791077
45;0.8972007632255554;0.24100176990032196;0.7442827224731445;0.49507009983062744
46;0.8993725776672363;0.23665162920951843;0.8666666746139526;0.34366658329963684
47;0.8987175822257996;0.2386908084154129;0.8734580874443054;0.3382679522037506
48;0.9002689123153687;0.23605643212795258;0.8643104434013367;0.3591451048851013
49;0.9001309871673584;0.23865477740764618;0.8662508726119995;0.34199219942092896
0;0.7296952605247498;0.5475267171859741;0.7757449746131897;0.5067978501319885
1;0.7812672257423401;0.475636750459671;0.7711711525917053;0.5010025501251221
2;0.7919539213180542;0.4496932923793793;0.7965350151062012;0.5494682192802429
3;0.8049503564834595;0.42972511053085327;0.8038808107376099;0.5792648196220398
4;0.8126378655433655;0.412517249584198;0.8214830160140991;0.4319975674152374
5;0.822738528251648;0.3947068154811859;0.841164231300354;0.4255053997039795
6;0.8381481170654297;0.36853477358818054;0.8548856377601624;0.3682379424571991
7;0.8432156443595886;0.3576127886772156;0.849341630935669;0.3935767412185669
8;0.8485245704650879;0.34486186504364014;0.8446292281150818;0.3901524245738983
9;0.8533163070678711;0.33523547649383545;0.8544698357582092;0.3534158766269684
10;0.8535231947898865;0.33224302530288696;0.8550242781639099;0.35391244292259216
11;0.8600386381149292;0.32763874530792236;0.859320878982544;0.3499496579170227
12;0.8617967367172241;0.3211350440979004;0.8590436577796936;0.3550035059452057
13;0.8603143692016602;0.31726181507110596;0.8428274393081665;0.3912825584411621
14;0.8645545840263367;0.3125315308570862;0.7656271457672119;0.4805719256401062
15;0.8674159049987793;0.3079932928085327;0.8634788393974304;0.34279075264930725
16;0.8700013756752014;0.3015492856502533;0.8400554656982422;0.39047685265541077
17;0.8683121800422668;0.30383217334747314;0.8532224297523499;0.3620673716068268
18;0.8715526461601257;0.3000238835811615;0.8173249959945679;0.43033841252326965
19;0.8742071390151978;0.29515647888183594;0.8422730565071106;0.37517374753952026
20;0.8752068281173706;0.2919970154762268;0.8643104434013367;0.33639994263648987
21;0.8741037249565125;0.29163268208503723;0.6166320443153381;0.5944452285766602
22;0.8781715631484985;0.2842373549938202;0.860291063785553;0.33934202790260315
23;0.8783438801765442;0.2845158576965332;0.8706860542297363;0.323326051235199
24;0.881239652633667;0.2812941074371338;0.8658350706100464;0.3455451726913452
25;0.8799641728401184;0.2790708541870117;0.865557849407196;0.33350253105163574
26;0.8842388391494751;0.2769192159175873;0.8687456846237183;0.33312615752220154
27;0.8823772668838501;0.2758726179599762;0.8654192686080933;0.3324550688266754
28;0.8827564716339111;0.27203574776649475;0.8539154529571533;0.38220450282096863
29;0.8839974999427795;0.2731625735759735;0.8503118753433228;0.35925430059432983
30;0.8837906718254089;0.2694026529788971;0.8715176582336426;0.33729586005210876
31;0.8865485191345215;0.2639593482017517;0.8561330437660217;0.3992648720741272
32;0.8892374634742737;0.26308751106262207;0.8698544502258301;0.3187195360660553
33;0.8866519331932068;0.26519426703453064;0.844490647315979;0.37541067600250244
34;0.8890995383262634;0.26319029927253723;0.8705474734306335;0.3239564597606659
35;0.8876861333847046;0.2630176544189453;0.863617479801178;0.3382852077484131
36;0.8894787430763245;0.25979599356651306;0.8663894534111023;0.3399188220500946
37;0.8903750777244568;0.2571861743927002;0.7771309614181519;0.46765631437301636
38;0.8894787430763245;0.2570141851902008;0.7898821830749512;0.46086350083351135
39;0.8918918967247009;0.2521525025367737;0.8625086545944214;0.3491903245449066
40;0.8940637111663818;0.25003957748413086;0.865557849407196;0.3404541313648224
41;0.8954771161079407;0.24790148437023163;0.8693000674247742;0.3365233242511749
42;0.894511878490448;0.2502857744693756;0.8708246946334839;0.3312726616859436
43;0.8951668739318848;0.24869941174983978;0.8693000674247742;0.340474396944046
44;0.8956494927406311;0.24336747825145721;0.8598752617835999;0.36092284321784973
45;0.8968560099601746;0.2466135025024414;0.8704088926315308;0.32102301716804504