Info file name: info2.txt Img file name: (NULL) Vec file name: samples BG file name: bg.txt Num: 10000 BG color: 0 BG threshold: 80 Invert: FALSE Max intensity deviation: 40 Max x angle: 1.1 Max y angle: 1.1 Max z angle: 0.5 Show samples: FALSE Width: 30 Height: 20 Create training samples from images collection... Done. Created 1556 samples Data dir name: cascade Vec file name: samples BG file name: bg.txt Num pos: 17000 Num neg: 10000 Num stages: 20 Num splits: 1 (stump 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: BASIC Width: 30 Height: 20 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: 9.53674e-07 Tree Classifier Stage +---+ | 0| +---+ Number of features used : 87180 Parent node: NULL *** 1 cluster *** POS: 1556 1556 1.000000 NEG: 915 1 BACKGROUND PROCESSING TIME: 0.00 Precalculation time: 3.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.508626| 1.000000| 1.000000| 0.237960| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.784386| 1.000000| 1.000000| 0.197896| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-1.058610| 1.000000| 1.000000| 0.214893| +----+----+-+---------+---------+---------+---------+ | 4| 80%|+|-1.344150| 1.000000| 1.000000| 0.173614| +----+----+-+---------+---------+---------+---------+ | 5|100%|-|-1.618945| 1.000000| 1.000000| 0.143262| +----+----+-+---------+---------+---------+---------+ | 6| 79%|+|-1.917633| 1.000000| 1.000000| 0.152975| +----+----+-+---------+---------+---------+---------+ | 7| 77%|-|-1.365490| 0.997429| 0.735519| 0.126265| +----+----+-+---------+---------+---------+---------+ | 8| 84%|+|-1.446392| 0.997429| 0.735519| 0.117766| +----+----+-+---------+---------+---------+---------+ | 9| 79%|-|-1.449479| 0.996144| 0.502732| 0.114529| +----+----+-+---------+---------+---------+---------+ | 10| 74%|+|-1.238924| 0.995501| 0.474317| 0.106435| +----+----+-+---------+---------+---------+---------+ Stage training time: 511.00 Number of used features: 10 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 0.530577 BACKGROUND PROCESSING TIME: 0.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.291943| 1.000000| 1.000000| 0.347561| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.496664| 1.000000| 1.000000| 0.265854| +----+----+-+---------+---------+---------+---------+ | 3| 84%|-|-0.980534| 1.000000| 1.000000| 0.246748| +----+----+-+---------+---------+---------+---------+ | 4| 84%|+|-1.135180| 1.000000| 1.000000| 0.236585| +----+----+-+---------+---------+---------+---------+ | 5| 82%|-|-1.361293| 1.000000| 1.000000| 0.195122| +----+----+-+---------+---------+---------+---------+ | 6| 81%|+|-1.580297| 1.000000| 1.000000| 0.182114| +----+----+-+---------+---------+---------+---------+ | 7| 84%|-|-1.213337| 0.998063| 0.875960| 0.159350| +----+----+-+---------+---------+---------+---------+ | 8| 80%|+|-1.325595| 0.998063| 0.875960| 0.144715| +----+----+-+---------+---------+---------+---------+ | 9| 78%|-|-1.518681| 0.996772| 0.768386| 0.152033| +----+----+-+---------+---------+---------+---------+ | 10| 75%|+|-1.487394| 0.995481| 0.643249| 0.145122| +----+----+-+---------+---------+---------+---------+ | 11| 75%|-|-1.274755| 0.995481| 0.646542| 0.119919| +----+----+-+---------+---------+---------+---------+ | 12| 71%|+|-1.393206| 0.996772| 0.614709| 0.112195| +----+----+-+---------+---------+---------+---------+ | 13| 70%|-|-1.413120| 0.995481| 0.577388| 0.114228| +----+----+-+---------+---------+---------+---------+ | 14| 72%|+|-1.317309| 0.995481| 0.514819| 0.093089| +----+----+-+---------+---------+---------+---------+ | 15| 70%|-|-1.160102| 0.995481| 0.425906| 0.086179| +----+----+-+---------+---------+---------+---------+ Stage training time: 687.00 Number of used features: 15 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 0.282907 BACKGROUND PROCESSING TIME: 0.00 Precalculation time: 3.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.276959| 1.000000| 1.000000| 0.358105| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.666349| 1.000000| 1.000000| 0.358105| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-1.227225| 1.000000| 1.000000| 0.258473| +----+----+-+---------+---------+---------+---------+ | 4|100%|+|-1.424353| 1.000000| 1.000000| 0.276848| +----+----+-+---------+---------+---------+---------+ | 5| 85%|-|-1.071154| 0.996109| 0.908490| 0.227031| +----+----+-+---------+---------+---------+---------+ | 6| 84%|+|-1.223576| 0.998055| 0.920617| 0.208248| +----+----+-+---------+---------+---------+---------+ | 7| 86%|-|-1.283436| 0.996109| 0.854465| 0.208248| +----+----+-+---------+---------+---------+---------+ | 8| 84%|+|-1.257644| 0.997406| 0.832415| 0.177624| +----+----+-+---------+---------+---------+---------+ | 9| 83%|-|-1.266670| 0.996109| 0.786108| 0.162515| +----+----+-+---------+---------+---------+---------+ | 10| 80%|+|-1.438415| 0.995460| 0.802646| 0.164965| +----+----+-+---------+---------+---------+---------+ | 11| 80%|-|-1.605052| 0.995460| 0.772878| 0.144549| +----+----+-+---------+---------+---------+---------+ | 12| 79%|+|-1.535109| 0.995460| 0.743109| 0.139241| +----+----+-+---------+---------+---------+---------+ | 13| 78%|-|-1.502994| 0.995460| 0.725469| 0.127807| +----+----+-+---------+---------+---------+---------+ | 14| 77%|+|-1.545989| 0.995460| 0.711136| 0.124541| +----+----+-+---------+---------+---------+---------+ | 15| 77%|-|-1.490092| 0.995460| 0.673649| 0.123724| +----+----+-+---------+---------+---------+---------+ | 16| 76%|+|-1.530552| 0.995460| 0.679162| 0.121274| +----+----+-+---------+---------+---------+---------+ | 17| 76%|-|-1.595843| 0.995460| 0.644983| 0.112291| +----+----+-+---------+---------+---------+---------+ | 18| 74%|+|-1.591227| 0.995460| 0.632856| 0.110249| +----+----+-+---------+---------+---------+---------+ | 19| 73%|-|-1.390795| 0.995460| 0.563396| 0.104124| +----+----+-+---------+---------+---------+---------+ | 20| 74%|+|-1.460755| 0.995460| 0.575524| 0.099224| +----+----+-+---------+---------+---------+---------+ | 21| 72%|-|-1.344927| 0.995460| 0.501654| 0.092283| +----+----+-+---------+---------+---------+---------+ | 22| 71%|+|-1.410798| 0.995460| 0.513782| 0.092283| +----+----+-+---------+---------+---------+---------+ | 23| 70%|-|-1.391726| 0.995460| 0.482911| 0.085341| +----+----+-+---------+---------+---------+---------+ Stage training time: 1076.00 Number of used features: 23 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 0.143768 BACKGROUND PROCESSING TIME: 0.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.231128| 1.000000| 1.000000| 0.391875| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.371867| 1.000000| 1.000000| 0.297087| +----+----+-+---------+---------+---------+---------+ | 3| 91%|-|-0.559673| 1.000000| 1.000000| 0.232253| +----+----+-+---------+---------+---------+---------+ | 4| 85%|+|-0.755385| 1.000000| 1.000000| 0.289290| +----+----+-+---------+---------+---------+---------+ | 5| 84%|-|-1.040170| 1.000000| 1.000000| 0.220353| +----+----+-+---------+---------+---------+---------+ | 6| 86%|+|-1.280799| 1.000000| 1.000000| 0.222405| +----+----+-+---------+---------+---------+---------+ | 7| 83%|-|-0.976670| 0.995440| 0.900222| 0.215839| +----+----+-+---------+---------+---------+---------+ | 8| 81%|+|-1.164237| 0.995440| 0.900222| 0.188346| +----+----+-+---------+---------+---------+---------+ | 9| 83%|-|-1.111678| 0.995440| 0.821508| 0.181781| +----+----+-+---------+---------+---------+---------+ | 10| 80%|+|-1.204565| 0.995440| 0.736142| 0.176036| +----+----+-+---------+---------+---------+---------+ | 11| 79%|-|-1.354969| 0.996091| 0.782705| 0.160033| +----+----+-+---------+---------+---------+---------+ | 12| 77%|+|-1.433999| 0.996743| 0.768293| 0.159622| +----+----+-+---------+---------+---------+---------+ | 13| 76%|-|-1.518017| 0.996743| 0.810421| 0.145261| +----+----+-+---------+---------+---------+---------+ | 14| 76%|+|-1.513529| 0.995440| 0.756098| 0.131309| +----+----+-+---------+---------+---------+---------+ | 15| 75%|-|-1.474845| 0.996091| 0.710643| 0.127206| +----+----+-+---------+---------+---------+---------+ | 16| 74%|+|-1.393287| 0.995440| 0.699557| 0.121461| +----+----+-+---------+---------+---------+---------+ | 17| 75%|-|-1.497592| 0.995440| 0.732816| 0.113254| +----+----+-+---------+---------+---------+---------+ | 18| 74%|+|-1.441776| 0.995440| 0.677384| 0.108330| +----+----+-+---------+---------+---------+---------+ | 19| 74%|-|-1.407226| 0.995440| 0.626386| 0.102175| +----+----+-+---------+---------+---------+---------+ | 20| 73%|+|-1.327761| 0.995440| 0.604213| 0.101764| +----+----+-+---------+---------+---------+---------+ | 21| 72%|-|-1.411463| 0.995440| 0.584257| 0.102585| +----+----+-+---------+---------+---------+---------+ | 22| 70%|+|-1.480113| 0.995440| 0.600887| 0.098892| +----+----+-+---------+---------+---------+---------+ | 23| 71%|-|-1.583522| 0.995440| 0.628603| 0.087403| +----+----+-+---------+---------+---------+---------+ | 24| 71%|+|-1.645729| 0.995440| 0.635255| 0.079606| +----+----+-+---------+---------+---------+---------+ | 25| 71%|-|-1.399764| 0.995440| 0.558758| 0.080427| +----+----+-+---------+---------+---------+---------+ | 26| 71%|+|-1.461972| 0.995440| 0.544346| 0.075913| +----+----+-+---------+---------+---------+---------+ | 27| 70%|-|-1.201276| 0.995440| 0.439024| 0.073041| +----+----+-+---------+---------+---------+---------+ Stage training time: 1178.00 Number of used features: 27 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 0.0755956 BACKGROUND PROCESSING TIME: 0.00 Precalculation time: 3.