Data dir name: cascade Vec file name: samples BG file name: bg.txt Num pos: 17000 Num neg: 10000 Num stages: 30 Num splits: 3 (tree as weak classifier) Mem: 800 MB Symmetric: TRUE Min hit rate: 0.995000 Max false alarm rate: 0.500000 Weight trimming: 0.950000 Equal weights: FALSE Mode: ALL Width: 20 Height: 12 Max num of precalculated features: 5178 Applied boosting algorithm: GAB Error (valid only for Discrete and Real AdaBoost): misclass Max number of splits in tree cascade: 0 Min number of positive samples per cluster: 500 Required leaf false alarm rate: 9.31323e-10 Tree Classifier Stage +---+ | 0| +---+ Number of features used : 21616 Parent node: NULL *** 1 cluster *** POS: 1556 1556 1.000000 NEG: 915 1 BACKGROUND PROCESSING TIME: 0.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.739804| 1.000000| 1.000000| 0.182517| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.889865| 1.000000| 1.000000| 0.179280| +----+----+-+---------+---------+---------+---------+ | 3| 94%|-|-1.112920| 0.996787| 0.727869| 0.152570| +----+----+-+---------+---------+---------+---------+ | 4| 96%|+|-1.246658| 0.996787| 0.727869| 0.143262| +----+----+-+---------+---------+---------+---------+ | 5| 80%|-|-1.387428| 0.997429| 0.597814| 0.126265| +----+----+-+---------+---------+---------+---------+ | 6| 77%|+|-1.443972| 0.996144| 0.561749| 0.130312| +----+----+-+---------+---------+---------+---------+ | 7| 78%|-|-1.388595| 0.995501| 0.496175| 0.103602| +----+----+-+---------+---------+---------+---------+ Stage training time: 192.00 Number of used features: 21 Parent node: NULL Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+ | 0| +---+ 0 Parent node: 0 *** 1 cluster *** POS: 1549 1556 0.995501 NEG: 911 0.537146 BACKGROUND PROCESSING TIME: 0.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.722938| 1.000000| 1.000000| 0.254878| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.924500| 1.000000| 1.000000| 0.232114| +----+----+-+---------+---------+---------+---------+ | 3| 99%|-|-1.516573| 1.000000| 1.000000| 0.193902| +----+----+-+---------+---------+---------+---------+ | 4| 83%|+|-1.457218| 0.995481| 0.783754| 0.182927| +----+----+-+---------+---------+---------+---------+ | 5| 83%|-|-1.380771| 0.995481| 0.613611| 0.122764| +----+----+-+---------+---------+---------+---------+ | 6| 76%|+|-1.283150| 0.995481| 0.596048| 0.114228| +----+----+-+---------+---------+---------+---------+ | 7| 77%|-|-1.310504| 0.995481| 0.495060| 0.088618| +----+----+-+---------+---------+---------+---------+ Stage training time: 188.00 Number of used features: 21 Parent node: 0 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+ | 0| 1| +---+---+ 0---1 Parent node: 1 *** 1 cluster *** POS: 1542 1556 0.991003 NEG: 907 0.304874 BACKGROUND PROCESSING TIME: 0.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.724458| 1.000000| 1.000000| 0.191915| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.187356| 0.998703| 0.940463| 0.196815| +----+----+-+---------+---------+---------+---------+ | 3| 97%|-|-1.051996| 0.995460| 0.671444| 0.168640| +----+----+-+---------+---------+---------+---------+ | 4| 93%|+|-1.103967| 0.996757| 0.674752| 0.154349| +----+----+-+---------+---------+---------+---------+ | 5| 89%|-|-1.259516| 0.995460| 0.632856| 0.144549| +----+----+-+---------+---------+---------+---------+ | 6| 75%|+|-1.227370| 0.995460| 0.577729| 0.132299| +----+----+-+---------+---------+---------+---------+ | 7| 76%|-|-1.326085| 0.995460| 0.531422| 0.104941| +----+----+-+---------+---------+---------+---------+ | 8| 74%|+|-1.405593| 0.995460| 0.535832| 0.100041| +----+----+-+---------+---------+---------+---------+ | 9| 73%|-|-1.561312| 0.995460| 0.638368| 0.084524| +----+----+-+---------+---------+---------+---------+ | 10| 71%|+|-1.316055| 0.995460| 0.536935| 0.079216| +----+----+-+---------+---------+---------+---------+ | 11| 71%|-|-1.362230| 0.995460| 0.501654| 0.070233| +----+----+-+---------+---------+---------+---------+ | 12| 67%|+|-1.534846| 0.995460| 0.503859| 0.073908| +----+----+-+---------+---------+---------+---------+ | 13| 67%|-|-1.297612| 0.995460| 0.321940| 0.057575| +----+----+-+---------+---------+---------+---------+ Stage training time: 305.00 Number of used features: 39 Parent node: 1 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+ | 0| 1| 2| +---+---+---+ 0---1---2 Parent node: 2 *** 1 cluster *** POS: 1535 1556 0.986504 NEG: 902 0.151724 BACKGROUND PROCESSING TIME: 0.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.399528| 1.000000| 1.000000| 0.300369| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.476235| 1.000000| 1.000000| 0.231432| +----+----+-+---------+---------+---------+---------+ | 3| 81%|-|-1.076120| 1.000000| 1.000000| 0.196963| +----+----+-+---------+---------+---------+---------+ | 4| 85%|+|-1.162900| 0.995440| 0.906874| 0.206812| +----+----+-+---------+---------+---------+---------+ | 5| 86%|-|-1.259038| 0.995440| 0.833703| 0.150595| +----+----+-+---------+---------+---------+---------+ | 6| 87%|+|-1.350669| 0.995440| 0.760532| 0.135823| +----+----+-+---------+---------+---------+---------+ | 7| 79%|-|-1.349030| 0.996743| 0.736142| 0.125154| +----+----+-+---------+---------+---------+---------+ | 8| 80%|+|-1.416793| 0.997394| 0.749446| 0.125564| +----+----+-+---------+---------+---------+---------+ | 9| 79%|-|-1.273805| 0.995440| 0.608647| 0.112844| +----+----+-+---------+---------+---------+---------+ | 10| 75%|+|-1.245317| 0.995440| 0.599778| 0.096840| +----+----+-+---------+---------+---------+---------+ | 11| 74%|-|-1.242221| 0.995440| 0.488914| 0.092737| +----+----+-+---------+---------+---------+---------+ Stage training time: 283.00 Number of used features: 33 Parent node: 2 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+ | 0| 1| 2| 3| +---+---+---+---+ 0---1---2---3 Parent node: 3 *** 1 cluster *** POS: 1528 1556 0.982005 NEG: 898 0.0752346 BACKGROUND PROCESSING TIME: 0.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.730067| 1.000000| 1.000000| 0.377164| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.627291| 0.998691| 0.937639| 0.251855| +----+----+-+---------+---------+---------+---------+ | 3| 99%|-|-1.030712| 0.996073| 0.896437| 0.268343| +----+----+-+---------+---------+---------+---------+ | 4| 80%|+|-1.199645| 0.998691| 0.932071| 0.203627| +----+----+-+---------+---------+---------+---------+ | 5| 78%|-|-1.387432| 0.996073| 0.893096| 0.168178| +----+----+-+---------+---------+---------+---------+ | 6| 79%|+|-1.232369| 0.995419| 0.841871| 0.149629| +----+----+-+---------+---------+---------+---------+ | 7| 77%|-|-1.234550| 0.995419| 0.654788| 0.143446| +----+----+-+---------+---------+---------+---------+ | 8| 76%|+|-1.137607| 0.995419| 0.653675| 0.130256| +----+----+-+---------+---------+---------+---------+ | 9| 75%|-|-1.371957| 0.995419| 0.632517| 0.117065| +----+----+-+---------+---------+---------+---------+ | 10| 75%|+|-1.304950| 0.995419| 0.626949| 0.115416| +----+----+-+---------+---------+---------+---------+ | 11| 73%|-|-1.230939| 0.995419| 0.491091| 0.101814| +----+----+-+---------+---------+---------+---------+ Stage training time: 280.00 Number of used features: 33 Parent node: 3 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+ | 0| 1| 2| 3| 4| +---+---+---+---+---+ 0---1---2---3---4 Parent node: 4 *** 1 cluster *** POS: 1521 1556 0.977506 NEG: 894 0.0523634 BACKGROUND PROCESSING TIME: 1.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.403013| 1.000000| 1.000000| 0.292340| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.272864| 0.998028| 0.957494| 0.293996| +----+----+-+---------+---------+---------+---------+ | 3| 99%|-|-0.622105| 0.998685| 0.964206| 0.247619| +----+----+-+---------+---------+---------+---------+ | 4| 80%|+|-0.889095| 0.999343| 0.968680| 0.254658| +----+----+-+---------+---------+---------+---------+ | 5| 82%|-|-1.215287| 0.999343| 0.894855| 0.213251| +----+----+-+---------+---------+---------+---------+ | 6| 79%|+|-1.102374| 0.997370| 0.795302| 0.203313| +----+----+-+---------+---------+---------+---------+ | 7| 79%|-|-1.390468| 0.995398| 0.823266| 0.174327| +----+----+-+---------+---------+---------+---------+ | 8| 77%|+|-1.301790| 0.995398| 0.816555| 0.163147| +----+----+-+---------+---------+---------+---------+ | 9| 76%|-|-1.191292| 0.995398| 0.634228| 0.139959| +----+----+-+---------+---------+---------+---------+ | 10| 75%|+|-1.229285| 0.995398| 0.643177| 0.137474| +----+----+-+---------+---------+---------+---------+ | 11| 74%|-|-1.324334| 0.995398| 0.612975| 0.121739| +----+----+-+---------+---------+---------+---------+ | 12| 72%|+|-1.212346| 0.995398| 0.564877| 0.118841| +----+----+-+---------+---------+---------+---------+ | 13| 71%|-|-1.450878| 0.995398| 0.596197| 0.105176| +----+----+-+---------+---------+---------+---------+ | 14| 70%|+|-1.304683| 0.995398| 0.587248| 0.097308| +----+----+-+---------+---------+---------+---------+ | 15| 69%|-|-1.261705| 0.995398| 0.492170| 0.091511| +----+----+-+---------+---------+---------+---------+ Stage training time: 366.00 Number of used features: 45 Parent node: 4 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| +---+---+---+---+---+---+ 0---1---2---3---4---5 Parent node: 5 *** 1 cluster *** POS: 1514 1556 0.973008 NEG: 890 0.0311047 BACKGROUND PROCESSING TIME: 0.00 Precalculation time: 3.