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.301640| 1.000000| 1.000000| 0.342951| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.585832| 1.000000| 1.000000| 0.276175| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-1.125993| 1.000000| 1.000000| 0.261748| +----+----+-+---------+---------+---------+---------+ | 4|100%|+|-1.249907| 1.000000| 1.000000| 0.261336| +----+----+-+---------+---------+---------+---------+ | 5| 92%|-|-1.436961| 1.000000| 1.000000| 0.257214| +----+----+-+---------+---------+---------+---------+ | 6| 86%|+|-1.210569| 0.996728| 0.939866| 0.225474| +----+----+-+---------+---------+---------+---------+ | 7| 83%|-|-1.414100| 0.996728| 0.935412| 0.201979| +----+----+-+---------+---------+---------+---------+ | 8| 81%|+|-1.559394| 0.996728| 0.939866| 0.201979| +----+----+-+---------+---------+---------+---------+ | 9| 82%|-|-1.270368| 0.995419| 0.856347| 0.187139| +----+----+-+---------+---------+---------+---------+ | 10| 80%|+|-1.272886| 0.996073| 0.839644| 0.183430| +----+----+-+---------+---------+---------+---------+ | 11| 79%|-|-1.362591| 0.995419| 0.816258| 0.194147| +----+----+-+---------+---------+---------+---------+ | 12| 78%|+|-1.301766| 0.995419| 0.795100| 0.191261| +----+----+-+---------+---------+---------+---------+ | 13| 78%|-|-1.275859| 0.995419| 0.740535| 0.191674| +----+----+-+---------+---------+---------+---------+ | 14| 79%|+|-1.426087| 0.996073| 0.783964| 0.181781| +----+----+-+---------+---------+---------+---------+ | 15| 77%|-|-1.391767| 0.995419| 0.759465| 0.161171| +----+----+-+---------+---------+---------+---------+ | 16| 76%|+|-1.461423| 0.995419| 0.795100| 0.180132| +----+----+-+---------+---------+---------+---------+ | 17| 76%|-|-1.401442| 0.995419| 0.744989| 0.147156| +----+----+-+---------+---------+---------+---------+ | 18| 74%|+|-1.462569| 0.995419| 0.749443| 0.147980| +----+----+-+---------+---------+---------+---------+ | 19| 75%|-|-1.584371| 0.995419| 0.786192| 0.140148| +----+----+-+---------+---------+---------+---------+ | 20| 73%|+|-1.714513| 0.995419| 0.798441| 0.162407| +----+----+-+---------+---------+---------+---------+ | 21| 73%|-|-1.451543| 0.995419| 0.695991| 0.134790| +----+----+-+---------+---------+---------+---------+ | 22| 71%|+|-1.568052| 0.995419| 0.727171| 0.124897| +----+----+-+---------+---------+---------+---------+ | 23| 71%|-|-1.646127| 0.995419| 0.737194| 0.115416| +----+----+-+---------+---------+---------+---------+ | 24| 70%|+|-1.613358| 0.995419| 0.721604| 0.113355| +----+----+-+---------+---------+---------+---------+ | 25| 69%|-|-1.582486| 0.995419| 0.685969| 0.126958| +----+----+-+---------+---------+---------+---------+ | 26| 70%|+|-1.631095| 0.995419| 0.678174| 0.125721| +----+----+-+---------+---------+---------+---------+ | 27| 69%|-|-1.427440| 0.995419| 0.592428| 0.129431| +----+----+-+---------+---------+---------+---------+ | 28| 67%|+|-1.632736| 0.995419| 0.652561| 0.126958| +----+----+-+---------+---------+---------+---------+ | 29| 68%|-|-1.521579| 0.995419| 0.584633| 0.105111| +----+----+-+---------+---------+---------+---------+ | 30| 66%|+|-1.477015| 0.995419| 0.565702| 0.121599| +----+----+-+---------+---------+---------+---------+ | 31| 66%|-|-1.454663| 0.995419| 0.537862| 0.129843| +----+----+-+---------+---------+---------+---------+ | 32| 64%|+|-1.624607| 0.995419| 0.572383| 0.131080| +----+----+-+---------+---------+---------+---------+ | 33| 64%|-|-1.568771| 0.995419| 0.538975| 0.110058| +----+----+-+---------+---------+---------+---------+ | 34| 62%|+|-1.471105| 0.995419| 0.508909| 0.109646| +----+----+-+---------+---------+---------+---------+ | 35| 62%|-|-1.568149| 0.995419| 0.528953| 0.104287| +----+----+-+---------+---------+---------+---------+ | 36| 61%|+|-1.579298| 0.995419| 0.525612| 0.126134| +----+----+-+---------+---------+---------+---------+ | 37| 61%|-|-1.473413| 0.995419| 0.473274| 0.097692| +----+----+-+---------+---------+---------+---------+ Stage training time: 1497.00 Number of used features: 37 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 0.0473141 BACKGROUND PROCESSING TIME: 0.00 Precalculation time: 3.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.456839| 1.000000| 1.000000| 0.281988| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.661709| 1.000000| 1.000000| 0.281988| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.813772| 1.000000| 1.000000| 0.282816| +----+----+-+---------+---------+---------+---------+ | 4| 89%|+|-1.204833| 1.000000| 1.000000| 0.234369| +----+----+-+---------+---------+---------+---------+ | 5| 93%|-|-1.334990| 1.000000| 1.000000| 0.293996| +----+----+-+---------+---------+---------+---------+ | 6| 88%|+|-1.139871| 0.996713| 0.941834| 0.249275| +----+----+-+---------+---------+---------+---------+ | 7| 90%|-|-1.388966| 0.997370| 0.954139| 0.292754| +----+----+-+---------+---------+---------+---------+ | 8| 80%|+|-1.588881| 0.996055| 0.925056| 0.321325| +----+----+-+---------+---------+---------+---------+ | 9| 82%|-|-1.722868| 0.995398| 0.934004| 0.239337| +----+----+-+---------+---------+---------+---------+ | 10| 79%|+|-1.634651| 0.995398| 0.912752| 0.240994| +----+----+-+---------+---------+---------+---------+ | 11| 81%|-|-1.775395| 0.995398| 0.928412| 0.298137| +----+----+-+---------+---------+---------+---------+ | 12| 75%|+|-1.853575| 0.995398| 0.925056| 0.325880| +----+----+-+---------+---------+---------+---------+ | 13| 74%|-|-1.872859| 0.995398| 0.909396| 0.219048| +----+----+-+---------+---------+---------+---------+ | 14| 74%|+|-1.922336| 0.995398| 0.910515| 0.216149| +----+----+-+---------+---------+---------+---------+ | 15| 72%|-|-1.780429| 0.995398| 0.888143| 0.292340| +----+----+-+---------+---------+---------+---------+ | 16| 73%|+|-1.949626| 0.995398| 0.898210| 0.213665| +----+----+-+---------+---------+---------+---------+ | 17| 72%|-|-1.849989| 0.995398| 0.884787| 0.203313| +----+----+-+---------+---------+---------+---------+ | 18| 71%|+|-1.953290| 0.995398| 0.895973| 0.193789| +----+----+-+---------+---------+---------+---------+ | 19| 70%|-|-1.961187| 0.995398| 0.899329| 0.194617| +----+----+-+---------+---------+---------+---------+ | 20| 70%|+|-1.914199| 0.995398| 0.878076| 0.185093| +----+----+-+---------+---------+---------+---------+ | 21| 71%|-|-1.815715| 0.995398| 0.832215| 0.181366| +----+----+-+---------+---------+---------+---------+ | 22| 67%|+|-1.833838| 0.995398| 0.818792| 0.253002| +----+----+-+---------+---------+---------+---------+ | 23| 66%|-|-2.002973| 0.995398| 0.850112| 0.243064| +----+----+-+---------+---------+---------+---------+ | 24| 64%|+|-1.971124| 0.995398| 0.819911| 0.254244| +----+----+-+---------+---------+---------+---------+ | 25| 62%|-|-2.060593| 0.995398| 0.807606| 0.247205| +----+----+-+---------+---------+---------+---------+ | 26| 63%|+|-2.080626| 0.995398| 0.808725| 0.175983| +----+----+-+---------+---------+---------+---------+ | 27| 63%|-|-2.087070| 0.995398| 0.823266| 0.246377| +----+----+-+---------+---------+---------+---------+ | 28| 63%|+|-2.092447| 0.995398| 0.807606| 0.237267| +----+----+-+---------+---------+---------+---------+ | 29| 60%|-|-2.322898| 0.995398| 0.822148| 0.239752| +----+----+-+---------+---------+---------+---------+ | 30| 60%|+|-2.501505| 0.995398| 0.847875| 0.241408| +----+----+-+---------+---------+---------+---------+ | 31| 59%|-|-2.256370| 0.995398| 0.819911| 0.231056| +----+----+-+---------+---------+---------+---------+ | 32| 59%|+|-2.030923| 0.995398| 0.785235| 0.250104| +----+----+-+---------+---------+---------+---------+ | 33| 63%|-|-2.092333| 0.995398| 0.823266| 0.161491| +----+----+-+---------+---------+---------+---------+ | 34| 65%|+|-2.075528| 0.995398| 0.816555| 0.159420| +----+----+-+---------+---------+---------+---------+ | 35| 65%|-|-1.932190| 0.995398| 0.772931| 0.154865| +----+----+-+---------+---------+---------+---------+ | 36| 64%|+|-1.982954| 0.995398| 0.777405| 0.150311| +----+----+-+---------+---------+---------+---------+ | 37| 63%|-|-1.694493| 0.995398| 0.701342| 0.146584| +----+----+-+---------+---------+---------+---------+ | 38| 63%|+|-1.824442| 0.995398| 0.721476| 0.149482| +----+----+-+---------+---------+---------+---------+ | 39| 63%|-|-1.727656| 0.995398| 0.699105| 0.144513| +----+----+-+---------+---------+---------+---------+ | 40| 62%|+|-1.776000| 0.995398| 0.697987| 0.141201| +----+----+-+---------+---------+---------+---------+ | 41| 62%|-|-1.846595| 0.995398| 0.719239| 0.137474| +----+----+-+---------+---------+---------+---------+ | 42| 60%|+|-1.737087| 0.995398| 0.477629| 0.125052| +----+----+-+---------+---------+---------+---------+ Stage training time: 1503.00 Number of used features: 42 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 0.0243762 BACKGROUND PROCESSING TIME: 1.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.216561| 1.000000| 1.000000| 0.400998| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.848881| 1.000000| 1.000000| 0.394343| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.733891| 0.998679| 0.928090| 0.270383| +----+----+-+---------+---------+---------+---------+ | 4| 97%|+|-0.635844| 0.996037| 0.865169| 0.250000| +----+----+-+---------+---------+---------+---------+ | 5| 99%|-|-1.141752| 0.996037| 0.865169| 0.239185| +----+----+-+---------+---------+---------+---------+ | 6| 98%|+|-1.148605| 0.995376| 0.866292| 0.241265| +----+----+-+---------+---------+---------+---------+ | 7| 97%|-|-1.391913| 0.996037| 0.804494| 0.255824| +----+----+-+---------+---------+---------+---------+ | 8| 97%|+|-1.466408| 0.996037| 0.843820| 0.227537| +----+----+-+---------+---------+---------+---------+ | 9| 88%|-|-1.261316| 0.996037| 0.791011| 0.210483| +----+----+-+---------+---------+---------+---------+ | 10| 81%|+|-1.461369| 0.995376| 0.821348| 0.195923| +----+----+-+---------+---------+---------+---------+ | 11| 83%|-|-1.448515| 0.995376| 0.796629| 0.195092| +----+----+-+---------+---------+---------+---------+ | 12| 80%|+|-1.413794| 0.995376| 0.778652| 0.194260| +----+----+-+---------+---------+---------+---------+ | 13| 80%|-|-1.432128| 0.995376| 0.774157| 0.184276| +----+----+-+---------+---------+---------+---------+ | 14| 79%|+|-1.390440| 0.995376| 0.725843| 0.172629| +----+----+-+---------+---------+---------+---------+ | 15| 78%|-|-1.359351| 0.995376| 0.695506| 0.168469| +----+----+-+---------+---------+---------+---------+ | 16| 78%|+|-1.340076| 0.995376| 0.685393| 0.166805| +----+----+-+---------+---------+---------+---------+ | 17| 78%|-|-1.331253| 0.995376| 0.660674| 0.156406| +----+----+-+---------+---------+---------+---------+ | 18| 77%|+|-1.128442| 0.995376| 0.584270| 0.143511| +----+----+-+---------+---------+---------+---------+ | 19| 77%|-|-1.189761| 0.995376| 0.571910| 0.143095| +----+----+-+---------+---------+---------+---------+ | 20| 76%|+|-1.210171| 0.995376| 0.549438| 0.143095| +----+----+-+---------+---------+---------+---------+ | 21| 75%|-|-1.211259| 0.995376| 0.531461| 0.134775| +----+----+-+---------+---------+---------+---------+ | 22| 74%|+|-1.222744| 0.995376| 0.531461| 0.134359| +----+----+-+---------+---------+---------+---------+ | 23| 74%|-|-1.336569| 0.995376| 0.561798| 0.127704| +----+----+-+---------+---------+---------+---------+ | 24| 72%|+|-1.358427| 0.995376| 0.569663| 0.126872| +----+----+-+---------+---------+---------+---------+ | 25| 73%|-|-1.280989| 0.995376| 0.535955| 0.118552| +----+----+-+---------+---------+---------+---------+ | 26| 73%|+|-1.226680| 0.995376| 0.512360| 0.116889| +----+----+-+---------+---------+---------+---------+ | 27| 73%|-|-1.160665| 0.995376| 0.455056| 0.111481| +----+----+-+---------+---------+---------+---------+ Stage training time: 1212.00 Number of used features: 27 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 0.0106403 BACKGROUND PROCESSING TIME: 2.