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.370248| 1.000000| 1.000000| 0.339850| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.435968| 1.000000| 1.000000| 0.328619| +----+----+-+---------+---------+---------+---------+ | 3| 84%|-|-0.974428| 1.000000| 0.987640| 0.289102| +----+----+-+---------+---------+---------+---------+ | 4| 84%|+|-1.113712| 0.998019| 0.905618| 0.256656| +----+----+-+---------+---------+---------+---------+ | 5| 82%|-|-1.271541| 0.996037| 0.889888| 0.219634| +----+----+-+---------+---------+---------+---------+ | 6| 81%|+|-1.183782| 0.996037| 0.884270| 0.207987| +----+----+-+---------+---------+---------+---------+ | 7| 80%|-|-1.267916| 0.995376| 0.819101| 0.185940| +----+----+-+---------+---------+---------+---------+ | 8| 78%|+|-1.227852| 0.995376| 0.812360| 0.167221| +----+----+-+---------+---------+---------+---------+ | 9| 78%|-|-1.306760| 0.995376| 0.723595| 0.158070| +----+----+-+---------+---------+---------+---------+ | 10| 79%|+|-1.191586| 0.995376| 0.719101| 0.148918| +----+----+-+---------+---------+---------+---------+ | 11| 77%|-|-1.297888| 0.996037| 0.684270| 0.135607| +----+----+-+---------+---------+---------+---------+ | 12| 77%|+|-1.351177| 0.995376| 0.686517| 0.132280| +----+----+-+---------+---------+---------+---------+ | 13| 77%|-|-1.103384| 0.995376| 0.526966| 0.122712| +----+----+-+---------+---------+---------+---------+ | 14| 75%|+|-1.008002| 0.995376| 0.513483| 0.123128| +----+----+-+---------+---------+---------+---------+ | 15| 74%|-|-1.287349| 0.995376| 0.537079| 0.123960| +----+----+-+---------+---------+---------+---------+ | 16| 73%|+|-1.133553| 0.995376| 0.506742| 0.108985| +----+----+-+---------+---------+---------+---------+ | 17| 71%|-|-1.125510| 0.995376| 0.442697| 0.099834| +----+----+-+---------+---------+---------+---------+ Stage training time: 392.00 Number of used features: 51 Parent node: 5 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| +---+---+---+---+---+---+---+ 0---1---2---3---4---5---6 Parent node: 6 *** 1 cluster *** POS: 1507 1556 0.968509 NEG: 886 0.0200552 BACKGROUND PROCESSING TIME: 1.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.540414| 1.000000| 1.000000| 0.335562| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.694138| 1.000000| 1.000000| 0.335562| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-1.112641| 0.997346| 0.951467| 0.288759| +----+----+-+---------+---------+---------+---------+ | 4| 84%|+|-1.205861| 0.996019| 0.935666| 0.268700| +----+----+-+---------+---------+---------+---------+ | 5| 82%|-|-1.264158| 0.996019| 0.893905| 0.246970| +----+----+-+---------+---------+---------+---------+ | 6| 81%|+|-1.369365| 0.995355| 0.895034| 0.235687| +----+----+-+---------+---------+---------+---------+ | 7| 81%|-|-1.275940| 0.995355| 0.800226| 0.210196| +----+----+-+---------+---------+---------+---------+ | 8| 79%|+|-1.361650| 0.995355| 0.821670| 0.209361| +----+----+-+---------+---------+---------+---------+ | 9| 78%|-|-1.287423| 0.995355| 0.749436| 0.183452| +----+----+-+---------+---------+---------+---------+ | 10| 77%|+|-1.368599| 0.995355| 0.779910| 0.191809| +----+----+-+---------+---------+---------+---------+ | 11| 75%|-|-1.253920| 0.995355| 0.689616| 0.176766| +----+----+-+---------+---------+---------+---------+ | 12| 74%|+|-1.256682| 0.995355| 0.688488| 0.174676| +----+----+-+---------+---------+---------+---------+ | 13| 74%|-|-1.302773| 0.995355| 0.655756| 0.154618| +----+----+-+---------+---------+---------+---------+ | 14| 73%|+|-1.326636| 0.995355| 0.656885| 0.157961| +----+----+-+---------+---------+---------+---------+ | 15| 74%|-|-1.149873| 0.995355| 0.576749| 0.145006| +----+----+-+---------+---------+---------+---------+ | 16| 72%|+|-1.319667| 0.995355| 0.589165| 0.139992| +----+----+-+---------+---------+---------+---------+ | 17| 72%|-|-1.239961| 0.995355| 0.556433| 0.132888| +----+----+-+---------+---------+---------+---------+ | 18| 70%|+|-1.223356| 0.995355| 0.547404| 0.129962| +----+----+-+---------+---------+---------+---------+ | 19| 69%|-|-1.149941| 0.995355| 0.483070| 0.119515| +----+----+-+---------+---------+---------+---------+ Stage training time: 412.00 Number of used features: 57 Parent node: 6 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| +---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7 Parent node: 7 *** 1 cluster *** POS: 1500 1556 0.964010 NEG: 882 0.0100126 BACKGROUND PROCESSING TIME: 2.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.710338| 1.000000| 1.000000| 0.305206| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-1.007639| 1.000000| 1.000000| 0.418976| +----+----+-+---------+---------+---------+---------+ | 3| 89%|-|-1.003110| 0.996000| 0.931973| 0.290092| +----+----+-+---------+---------+---------+---------+ | 4| 87%|+|-1.203778| 0.997333| 0.942177| 0.279177| +----+----+-+---------+---------+---------+---------+ | 5| 86%|-|-1.030029| 0.995333| 0.866213| 0.251889| +----+----+-+---------+---------+---------+---------+ | 6| 83%|+|-1.221831| 0.995333| 0.871882| 0.282536| +----+----+-+---------+---------+---------+---------+ | 7| 85%|-|-1.299008| 0.995333| 0.877551| 0.218724| +----+----+-+---------+---------+---------+---------+ | 8| 81%|+|-1.466734| 0.995333| 0.900227| 0.226280| +----+----+-+---------+---------+---------+---------+ | 9| 82%|-|-1.174879| 0.995333| 0.811791| 0.212427| +----+----+-+---------+---------+---------+---------+ | 10| 80%|+|-1.478997| 0.995333| 0.816327| 0.247691| +----+----+-+---------+---------+---------+---------+ | 11| 82%|-|-1.190408| 0.995333| 0.785714| 0.209908| +----+----+-+---------+---------+---------+---------+ | 12| 78%|+|-1.257044| 0.995333| 0.795918| 0.205709| +----+----+-+---------+---------+---------+---------+ | 13| 78%|-|-1.228401| 0.995333| 0.740363| 0.175063| +----+----+-+---------+---------+---------+---------+ | 14| 79%|+|-1.314700| 0.995333| 0.778912| 0.169605| +----+----+-+---------+---------+---------+---------+ | 15| 79%|-|-1.306250| 0.995333| 0.750567| 0.158690| +----+----+-+---------+---------+---------+---------+ | 16| 77%|+|-1.215677| 0.995333| 0.714286| 0.153233| +----+----+-+---------+---------+---------+---------+ | 17| 76%|-|-1.194797| 0.995333| 0.663265| 0.141478| +----+----+-+---------+---------+---------+---------+ | 18| 76%|+|-1.146800| 0.995333| 0.654195| 0.145256| +----+----+-+---------+---------+---------+---------+ | 19| 75%|-|-1.203091| 0.995333| 0.624717| 0.144416| +----+----+-+---------+---------+---------+---------+ | 20| 73%|+|-1.446777| 0.995333| 0.615646| 0.152813| +----+----+-+---------+---------+---------+---------+ | 21| 73%|-|-1.117797| 0.995333| 0.582766| 0.139798| +----+----+-+---------+---------+---------+---------+ | 22| 69%|+|-1.468857| 0.995333| 0.555556| 0.158270| +----+----+-+---------+---------+---------+---------+ | 23| 72%|-|-1.058059| 0.995333| 0.537415| 0.135181| +----+----+-+---------+---------+---------+---------+ | 24| 68%|+|-1.512267| 0.995333| 0.544218| 0.154492| +----+----+-+---------+---------+---------+---------+ | 25| 69%|-|-1.211116| 0.995333| 0.530612| 0.124265| +----+----+-+---------+---------+---------+---------+ | 26| 66%|+|-1.401586| 0.995333| 0.590703| 0.128044| +----+----+-+---------+---------+---------+---------+ | 27| 65%|-|-1.244962| 0.995333| 0.543084| 0.116709| +----+----+-+---------+---------+---------+---------+ | 28| 64%|+|-1.463259| 0.995333| 0.514739| 0.127204| +----+----+-+---------+---------+---------+---------+ | 29| 66%|-|-1.316718| 0.995333| 0.518141| 0.117968| +----+----+-+---------+---------+---------+---------+ | 30| 63%|+|-1.366819| 0.995333| 0.518141| 0.123846| +----+----+-+---------+---------+---------+---------+ | 31| 62%|-|-1.181826| 0.995333| 0.451247| 0.102855| +----+----+-+---------+---------+---------+---------+ Stage training time: 591.00 Number of used features: 93 Parent node: 7 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| +---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8 Parent node: 8 *** 1 cluster *** POS: 1493 1556 0.959512 NEG: 878 0.00515373 BACKGROUND PROCESSING TIME: 2.00 Precalculation time: 3.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.595680| 1.000000| 1.000000| 0.295656| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.790280| 1.000000| 1.000000| 0.345424| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-1.067045| 0.995981| 0.899772| 0.277520| +----+----+-+---------+---------+---------+---------+ | 4| 86%|+|-0.988927| 0.995981| 0.861048| 0.286799| +----+----+-+---------+---------+---------+---------+ | 5| 86%|-|-1.178556| 0.995981| 0.871298| 0.245466| +----+----+-+---------+---------+---------+---------+ | 6| 90%|+|-1.291254| 0.995311| 0.870159| 0.259384| +----+----+-+---------+---------+---------+---------+ | 7| 81%|-|-1.148044| 0.995311| 0.755125| 0.185576| +----+----+-+---------+---------+---------+---------+ | 8| 82%|+|-1.076406| 0.995311| 0.744875| 0.175875| +----+----+-+---------+---------+---------+---------+ | 9| 81%|-|-1.134745| 0.995311| 0.698178| 0.161957| +----+----+-+---------+---------+---------+---------+ | 10| 79%|+|-0.995260| 0.995311| 0.674260| 0.156896| +----+----+-+---------+---------+---------+---------+ | 11| 77%|-|-1.060935| 0.995311| 0.640091| 0.154365| +----+----+-+---------+---------+---------+---------+ | 12| 77%|+|-1.030881| 0.995311| 0.615034| 0.151413| +----+----+-+---------+---------+---------+---------+ | 13| 75%|-|-1.105831| 0.995311| 0.609339| 0.147195| +----+----+-+---------+---------+---------+---------+ | 14| 74%|+|-1.025024| 0.995311| 0.580866| 0.143399| +----+----+-+---------+---------+---------+---------+ | 15| 74%|-|-1.110340| 0.995311| 0.584282| 0.152256| +----+----+-+---------+---------+---------+---------+ | 16| 73%|+|-1.043053| 0.995311| 0.567198| 0.150148| +----+----+-+---------+---------+---------+---------+ | 17| 72%|-|-1.049412| 0.995311| 0.552392| 0.146774| +----+----+-+---------+---------+---------+---------+ | 18| 72%|+|-1.401745| 0.995311| 0.574032| 0.150148| +----+----+-+---------+---------+---------+---------+ | 19| 73%|-|-1.044703| 0.995311| 0.537585| 0.145086| +----+----+-+---------+---------+---------+---------+ | 20| 71%|+|-1.042152| 0.995311| 0.527335| 0.146774| +----+----+-+---------+---------+---------+---------+ | 21| 72%|-|-1.210548| 0.995311| 0.543280| 0.140025| +----+----+-+---------+---------+---------+---------+ | 22| 71%|+|-1.101348| 0.995311| 0.513667| 0.140869| +----+----+-+---------+---------+---------+---------+ | 23| 70%|-|-1.036002| 0.995311| 0.463554| 0.121890| +----+----+-+---------+---------+---------+---------+ Stage training time: 474.00 Number of used features: 69 Parent node: 8 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| +---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9 Parent node: 9 *** 1 cluster *** POS: 1486 1556 0.955013 NEG: 874 0.00388253 BACKGROUND PROCESSING TIME: 3.00 Precalculation time: 3.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.313794| 1.000000| 1.000000| 0.352966| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.349460| 1.000000| 1.000000| 0.312712| +----+----+-+---------+---------+---------+---------+ | 3| 85%|-|-0.877841| 1.000000| 1.000000| 0.241949| +----+----+-+---------+---------+---------+---------+ | 4| 82%|+|-0.984638| 0.996635| 0.957666| 0.250847| +----+----+-+---------+---------+---------+---------+ | 5| 81%|-|-1.246484| 0.995289| 0.839817| 0.206356| +----+----+-+---------+---------+---------+---------+ | 6| 81%|+|-1.186053| 0.995289| 0.819222| 0.191525| +----+----+-+---------+---------+---------+---------+ | 7| 80%|-|-1.365623| 0.995289| 0.819222| 0.180085| +----+----+-+---------+---------+---------+---------+ | 8| 78%|+|-1.376027| 0.996635| 0.745995| 0.181780| +----+----+-+---------+---------+---------+---------+ | 9| 78%|-|-1.144393| 0.995289| 0.648741| 0.152119| +----+----+-+---------+---------+---------+---------+ | 10| 77%|+|-1.148952| 0.995289| 0.677346| 0.140678| +----+----+-+---------+---------+---------+---------+ | 11| 76%|-|-1.219606| 0.995289| 0.638444| 0.134322| +----+----+-+---------+---------+---------+---------+ | 12| 77%|+|-1.383755| 0.995289| 0.665904| 0.125847| +----+----+-+---------+---------+---------+---------+ | 13| 75%|-|-1.304148| 0.995289| 0.607552| 0.107203| +----+----+-+---------+---------+---------+---------+ | 14| 73%|+|-1.220894| 0.995289| 0.593822| 0.104237| +----+----+-+---------+---------+---------+---------+ | 15| 72%|-|-1.206192| 0.995289| 0.521739| 0.096610| +----+----+-+---------+---------+---------+---------+ | 16| 71%|+|-1.192664| 0.995289| 0.516018| 0.091102| +----+----+-+---------+---------+---------+---------+ | 17| 71%|-|-1.016989| 0.995289| 0.416476| 0.089831| +----+----+-+---------+---------+---------+---------+ Stage training time: 400.00 Number of used features: 51 Parent node: 9 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| +---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10 Parent node: 10 *** 1 cluster *** POS: 1479 1556 0.950514 NEG: 870 0.00204458 BACKGROUND PROCESSING TIME: 6.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.555734| 1.000000| 1.000000| 0.311196| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.642441| 1.000000| 1.000000| 0.311196| +----+----+-+---------+---------+---------+---------+ | 3| 86%|-|-1.072364| 0.997295| 0.974713| 0.259259| +----+----+-+---------+---------+---------+---------+ | 4| 88%|+|-0.994177| 0.995943| 0.964368| 0.252022| +----+----+-+---------+---------+---------+---------+ | 5| 85%|-|-1.006652| 0.995267| 0.850575| 0.245636| +----+----+-+---------+---------+---------+---------+ | 6| 84%|+|-1.086512| 0.995267| 0.859770| 0.245636| +----+----+-+---------+---------+---------+---------+ | 7| 84%|-|-1.234344| 0.995267| 0.866667| 0.196679| +----+----+-+---------+---------+---------+---------+ | 8| 82%|+|-1.251896| 0.995267| 0.842529| 0.194551| +----+----+-+---------+---------+---------+---------+ | 9| 81%|-|-1.234556| 0.995267| 0.755172| 0.178799| +----+----+-+---------+---------+---------+---------+ | 10| 79%|+|-1.227206| 0.995943| 0.719540| 0.174117| +----+----+-+---------+---------+---------+---------+ | 11| 79%|-|-1.252043| 0.995267| 0.685057| 0.159642| +----+----+-+---------+---------+---------+---------+ | 12| 77%|+|-1.314979| 0.995267| 0.663218| 0.160068| +----+----+-+---------+---------+---------+---------+ | 13| 78%|-|-1.089393| 0.995267| 0.582759| 0.138782| +----+----+-+---------+---------+---------+---------+ | 14| 77%|+|-1.093878| 0.995267| 0.612644| 0.135802| +----+----+-+---------+---------+---------+---------+ | 15| 76%|-|-1.205117| 0.995267| 0.600000| 0.125160| +----+----+-+---------+---------+---------+---------+ | 16| 76%|+|-1.161089| 0.995267| 0.577011| 0.118348| +----+----+-+---------+---------+---------+---------+ | 17| 75%|-|-1.016590| 0.995267| 0.458621| 0.118348| +----+----+-+---------+---------+---------+---------+ Stage training time: 404.00 Number of used features: 51 Parent node: 10 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| +---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11 Parent node: 11 *** 1 cluster *** POS: 1472 1556 0.946015 NEG: 865 0.00178773 BACKGROUND PROCESSING TIME: 7.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.475906| 1.000000| 1.000000| 0.267009| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.680039| 0.997283| 0.953757| 0.261018| +----+----+-+---------+---------+---------+---------+ | 3| 88%|-|-1.234294| 0.997962| 0.966474| 0.261018| +----+----+-+---------+---------+---------+---------+ | 4| 87%|+|-1.172636| 0.995924| 0.929480| 0.214805| +----+----+-+---------+---------+---------+---------+ | 5| 84%|-|-1.354434| 0.995245| 0.857803| 0.204964| +----+----+-+---------+---------+---------+---------+ | 6| 83%|+|-1.428333| 0.995245| 0.865896| 0.204536| +----+----+-+---------+---------+---------+---------+ | 7| 83%|-|-1.418837| 0.995245| 0.853179| 0.181429| +----+----+-+---------+---------+---------+---------+ | 8| 81%|+|-1.451945| 0.995245| 0.794220| 0.178006| +----+----+-+---------+---------+---------+---------+ | 9| 81%|-|-1.206516| 0.995245| 0.690173| 0.149765| +----+----+-+---------+---------+---------+---------+ | 10| 79%|+|-1.310632| 0.995245| 0.720231| 0.147197| +----+----+-+---------+---------+---------+---------+ | 11| 79%|-|-1.308705| 0.995245| 0.665896| 0.141207| +----+----+-+---------+---------+---------+---------+ | 12| 78%|+|-1.371973| 0.995245| 0.662428| 0.140351| +----+----+-+---------+---------+---------+---------+ | 13| 79%|-|-1.215417| 0.995245| 0.571098| 0.132221| +----+----+-+---------+---------+---------+---------+ | 14| 75%|+|-1.252342| 0.995245| 0.554913| 0.134360| +----+----+-+---------+---------+---------+---------+ | 15| 75%|-|-1.259132| 0.995245| 0.542197| 0.112110| +----+----+-+---------+---------+---------+---------+ | 16| 75%|+|-1.196837| 0.995245| 0.528324| 0.106975| +----+----+-+---------+---------+---------+---------+ | 17| 74%|-|-1.271296| 0.995245| 0.506358| 0.108686| +----+----+-+---------+---------+---------+---------+ | 18| 72%|+|-1.318072| 0.995245| 0.483237| 0.105691| +----+----+-+---------+---------+---------+---------+ Stage training time: 425.00 Number of used features: 54 Parent node: 11 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| +---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12 Parent node: 12 *** 1 cluster *** POS: 1465 1556 0.941517 NEG: 861 0.000728814 BACKGROUND PROCESSING TIME: 16.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.647835| 1.000000| 1.000000| 0.364574| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.510135| 0.997952| 0.984901| 0.370163| +----+----+-+---------+---------+---------+---------+ | 3| 99%|-|-0.969655| 0.998635| 0.977933| 0.303095| +----+----+-+---------+---------+---------+---------+ | 4| 81%|+|-0.861876| 0.995222| 0.911731| 0.255374| +----+----+-+---------+---------+---------+---------+ | 5| 81%|-|-1.218564| 0.996587| 0.926829| 0.245056| +----+----+-+---------+---------+---------+---------+ | 6| 85%|+|-1.111423| 0.995222| 0.891986| 0.236028| +----+----+-+---------+---------+---------+---------+ | 7| 83%|-|-1.081074| 0.995222| 0.770035| 0.199484| +----+----+-+---------+---------+---------+---------+ | 8| 82%|+|-1.074166| 0.995222| 0.760743| 0.207223| +----+----+-+---------+---------+---------+---------+ | 9| 83%|-|-1.264529| 0.995222| 0.789779| 0.186156| +----+----+-+---------+---------+---------+---------+ | 10| 81%|+|-1.284780| 0.995222| 0.754936| 0.194755| +----+----+-+---------+---------+---------+---------+ | 11| 81%|-|-1.324863| 0.995222| 0.754936| 0.166810| +----+----+-+---------+---------+---------+---------+ | 12| 79%|+|-1.164426| 0.995222| 0.710801| 0.157352| +----+----+-+---------+---------+---------+---------+ | 13| 77%|-|-1.286057| 0.995222| 0.682927| 0.151333| +----+----+-+---------+---------+---------+---------+ | 14| 76%|+|-1.219808| 0.995222| 0.637631| 0.144024| +----+----+-+---------+---------+---------+---------+ | 15| 75%|-|-1.208063| 0.995222| 0.590012| 0.131986| +----+----+-+---------+---------+---------+---------+ | 16| 74%|+|-1.202616| 0.995222| 0.560976| 0.131986| +----+----+-+---------+---------+---------+---------+ | 17| 75%|-|-1.244217| 0.995222| 0.571429| 0.121238| +----+----+-+---------+---------+---------+---------+ | 18| 74%|+|-1.052356| 0.995222| 0.518002| 0.109200| +----+----+-+---------+---------+---------+---------+ | 19| 72%|-|-1.100021| 0.995222| 0.470383| 0.108341| +----+----+-+---------+---------+---------+---------+ Stage training time: 458.00 Number of used features: 57 Parent node: 12 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13 Parent node: 13 *** 1 cluster *** POS: 1458 1556 0.937018 NEG: 857 0.000517355 BACKGROUND PROCESSING TIME: 22.