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.116244| 1.000000| 1.000000| 0.493523| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.216646| 1.000000| 1.000000| 0.388634| +----+----+-+---------+---------+---------+---------+ | 3| 96%|-|-0.691411| 1.000000| 1.000000| 0.401588| +----+----+-+---------+---------+---------+---------+ | 4| 96%|+|-1.076136| 1.000000| 1.000000| 0.274969| +----+----+-+---------+---------+---------+---------+ | 5| 86%|-|-1.272090| 1.000000| 1.000000| 0.311743| +----+----+-+---------+---------+---------+---------+ | 6| 89%|+|-1.175871| 0.999336| 0.995485| 0.235270| +----+----+-+---------+---------+---------+---------+ | 7| 92%|-|-1.297747| 0.999336| 0.995485| 0.272043| +----+----+-+---------+---------+---------+---------+ | 8| 89%|+|-1.170937| 0.995355| 0.910835| 0.212286| +----+----+-+---------+---------+---------+---------+ | 9| 87%|-|-1.346522| 0.998009| 0.902935| 0.227748| +----+----+-+---------+---------+---------+---------+ | 10| 83%|+|-1.483229| 0.998673| 0.911964| 0.211868| +----+----+-+---------+---------+---------+---------+ | 11| 82%|-|-1.152456| 0.995355| 0.813770| 0.186795| +----+----+-+---------+---------+---------+---------+ | 12| 81%|+|-1.435889| 0.995355| 0.806998| 0.187213| +----+----+-+---------+---------+---------+---------+ | 13| 79%|-|-1.211774| 0.995355| 0.760722| 0.171751| +----+----+-+---------+---------+---------+---------+ | 14| 80%|+|-1.154544| 0.996019| 0.722348| 0.167154| +----+----+-+---------+---------+---------+---------+ | 15| 79%|-|-1.269090| 0.995355| 0.748307| 0.168826| +----+----+-+---------+---------+---------+---------+ | 16| 78%|+|-1.173936| 0.995355| 0.698646| 0.153364| +----+----+-+---------+---------+---------+---------+ | 17| 77%|-|-1.168289| 0.995355| 0.648984| 0.147514| +----+----+-+---------+---------+---------+---------+ | 18| 76%|+|-1.223210| 0.995355| 0.647856| 0.147096| +----+----+-+---------+---------+---------+---------+ | 19| 76%|-|-1.293499| 0.995355| 0.670429| 0.143753| +----+----+-+---------+---------+---------+---------+ | 20| 76%|+|-1.319497| 0.995355| 0.647856| 0.137902| +----+----+-+---------+---------+---------+---------+ | 21| 75%|-|-1.227149| 0.995355| 0.613995| 0.136649| +----+----+-+---------+---------+---------+---------+ | 22| 74%|+|-1.239273| 0.995355| 0.616253| 0.136649| +----+----+-+---------+---------+---------+---------+ | 23| 73%|-|-1.276938| 0.995355| 0.599323| 0.128291| +----+----+-+---------+---------+---------+---------+ | 24| 74%|+|-1.243715| 0.995355| 0.589165| 0.127037| +----+----+-+---------+---------+---------+---------+ | 25| 74%|-|-1.157966| 0.995355| 0.528217| 0.129127| +----+----+-+---------+---------+---------+---------+ | 26| 73%|+|-1.228906| 0.995355| 0.549661| 0.122440| +----+----+-+---------+---------+---------+---------+ | 27| 73%|-|-1.262088| 0.995355| 0.559819| 0.115336| +----+----+-+---------+---------+---------+---------+ | 28| 73%|+|-1.284984| 0.995355| 0.564334| 0.114501| +----+----+-+---------+---------+---------+---------+ | 29| 72%|-|-1.356406| 0.995355| 0.594808| 0.103218| +----+----+-+---------+---------+---------+---------+ | 30| 71%|+|-1.418704| 0.995355| 0.623025| 0.101964| +----+----+-+---------+---------+---------+---------+ | 31| 70%|-|-1.319843| 0.995355| 0.538375| 0.095278| +----+----+-+---------+---------+---------+---------+ | 32| 71%|+|-1.358893| 0.995355| 0.553047| 0.095696| +----+----+-+---------+---------+---------+---------+ | 33| 70%|-|-1.314893| 0.995355| 0.494357| 0.095696| +----+----+-+---------+---------+---------+---------+ Stage training time: 1417.00 Number of used features: 33 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 0.00948959 BACKGROUND PROCESSING TIME: 3.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.150714| 1.000000| 1.000000| 0.458018| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.269021| 1.000000| 1.000000| 0.365239| +----+----+-+---------+---------+---------+---------+ | 3| 92%|-|-0.850543| 1.000000| 1.000000| 0.359362| +----+----+-+---------+---------+---------+---------+ | 4| 92%|+|-1.025331| 1.000000| 1.000000| 0.269941| +----+----+-+---------+---------+---------+---------+ | 5| 88%|-|-0.818977| 0.997333| 0.928571| 0.327036| +----+----+-+---------+---------+---------+---------+ | 6| 85%|+|-0.936125| 0.995333| 0.911565| 0.283795| +----+----+-+---------+---------+---------+---------+ | 7| 86%|-|-0.919944| 0.996667| 0.884354| 0.278757| +----+----+-+---------+---------+---------+---------+ | 8| 85%|+|-0.964689| 0.995333| 0.853741| 0.248111| +----+----+-+---------+---------+---------+---------+ | 9| 85%|-|-0.941163| 0.995333| 0.794785| 0.247271| +----+----+-+---------+---------+---------+---------+ | 10| 83%|+|-1.045323| 0.995333| 0.802721| 0.245172| +----+----+-+---------+---------+---------+---------+ | 11| 83%|-|-1.004564| 0.995333| 0.787982| 0.227120| +----+----+-+---------+---------+---------+---------+ | 12| 84%|+|-1.101276| 0.995333| 0.808390| 0.198573| +----+----+-+---------+---------+---------+---------+ | 13| 82%|-|-1.171379| 0.995333| 0.800454| 0.201931| +----+----+-+---------+---------+---------+---------+ | 14| 81%|+|-1.216188| 0.995333| 0.816327| 0.201931| +----+----+-+---------+---------+---------+---------+ | 15| 81%|-|-1.128824| 0.995333| 0.750567| 0.188497| +----+----+-+---------+---------+---------+---------+ | 16| 80%|+|-1.163858| 0.995333| 0.697279| 0.183039| +----+----+-+---------+---------+---------+---------+ | 17| 79%|-|-1.119821| 0.995333| 0.702948| 0.177582| +----+----+-+---------+---------+---------+---------+ | 18| 78%|+|-1.198216| 0.996000| 0.714286| 0.170025| +----+----+-+---------+---------+---------+---------+ | 19| 78%|-|-1.116172| 0.995333| 0.641723| 0.163308| +----+----+-+---------+---------+---------+---------+ | 20| 77%|+|-1.223875| 0.995333| 0.671202| 0.157431| +----+----+-+---------+---------+---------+---------+ | 21| 76%|-|-1.109395| 0.995333| 0.611111| 0.147775| +----+----+-+---------+---------+---------+---------+ | 22| 75%|+|-1.171276| 0.995333| 0.633787| 0.143997| +----+----+-+---------+---------+---------+---------+ | 23| 76%|-|-1.280295| 0.995333| 0.655329| 0.132242| +----+----+-+---------+---------+---------+---------+ | 24| 75%|+|-1.266519| 0.995333| 0.640590| 0.128463| +----+----+-+---------+---------+---------+---------+ | 25| 75%|-|-1.203100| 0.995333| 0.613379| 0.122586| +----+----+-+---------+---------+---------+---------+ | 26| 75%|+|-1.241904| 0.995333| 0.623583| 0.123426| +----+----+-+---------+---------+---------+---------+ | 27| 75%|-|-1.191737| 0.995333| 0.563492| 0.116289| +----+----+-+---------+---------+---------+---------+ | 28| 75%|+|-1.130497| 0.995333| 0.544218| 0.108732| +----+----+-+---------+---------+---------+---------+ | 29| 74%|-|-1.236768| 0.995333| 0.563492| 0.108312| +----+----+-+---------+---------+---------+---------+ | 30| 73%|+|-1.287554| 0.995333| 0.590703| 0.104534| +----+----+-+---------+---------+---------+---------+ | 31| 73%|-|-1.142704| 0.995333| 0.484127| 0.099076| +----+----+-+---------+---------+---------+---------+ Stage training time: 1345.00 Number of used features: 31 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 0.0059164 BACKGROUND PROCESSING TIME: 4.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.138084| 1.000000| 1.000000| 0.469000| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.261287| 1.000000| 1.000000| 0.370308| +----+----+-+---------+---------+---------+---------+ | 3| 89%|-|-0.613306| 1.000000| 1.000000| 0.334880| +----+----+-+---------+---------+---------+---------+ | 4| 98%|+|-0.645033| 1.000000| 1.000000| 0.331506| +----+----+-+---------+---------+---------+---------+ | 5| 87%|-|-0.857853| 1.000000| 1.000000| 0.366090| +----+----+-+---------+---------+---------+---------+ | 6| 87%|+|-0.769314| 0.995981| 0.939636| 0.290173| +----+----+-+---------+---------+---------+---------+ | 7| 86%|-|-0.915421| 0.997991| 0.956720| 0.287221| +----+----+-+---------+---------+---------+---------+ | 8| 86%|+|-1.083400| 0.998660| 0.965831| 0.261071| +----+----+-+---------+---------+---------+---------+ | 9| 85%|-|-0.959599| 0.995311| 0.890661| 0.245466| +----+----+-+---------+---------+---------+---------+ | 10| 85%|+|-0.999507| 0.995311| 0.870159| 0.242092| +----+----+-+---------+---------+---------+---------+ | 11| 83%|-|-1.077286| 0.995311| 0.853075| 0.219739| +----+----+-+---------+---------+---------+---------+ | 12| 82%|+|-1.141987| 0.995311| 0.865604| 0.214677| +----+----+-+---------+---------+---------+---------+ | 13| 82%|-|-1.216879| 0.995311| 0.878132| 0.207086| +----+----+-+---------+---------+---------+---------+ | 14| 81%|+|-1.348001| 0.995311| 0.896355| 0.195276| +----+----+-+---------+---------+---------+---------+ | 15| 81%|-|-1.275197| 0.995981| 0.834852| 0.192324| +----+----+-+---------+---------+---------+---------+ | 16| 81%|+|-1.193945| 0.995311| 0.798405| 0.191480| +----+----+-+---------+---------+---------+---------+ | 17| 80%|-|-1.310013| 0.995981| 0.820046| 0.177562| +----+----+-+---------+---------+---------+---------+ | 18| 79%|+|-1.158044| 0.995311| 0.751708| 0.174610| +----+----+-+---------+---------+---------+---------+ | 19| 79%|-|-1.201092| 0.995311| 0.744875| 0.158583| +----+----+-+---------+---------+---------+---------+ | 20| 78%|+|-1.176630| 0.995311| 0.735763| 0.162379| +----+----+-+---------+---------+---------+---------+ | 21| 78%|-|-1.196783| 0.995311| 0.706150| 0.159005| +----+----+-+---------+---------+---------+---------+ | 22| 78%|+|-1.215279| 0.995311| 0.706150| 0.157318| +----+----+-+---------+---------+---------+---------+ | 23| 79%|-|-1.170522| 0.995311| 0.683371| 0.148039| +----+----+-+---------+---------+---------+---------+ | 24| 78%|+|-1.250941| 0.995311| 0.706150| 0.148039| +----+----+-+---------+---------+---------+---------+ | 25| 78%|-|-1.177969| 0.995311| 0.665148| 0.144243| +----+----+-+---------+---------+---------+---------+ | 26| 78%|+|-1.212702| 0.995981| 0.685649| 0.137495| +----+----+-+---------+---------+---------+---------+ | 27| 77%|-|-1.210721| 0.995311| 0.654898| 0.136229| +----+----+-+---------+---------+---------+---------+ | 28| 76%|+|-1.285177| 0.995311| 0.671982| 0.131168| +----+----+-+---------+---------+---------+---------+ | 29| 76%|-|-1.251637| 0.995311| 0.623007| 0.129481| +----+----+-+---------+---------+---------+---------+ | 30| 75%|+|-1.198425| 0.995311| 0.584282| 0.124842| +----+----+-+---------+---------+---------+---------+ | 31| 75%|-|-1.112671| 0.995311| 0.530752| 0.121046| +----+----+-+---------+---------+---------+---------+ | 32| 75%|+|-1.219319| 0.995311| 0.556948| 0.115141| +----+----+-+---------+---------+---------+---------+ | 33| 75%|-|-1.126190| 0.995311| 0.511389| 0.110924| +----+----+-+---------+---------+---------+---------+ | 34| 74%|+|-1.167666| 0.995311| 0.510251| 0.106706| +----+----+-+---------+---------+---------+---------+ | 35| 74%|-|-1.129614| 0.995311| 0.466970| 0.105863| +----+----+-+---------+---------+---------+---------+ Stage training time: 1517.00 Number of used features: 35 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 0.00686546 BACKGROUND PROCESSING TIME: 3.00 Precalculation time: 3.