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.343539| 1.000000| 1.000000| 0.323542| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.434390| 0.999314| 0.997666| 0.328294| +----+----+-+---------+---------+---------+---------+ | 3| 96%|-|-0.951806| 1.000000| 0.997666| 0.266523| +----+----+-+---------+---------+---------+---------+ | 4| 88%|+|-1.008896| 0.995199| 0.960327| 0.269546| +----+----+-+---------+---------+---------+---------+ | 5| 85%|-|-1.253974| 0.995885| 0.966161| 0.235421| +----+----+-+---------+---------+---------+---------+ | 6| 85%|+|-1.330389| 0.995885| 0.975496| 0.245788| +----+----+-+---------+---------+---------+---------+ | 7| 83%|-|-1.245304| 0.995199| 0.886814| 0.209071| +----+----+-+---------+---------+---------+---------+ | 8| 82%|+|-1.247246| 0.995199| 0.879813| 0.206479| +----+----+-+---------+---------+---------+---------+ | 9| 81%|-|-1.365758| 0.995199| 0.844807| 0.180994| +----+----+-+---------+---------+---------+---------+ | 10| 80%|+|-1.350716| 0.995199| 0.848308| 0.177106| +----+----+-+---------+---------+---------+---------+ | 11| 80%|-|-1.312179| 0.995199| 0.774796| 0.172354| +----+----+-+---------+---------+---------+---------+ | 12| 78%|+|-1.189346| 0.995199| 0.709452| 0.153348| +----+----+-+---------+---------+---------+---------+ | 13| 76%|-|-1.178338| 0.995199| 0.612602| 0.147300| +----+----+-+---------+---------+---------+---------+ | 14| 77%|+|-1.134728| 0.995199| 0.611435| 0.144276| +----+----+-+---------+---------+---------+---------+ | 15| 76%|-|-1.151285| 0.995199| 0.563594| 0.136069| +----+----+-+---------+---------+---------+---------+ | 16| 75%|+|-1.208794| 0.995199| 0.540257| 0.138229| +----+----+-+---------+---------+---------+---------+ | 17| 75%|-|-1.105678| 0.995199| 0.490082| 0.117495| +----+----+-+---------+---------+---------+---------+ Stage training time: 412.00 Number of used features: 51 Parent node: 13 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14 Parent node: 14 *** 1 cluster *** POS: 1451 1556 0.932519 NEG: 853 0.000344936 BACKGROUND PROCESSING TIME: 34.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.755750| 1.000000| 1.000000| 0.453993| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.820873| 0.999311| 0.995311| 0.317274| +----+----+-+---------+---------+---------+---------+ | 3| 97%|-|-0.839684| 0.996554| 0.855803| 0.327257| +----+----+-+---------+---------+---------+---------+ | 4| 83%|+|-0.843066| 0.995865| 0.858148| 0.329427| +----+----+-+---------+---------+---------+---------+ | 5| 83%|-|-0.997733| 0.995176| 0.848769| 0.245660| +----+----+-+---------+---------+---------+---------+ | 6| 83%|+|-1.077269| 0.995176| 0.847597| 0.244358| +----+----+-+---------+---------+---------+---------+ | 7| 83%|-|-1.215583| 0.995176| 0.865182| 0.223958| +----+----+-+---------+---------+---------+---------+ | 8| 81%|+|-1.170862| 0.995176| 0.846424| 0.204861| +----+----+-+---------+---------+---------+---------+ | 9| 80%|-|-1.229169| 0.995176| 0.786635| 0.195747| +----+----+-+---------+---------+---------+---------+ | 10| 79%|+|-1.218100| 0.995176| 0.786635| 0.197917| +----+----+-+---------+---------+---------+---------+ | 11| 79%|-|-1.170086| 0.995865| 0.736225| 0.180990| +----+----+-+---------+---------+---------+---------+ | 12| 79%|+|-1.211678| 0.995176| 0.744431| 0.176649| +----+----+-+---------+---------+---------+---------+ | 13| 79%|-|-1.278379| 0.995176| 0.715123| 0.162760| +----+----+-+---------+---------+---------+---------+ | 14| 77%|+|-1.198677| 0.995176| 0.731536| 0.154080| +----+----+-+---------+---------+---------+---------+ | 15| 77%|-|-1.200188| 0.995176| 0.640094| 0.152344| +----+----+-+---------+---------+---------+---------+ | 16| 77%|+|-1.150077| 0.995176| 0.622509| 0.153212| +----+----+-+---------+---------+---------+---------+ | 17| 76%|-|-1.279809| 0.995176| 0.650645| 0.134983| +----+----+-+---------+---------+---------+---------+ | 18| 74%|+|-1.350563| 0.995176| 0.650645| 0.139323| +----+----+-+---------+---------+---------+---------+ | 19| 75%|-|-1.256216| 0.995176| 0.610785| 0.118056| +----+----+-+---------+---------+---------+---------+ | 20| 74%|+|-1.234681| 0.995176| 0.609613| 0.116319| +----+----+-+---------+---------+---------+---------+ | 21| 74%|-|-1.221906| 0.995176| 0.547480| 0.111111| +----+----+-+---------+---------+---------+---------+ | 22| 75%|+|-1.201863| 0.995176| 0.555686| 0.109809| +----+----+-+---------+---------+---------+---------+ | 23| 74%|-|-1.269123| 0.995176| 0.545135| 0.104601| +----+----+-+---------+---------+---------+---------+ | 24| 73%|+|-1.182790| 0.995176| 0.541618| 0.097656| +----+----+-+---------+---------+---------+---------+ | 25| 72%|-|-1.252222| 0.995176| 0.518171| 0.093750| +----+----+-+---------+---------+---------+---------+ | 26| 73%|+|-1.241559| 0.995176| 0.518171| 0.092014| +----+----+-+---------+---------+---------+---------+ | 27| 73%|-|-1.058829| 0.995176| 0.407972| 0.082465| +----+----+-+---------+---------+---------+---------+ Stage training time: 610.00 Number of used features: 81 Parent node: 14 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15 Parent node: 15 *** 1 cluster *** POS: 1444 1556 0.928021 NEG: 849 0.000248205 BACKGROUND PROCESSING TIME: 46.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.213108| 0.995845| 0.975265| 0.395552| +----+----+-+---------+---------+---------+---------+ | 2| 87%|+|-0.249004| 0.995845| 0.975265| 0.403838| +----+----+-+---------+---------+---------+---------+ | 3| 86%|-|-0.711474| 0.995845| 0.977621| 0.269516| +----+----+-+---------+---------+---------+---------+ | 4| 95%|+|-0.845696| 0.997230| 0.946996| 0.276930| +----+----+-+---------+---------+---------+---------+ | 5| 88%|-|-1.069462| 0.995152| 0.915194| 0.267771| +----+----+-+---------+---------+---------+---------+ | 6| 90%|+|-1.152053| 0.995152| 0.929329| 0.258613| +----+----+-+---------+---------+---------+---------+ | 7| 84%|-|-1.236955| 0.995845| 0.923439| 0.228958| +----+----+-+---------+---------+---------+---------+ | 8| 83%|+|-1.283012| 0.995845| 0.924617| 0.228085| +----+----+-+---------+---------+---------+---------+ | 9| 82%|-|-1.239489| 0.995152| 0.872792| 0.217619| +----+----+-+---------+---------+---------+---------+ | 10| 80%|+|-1.178242| 0.995152| 0.844523| 0.218491| +----+----+-+---------+---------+---------+---------+ | 11| 80%|-|-1.164316| 0.995152| 0.792697| 0.192761| +----+----+-+---------+---------+---------+---------+ | 12| 79%|+|-1.145680| 0.995152| 0.769140| 0.192761| +----+----+-+---------+---------+---------+---------+ | 13| 78%|-|-1.221173| 0.995152| 0.772674| 0.172700| +----+----+-+---------+---------+---------+---------+ | 14| 77%|+|-1.210925| 0.995152| 0.772674| 0.172700| +----+----+-+---------+---------+---------+---------+ | 15| 77%|-|-1.226488| 0.995152| 0.720848| 0.167902| +----+----+-+---------+---------+---------+---------+ | 16| 76%|+|-1.204497| 0.995152| 0.684335| 0.165722| +----+----+-+---------+---------+---------+---------+ | 17| 77%|-|-1.190317| 0.995152| 0.666667| 0.142608| +----+----+-+---------+---------+---------+---------+ | 18| 76%|+|-1.209278| 0.995152| 0.666667| 0.147405| +----+----+-+---------+---------+---------+---------+ | 19| 76%|-|-1.113923| 0.995152| 0.593640| 0.129525| +----+----+-+---------+---------+---------+---------+ | 20| 75%|+|-1.135870| 0.995152| 0.591284| 0.126036| +----+----+-+---------+---------+---------+---------+ | 21| 75%|-|-1.155001| 0.995152| 0.533569| 0.124727| +----+----+-+---------+---------+---------+---------+ | 22| 75%|+|-1.041754| 0.995152| 0.530035| 0.119058| +----+----+-+---------+---------+---------+---------+ | 23| 74%|-|-1.207680| 0.995152| 0.538280| 0.113825| +----+----+-+---------+---------+---------+---------+ | 24| 73%|+|-1.236151| 0.995152| 0.524146| 0.116441| +----+----+-+---------+---------+---------+---------+ | 25| 73%|-|-1.158847| 0.995152| 0.504122| 0.102922| +----+----+-+---------+---------+---------+---------+ | 26| 72%|+|-1.103628| 0.995152| 0.482921| 0.099433| +----+----+-+---------+---------+---------+---------+ Stage training time: 612.00 Number of used features: 78 Parent node: 15 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16 Parent node: 16 *** 1 cluster *** POS: 1437 1556 0.923522 NEG: 845 0.000178623 BACKGROUND PROCESSING TIME: 65.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.435013| 1.000000| 1.000000| 0.286591| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.356113| 0.999304| 0.995266| 0.280894| +----+----+-+---------+---------+---------+---------+ | 3| 87%|-|-0.765387| 0.997216| 0.959763| 0.271253| +----+----+-+---------+---------+---------+---------+ | 4| 86%|+|-0.837169| 0.999304| 0.983432| 0.260298| +----+----+-+---------+---------+---------+---------+ | 5| 86%|-|-1.107898| 0.995129| 0.923077| 0.253287| +----+----+-+---------+---------+---------+---------+ | 6| 84%|+|-1.222761| 0.995129| 0.950296| 0.245399| +----+----+-+---------+---------+---------+---------+ | 7| 83%|-|-1.149714| 0.995129| 0.881657| 0.237073| +----+----+-+---------+---------+---------+---------+ | 8| 82%|+|-1.098106| 0.995129| 0.881657| 0.226556| +----+----+-+---------+---------+---------+---------+ | 9| 81%|-|-1.172687| 0.995129| 0.817751| 0.206398| +----+----+-+---------+---------+---------+---------+ | 10| 80%|+|-1.256361| 0.995129| 0.836686| 0.204207| +----+----+-+---------+---------+---------+---------+ | 11| 80%|-|-1.287056| 0.995129| 0.818935| 0.189308| +----+----+-+---------+---------+---------+---------+ | 12| 79%|+|-1.177739| 0.995129| 0.805917| 0.180105| +----+----+-+---------+---------+---------+---------+ | 13| 78%|-|-1.220011| 0.995129| 0.733728| 0.173094| +----+----+-+---------+---------+---------+---------+ | 14| 77%|+|-1.268468| 0.995129| 0.745562| 0.172217| +----+----+-+---------+---------+---------+---------+ | 15| 77%|-|-1.186064| 0.995129| 0.671006| 0.152060| +----+----+-+---------+---------+---------+---------+ | 16| 77%|+|-1.135685| 0.995129| 0.662722| 0.149430| +----+----+-+---------+---------+---------+---------+ | 17| 76%|-|-1.324621| 0.995129| 0.704142| 0.137599| +----+----+-+---------+---------+---------+---------+ | 18| 76%|+|-1.261582| 0.995129| 0.682840| 0.130149| +----+----+-+---------+---------+---------+---------+ | 19| 76%|-|-1.376382| 0.995129| 0.691124| 0.121385| +----+----+-+---------+---------+---------+---------+ | 20| 76%|+|-1.395868| 0.995129| 0.689941| 0.117003| +----+----+-+---------+---------+---------+---------+ | 21| 76%|-|-1.229815| 0.995129| 0.572781| 0.119632| +----+----+-+---------+---------+---------+---------+ | 22| 74%|+|-1.243383| 0.995129| 0.565680| 0.120947| +----+----+-+---------+---------+---------+---------+ | 23| 74%|-|-1.203957| 0.995129| 0.544379| 0.111306| +----+----+-+---------+---------+---------+---------+ | 24| 73%|+|-1.269943| 0.995129| 0.560947| 0.108238| +----+----+-+---------+---------+---------+---------+ | 25| 73%|-|-1.005826| 0.995129| 0.408284| 0.102103| +----+----+-+---------+---------+---------+---------+ Stage training time: 565.00 Number of used features: 75 Parent node: 16 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17 Parent node: 17 *** 1 cluster *** POS: 1430 1556 0.919023 NEG: 841 0.000109071 BACKGROUND PROCESSING TIME: 105.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.310219| 1.000000| 1.000000| 0.342580| +----+----+-+---------+---------+---------+---------+ | 2| 91%|+|-0.374980| 1.000000| 1.000000| 0.342580| +----+----+-+---------+---------+---------+---------+ | 3| 90%|-|-0.900723| 0.999301| 0.986920| 0.284897| +----+----+-+---------+---------+---------+---------+ | 4| 91%|+|-1.016776| 0.995804| 0.958383| 0.329370| +----+----+-+---------+---------+---------+---------+ | 5| 87%|-|-0.984167| 0.995105| 0.858502| 0.287979| +----+----+-+---------+---------+---------+---------+ | 6| 85%|+|-1.014726| 0.995105| 0.848989| 0.272567| +----+----+-+---------+---------+---------+---------+ | 7| 85%|-|-0.972105| 0.995105| 0.782402| 0.243945| +----+----+-+---------+---------+---------+---------+ | 8| 84%|+|-0.930962| 0.995105| 0.757432| 0.242624| +----+----+-+---------+---------+---------+---------+ | 9| 83%|-|-1.046018| 0.995105| 0.794293| 0.206517| +----+----+-+---------+---------+---------+---------+ | 10| 81%|+|-1.231722| 0.995105| 0.799049| 0.212241| +----+----+-+---------+---------+---------+---------+ | 11| 82%|-|-1.171079| 0.995105| 0.749108| 0.181858| +----+----+-+---------+---------+---------+---------+ | 12| 80%|+|-1.024768| 0.995105| 0.709869| 0.170850| +----+----+-+---------+---------+---------+---------+ | 13| 79%|-|-1.083075| 0.995105| 0.663496| 0.163364| +----+----+-+---------+---------+---------+---------+ | 14| 79%|+|-1.039603| 0.995105| 0.639715| 0.160722| +----+----+-+---------+---------+---------+---------+ | 15| 79%|-|-1.063687| 0.995105| 0.600476| 0.153236| +----+----+-+---------+---------+---------+---------+ | 16| 78%|+|-1.053244| 0.995105| 0.594530| 0.149714| +----+----+-+---------+---------+---------+---------+ | 17| 78%|-|-1.104358| 0.995105| 0.600476| 0.131660| +----+----+-+---------+---------+---------+---------+ | 18| 77%|+|-0.977962| 0.995105| 0.543401| 0.131220| +----+----+-+---------+---------+---------+---------+ | 19| 76%|-|-1.126639| 0.995105| 0.565993| 0.129018| +----+----+-+---------+---------+---------+---------+ | 20| 76%|+|-1.146593| 0.995105| 0.560048| 0.126816| +----+----+-+---------+---------+---------+---------+ | 21| 76%|-|-1.045687| 0.995105| 0.497027| 0.118890| +----+----+-+---------+---------+---------+---------+ Stage training time: 506.00 Number of used features: 63 Parent node: 17 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18 Parent node: 18 *** 1 cluster *** POS: 1423 1556 0.914524 NEG: 837 0.000112803 BACKGROUND PROCESSING TIME: 101.00 Precalculation time: 3.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.435670| 1.000000| 1.000000| 0.298673| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.513750| 1.000000| 0.997611| 0.298230| +----+----+-+---------+---------+---------+---------+ | 3| 92%|-|-0.954634| 1.000000| 0.998805| 0.325664| +----+----+-+---------+---------+---------+---------+ | 4| 91%|+|-0.890557| 0.995081| 0.958184| 0.326106| +----+----+-+---------+---------+---------+---------+ | 5| 91%|-|-1.120472| 0.995784| 0.928315| 0.273894| +----+----+-+---------+---------+---------+---------+ | 6| 86%|+|-1.100950| 0.995081| 0.898447| 0.282743| +----+----+-+---------+---------+---------+---------+ | 7| 85%|-|-1.224746| 0.995081| 0.893668| 0.242035| +----+----+-+---------+---------+---------+---------+ | 8| 84%|+|-1.180354| 0.995081| 0.853047| 0.237611| +----+----+-+---------+---------+---------+---------+ | 9| 84%|-|-1.144899| 0.995081| 0.818399| 0.216814| +----+----+-+---------+---------+---------+---------+ | 10| 82%|+|-1.293149| 0.995081| 0.827957| 0.222566| +----+----+-+---------+---------+---------+---------+ | 11| 83%|-|-1.246343| 0.995081| 0.819594| 0.189823| +----+----+-+---------+---------+---------+---------+ | 12| 81%|+|-1.240502| 0.995081| 0.818399| 0.189823| +----+----+-+---------+---------+---------+---------+ | 13| 81%|-|-1.375835| 0.995081| 0.830346| 0.174336| +----+----+-+---------+---------+---------+---------+ | 14| 81%|+|-1.390447| 0.995081| 0.831541| 0.177434| +----+----+-+---------+---------+---------+---------+ | 15| 81%|-|-1.241591| 0.995081| 0.745520| 0.165044| +----+----+-+---------+---------+---------+---------+ | 16| 80%|+|-1.130170| 0.995081| 0.718041| 0.161947| +----+----+-+---------+---------+---------+---------+ | 17| 78%|-|-1.256592| 0.995081| 0.704898| 0.159735| +----+----+-+---------+---------+---------+---------+ | 18| 79%|+|-1.252947| 0.995081| 0.704898| 0.158407| +----+----+-+---------+---------+---------+---------+ | 19| 78%|-|-1.267656| 0.995081| 0.686977| 0.144690| +----+----+-+---------+---------+---------+---------+ | 20| 78%|+|-1.202028| 0.995081| 0.651135| 0.145133| +----+----+-+---------+---------+---------+---------+ | 21| 77%|-|-1.222274| 0.995081| 0.618877| 0.126549| +----+----+-+---------+---------+---------+---------+ | 22| 76%|+|-1.233645| 0.995081| 0.587814| 0.134956| +----+----+-+---------+---------+---------+---------+ | 23| 77%|-|-1.201297| 0.995081| 0.581840| 0.124779| +----+----+-+---------+---------+---------+---------+ | 24| 75%|+|-1.153735| 0.995081| 0.578256| 0.120796| +----+----+-+---------+---------+---------+---------+ | 25| 75%|-|-1.119764| 0.995081| 0.534050| 0.119469| +----+----+-+---------+---------+---------+---------+ | 26| 75%|+|-1.039346| 0.995081| 0.502987| 0.107965| +----+----+-+---------+---------+---------+---------+ | 27| 75%|-|-1.082070| 0.995081| 0.471924| 0.111062| +----+----+-+---------+---------+---------+---------+ Stage training time: 621.00 Number of used features: 81 Parent node: 18 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19 Parent node: 19 *** 1 cluster *** POS: 1416 1556 0.910026 NEG: 832 5.21783e-05 BACKGROUND PROCESSING TIME: 212.00 Precalculation time: 3.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.609921| 1.000000| 1.000000| 0.305605| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.656579| 1.000000| 1.000000| 0.426157| +----+----+-+---------+---------+---------+---------+ | 3| 90%|-|-0.901955| 0.996469| 0.977163| 0.323843| +----+----+-+---------+---------+---------+---------+ | 4| 87%|+|-1.047006| 0.997881| 0.977163| 0.326512| +----+----+-+---------+---------+---------+---------+ | 5| 88%|-|-1.130485| 0.995763| 0.919471| 0.272687| +----+----+-+---------+---------+---------+---------+ | 6| 85%|+|-1.108272| 0.995057| 0.909856| 0.273576| +----+----+-+---------+---------+---------+---------+ | 7| 85%|-|-1.164294| 0.995057| 0.917067| 0.245552| +----+----+-+---------+---------+---------+---------+ | 8| 85%|+|-1.262245| 0.995057| 0.927885| 0.258897| +----+----+-+---------+---------+---------+---------+ | 9| 85%|-|-1.239764| 0.995057| 0.879808| 0.222420| +----+----+-+---------+---------+---------+---------+ | 10| 84%|+|-1.267375| 0.995057| 0.876202| 0.220641| +----+----+-+---------+---------+---------+---------+ | 11| 83%|-|-1.213193| 0.995057| 0.843750| 0.209075| +----+----+-+---------+---------+---------+---------+ | 12| 82%|+|-1.204660| 0.995057| 0.838942| 0.208185| +----+----+-+---------+---------+---------+---------+ | 13| 82%|-|-1.276438| 0.995057| 0.828125| 0.192616| +----+----+-+---------+---------+---------+---------+ | 14| 81%|+|-1.361873| 0.995057| 0.793269| 0.196174| +----+----+-+---------+---------+---------+---------+ | 15| 81%|-|-1.347521| 0.995057| 0.776442| 0.166370| +----+----+-+---------+---------+---------+---------+ | 16| 80%|+|-1.443154| 0.995057| 0.763221| 0.171263| +----+----+-+---------+---------+---------+---------+ | 17| 80%|-|-1.350612| 0.995057| 0.729567| 0.154359| +----+----+-+---------+---------+---------+---------+ | 18| 78%|+|-1.334949| 0.995057| 0.728365| 0.154359| +----+----+-+---------+---------+---------+---------+ | 19| 78%|-|-1.252045| 0.995057| 0.661058| 0.139235| +----+----+-+---------+---------+---------+---------+ | 20| 77%|+|-1.194236| 0.995057| 0.663462| 0.135231| +----+----+-+---------+---------+---------+---------+ | 21| 76%|-|-1.198284| 0.995057| 0.596154| 0.139235| +----+----+-+---------+---------+---------+---------+ | 22| 77%|+|-1.312528| 0.995057| 0.628606| 0.133452| +----+----+-+---------+---------+---------+---------+ | 23| 77%|-|-1.131724| 0.995057| 0.546875| 0.122776| +----+----+-+---------+---------+---------+---------+ | 24| 76%|+|-1.171363| 0.995057| 0.543269| 0.125890| +----+----+-+---------+---------+---------+---------+ | 25| 76%|-|-1.275662| 0.995057| 0.581731| 0.116993| +----+----+-+---------+---------+---------+---------+ | 26| 75%|+|-1.270738| 0.995057| 0.578125| 0.116103| +----+----+-+---------+---------+---------+---------+ | 27| 75%|-|-1.157336| 0.995057| 0.507212| 0.103648| +----+----+-+---------+---------+---------+---------+ | 28| 74%|+|-1.127427| 0.995057| 0.502404| 0.101868| +----+----+-+---------+---------+---------+---------+ | 29| 74%|-|-1.177044| 0.995057| 0.509615| 0.100089| +----+----+-+---------+---------+---------+---------+ | 30| 73%|+|-1.107989| 0.995057| 0.472356| 0.092082| +----+----+-+---------+---------+---------+---------+ Stage training time: 686.00 Number of used features: 90 Parent node: 19 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19--20 Parent node: 20 *** 1 cluster *** POS: 1409 1556 0.905527 NEG: 828 3.34848e-05 BACKGROUND PROCESSING TIME: 323.