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.331076| 1.000000| 1.000000| 0.327966| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.429904| 1.000000| 1.000000| 0.295763| +----+----+-+---------+---------+---------+---------+ | 3| 88%|-|-0.690676| 1.000000| 1.000000| 0.295763| +----+----+-+---------+---------+---------+---------+ | 4| 88%|+|-0.752465| 1.000000| 1.000000| 0.273729| +----+----+-+---------+---------+---------+---------+ | 5| 86%|-|-0.916164| 1.000000| 1.000000| 0.269915| +----+----+-+---------+---------+---------+---------+ | 6| 85%|+|-1.060437| 1.000000| 1.000000| 0.227966| +----+----+-+---------+---------+---------+---------+ | 7| 82%|-|-1.227962| 1.000000| 1.000000| 0.220763| +----+----+-+---------+---------+---------+---------+ | 8| 81%|+|-1.329309| 1.000000| 1.000000| 0.225424| +----+----+-+---------+---------+---------+---------+ | 9| 80%|-|-1.447163| 1.000000| 1.000000| 0.221186| +----+----+-+---------+---------+---------+---------+ | 10| 80%|+|-1.450167| 1.000000| 1.000000| 0.216949| +----+----+-+---------+---------+---------+---------+ | 11| 78%|-|-1.559826| 1.000000| 1.000000| 0.193220| +----+----+-+---------+---------+---------+---------+ | 12| 78%|+|-1.662552| 1.000000| 1.000000| 0.170763| +----+----+-+---------+---------+---------+---------+ | 13| 80%|-|-1.545281| 1.000000| 0.913043| 0.177542| +----+----+-+---------+---------+---------+---------+ | 14| 77%|+|-1.385949| 0.995962| 0.784897| 0.169915| +----+----+-+---------+---------+---------+---------+ | 15| 77%|-|-1.282419| 0.995289| 0.754005| 0.158475| +----+----+-+---------+---------+---------+---------+ | 16| 76%|+|-1.414133| 0.995289| 0.780320| 0.158475| +----+----+-+---------+---------+---------+---------+ | 17| 77%|-|-1.338369| 0.995289| 0.649886| 0.146610| +----+----+-+---------+---------+---------+---------+ | 18| 76%|+|-1.405689| 0.995962| 0.660183| 0.137288| +----+----+-+---------+---------+---------+---------+ | 19| 75%|-|-1.326402| 0.995289| 0.615561| 0.136017| +----+----+-+---------+---------+---------+---------+ | 20| 74%|+|-1.452202| 0.995289| 0.700229| 0.131356| +----+----+-+---------+---------+---------+---------+ | 21| 74%|-|-1.356294| 0.995289| 0.614416| 0.123729| +----+----+-+---------+---------+---------+---------+ | 22| 73%|+|-1.385239| 0.995289| 0.622426| 0.125000| +----+----+-+---------+---------+---------+---------+ | 23| 72%|-|-1.206115| 0.995289| 0.508009| 0.130932| +----+----+-+---------+---------+---------+---------+ | 24| 73%|+|-1.193528| 0.995289| 0.501144| 0.127119| +----+----+-+---------+---------+---------+---------+ | 25| 73%|-|-1.288416| 0.995289| 0.527460| 0.118644| +----+----+-+---------+---------+---------+---------+ | 26| 73%|+|-1.218133| 0.995289| 0.498856| 0.119915| +----+----+-+---------+---------+---------+---------+ Stage training time: 1094.00 Number of used features: 26 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 0.00297917 BACKGROUND PROCESSING TIME: 8.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.219070| 1.000000| 1.000000| 0.399319| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.309123| 1.000000| 1.000000| 0.365262| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.953025| 1.000000| 1.000000| 0.347808| +----+----+-+---------+---------+---------+---------+ | 4|100%|+|-0.918047| 0.997295| 0.972414| 0.360579| +----+----+-+---------+---------+---------+---------+ | 5| 86%|-|-0.872663| 0.995267| 0.914943| 0.295445| +----+----+-+---------+---------+---------+---------+ | 6| 86%|+|-1.145629| 0.996619| 0.978161| 0.293316| +----+----+-+---------+---------+---------+---------+ | 7| 87%|-|-1.038758| 0.995943| 0.901149| 0.283951| +----+----+-+---------+---------+---------+---------+ | 8| 87%|+|-1.048420| 0.995943| 0.890805| 0.262665| +----+----+-+---------+---------+---------+---------+ | 9| 84%|-|-1.141205| 0.997295| 0.897701| 0.269051| +----+----+-+---------+---------+---------+---------+ | 10| 84%|+|-1.138873| 0.995267| 0.851724| 0.232865| +----+----+-+---------+---------+---------+---------+ | 11| 82%|-|-1.124735| 0.995267| 0.842529| 0.235845| +----+----+-+---------+---------+---------+---------+ | 12| 83%|+|-1.136608| 0.995267| 0.843678| 0.237974| +----+----+-+---------+---------+---------+---------+ | 13| 83%|-|-1.225626| 0.996619| 0.850575| 0.239676| +----+----+-+---------+---------+---------+---------+ | 14| 80%|+|-1.203194| 0.995267| 0.821839| 0.233291| +----+----+-+---------+---------+---------+---------+ | 15| 80%|-|-1.239588| 0.995267| 0.832184| 0.218391| +----+----+-+---------+---------+---------+---------+ | 16| 80%|+|-1.243784| 0.995943| 0.839080| 0.211579| +----+----+-+---------+---------+---------+---------+ | 17| 79%|-|-1.204786| 0.995267| 0.809195| 0.208599| +----+----+-+---------+---------+---------+---------+ | 18| 78%|+|-1.295082| 0.995267| 0.831034| 0.197105| +----+----+-+---------+---------+---------+---------+ | 19| 77%|-|-1.220343| 0.995267| 0.786207| 0.188591| +----+----+-+---------+---------+---------+---------+ | 20| 78%|+|-1.203176| 0.995267| 0.763218| 0.192422| +----+----+-+---------+---------+---------+---------+ | 21| 77%|-|-1.329851| 0.995943| 0.788506| 0.179225| +----+----+-+---------+---------+---------+---------+ | 22| 77%|+|-1.241529| 0.995267| 0.755172| 0.175394| +----+----+-+---------+---------+---------+---------+ | 23| 77%|-|-1.275067| 0.995267| 0.745977| 0.160920| +----+----+-+---------+---------+---------+---------+ | 24| 76%|+|-1.256088| 0.995267| 0.736782| 0.163900| +----+----+-+---------+---------+---------+---------+ | 25| 76%|-|-1.455838| 0.995267| 0.787356| 0.158365| +----+----+-+---------+---------+---------+---------+ | 26| 75%|+|-1.323612| 0.995267| 0.726437| 0.154534| +----+----+-+---------+---------+---------+---------+ | 27| 75%|-|-1.270916| 0.995267| 0.708046| 0.151980| +----+----+-+---------+---------+---------+---------+ | 28| 75%|+|-1.269567| 0.995267| 0.702299| 0.149425| +----+----+-+---------+---------+---------+---------+ | 29| 74%|-|-1.334606| 0.995267| 0.710345| 0.148574| +----+----+-+---------+---------+---------+---------+ | 30| 74%|+|-1.301582| 0.995267| 0.690805| 0.149000| +----+----+-+---------+---------+---------+---------+ | 31| 74%|-|-1.417646| 0.995267| 0.704598| 0.135802| +----+----+-+---------+---------+---------+---------+ | 32| 73%|+|-1.377287| 0.995267| 0.688506| 0.134525| +----+----+-+---------+---------+---------+---------+ | 33| 73%|-|-1.412959| 0.995267| 0.693103| 0.133248| +----+----+-+---------+---------+---------+---------+ | 34| 73%|+|-1.443077| 0.995267| 0.690805| 0.131545| +----+----+-+---------+---------+---------+---------+ | 35| 72%|-|-1.521728| 0.995267| 0.697701| 0.131971| +----+----+-+---------+---------+---------+---------+ | 36| 73%|+|-1.300636| 0.995267| 0.602299| 0.121328| +----+----+-+---------+---------+---------+---------+ | 37| 73%|-|-1.232782| 0.995267| 0.557471| 0.118348| +----+----+-+---------+---------+---------+---------+ | 38| 73%|+|-1.202153| 0.995267| 0.532184| 0.119625| +----+----+-+---------+---------+---------+---------+ | 39| 73%|-|-1.198638| 0.995267| 0.518391| 0.112814| +----+----+-+---------+---------+---------+---------+ | 40| 72%|+|-1.258782| 0.995267| 0.524138| 0.113240| +----+----+-+---------+---------+---------+---------+ | 41| 72%|-|-1.111139| 0.995267| 0.464368| 0.105577| +----+----+-+---------+---------+---------+---------+ Stage training time: 1719.00 Number of used features: 41 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 0.00146156 BACKGROUND PROCESSING TIME: 17.