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.168937| 0.998581| 0.979469| 0.426464| +----+----+-+---------+---------+---------+---------+ | 2| 88%|+|-0.220571| 0.998581| 0.979469| 0.422888| +----+----+-+---------+---------+---------+---------+ | 3| 87%|-|-0.675824| 0.997161| 0.935990| 0.343764| +----+----+-+---------+---------+---------+---------+ | 4| 88%|+|-0.644909| 0.996451| 0.934783| 0.339294| +----+----+-+---------+---------+---------+---------+ | 5| 87%|-|-0.970987| 0.995742| 0.937198| 0.326777| +----+----+-+---------+---------+---------+---------+ | 6| 87%|+|-0.809887| 0.995032| 0.898551| 0.297720| +----+----+-+---------+---------+---------+---------+ | 7| 84%|-|-0.924901| 0.995742| 0.884058| 0.281627| +----+----+-+---------+---------+---------+---------+ | 8| 85%|+|-0.984438| 0.995032| 0.900966| 0.282074| +----+----+-+---------+---------+---------+---------+ | 9| 85%|-|-1.061442| 0.995032| 0.887681| 0.252123| +----+----+-+---------+---------+---------+---------+ | 10| 83%|+|-1.010167| 0.995032| 0.887681| 0.244524| +----+----+-+---------+---------+---------+---------+ | 11| 83%|-|-1.034662| 0.995032| 0.832126| 0.237371| +----+----+-+---------+---------+---------+---------+ | 12| 81%|+|-0.975937| 0.995742| 0.828502| 0.208762| +----+----+-+---------+---------+---------+---------+ | 13| 81%|-|-1.159375| 0.995032| 0.838164| 0.213232| +----+----+-+---------+---------+---------+---------+ | 14| 81%|+|-1.201713| 0.995032| 0.839372| 0.212338| +----+----+-+---------+---------+---------+---------+ | 15| 81%|-|-0.996058| 0.995032| 0.707729| 0.198033| +----+----+-+---------+---------+---------+---------+ | 16| 81%|+|-0.934130| 0.995032| 0.672705| 0.197139| +----+----+-+---------+---------+---------+---------+ | 17| 80%|-|-1.025662| 0.995032| 0.701691| 0.177917| +----+----+-+---------+---------+---------+---------+ | 18| 79%|+|-0.968418| 0.995032| 0.678744| 0.168529| +----+----+-+---------+---------+---------+---------+ | 19| 79%|-|-1.141374| 0.995032| 0.701691| 0.152883| +----+----+-+---------+---------+---------+---------+ | 20| 78%|+|-1.121248| 0.995032| 0.701691| 0.152436| +----+----+-+---------+---------+---------+---------+ | 21| 78%|-|-1.119678| 0.995032| 0.661836| 0.139473| +----+----+-+---------+---------+---------+---------+ | 22| 77%|+|-1.157783| 0.995032| 0.663043| 0.141261| +----+----+-+---------+---------+---------+---------+ | 23| 78%|-|-0.996355| 0.995032| 0.555556| 0.131873| +----+----+-+---------+---------+---------+---------+ | 24| 77%|+|-1.072481| 0.995032| 0.600242| 0.130085| +----+----+-+---------+---------+---------+---------+ | 25| 76%|-|-1.034304| 0.995032| 0.565217| 0.118909| +----+----+-+---------+---------+---------+---------+ | 26| 76%|+|-1.048421| 0.995032| 0.554348| 0.115780| +----+----+-+---------+---------+---------+---------+ | 27| 76%|-|-1.045943| 0.995032| 0.526570| 0.109522| +----+----+-+---------+---------+---------+---------+ | 28| 76%|+|-1.066935| 0.995032| 0.498792| 0.115333| +----+----+-+---------+---------+---------+---------+ Stage training time: 631.00 Number of used features: 84 Parent node: 20 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| 21| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19--20--21 Parent node: 21 *** 1 cluster *** POS: 1402 1556 0.901028 NEG: 824 2.86154e-05 BACKGROUND PROCESSING TIME: 405.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.631230| 0.997860| 0.978155| 0.477089| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.493844| 0.996434| 0.966019| 0.334232| +----+----+-+---------+---------+---------+---------+ | 3| 86%|-|-0.889027| 0.997147| 0.976942| 0.307278| +----+----+-+---------+---------+---------+---------+ | 4| 94%|+|-0.776809| 0.998573| 0.978155| 0.298742| +----+----+-+---------+---------+---------+---------+ | 5| 84%|-|-1.085438| 0.998573| 0.983010| 0.274933| +----+----+-+---------+---------+---------+---------+ | 6| 85%|+|-1.106005| 0.995720| 0.961165| 0.274483| +----+----+-+---------+---------+---------+---------+ | 7| 84%|-|-1.030031| 0.995007| 0.906553| 0.262803| +----+----+-+---------+---------+---------+---------+ | 8| 85%|+|-1.105639| 0.995007| 0.901699| 0.276730| +----+----+-+---------+---------+---------+---------+ | 9| 84%|-|-1.091636| 0.995007| 0.883495| 0.230009| +----+----+-+---------+---------+---------+---------+ | 10| 83%|+|-1.161309| 0.995007| 0.844660| 0.236298| +----+----+-+---------+---------+---------+---------+ | 11| 84%|-|-1.132065| 0.995007| 0.803398| 0.206649| +----+----+-+---------+---------+---------+---------+ | 12| 82%|+|-1.064731| 0.995007| 0.757282| 0.207547| +----+----+-+---------+---------+---------+---------+ | 13| 82%|-|-1.086841| 0.995007| 0.760922| 0.196765| +----+----+-+---------+---------+---------+---------+ | 14| 81%|+|-1.051224| 0.995007| 0.759709| 0.195867| +----+----+-+---------+---------+---------+---------+ | 15| 81%|-|-1.085220| 0.995007| 0.736650| 0.187332| +----+----+-+---------+---------+---------+---------+ | 16| 79%|+|-1.131381| 0.995007| 0.719660| 0.188230| +----+----+-+---------+---------+---------+---------+ | 17| 80%|-|-1.176614| 0.995007| 0.714806| 0.170261| +----+----+-+---------+---------+---------+---------+ | 18| 79%|+|-1.179097| 0.995007| 0.679612| 0.168464| +----+----+-+---------+---------+---------+---------+ | 19| 80%|-|-1.094628| 0.995007| 0.649272| 0.155436| +----+----+-+---------+---------+---------+---------+ | 20| 78%|+|-1.093641| 0.995007| 0.646845| 0.155436| +----+----+-+---------+---------+---------+---------+ | 21| 78%|-|-1.194452| 0.995007| 0.691748| 0.146451| +----+----+-+---------+---------+---------+---------+ | 22| 78%|+|-1.162546| 0.995007| 0.690534| 0.144205| +----+----+-+---------+---------+---------+---------+ | 23| 77%|-|-1.084669| 0.995007| 0.601942| 0.135669| +----+----+-+---------+---------+---------+---------+ | 24| 77%|+|-1.051475| 0.995007| 0.587379| 0.132525| +----+----+-+---------+---------+---------+---------+ | 25| 77%|-|-1.074462| 0.995007| 0.589806| 0.122192| +----+----+-+---------+---------+---------+---------+ | 26| 77%|+|-1.060899| 0.995007| 0.588592| 0.117700| +----+----+-+---------+---------+---------+---------+ | 27| 76%|-|-1.001030| 0.995007| 0.518204| 0.118598| +----+----+-+---------+---------+---------+---------+ | 28| 76%|+|-0.977012| 0.995007| 0.487864| 0.119497| +----+----+-+---------+---------+---------+---------+ Stage training time: 623.00 Number of used features: 84 Parent node: 21 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| 21| 22| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19--20--21--22 Parent node: 22 *** 1 cluster *** POS: 1395 1556 0.896530 NEG: 820 2.09214e-05 BACKGROUND PROCESSING TIME: 604.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.631213| 1.000000| 1.000000| 0.451016| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.485254| 0.995699| 0.978049| 0.451016| +----+----+-+---------+---------+---------+---------+ | 3| 92%|-|-0.832291| 1.000000| 1.000000| 0.328668| +----+----+-+---------+---------+---------+---------+ | 4| 89%|+|-0.876682| 0.996416| 0.962195| 0.329120| +----+----+-+---------+---------+---------+---------+ | 5| 91%|-|-0.957339| 0.995699| 0.960976| 0.301580| +----+----+-+---------+---------+---------+---------+ | 6| 85%|+|-0.991002| 0.995699| 0.960976| 0.320542| +----+----+-+---------+---------+---------+---------+ | 7| 85%|-|-1.171666| 0.995699| 0.939024| 0.263657| +----+----+-+---------+---------+---------+---------+ | 8| 84%|+|-1.084845| 0.996416| 0.929268| 0.248307| +----+----+-+---------+---------+---------+---------+ | 9| 82%|-|-1.233961| 0.995699| 0.926829| 0.256885| +----+----+-+---------+---------+---------+---------+ | 10| 83%|+|-1.206577| 0.995699| 0.930488| 0.238826| +----+----+-+---------+---------+---------+---------+ | 11| 82%|-|-1.165947| 0.995699| 0.881707| 0.229797| +----+----+-+---------+---------+---------+---------+ | 12| 81%|+|-1.111471| 0.995699| 0.890244| 0.220316| +----+----+-+---------+---------+---------+---------+ | 13| 80%|-|-1.195258| 0.995699| 0.848781| 0.213544| +----+----+-+---------+---------+---------+---------+ | 14| 80%|+|-1.309303| 0.995699| 0.857317| 0.209481| +----+----+-+---------+---------+---------+---------+ | 15| 80%|-|-1.205480| 0.995699| 0.802439| 0.183747| +----+----+-+---------+---------+---------+---------+ | 16| 79%|+|-1.220416| 0.995699| 0.778049| 0.189616| +----+----+-+---------+---------+---------+---------+ | 17| 80%|-|-1.255718| 0.995699| 0.793902| 0.174718| +----+----+-+---------+---------+---------+---------+ | 18| 80%|+|-1.254928| 0.995699| 0.792683| 0.170203| +----+----+-+---------+---------+---------+---------+ | 19| 79%|-|-1.311727| 0.995699| 0.791463| 0.163883| +----+----+-+---------+---------+---------+---------+ | 20| 78%|+|-1.253970| 0.995699| 0.800000| 0.154402| +----+----+-+---------+---------+---------+---------+ | 21| 77%|-|-1.180542| 0.995699| 0.696341| 0.151693| +----+----+-+---------+---------+---------+---------+ | 22| 77%|+|-1.174897| 0.995699| 0.692683| 0.150790| +----+----+-+---------+---------+---------+---------+ | 23| 77%|-|-1.139031| 0.995699| 0.636585| 0.142664| +----+----+-+---------+---------+---------+---------+ | 24| 76%|+|-1.059476| 0.995699| 0.608537| 0.138600| +----+----+-+---------+---------+---------+---------+ | 25| 76%|-|-1.046170| 0.995699| 0.554878| 0.132731| +----+----+-+---------+---------+---------+---------+ | 26| 76%|+|-1.114390| 0.995699| 0.581707| 0.130474| +----+----+-+---------+---------+---------+---------+ | 27| 76%|-|-1.047327| 0.995699| 0.535366| 0.119187| +----+----+-+---------+---------+---------+---------+ | 28| 75%|+|-1.117433| 0.995699| 0.562195| 0.118284| +----+----+-+---------+---------+---------+---------+ | 29| 75%|-|-1.055111| 0.995699| 0.507317| 0.117381| +----+----+-+---------+---------+---------+---------+ | 30| 73%|+|-1.147871| 0.995699| 0.532927| 0.119187| +----+----+-+---------+---------+---------+---------+ | 31| 73%|-|-1.082602| 0.995699| 0.489024| 0.100226| +----+----+-+---------+---------+---------+---------+ Stage training time: 665.00 Number of used features: 93 Parent node: 22 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| 21| 22| 23| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19--20--21--22--23 Parent node: 23 *** 1 cluster *** POS: 1389 1556 0.892674 NEG: 817 1.18941e-05 BACKGROUND PROCESSING TIME: 989.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.291910| 1.000000| 1.000000| 0.376247| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.338152| 1.000000| 1.000000| 0.366274| +----+----+-+---------+---------+---------+---------+ | 3| 93%|-|-0.764268| 0.995680| 0.964504| 0.372620| +----+----+-+---------+---------+---------+---------+ | 4| 87%|+|-0.723419| 0.995680| 0.968176| 0.326836| +----+----+-+---------+---------+---------+---------+ | 5| 86%|-|-0.933828| 0.995680| 0.940024| 0.298277| +----+----+-+---------+---------+---------+---------+ | 6| 86%|+|-0.901037| 0.995680| 0.935129| 0.292838| +----+----+-+---------+---------+---------+---------+ | 7| 85%|-|-1.062370| 0.995680| 0.927785| 0.272439| +----+----+-+---------+---------+---------+---------+ | 8| 85%|+|-1.078407| 0.995680| 0.917993| 0.276972| +----+----+-+---------+---------+---------+---------+ | 9| 84%|-|-1.132219| 0.995680| 0.889841| 0.252040| +----+----+-+---------+---------+---------+---------+ | 10| 83%|+|-1.053926| 0.995680| 0.894737| 0.239801| +----+----+-+---------+---------+---------+---------+ | 11| 82%|-|-1.144798| 0.995680| 0.870257| 0.231188| +----+----+-+---------+---------+---------+---------+ | 12| 84%|+|-1.118628| 0.995680| 0.861689| 0.228921| +----+----+-+---------+---------+---------+---------+ | 13| 84%|-|-1.173262| 0.995680| 0.844553| 0.213962| +----+----+-+---------+---------+---------+---------+ | 14| 82%|+|-1.095096| 0.995680| 0.834761| 0.206256| +----+----+-+---------+---------+---------+---------+ | 15| 82%|-|-1.143588| 0.995680| 0.799266| 0.203536| +----+----+-+---------+---------+---------+---------+ | 16| 81%|+|-1.120406| 0.995680| 0.782130| 0.201723| +----+----+-+---------+---------+---------+---------+ | 17| 81%|-|-1.123409| 0.995680| 0.735618| 0.189030| +----+----+-+---------+---------+---------+---------+ | 18| 81%|+|-1.115653| 0.995680| 0.731946| 0.190390| +----+----+-+---------+---------+---------+---------+ | 19| 81%|-|-1.174997| 0.995680| 0.723378| 0.170898| +----+----+-+---------+---------+---------+---------+ | 20| 80%|+|-1.165507| 0.995680| 0.718482| 0.171351| +----+----+-+---------+---------+---------+---------+ | 21| 80%|-|-1.142950| 0.995680| 0.691554| 0.165458| +----+----+-+---------+---------+---------+---------+ | 22| 78%|+|-1.111116| 0.995680| 0.684211| 0.158658| +----+----+-+---------+---------+---------+---------+ | 23| 78%|-|-1.230412| 0.995680| 0.684211| 0.152312| +----+----+-+---------+---------+---------+---------+ | 24| 78%|+|-1.209898| 0.995680| 0.676867| 0.150045| +----+----+-+---------+---------+---------+---------+ | 25| 78%|-|-1.172302| 0.995680| 0.649939| 0.136899| +----+----+-+---------+---------+---------+---------+ | 26| 78%|+|-1.202633| 0.995680| 0.663403| 0.137353| +----+----+-+---------+---------+---------+---------+ | 27| 77%|-|-1.142687| 0.995680| 0.599755| 0.127833| +----+----+-+---------+---------+---------+---------+ | 28| 77%|+|-1.119433| 0.995680| 0.597307| 0.124660| +----+----+-+---------+---------+---------+---------+ | 29| 77%|-|-1.016368| 0.995680| 0.505508| 0.119674| +----+----+-+---------+---------+---------+---------+ | 30| 77%|+|-1.034083| 0.995680| 0.547124| 0.116954| +----+----+-+---------+---------+---------+---------+ | 31| 76%|-|-0.978605| 0.995680| 0.443084| 0.106981| +----+----+-+---------+---------+---------+---------+ Stage training time: 693.00 Number of used features: 93 Parent node: 23 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| 21| 22| 23| 24| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19--20--21--22--23--24 Parent node: 24 *** 1 cluster *** POS: 1383 1556 0.888817 NEG: 813 7.60602e-06 BACKGROUND PROCESSING TIME: 1440.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.079221| 0.996385| 0.961870| 0.516849| +----+----+-+---------+---------+---------+---------+ | 2| 87%|+|-0.094129| 0.995662| 0.952030| 0.517304| +----+----+-+---------+---------+---------+---------+ | 3| 87%|-|-0.798406| 0.998554| 0.968020| 0.385701| +----+----+-+---------+---------+---------+---------+ | 4| 91%|+|-0.820526| 0.999277| 0.969250| 0.385701| +----+----+-+---------+---------+---------+---------+ | 5| 90%|-|-0.786749| 0.997831| 0.923739| 0.359745| +----+----+-+---------+---------+---------+---------+ | 6| 87%|+|-0.794233| 0.997831| 0.921279| 0.282787| +----+----+-+---------+---------+---------+---------+ | 7| 85%|-|-1.025684| 0.995662| 0.892989| 0.271403| +----+----+-+---------+---------+---------+---------+ | 8| 85%|+|-1.108954| 0.995662| 0.917589| 0.256831| +----+----+-+---------+---------+---------+---------+ | 9| 84%|-|-1.219209| 0.995662| 0.912669| 0.258652| +----+----+-+---------+---------+---------+---------+ | 10| 83%|+|-1.145550| 0.995662| 0.899139| 0.229508| +----+----+-+---------+---------+---------+---------+ | 11| 82%|-|-1.206473| 0.995662| 0.863469| 0.224499| +----+----+-+---------+---------+---------+---------+ | 12| 83%|+|-1.229707| 0.995662| 0.858549| 0.223588| +----+----+-+---------+---------+---------+---------+ | 13| 83%|-|-1.212246| 0.996385| 0.845018| 0.205373| +----+----+-+---------+---------+---------+---------+ | 14| 81%|+|-1.234188| 0.996385| 0.845018| 0.207650| +----+----+-+---------+---------+---------+---------+ | 15| 81%|-|-1.036613| 0.995662| 0.740467| 0.191712| +----+----+-+---------+---------+---------+---------+ | 16| 81%|+|-1.115403| 0.995662| 0.751538| 0.181239| +----+----+-+---------+---------+---------+---------+ | 17| 81%|-|-1.157398| 0.995662| 0.763838| 0.165301| +----+----+-+---------+---------+---------+---------+ | 18| 80%|+|-1.183859| 0.995662| 0.763838| 0.166667| +----+----+-+---------+---------+---------+---------+ | 19| 80%|-|-1.167879| 0.995662| 0.725707| 0.163934| +----+----+-+---------+---------+---------+---------+ | 20| 80%|+|-1.212329| 0.995662| 0.728167| 0.169854| +----+----+-+---------+---------+---------+---------+ | 21| 80%|-|-1.152108| 0.995662| 0.688807| 0.150729| +----+----+-+---------+---------+---------+---------+ | 22| 79%|+|-1.161052| 0.995662| 0.702337| 0.148907| +----+----+-+---------+---------+---------+---------+ | 23| 78%|-|-1.109993| 0.995662| 0.635916| 0.146175| +----+----+-+---------+---------+---------+---------+ | 24| 79%|+|-1.144861| 0.995662| 0.660517| 0.142532| +----+----+-+---------+---------+---------+---------+ | 25| 78%|-|-1.153075| 0.995662| 0.648216| 0.132058| +----+----+-+---------+---------+---------+---------+ | 26| 78%|+|-1.109780| 0.995662| 0.645756| 0.125228| +----+----+-+---------+---------+---------+---------+ | 27| 77%|-|-1.024373| 0.995662| 0.554736| 0.128415| +----+----+-+---------+---------+---------+---------+ | 28| 77%|+|-0.969894| 0.995662| 0.554736| 0.122040| +----+----+-+---------+---------+---------+---------+ | 29| 77%|-|-1.035702| 0.995662| 0.530135| 0.121585| +----+----+-+---------+---------+---------+---------+ | 30| 77%|+|-1.064858| 0.995662| 0.579336| 0.112933| +----+----+-+---------+---------+---------+---------+ | 31| 76%|-|-1.004206| 0.995662| 0.504305| 0.112933| +----+----+-+---------+---------+---------+---------+ | 32| 76%|+|-1.053112| 0.995662| 0.476015| 0.121585| +----+----+-+---------+---------+---------+---------+ Stage training time: 716.00 Number of used features: 96 Parent node: 24 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| 21| 22| 23| 24| 25| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19--20--21--22--23--24--25 Parent node: 25 *** 1 cluster *** POS: 1377 1556 0.884961 NEG: 810 5.85874e-06 BACKGROUND PROCESSING TIME: 2114.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.274404| 1.000000| 1.000000| 0.362140| +----+----+-+---------+---------+---------+---------+ | 2| 88%|+|-0.855803| 0.998548| 0.987654| 0.367170| +----+----+-+---------+---------+---------+---------+ | 3| 91%|-|-0.727189| 0.996369| 0.941975| 0.365341| +----+----+-+---------+---------+---------+---------+ | 4| 88%|+|-0.739737| 0.996369| 0.937037| 0.364426| +----+----+-+---------+---------+---------+---------+ | 5| 88%|-|-1.117771| 0.998548| 0.959259| 0.304069| +----+----+-+---------+---------+---------+---------+ | 6| 90%|+|-1.087417| 0.997095| 0.946914| 0.277549| +----+----+-+---------+---------+---------+---------+ | 7| 90%|-|-0.982204| 0.995643| 0.891358| 0.285780| +----+----+-+---------+---------+---------+---------+ | 8| 84%|+|-0.945787| 0.995643| 0.903704| 0.249657| +----+----+-+---------+---------+---------+---------+ | 9| 82%|-|-1.170635| 0.995643| 0.898765| 0.235025| +----+----+-+---------+---------+---------+---------+ | 10| 85%|+|-1.121118| 0.995643| 0.875309| 0.226795| +----+----+-+---------+---------+---------+---------+ | 11| 84%|-|-1.137047| 0.995643| 0.841975| 0.219021| +----+----+-+---------+---------+---------+---------+ | 12| 84%|+|-1.151901| 0.995643| 0.858025| 0.206676| +----+----+-+---------+---------+---------+---------+ | 13| 84%|-|-1.153484| 0.995643| 0.814815| 0.200732| +----+----+-+---------+---------+---------+---------+ | 14| 82%|+|-1.210487| 0.995643| 0.829630| 0.198445| +----+----+-+---------+---------+---------+---------+ | 15| 82%|-|-1.317494| 0.995643| 0.823457| 0.195702| +----+----+-+---------+---------+---------+---------+ | 16| 81%|+|-1.289411| 0.995643| 0.820988| 0.191587| +----+----+-+---------+---------+---------+---------+ | 17| 80%|-|-1.222012| 0.995643| 0.769136| 0.181527| +----+----+-+---------+---------+---------+---------+ | 18| 80%|+|-1.275007| 0.995643| 0.769136| 0.181984| +----+----+-+---------+---------+---------+---------+ | 19| 80%|-|-1.196296| 0.995643| 0.708642| 0.165066| +----+----+-+---------+---------+---------+---------+ | 20| 79%|+|-1.225341| 0.995643| 0.698765| 