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.173115| 1.000000| 1.000000| 0.436885| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.783587| 1.000000| 1.000000| 0.436029| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-1.030479| 1.000000| 1.000000| 0.305520| +----+----+-+---------+---------+---------+---------+ | 4|100%|+|-0.896821| 0.997962| 0.995376| 0.318785| +----+----+-+---------+---------+---------+---------+ | 5| 86%|-|-1.209148| 0.998641| 0.997688| 0.295250| +----+----+-+---------+---------+---------+---------+ | 6|100%|+|-1.084291| 0.995924| 0.967630| 0.302097| +----+----+-+---------+---------+---------+---------+ | 7| 87%|-|-1.079480| 0.995245| 0.864740| 0.259735| +----+----+-+---------+---------+---------+---------+ | 8| 91%|+|-1.117834| 0.995245| 0.870520| 0.255028| +----+----+-+---------+---------+---------+---------+ | 9| 85%|-|-1.144996| 0.996603| 0.845087| 0.261874| +----+----+-+---------+---------+---------+---------+ | 10| 85%|+|-1.055454| 0.995245| 0.825434| 0.236628| +----+----+-+---------+---------+---------+---------+ | 11| 84%|-|-1.038723| 0.995245| 0.813873| 0.253316| +----+----+-+---------+---------+---------+---------+ | 12| 83%|+|-1.186716| 0.995924| 0.838150| 0.228926| +----+----+-+---------+---------+---------+---------+ | 13| 83%|-|-1.153382| 0.995245| 0.819653| 0.226359| +----+----+-+---------+---------+---------+---------+ | 14| 81%|+|-1.183017| 0.995245| 0.816185| 0.216089| +----+----+-+---------+---------+---------+---------+ | 15| 81%|-|-1.237709| 0.995245| 0.817341| 0.197689| +----+----+-+---------+---------+---------+---------+ | 16| 80%|+|-1.298613| 0.995245| 0.806936| 0.187848| +----+----+-+---------+---------+---------+---------+ | 17| 83%|-|-1.267797| 0.995245| 0.794220| 0.173299| +----+----+-+---------+---------+---------+---------+ | 18| 81%|+|-1.257998| 0.995245| 0.772254| 0.165169| +----+----+-+---------+---------+---------+---------+ | 19| 81%|-|-1.275204| 0.995245| 0.749133| 0.170732| +----+----+-+---------+---------+---------+---------+ | 20| 81%|+|-1.235357| 0.995245| 0.750289| 0.163030| +----+----+-+---------+---------+---------+---------+ | 21| 80%|-|-1.290806| 0.995245| 0.756069| 0.157467| +----+----+-+---------+---------+---------+---------+ | 22| 81%|+|-1.357276| 0.995245| 0.767630| 0.148481| +----+----+-+---------+---------+---------+---------+ | 23| 79%|-|-1.298251| 0.995245| 0.727168| 0.144630| +----+----+-+---------+---------+---------+---------+ | 24| 78%|+|-1.243938| 0.995245| 0.699422| 0.138211| +----+----+-+---------+---------+---------+---------+ | 25| 78%|-|-1.301520| 0.995245| 0.695954| 0.137783| +----+----+-+---------+---------+---------+---------+ | 26| 78%|+|-1.289883| 0.995245| 0.686705| 0.136072| +----+----+-+---------+---------+---------+---------+ | 27| 78%|-|-1.301687| 0.995245| 0.677457| 0.137783| +----+----+-+---------+---------+---------+---------+ | 28| 77%|+|-1.412982| 0.995245| 0.706358| 0.132221| +----+----+-+---------+---------+---------+---------+ | 29| 77%|-|-1.350668| 0.995245| 0.660116| 0.126230| +----+----+-+---------+---------+---------+---------+ | 30| 77%|+|-1.260471| 0.995245| 0.616185| 0.121951| +----+----+-+---------+---------+---------+---------+ | 31| 75%|-|-1.246231| 0.995245| 0.605780| 0.114249| +----+----+-+---------+---------+---------+---------+ | 32| 75%|+|-1.190716| 0.995245| 0.591908| 0.115961| +----+----+-+---------+---------+---------+---------+ | 33| 75%|-|-1.259804| 0.995245| 0.606936| 0.109542| +----+----+-+---------+---------+---------+---------+ | 34| 75%|+|-1.231054| 0.995245| 0.571098| 0.103124| +----+----+-+---------+---------+---------+---------+ | 35| 74%|-|-1.207819| 0.995245| 0.529480| 0.103124| +----+----+-+---------+---------+---------+---------+ | 36| 74%|+|-1.211276| 0.995245| 0.524855| 0.103979| +----+----+-+---------+---------+---------+---------+ | 37| 74%|-|-1.303269| 0.995245| 0.554913| 0.103124| +----+----+-+---------+---------+---------+---------+ | 38| 73%|+|-1.198606| 0.995245| 0.505202| 0.092854| +----+----+-+---------+---------+---------+---------+ | 39| 72%|-|-1.186346| 0.995245| 0.498266| 0.096277| +----+----+-+---------+---------+---------+---------+ Stage training time: 1676.00 Number of used features: 39 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 0.000958596 BACKGROUND PROCESSING TIME: 26.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.254570| 1.000000| 1.000000| 0.373603| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.333947| 1.000000| 1.000000| 0.361135| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.455794| 1.000000| 1.000000| 0.290628| +----+----+-+---------+---------+---------+---------+ | 4| 97%|+|-0.671721| 1.000000| 1.000000| 0.281169| +----+----+-+---------+---------+---------+---------+ | 5| 97%|-|-0.799106| 1.000000| 1.000000| 0.282889| +----+----+-+---------+---------+---------+---------+ | 6| 84%|+|-1.030152| 1.000000| 1.000000| 0.289338| +----+----+-+---------+---------+---------+---------+ | 7| 84%|-|-1.174730| 0.999317| 0.968641| 0.273001| +----+----+-+---------+---------+---------+---------+ | 8| 84%|+|-1.132431| 0.997952| 0.960511| 0.260103| +----+----+-+---------+---------+---------+---------+ | 9| 84%|-|-1.130197| 0.995222| 0.904762| 0.250645| +----+----+-+---------+---------+---------+---------+ | 10| 84%|+|-1.095064| 0.996587| 0.930314| 0.236887| +----+----+-+---------+---------+---------+---------+ | 11| 84%|-|-1.217333| 0.996587| 0.941928| 0.223130| +----+----+-+---------+---------+---------+---------+ | 12| 83%|+|-1.140895| 0.995222| 0.851336| 0.214101| +----+----+-+---------+---------+---------+---------+ | 13| 83%|-|-1.167721| 0.995222| 0.854820| 0.221840| +----+----+-+---------+---------+---------+---------+ | 14| 82%|+|-1.158142| 0.995904| 0.842044| 0.206363| +----+----+-+---------+---------+---------+---------+ | 15| 82%|-|-1.178867| 0.995222| 0.817654| 0.197764| +----+----+-+---------+---------+---------+---------+ | 16| 82%|+|-1.234515| 0.995222| 0.823461| 0.200344| +----+----+-+---------+---------+---------+---------+ | 17| 79%|-|-1.251366| 0.995222| 0.814170| 0.196475| +----+----+-+---------+---------+---------+---------+ | 18| 79%|+|-1.295179| 0.995222| 0.825784| 0.188306| +----+----+-+---------+---------+---------+---------+ | 19| 79%|-|-1.222121| 0.995222| 0.782811| 0.183577| +----+----+-+---------+---------+---------+---------+ | 20| 78%|+|-1.191267| 0.995222| 0.749129| 0.175838| +----+----+-+---------+---------+---------+---------+ | 21| 79%|-|-1.271948| 0.995222| 0.767712| 0.164230| +----+----+-+---------+---------+---------+---------+ | 22| 78%|+|-1.262135| 0.995222| 0.758420| 0.163801| +----+----+-+---------+---------+---------+---------+ | 23| 78%|-|-1.290226| 0.995222| 0.728223| 0.164660| +----+----+-+---------+---------+---------+---------+ | 24| 77%|+|-1.340900| 0.995222| 0.724739| 0.157782| +----+----+-+---------+---------+---------+---------+ | 25| 77%|-|-1.285764| 0.995222| 0.704994| 0.150473| +----+----+-+---------+---------+---------+---------+ | 26| 77%|+|-1.314920| 0.995222| 0.684088| 0.141015| +----+----+-+---------+---------+---------+---------+ | 27| 76%|-|-1.335003| 0.995222| 0.678281| 0.137145| +----+----+-+---------+---------+---------+---------+ | 28| 76%|+|-1.368166| 0.995222| 0.681765| 0.134566| +----+----+-+---------+---------+---------+---------+ | 29| 75%|-|-1.428547| 0.995222| 0.682927| 0.130696| +----+----+-+---------+---------+---------+---------+ | 30| 75%|+|-1.371471| 0.995222| 0.663182| 0.128977| +----+----+-+---------+---------+---------+---------+ | 31| 75%|-|-1.307975| 0.995222| 0.615563| 0.120808| +----+----+-+---------+---------+---------+---------+ | 32| 74%|+|-1.362998| 0.995222| 0.620209| 0.122958| +----+----+-+---------+---------+---------+---------+ | 33| 74%|-|-1.337199| 0.995222| 0.608595| 0.124248| +----+----+-+---------+---------+---------+---------+ | 34| 74%|+|-1.345444| 0.995222| 0.598142| 0.117799| +----+----+-+---------+---------+---------+---------+ | 35| 73%|-|-1.371651| 0.995222| 0.588850| 0.115649| +----+----+-+---------+---------+---------+---------+ | 36| 73%|+|-1.399986| 0.995222| 0.606272| 0.108770| +----+----+-+---------+---------+---------+---------+ | 37| 73%|-|-1.250247| 0.995222| 0.523810| 0.110920| +----+----+-+---------+---------+---------+---------+ | 38| 72%|+|-1.247899| 0.995222| 0.520325| 0.107911| +----+----+-+---------+---------+---------+---------+ | 39| 72%|-|-1.241176| 0.995222| 0.487805| 0.106191| +----+----+-+---------+---------+---------+---------+ Stage training time: 1642.00 Number of used features: 39 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 0.000915958 BACKGROUND PROCESSING TIME: 26.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.175292| 1.000000| 1.000000| 0.434989| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.542326| 1.000000| 1.000000| 0.434989| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.735154| 1.000000| 1.000000| 0.326566| +----+----+-+---------+---------+---------+---------+ | 4| 89%|+|-0.972367| 1.000000| 1.000000| 0.341253| +----+----+-+---------+---------+---------+---------+ | 5| 89%|-|-1.044355| 1.000000| 1.000000| 0.356803| +----+----+-+---------+---------+---------+---------+ | 6| 89%|+|-0.831481| 0.996571| 0.950992| 0.273002| +----+----+-+---------+---------+---------+---------+ | 7| 86%|-|-0.915397| 0.997257| 0.927655| 0.298488| +----+----+-+---------+---------+---------+---------+ | 8| 86%|+|-0.990495| 0.998628| 0.933489| 0.263499| +----+----+-+---------+---------+---------+---------+ | 9| 85%|-|-0.924042| 0.995199| 0.884481| 0.236717| +----+----+-+---------+---------+---------+---------+ | 10| 84%|+|-1.072614| 0.995199| 0.865811| 0.239309| +----+----+-+---------+---------+---------+---------+ | 11| 84%|-|-1.190899| 0.995199| 0.901984| 0.240173| +----+----+-+---------+---------+---------+---------+ | 12| 84%|+|-1.170346| 0.995199| 0.841307| 0.222894| +----+----+-+---------+---------+---------+---------+ | 13| 83%|-|-1.236390| 0.995199| 0.876313| 0.215551| +----+----+-+---------+---------+---------+---------+ | 14| 82%|+|-1.172558| 0.995199| 0.837806| 0.208207| +----+----+-+---------+---------+---------+---------+ | 15| 81%|-|-1.130656| 0.995885| 0.812135| 0.193521| +----+----+-+---------+---------+---------+---------+ | 16| 81%|+|-1.209350| 0.995199| 0.814469| 0.197408| +----+----+-+---------+---------+---------+---------+ | 17| 81%|-|-1.216596| 0.995199| 0.765461| 0.194384| +----+----+-+---------+---------+---------+---------+ | 18| 80%|+|-1.236685| 0.995199| 0.782964| 0.194384| +----+----+-+---------+---------+---------+---------+ | 19| 80%|-|-1.165388| 0.995199| 0.780630| 0.181425| +----+----+-+---------+---------+---------+---------+ | 20| 81%|+|-1.240064| 0.995199| 0.794632| 0.178834| +----+----+-+---------+---------+---------+---------+ | 21| 81%|-|-1.209646| 0.995199| 0.749125| 0.175378| +----+----+-+---------+---------+---------+---------+ | 22| 81%|+|-1.285812| 0.995199| 0.768961| 0.168898| +----+----+-+---------+---------+---------+---------+ | 23| 79%|-|-1.367643| 0.995199| 0.784131| 0.161555| +----+----+-+---------+---------+---------+---------+ | 24| 79%|+|-1.303228| 0.995199| 0.770128| 0.153348| +----+----+-+---------+---------+---------+---------+ | 25| 78%|-|-1.360568| 0.995199| 0.773629| 0.149028| +----+----+-+---------+---------+---------+---------+ | 26| 79%|+|-1.401141| 0.995199| 0.781797| 0.143844| +----+----+-+---------+---------+---------+---------+ | 27| 79%|-|-1.344243| 0.995199| 0.751459| 0.144276| +----+----+-+---------+---------+---------+---------+ | 28| 78%|+|-1.412042| 0.995199| 0.759627| 0.138229| +----+----+-+---------+---------+---------+---------+ | 29| 78%|-|-1.354020| 0.995199| 0.717620| 0.135205| +----+----+-+---------+---------+---------+---------+ | 30| 78%|+|-1.380854| 0.995199| 0.724621| 0.135637| +----+----+-+---------+---------+---------+---------+ | 31| 78%|-|-1.267249| 0.995199| 0.681447| 0.133045| +----+----+-+---------+---------+---------+---------+ | 32| 78%|+|-1.285755| 0.995199| 0.704784| 0.130886| +----+----+-+---------+---------+---------+---------+ | 33| 78%|-|-1.356833| 0.995199| 0.703617| 0.123542| +----+----+-+---------+---------+---------+---------+ | 34| 77%|+|-1.313120| 0.995199| 0.691949| 0.121382| +----+----+-+---------+---------+---------+---------+ | 35| 77%|-|-1.276517| 0.995199| 0.669778| 0.126566| +----+----+-+---------+---------+---------+---------+ | 36| 76%|+|-1.254463| 0.995199| 0.642940| 0.122678| +----+----+-+---------+---------+---------+---------+ | 37| 77%|-|-1.195774| 0.995199| 0.591599| 0.118359| +----+----+-+---------+---------+---------+---------+ | 38| 76%|+|-1.173983| 0.995199| 0.578763| 0.117495| +----+----+-+---------+---------+---------+---------+ | 39| 76%|-|-1.254607| 0.995199| 0.583431| 0.107127| +----+----+-+---------+---------+---------+---------+ | 40| 76%|+|-1.272469| 0.995199| 0.591599| 0.107559| +----+----+-+---------+---------+---------+---------+ | 41| 76%|-|-1.378085| 0.995199| 0.634772| 0.106695| +----+----+-+---------+---------+---------+---------+ | 42| 75%|+|-1.338254| 0.995199| 0.617270| 0.106263| +----+----+-+---------+---------+---------+---------+ | 43| 75%|-|-1.314881| 0.995199| 0.590432| 0.103672| +----+----+-+---------+---------+---------+---------+ | 44| 75%|+|-1.385432| 0.995199| 0.614936| 0.101944| +----+----+-+---------+---------+---------+---------+ | 45| 74%|-|-1.338447| 0.995199| 0.586931| 0.096328| +----+----+-+---------+---------+---------+---------+ | 46| 75%|+|-1.321865| 0.995199| 0.570595| 0.096328| +----+----+-+---------+---------+---------+---------+ | 47| 74%|-|-1.209314| 0.995199| 0.509918| 0.089849| +----+----+-+---------+---------+---------+---------+ | 48| 74%|+|-1.189674| 0.995199| 0.472579| 0.089417| +----+----+-+---------+---------+---------+---------+ Stage training time: 2013.00 Number of used features: 48 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 0.000543987 BACKGROUND PROCESSING TIME: 42.00 Precalculation time: 3.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.141644| 1.000000| 1.000000| 0.467448| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.191894| 1.000000| 1.000000| 0.408854| +----+----+-+---------+---------+---------+---------+ | 3| 91%|-|-0.326902| 1.000000| 1.000000| 0.319878| +----+----+-+---------+---------+---------+---------+ | 4| 91%|+|-0.474667| 1.000000| 1.000000| 0.319878| +----+----+-+---------+---------+---------+---------+ | 5| 96%|-|-0.868084| 1.000000| 1.000000| 0.292101| +----+----+-+---------+---------+---------+---------+ | 6| 87%|+|-0.966742| 1.000000| 1.000000| 0.274740| +----+----+-+---------+---------+---------+---------+ | 7| 87%|-|-0.913184| 1.000000| 0.994138| 0.269097| +----+----+-+---------+---------+---------+---------+ | 8| 87%|+|-0.969462| 1.000000| 0.996483| 0.256076| +----+----+-+---------+---------+---------+---------+ | 9| 86%|-|-0.868574| 0.995865| 0.902696| 0.247830| +----+----+-+---------+---------+---------+---------+ | 10| 85%|+|-0.908976| 0.995865| 0.892145| 0.231337| +----+----+-+---------+---------+---------+---------+ | 11| 85%|-|-1.243731| 0.995865| 0.910903| 0.234375| +----+----+-+---------+---------+---------+---------+ | 12| 84%|+|-1.210827| 0.995176| 0.901524| 0.233507| +----+----+-+---------+---------+---------+---------+ | 13| 83%|-|-1.449512| 0.995176| 0.940211| 0.229167| +----+----+-+---------+---------+---------+---------+ | 14| 83%|+|-1.386971| 0.995176| 0.922626| 0.204861| +----+----+-+---------+---------+---------+---------+ | 15| 83%|-|-1.482501| 0.995176| 0.919109| 0.203559| +----+----+-+---------+---------+---------+---------+ | 16| 81%|+|-1.395131| 0.995176| 0.868699| 0.197483| +----+----+-+---------+---------+---------+---------+ | 17| 81%|-|-1.262019| 0.995176| 0.837046| 0.187500| +----+----+-+---------+---------+---------+---------+ | 18| 81%|+|-1.247972| 0.995176| 0.834701| 0.186632| +----+----+-+---------+---------+---------+---------+ | 19| 80%|-|-1.308129| 0.995176| 0.803048| 0.180122| +----+----+-+---------+---------+---------+---------+ | 20| 80%|+|-1.382844| 0.995176| 0.824150| 0.170573| +----+----+-+---------+---------+---------+---------+ | 21| 80%|-|-1.321174| 0.995176| 0.786635| 0.169705| +----+----+-+---------+---------+---------+---------+ | 22| 79%|+|-1.370417| 0.995176| 0.791325| 0.161024| +----+----+-+---------+---------+---------+---------+ | 23| 79%|-|-1.326421| 0.995176| 0.753810| 0.161024| +----+----+-+---------+---------+---------+---------+ | 24| 79%|+|-1.280243| 0.995176| 0.731536| 0.156684| +----+----+-+---------+---------+---------+---------+ | 25| 79%|-|-1.191501| 0.995176| 0.692849| 0.161892| +----+----+-+---------+---------+---------+---------+ | 26| 78%|+|-1.219795| 0.995176| 0.684642| 0.156250| +----+----+-+---------+---------+---------+---------+ | 27| 77%|-|-1.274285| 0.995176| 0.679953| 0.152344| +----+----+-+---------+---------+---------+---------+ | 28| 76%|+|-1.280113| 0.995176| 0.667057| 0.146701| +----+----+-+---------+---------+---------+---------+ | 29| 77%|-|-1.271942| 0.995176| 0.656506| 0.142795| +----+----+-+---------+---------+---------+---------+ | 30| 76%|+|-1.262221| 0.995176| 0.642438| 0.135417| +----+----+-+---------+---------+---------+---------+ | 31| 76%|-|-1.220099| 0.995176| 0.618992| 0.132812| +----+----+-+---------+---------+---------+---------+ | 32| 76%|+|-1.218068| 0.995176| 0.615475| 0.128906| +----+----+-+---------+---------+---------+---------+ | 33| 75%|-|-1.172361| 0.995176| 0.579132| 0.130642| +----+----+-+---------+---------+---------+---------+ | 34| 75%|+|-1.166797| 0.995176| 0.567409| 0.129774| +----+----+-+---------+---------+---------+---------+ | 35| 75%|-|-1.249006| 0.995176| 0.590856| 0.122396| +----+----+-+---------+---------+---------+---------+ | 36| 74%|+|-1.274120| 0.995176| 0.593200| 0.121094| +----+----+-+---------+---------+---------+---------+ | 37| 74%|-|-1.219484| 0.995176| 0.555686| 0.118056| +----+----+-+---------+---------+---------+---------+ | 38| 74%|+|-1.142246| 0.995176| 0.513482| 0.117622| +----+----+-+---------+---------+---------+---------+ | 39| 74%|-|-1.265860| 0.995176| 0.552169| 0.109375| +----+----+-+---------+---------+---------+---------+ | 40| 74%|+|-1.287839| 0.995176| 0.560375| 0.108507| +----+----+-+---------+---------+---------+---------+ | 41| 73%|-|-1.158584| 0.995176| 0.509965| 0.102431| +----+----+-+---------+---------+---------+---------+ | 42| 73%|+|-1.233106| 0.995176| 0.529894| 0.105903| +----+----+-+---------+---------+---------+---------+ | 43| 72%|-|-1.153271| 0.995176| 0.484174| 0.101997| +----+----+-+---------+---------+---------+---------+ Stage training time: 1786.00 Number of used features: 43 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 0.000474789 BACKGROUND PROCESSING TIME: 45.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.157230| 1.000000| 1.000000| 0.450502| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.776838| 1.000000| 1.000000| 0.449629| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.639315| 0.999307| 0.967020| 0.297427| +----+----+-+---------+---------+---------+---------+ | 4| 87%|+|-0.887092| 0.998615| 0.965842| 0.296555| +----+----+-+---------+---------+---------+---------+ | 5| 89%|-|-0.802148| 0.996537| 0.937574| 0.327955| +----+----+-+---------+---------+---------+---------+ | 6| 88%|+|-0.783669| 0.995152| 0.928151| 0.332316| +----+----+-+---------+---------+---------+---------+ | 7| 90%|-|-0.869245| 0.996537| 0.931684| 0.310946| +----+----+-+---------+---------+---------+---------+ | 8| 87%|+|-0.949502| 0.996537| 0.932862| 0.311819| +----+----+-+---------+---------+---------+---------+ | 9| 85%|-|-1.036809| 0.995845| 0.915194| 0.286524| +----+----+-+---------+---------+---------+---------+ | 10| 85%|+|-0.988954| 0.997230| 0.893993| 0.261230| +----+----+-+---------+---------+---------+---------+ | 11| 85%|-|-0.922957| 0.995152| 0.835100| 0.255997| +----+----+-+---------+---------+---------+---------+ | 12| 84%|+|-1.037614| 0.995152| 0.838634| 0.238552| +----+----+-+---------+---------+---------+---------+ | 13| 84%|-|-1.068502| 0.995152| 0.826855| 0.243349| +----+----+-+---------+---------+---------+---------+ | 14| 83%|+|-1.011441| 0.995152| 0.808009| 0.247274| +----+----+-+---------+---------+---------+---------+ | 15| 83%|-|-1.042510| 0.995152| 0.803298| 0.239424| +----+----+-+---------+---------+---------+---------+ | 16| 83%|+|-1.084951| 0.995152| 0.815077| 0.238552| +----+----+-+---------+---------+---------+---------+ | 17| 83%|-|-1.156261| 0.995152| 0.825677| 0.226777| +----+----+-+---------+---------+---------+---------+ | 18| 82%|+|-1.173484| 0.995152| 0.829211| 0.226341| +----+----+-+---------+---------+---------+---------+ | 19| 82%|-|-1.215299| 0.995152| 0.813899| 0.223724| +----+----+-+---------+---------+---------+---------+ | 20| 81%|+|-1.243435| 0.995152| 0.839812| 0.208461| +----+----+-+---------+---------+---------+---------+ | 21| 81%|-|-1.168061| 0.995152| 0.798587| 0.200611| +----+----+-+---------+---------+---------+---------+ | 22| 81%|+|-1.274140| 0.995152| 0.840989| 0.187091| +----+----+-+---------+---------+---------+---------+ | 23| 80%|-|-1.235855| 0.995152| 0.800942| 0.184911| +----+----+-+---------+---------+---------+---------+ | 24| 81%|+|-1.213197| 0.995152| 0.806832| 0.181422| +----+----+-+---------+---------+---------+---------+ | 25| 80%|-|-1.140316| 0.995152| 0.760895| 0.173136| +----+----+-+---------+---------+---------+---------+ | 26| 80%|+|-1.210946| 0.995152| 0.784452| 0.164850| +----+----+-+---------+---------+---------+---------+ | 27| 80%|-|-1.241320| 0.995152| 0.767962| 0.154819| +----+----+-+---------+---------+---------+---------+ | 28| 80%|+|-1.146924| 0.995152| 0.749117| 0.154819| +----+----+-+---------+---------+---------+---------+ | 29| 79%|-|-1.181440| 0.995152| 0.763251| 0.152202| +----+----+-+---------+---------+---------+---------+ | 30| 79%|+|-1.224817| 0.995152| 0.782097| 0.146533| +----+----+-+---------+---------+---------+---------+ | 31| 80%|-|-1.184209| 0.995152| 0.757362| 0.143480| +----+----+-+---------+---------+---------+---------+ | 32| 