0.170096| +----+----+-+---------+---------+---------+---------+ | 21| 80%|-|-1.109113| 0.995643| 0.644444| 0.159122| +----+----+-+---------+---------+---------+---------+ | 22| 79%|+|-1.102060| 0.995643| 0.644444| 0.157750| +----+----+-+---------+---------+---------+---------+ | 23| 79%|-|-1.040606| 0.995643| 0.581481| 0.150892| +----+----+-+---------+---------+---------+---------+ | 24| 78%|+|-1.165441| 0.995643| 0.591358| 0.149063| +----+----+-+---------+---------+---------+---------+ | 25| 79%|-|-1.068086| 0.995643| 0.566667| 0.133059| +----+----+-+---------+---------+---------+---------+ | 26| 78%|+|-1.115189| 0.995643| 0.596296| 0.139460| +----+----+-+---------+---------+---------+---------+ | 27| 78%|-|-1.053014| 0.995643| 0.516049| 0.129401| +----+----+-+---------+---------+---------+---------+ | 28| 76%|+|-1.030352| 0.995643| 0.506173| 0.131687| +----+----+-+---------+---------+---------+---------+ | 29| 76%|-|-1.096152| 0.995643| 0.527160| 0.120713| +----+----+-+---------+---------+---------+---------+ | 30| 76%|+|-1.098023| 0.995643| 0.524691| 0.123000| +----+----+-+---------+---------+---------+---------+ | 31| 76%|-|-1.078073| 0.995643| 0.508642| 0.105624| +----+----+-+---------+---------+---------+---------+ | 32| 75%|+|-1.116071| 0.995643| 0.495062| 0.108825| +----+----+-+---------+---------+---------+---------+ Stage training time: 709.00 Number of used features: 96 Parent node: 25 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| 21| 22| 23| 24| 25| 26| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19--20--21--22--23--24--25--26 Parent node: 26 *** 1 cluster *** POS: 1371 1556 0.881105 NEG: 806 4.26783e-06 BACKGROUND PROCESSING TIME: 2671.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.285012| 1.000000| 1.000000| 0.358291| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.307541| 1.000000| 0.988834| 0.356454| +----+----+-+---------+---------+---------+---------+ | 3| 97%|-|-0.616882| 0.997082| 0.954094| 0.320165| +----+----+-+---------+---------+---------+---------+ | 4| 87%|+|-0.673831| 0.995624| 0.951613| 0.317869| +----+----+-+---------+---------+---------+---------+ | 5| 86%|-|-0.896789| 0.995624| 0.952854| 0.301332| +----+----+-+---------+---------+---------+---------+ | 6| 85%|+|-0.895014| 0.995624| 0.914392| 0.310060| +----+----+-+---------+---------+---------+---------+ | 7| 85%|-|-0.958987| 0.997812| 0.908189| 0.290308| +----+----+-+---------+---------+---------+---------+ | 8| 84%|+|-0.997042| 0.996353| 0.884615| 0.302251| +----+----+-+---------+---------+---------+---------+ | 9| 84%|-|-0.926961| 0.995624| 0.805211| 0.265503| +----+----+-+---------+---------+---------+---------+ | 10| 83%|+|-1.001034| 0.995624| 0.821340| 0.270096| +----+----+-+---------+---------+---------+---------+ | 11| 84%|-|-1.064212| 0.995624| 0.859801| 0.237483| +----+----+-+---------+---------+---------+---------+ | 12| 82%|+|-1.073263| 0.995624| 0.821340| 0.239320| +----+----+-+---------+---------+---------+---------+ | 13| 82%|-|-1.067354| 0.995624| 0.805211| 0.225080| +----+----+-+---------+---------+---------+---------+ | 14| 81%|+|-1.054381| 0.995624| 0.799007| 0.223702| +----+----+-+---------+---------+---------+---------+ | 15| 81%|-|-1.055931| 0.995624| 0.759305| 0.216353| +----+----+-+---------+---------+---------+---------+ | 16| 81%|+|-1.043994| 0.995624| 0.759305| 0.214975| +----+----+-+---------+---------+---------+---------+ | 17| 81%|-|-1.086938| 0.995624| 0.763027| 0.198438| +----+----+-+---------+---------+---------+---------+ | 18| 81%|+|-1.127309| 0.995624| 0.759305| 0.202572| +----+----+-+---------+---------+---------+---------+ | 19| 81%|-|-1.157503| 0.995624| 0.764268| 0.182820| +----+----+-+---------+---------+---------+---------+ | 20| 80%|+|-1.151622| 0.995624| 0.765509| 0.179146| +----+----+-+---------+---------+---------+---------+ | 21| 78%|-|-1.143672| 0.995624| 0.718362| 0.175011| +----+----+-+---------+---------+---------+---------+ | 22| 78%|+|-1.227601| 0.995624| 0.740695| 0.179605| +----+----+-+---------+---------+---------+---------+ | 23| 78%|-|-1.154528| 0.995624| 0.693548| 0.162150| +----+----+-+---------+---------+---------+---------+ | 24| 77%|+|-1.146527| 0.995624| 0.676179| 0.167203| +----+----+-+---------+---------+---------+---------+ | 25| 77%|-|-1.078691| 0.995624| 0.629032| 0.150207| +----+----+-+---------+---------+---------+---------+ | 26| 77%|+|-1.089053| 0.995624| 0.605459| 0.147451| +----+----+-+---------+---------+---------+---------+ | 27| 78%|-|-1.079023| 0.995624| 0.616625| 0.142398| +----+----+-+---------+---------+---------+---------+ | 28| 76%|+|-1.060708| 0.995624| 0.602978| 0.141479| +----+----+-+---------+---------+---------+---------+ | 29| 76%|-|-1.097225| 0.995624| 0.580645| 0.132751| +----+----+-+---------+---------+---------+---------+ | 30| 76%|+|-1.089479| 0.995624| 0.569479| 0.131833| +----+----+-+---------+---------+---------+---------+ | 31| 75%|-|-1.070274| 0.995624| 0.550869| 0.122646| +----+----+-+---------+---------+---------+---------+ | 32| 75%|+|-1.096578| 0.995624| 0.557072| 0.125402| +----+----+-+---------+---------+---------+---------+ | 33| 75%|-|-1.070233| 0.995624| 0.524814| 0.109325| +----+----+-+---------+---------+---------+---------+ | 34| 75%|+|-0.982383| 0.995624| 0.517370| 0.105650| +----+----+-+---------+---------+---------+---------+ | 35| 75%|-|-1.037706| 0.995624| 0.498759| 0.105191| +----+----+-+---------+---------+---------+---------+ Stage training time: 753.00 Number of used features: 105 Parent node: 26 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| 21| 22| 23| 24| 25| 26| 27| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19--20--21--22--23--24--25--26--27 Parent node: 27 *** 1 cluster *** POS: 1365 1556 0.877249 NEG: 802 2.84537e-06 BACKGROUND PROCESSING TIME: 4107.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.326116| 1.000000| 1.000000| 0.347024| +----+----+-+---------+---------+---------+---------+ | 2| 95%|+|-0.363732| 0.998535| 0.992519| 0.348869| +----+----+-+---------+---------+---------+---------+ | 3| 97%|-|-0.639781| 0.998535| 0.978803| 0.347024| +----+----+-+---------+---------+---------+---------+ | 4| 88%|+|-0.716251| 0.999267| 0.985037| 0.332718| +----+----+-+---------+---------+---------+---------+ | 5| 86%|-|-0.966891| 0.996337| 0.960100| 0.305030| +----+----+-+---------+---------+---------+---------+ | 6| 86%|+|-0.950654| 0.995604| 0.931421| 0.297647| +----+----+-+---------+---------+---------+---------+ | 7| 86%|-|-1.071489| 0.996337| 0.925187| 0.282880| +----+----+-+---------+---------+---------+---------+ | 8| 85%|+|-0.953816| 0.995604| 0.918953| 0.264421| +----+----+-+---------+---------+---------+---------+ | 9| 84%|-|-1.128327| 0.996337| 0.923940| 0.263036| +----+----+-+---------+---------+---------+---------+ | 10| 84%|+|-0.996011| 0.995604| 0.897756| 0.253346| +----+----+-+---------+---------+---------+---------+ | 11| 83%|-|-1.138814| 0.995604| 0.895262| 0.245501| +----+----+-+---------+---------+---------+---------+ | 12| 83%|+|-1.160276| 0.995604| 0.896509| 0.243655| +----+----+-+---------+---------+---------+---------+ | 13| 83%|-|-1.129917| 0.995604| 0.871571| 0.223812| +----+----+-+---------+---------+---------+---------+ | 14| 82%|+|-1.093784| 0.995604| 0.862843| 0.220120| +----+----+-+---------+---------+---------+---------+ | 15| 82%|-|-1.142063| 0.995604| 0.846633| 0.210891| +----+----+-+---------+---------+---------+---------+ | 16| 81%|+|-1.198557| 0.995604| 0.840399| 0.209506| +----+----+-+---------+---------+---------+---------+ | 17| 80%|-|-1.201873| 0.995604| 0.827930| 0.194278| +----+----+-+---------+---------+---------+---------+ | 18| 80%|+|-1.112131| 0.995604| 0.806733| 0.188740| +----+----+-+---------+---------+---------+---------+ | 19| 80%|-|-1.122266| 0.995604| 0.745636| 0.179972| +----+----+-+---------+---------+---------+---------+ | 20| 80%|+|-1.105376| 0.995604| 0.739402| 0.180895| +----+----+-+---------+---------+---------+---------+ | 21| 80%|-|-1.130676| 0.995604| 0.739402| 0.172589| +----+----+-+---------+---------+---------+---------+ | 22| 79%|+|-1.166993| 0.995604| 0.739402| 0.174435| +----+----+-+---------+---------+---------+---------+ | 23| 79%|-|-1.139957| 0.995604| 0.725686| 0.165205| +----+----+-+---------+---------+---------+---------+ | 24| 78%|+|-1.065701| 0.995604| 0.698254| 0.161514| +----+----+-+---------+---------+---------+---------+ | 25| 78%|-|-1.057830| 0.995604| 0.647132| 0.150438| +----+----+-+---------+---------+---------+---------+ | 26| 78%|+|-1.079638| 0.995604| 0.654613| 0.146285| +----+----+-+---------+---------+---------+---------+ | 27| 77%|-|-1.084533| 0.995604| 0.628429| 0.139363| +----+----+-+---------+---------+---------+---------+ | 28| 77%|+|-1.119831| 0.995604| 0.619701| 0.143516| +----+----+-+---------+---------+---------+---------+ | 29| 78%|-|-1.104278| 0.995604| 0.605985| 0.129211| +----+----+-+---------+---------+---------+---------+ | 30| 76%|+|-1.045053| 0.995604| 0.576060| 0.125519| +----+----+-+---------+---------+---------+---------+ | 31| 77%|-|-1.128498| 0.995604| 0.589776| 0.115828| +----+----+-+---------+---------+---------+---------+ | 32| 77%|+|-1.036337| 0.995604| 0.568579| 0.109829| +----+----+-+---------+---------+---------+---------+ | 33| 76%|-|-1.054289| 0.995604| 0.532419| 0.105215| +----+----+-+---------+---------+---------+---------+ | 34| 77%|+|-1.066780| 0.995604| 0.558603| 0.101523| +----+----+-+---------+---------+---------+---------+ | 35| 76%|-|-0.942090| 0.995604| 0.455112| 0.104292| +----+----+-+---------+---------+---------+---------+ Stage training time: 756.00 Number of used features: 105 Parent node: 27 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| 21| 22| 23| 24| 25| 26| 27| 28| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19--20--21--22--23--24--25--26--27--28 Parent node: 28 *** 1 cluster *** POS: 1359 1556 0.873393