79%|+|-1.278590| 0.995152| 0.756184| 0.141736| +----+----+-+---------+---------+---------+---------+ | 33| 79%|-|-1.198874| 0.995152| 0.700824| 0.140863| +----+----+-+---------+---------+---------+---------+ | 34| 79%|+|-1.201438| 0.995152| 0.696113| 0.136939| +----+----+-+---------+---------+---------+---------+ | 35| 79%|-|-1.221792| 0.995152| 0.691402| 0.133450| +----+----+-+---------+---------+---------+---------+ | 36| 78%|+|-1.214051| 0.995152| 0.677267| 0.122111| +----+----+-+---------+---------+---------+---------+ | 37| 78%|-|-1.158632| 0.995152| 0.632509| 0.120366| +----+----+-+---------+---------+---------+---------+ | 38| 77%|+|-1.267775| 0.995152| 0.669022| 0.119058| +----+----+-+---------+---------+---------+---------+ | 39| 77%|-|-1.170653| 0.995152| 0.594817| 0.121239| +----+----+-+---------+---------+---------+---------+ | 40| 77%|+|-1.236029| 0.995152| 0.643110| 0.119930| +----+----+-+---------+---------+---------+---------+ | 41| 76%|-|-1.177054| 0.995152| 0.593640| 0.115569| +----+----+-+---------+---------+---------+---------+ | 42| 76%|+|-1.290992| 0.995152| 0.630153| 0.117750| +----+----+-+---------+---------+---------+---------+ | 43| 76%|-|-1.235356| 0.995152| 0.590106| 0.112080| +----+----+-+---------+---------+---------+---------+ | 44| 74%|+|-1.259705| 0.995152| 0.604240| 0.107283| +----+----+-+---------+---------+---------+---------+ | 45| 73%|-|-1.121245| 0.995152| 0.528857| 0.108155| +----+----+-+---------+---------+---------+---------+ | 46| 74%|+|-1.097416| 0.995152| 0.514723| 0.108155| +----+----+-+---------+---------+---------+---------+ | 47| 73%|-|-1.056124| 0.995152| 0.482921| 0.106411| +----+----+-+---------+---------+---------+---------+ Stage training time: 1965.00 Number of used features: 47 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 0.00034795 BACKGROUND PROCESSING TIME: 68.00 Precalculation time: 3.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.081212| 1.000000| 1.000000| 0.530237| +----+----+-+---------+---------+---------+---------+ | 2| 88%|+|-0.196118| 1.000000| 1.000000| 0.435145| +----+----+-+---------+---------+---------+---------+ | 3| 88%|-|-0.450773| 1.000000| 1.000000| 0.471078| +----+----+-+---------+---------+---------+---------+ | 4| 94%|+|-0.520817| 1.000000| 1.000000| 0.397897| +----+----+-+---------+---------+---------+---------+ | 5| 88%|-|-0.896644| 1.000000| 1.000000| 0.304119| +----+----+-+---------+---------+---------+---------+ | 6| 88%|+|-0.707597| 0.995129| 0.928994| 0.355390| +----+----+-+---------+---------+---------+---------+ | 7| 87%|-|-0.800609| 0.996521| 0.940828| 0.317704| +----+----+-+---------+---------+---------+---------+ | 8| 85%|+|-0.864331| 0.996521| 0.934911| 0.297108| +----+----+-+---------+---------+---------+---------+ | 9| 87%|-|-0.935006| 0.995129| 0.939645| 0.294479| +----+----+-+---------+---------+---------+---------+ | 10| 85%|+|-0.969255| 0.997912| 0.944379| 0.287029| +----+----+-+---------+---------+---------+---------+ | 11| 85%|-|-0.987724| 0.995129| 0.894675| 0.269939| +----+----+-+---------+---------+---------+---------+ | 12| 85%|+|-1.020850| 0.995129| 0.895858| 0.261613| +----+----+-+---------+---------+---------+---------+ | 13| 84%|-|-1.113034| 0.995129| 0.905325| 0.245837| +----+----+-+---------+---------+---------+---------+ | 14| 83%|+|-1.136152| 0.995129| 0.876923| 0.253287| +----+----+-+---------+---------+---------+---------+ | 15| 84%|-|-1.072339| 0.995129| 0.841420| 0.233567| +----+----+-+---------+---------+---------+---------+ | 16| 84%|+|-1.081902| 0.995129| 0.844970| 0.232691| +----+----+-+---------+---------+---------+---------+ | 17| 83%|-|-1.185525| 0.995129| 0.860355| 0.218668| +----+----+-+---------+---------+---------+---------+ | 18| 83%|+|-1.114215| 0.995129| 0.837870| 0.214724| +----+----+-+---------+---------+---------+---------+ | 19| 83%|-|-1.111167| 0.995129| 0.816568| 0.218668| +----+----+-+---------+---------+---------+---------+ | 20| 83%|+|-1.098476| 0.995129| 0.814201| 0.214724| +----+----+-+---------+---------+---------+---------+ | 21| 83%|-|-1.140731| 0.995129| 0.794083| 0.212095| +----+----+-+---------+---------+---------+---------+ | 22| 83%|+|-1.086126| 0.995129| 0.781065| 0.205083| +----+----+-+---------+---------+---------+---------+ | 23| 82%|-|-1.147165| 0.995129| 0.764497| 0.195004| +----+----+-+---------+---------+---------+---------+ | 24| 81%|+|-1.094592| 0.995129| 0.744379| 0.191060| +----+----+-+---------+---------+---------+---------+ | 25| 81%|-|-1.076086| 0.995129| 0.691124| 0.180982| +----+----+-+---------+---------+---------+---------+ | 26| 81%|+|-1.073884| 0.995129| 0.687574| 0.173532| +----+----+-+---------+---------+---------+---------+ | 27| 80%|-|-1.059333| 0.995129| 0.668639| 0.164330| +----+----+-+---------+---------+---------+---------+ | 28| 80%|+|-1.095909| 0.995129| 0.673373| 0.163891| +----+----+-+---------+---------+---------+---------+ | 29| 79%|-|-1.118570| 0.995129| 0.673373| 0.166959| +----+----+-+---------+---------+---------+---------+ | 30| 80%|+|-1.064450| 0.995129| 0.654438| 0.165644| +----+----+-+---------+---------+---------+---------+ | 31| 79%|-|-1.124425| 0.995129| 0.666272| 0.161700| +----+----+-+---------+---------+---------+---------+ | 32| 79%|+|-1.113693| 0.995129| 0.660355| 0.152936| +----+----+-+---------+---------+---------+---------+ | 33| 78%|-|-1.159000| 0.995129| 0.655621| 0.147677| +----+----+-+---------+---------+---------+---------+ | 34| 79%|+|-1.165577| 0.995129| 0.663905| 0.146801| +----+----+-+---------+---------+---------+---------+ | 35| 78%|-|-1.110715| 0.995129| 0.626036| 0.142419| +----+----+-+---------+---------+---------+---------+ | 36| 78%|+|-1.114990| 0.995129| 0.624852| 0.141104| +----+----+-+---------+---------+---------+---------+ | 37| 78%|-|-1.169229| 0.995129| 0.639053| 0.142857| +----+----+-+---------+---------+---------+---------+ Data dir name: cascade Vec file name: samples BG file name: bg.txt Num pos: 17000 Num neg: 10000 Num stages: 20 Num splits: 1 (stump 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: BASIC Width: 30 Height: 20 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: 9.53674e-07 Stage 0 loaded Stage 1 loaded Stage 2 loaded Stage 3 loaded Stage 4 loaded Stage 5 loaded Stage 6 loaded Stage 7 loaded Stage 8 loaded Stage 9 loaded Stage 10 loaded Stage 11 loaded Stage 12 loaded Stage 13 loaded Stage 14 loaded Stage 15 loaded Stage 16 loaded 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 Number of features used : 87180 Parent node: 16 *** 1 cluster *** POS: 1437 1556 0.923522 NEG: 845 0.00021308 BACKGROUND PROCESSING TIME: 118.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.129130| 1.000000| 1.000000| 0.477213| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.684167| 1.000000| 1.000000| 0.477213| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.882628| 1.000000| 1.000000| 0.354075| +----+----+-+---------+---------+---------+---------+ | 4| 89%|+|-1.002258| 1.000000| 1.000000| 0.354075| +----+----+-+---------+---------+---------+---------+ | 5| 89%|-|-0.844297| 0.995129| 0.891124| 0.363716| +----+----+-+---------+---------+---------+---------+ | 6| 93%|+|-0.929822| 0.995129| 0.891124| 0.323839| +----+----+-+---------+---------+---------+---------+ | 7| 90%|-|-0.919673| 0.995825| 0.895858| 0.320333| +----+----+-+---------+---------+---------+---------+ | 8| 88%|+|-0.991889| 0.995825| 0.897041| 0.308501| +----+----+-+---------+---------+---------+---------+ | 9| 86%|-|-1.038343| 0.997216| 0.897041| 0.286591| +----+----+-+---------+---------+---------+---------+ | 10| 87%|+|-1.102710| 0.995129| 0.893491| 0.276512| +----+----+-+---------+---------+---------+---------+ | 11| 86%|-|-1.036633| 0.995825| 0.885207| 0.276074| +----+----+-+---------+---------+---------+---------+ | 12| 85%|+|-1.048761| 0.995129| 0.876923| 0.268186| +----+----+-+---------+---------+---------+---------+ | 13| 85%|-|-1.082835| 0.995129| 0.837870| 0.271253| +----+----+-+---------+---------+---------+---------+ | 14| 84%|+|-1.080750| 0.995825| 0.856805| 0.255039| +----+----+-+---------+---------+---------+---------+ | 15| 84%|-|-1.107927| 0.995129| 0.834320| 0.241893| +----+----+-+---------+---------+---------+---------+ | 16| 83%|+|-1.175214| 0.995129| 0.847337| 0.244522| +----+----+-+---------+---------+---------+---------+ | 17| 82%|-|-1.220111| 0.995129| 0.866272| 0.229185| +----+----+-+---------+---------+---------+---------+ | 18| 83%|+|-1.212170| 0.995129| 0.865089| 0.223050| +----+----+-+---------+---------+---------+---------+ | 19| 82%|-|-1.129003| 0.995129| 0.801183| 0.228747| +----+----+-+---------+---------+---------+---------+ | 20| 82%|+|-1.231490| 0.995129| 0.847337| 0.208151| +----+----+-+---------+---------+---------+---------+ | 21| 81%|-|-1.189222| 0.995129| 0.816568| 0.200701| +----+----+-+---------+---------+---------+---------+ | 22| 81%|+|-1.217643| 0.995129| 0.833136| 0.188869| +----+----+-+---------+---------+---------+---------+ | 23| 82%|-|-1.159350| 0.995129| 0.765680| 0.188431| +----+----+-+---------+---------+---------+---------+ | 24| 80%|+|-1.184933| 0.995129| 0.766864| 0.187555| +----+----+-+---------+---------+---------+---------+ | 25| 81%|-|-1.134108| 0.995129| 0.738462| 0.180543| +----+----+-+---------+---------+---------+---------+ | 26| 80%|+|-1.119755| 0.995129| 0.727811| 0.175723| +----+----+-+---------+---------+---------+---------+ | 27| 80%|-|-1.224421| 0.995129| 0.757396| 0.170026| +----+----+-+---------+---------+---------+---------+ | 28| 80%|+|-1.178028| 0.995129| 0.736095| 0.166082| +----+----+-+---------+---------+---------+---------+ | 29| 80%|-|-1.163516| 0.995129| 0.705325| 0.151621| +----+----+-+---------+---------+---------+---------+ | 30| 80%|+|-1.203699| 0.995129| 0.718343| 0.152060| +----+----+-+---------+---------+---------+---------+ | 31| 80%|-|-1.222185| 0.995129| 0.704142| 0.151621| +----+----+-+---------+---------+---------+---------+ | 32| 79%|+|-1.185288| 0.995129| 0.673373| 0.145048| +----+----+-+---------+---------+---------+---------+ | 33| 79%|-|-1.231609| 0.995129| 0.687574| 0.145486| +----+----+-+---------+---------+---------+---------+ | 34| 79%|+|-1.105378| 0.995129| 0.597633| 0.144172| +----+----+-+---------+---------+---------+---------+ | 35| 79%|-|-1.215861| 0.995129| 0.650888| 0.134969| +----+----+-+---------+---------+---------+---------+ | 36| 78%|+|-1.172971| 0.995129| 0.633136| 0.142419| +----+----+-+---------+---------+---------+---------+ | 37| 79%|-|-1.143386| 0.995129| 0.605917| 0.140228| +----+----+-+---------+---------+---------+---------+ | 38| 78%|+|-1.175018| 0.995129| 0.633136| 0.134969| +----+----+-+---------+---------+---------+---------+ | 39| 78%|-|-1.171161| 0.995129| 0.592899| 0.132340| +----+----+-+---------+---------+---------+---------+ | 40| 77%|+|-1.180525| 0.995129| 0.588166| 0.132778| +----+----+-+---------+---------+---------+---------+ | 41| 77%|-|-1.199145| 0.995129| 0.582249| 0.127958| +----+----+-+---------+---------+---------+---------+ | 42| 77%|+|-1.210299| 0.995129| 0.576331| 0.120947| +----+----+-+---------+---------+---------+---------+ | 43| 77%|-|-1.261637| 0.995129| 0.592899| 0.118317| +----+----+-+---------+---------+---------+---------+ | 44| 75%|+|-1.228006| 0.995129| 0.572781| 0.118317| +----+----+-+---------+---------+---------+---------+ | 45| 76%|-|-1.219299| 0.995129| 0.560947| 0.115250| +----+----+-+---------+---------+---------+---------+ | 46| 76%|+|-1.184483| 0.995129| 0.536095| 0.118317| +----+----+-+---------+---------+---------+---------+ | 47| 75%|-|-1.098538| 0.995129| 0.489941| 0.111306| +----+----+-+---------+---------+---------+---------+ Stage training time: 1987.00 Number of used features: 47 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 0.000183315 BACKGROUND PROCESSING TIME: 131.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.103944| 1.000000| 1.000000| 0.500220| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.407176| 1.000000| 1.000000| 0.335535| +----+----+-+---------+---------+---------+---------+ | 3| 90%|-|-0.590621| 1.000000| 1.000000| 0.383091| +----+----+-+---------+---------+---------+---------+ | 4| 90%|+|-0.924955| 1.000000| 1.000000| 0.390137| +----+----+-+---------+---------+---------+---------+ | 5| 91%|-|-0.874964| 0.995804| 0.985731| 0.312197| +----+----+-+---------+---------+---------+---------+ | 6| 88%|+|-0.865669| 0.995804| 0.971463| 0.304712| +----+----+-+---------+---------+---------+---------+ | 7| 88%|-|-0.988332| 0.995804| 0.978597| 0.333774| +----+----+-+---------+---------+---------+---------+ | 8| 89%|+|-0.985339| 0.995105| 0.953627| 0.306033| +----+----+-+---------+---------+---------+---------+ | 9| 87%|-|-0.979428| 0.996503| 0.947681| 0.306033| +----+----+-+---------+---------+---------+---------+ | 10| 86%|+|-1.029902| 0.995105| 0.944114| 0.288419| +----+----+-+---------+---------+---------+---------+ | 11| 86%|-|-1.156898| 0.995105| 0.957194| 0.266843| +----+----+-+---------+---------+---------+---------+ | 12| 85%|+|-1.065927| 0.995105| 0.946492| 0.279172| +----+----+-+---------+---------+---------+---------+ | 13| 87%|-|-1.099336| 0.995804| 0.953627| 0.258476| +----+----+-+---------+---------+---------+---------+ | 14| 86%|+|-1.054182| 0.995105| 0.912010| 0.261118| +----+----+-+---------+---------+---------+---------+ | 15| 85%|-|-1.175667| 0.995105| 0.919144| 0.236019| +----+----+-+---------+---------+---------+---------+ | 16| 84%|+|-1.266283| 0.995105| 0.925089| 0.238221| +----+----+-+---------+---------+---------+---------+ | 17| 84%|-|-1.114961| 0.995105| 0.883472| 0.228534| +----+----+-+---------+---------+---------+---------+ | 18| 84%|+|-1.215034| 0.995105| 0.900119| 0.221048| +----+----+-+---------+---------+---------+---------+ | 19| 84%|-|-1.246629| 0.995105| 0.897741| 0.221488| +----+----+-+---------+---------+---------+---------+ | 20| 83%|+|-1.290759| 0.995105| 0.898930| 0.211801| +----+----+-+---------+---------+---------+---------+ | 21| 83%|-|-1.198554| 0.995105| 0.844233| 0.210040| +----+----+-+---------+---------+---------+---------+ | 22| 82%|+|-1.176738| 0.995105| 0.840666| 0.208278| +----+----+-+---------+---------+---------+---------+ | 23| 82%|-|-1.165039| 0.995105| 0.822830| 0.205196| +----+----+-+---------+---------+---------+---------+ | 24| 82%|+|-1.144860| 0.995105| 0.809750| 0.202994| +----+----+-+---------+---------+---------+---------+ | 25| 82%|-|-1.111326| 0.995105| 0.784780| 0.196830| +----+----+-+---------+---------+---------+---------+ | 26| 81%|+|-1.200172| 0.995105| 0.815696| 0.192867| +----+----+-+---------+---------+---------+---------+ | 27| 81%|-|-1.092952| 0.995105| 0.749108| 0.198591| +----+----+-+---------+---------+---------+---------+ | 28| 81%|+|-1.123285| 0.995105| 0.758621| 0.195949| +----+----+-+---------+---------+---------+---------+ | 29| 79%|-|-1.094586| 0.995105| 0.737218| 0.178776| +----+----+-+---------+---------+---------+---------+ | 30| 80%|+|-1.085589| 0.995105| 0.726516| 0.179657| +----+----+-+---------+---------+---------+---------+ | 31| 80%|-|-1.176079| 0.995105| 0.741974| 0.177455| +----+----+-+---------+---------+---------+---------+ | 32| 80%|+|-1.153568| 0.995105| 0.730083| 0.178336| +----+----+-+---------+---------+---------+---------+ | 33| 80%|-|-1.168637| 0.995105| 0.730083| 0.161162| +----+----+-+---------+---------+---------+---------+ | 34| 80%|+|-1.179389| 0.995105| 0.737218| 0.162924| +----+----+-+---------+---------+---------+---------+ | 35| 80%|-|-1.225697| 0.995105| 0.762188| 0.158520| +----+----+-+---------+---------+---------+---------+ | 36| 80%|+|-1.196476| 0.995105| 0.743163| 0.159401| +----+----+-+---------+---------+---------+---------+ | 37| 80%|-|-1.217919| 0.995105| 0.734839| 0.149273| +----+----+-+---------+---------+---------+---------+ | 38| 80%|+|-1.189710| 0.995105| 0.705113| 0.154117| +----+----+-+---------+---------+---------+---------+ | 39| 79%|-|-1.185431| 0.995105| 0.697979| 0.148833| +----+----+-+---------+---------+---------+---------+ | 40| 80%|+|-1.046637| 0.995105| 0.624257| 0.140907| +----+----+-+---------+---------+---------+---------+ | 41| 79%|-|-1.144791| 0.995105| 0.657551| 0.137825| +----+----+-+---------+---------+---------+---------+ | 42| 80%|+|-1.044007| 0.995105| 0.590963| 0.123734| +----+----+-+---------+---------+---------+---------+ | 43| 80%|-|-1.060218| 0.995105| 0.587396| 0.130339| +----+----+-+---------+---------+---------+---------+ | 44| 79%|+|-1.085268| 0.995105| 0.585018| 0.127257| +----+----+-+---------+---------+---------+---------+ | 45| 79%|-|-1.131936| 0.995105| 0.612366| 0.124615| +----+----+-+---------+---------+---------+---------+ | 46| 78%|+|-1.111203| 0.995105| 0.595719| 0.116689| +----+----+-+---------+---------+---------+---------+ | 47| 78%|-|-1.082888| 0.995105| 0.560048| 0.114487| +----+----+-+---------+---------+---------+---------+ | 48| 78%|+|-1.129142| 0.995105| 0.579073| 0.112285| +----+----+-+---------+---------+---------+---------+ | 49| 78%|-|-1.147598| 0.995105| 0.582640| 0.110524| +----+----+-+---------+---------+---------+---------+ | 50| 77%|+|-1.065582| 0.995105| 0.535077| 0.114927| +----+----+-+---------+---------+---------+---------+ | 51| 77%|-|-1.050856| 0.995105| 0.519620| 0.110524| +----+----+-+---------+---------+---------+---------+ | 52| 77%|+|-1.013802| 0.995105| 0.495838| 0.110084| +----+----+-+---------+---------+---------+---------+ Stage training time: 2219.00 Number of used features: 52 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 0.000230003 BACKGROUND PROCESSING TIME: 105.00 Precalculation time: 3.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.293642| 1.000000| 1.000000| 0.352655| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.428220| 1.000000| 1.000000| 0.352655| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.379195| 0.995081| 0.893668| 0.350442| +----+----+-+---------+---------+---------+---------+ | 4| 97%|+|-0.508377| 0.995081| 0.897252| 0.322124| +----+----+-+---------+---------+---------+---------+ | 5| 88%|-|-0.739475| 0.995081| 0.900836| 0.303540| +----+----+-+---------+---------+---------+---------+ | 6| 92%|+|-0.776687| 0.995081| 0.900836| 0.302212| +----+----+-+---------+---------+---------+---------+ | 7| 86%|-|-0.864540| 0.995081| 0.902031| 0.309735| +----+----+-+---------+---------+---------+---------+ | 8| 88%|+|-0.872203| 0.995081| 0.902031| 0.310619| +----+----+-+---------+---------+---------+---------+ | 9| 86%|-|-0.966907| 0.997892| 0.910394| 0.284513| +----+----+-+---------+---------+---------+---------+ | 10| 87%|+|-0.975710| 0.997892| 0.910394| 0.276991| +----+----+-+---------+---------+---------+---------+ | 11| 86%|-|-0.932774| 0.995081| 0.807646| 0.281416| +----+----+-+---------+---------+---------+---------+ | 12| 84%|+|-0.994548| 0.995081| 0.804062| 0.279204| +----+----+-+---------+---------+---------+---------+ | 13| 84%|-|-1.064726| 0.995081| 0.860215| 0.248673| +----+----+-+---------+---------+---------+---------+ | 14| 84%|+|-1.038442| 0.995081| 0.854241| 0.240265| +----+----+-+---------+---------+---------+---------+ | 15| 85%|-|-1.058220| 0.995081| 0.835125| 0.227876| +----+----+-+---------+---------+---------+---------+ | 16| 84%|+|-1.103415| 0.995081| 0.825567| 0.230531| +----+----+-+---------+---------+---------+---------+ | 17| 84%|-|-1.108474| 0.995081| 0.808841| 0.219027| +----+----+-+---------+---------+---------+---------+ | 18| 84%|+|-1.176575| 0.995784| 0.792115| 0.206195| +----+----+-+---------+---------+---------+---------+ | 19| 83%|-|-1.176549| 0.995081| 0.778973| 0.206637| +----+----+-+---------+---------+---------+---------+ | 20| 83%|+|-1.141929| 0.995081| 0.778973| 0.207080| +----+----+-+---------+---------+---------+---------+ | 21| 82%|-|-1.241232| 0.995081| 0.788530| 0.200885| +----+----+-+---------+---------+---------+---------+ | 22| 82%|+|-1.198639| 0.995081| 0.771804| 0.191150| +----+----+-+---------+---------+---------+---------+ | 23| 81%|-|-1.195404| 0.995081| 0.750299| 0.182301| +----+----+-+---------+---------+---------+---------+ | 24| 81%|+|-1.285699| 0.995081| 0.775388| 0.180531| +----+----+-+---------+---------+---------+---------+ | 25| 81%|-|-1.291522| 0.995081| 0.731183| 0.169027| +----+----+-+---------+---------+---------+---------+ | 26| 80%|+|-1.284733| 0.995081| 0.747909| 0.171681| +----+----+-+---------+---------+---------+---------+ | 27| 80%|-|-1.177349| 0.995081| 0.690562| 0.163717| +----+----+-+---------+---------+---------+---------+ | 28| 80%|+|-1.157116| 0.995081| 0.691756| 0.166814| +----+----+-+---------+---------+---------+---------+ | 29| 80%|-|-1.238108| 0.995081| 0.721625| 0.161062| +----+----+-+---------+---------+---------+---------+ | 30| 80%|+|-1.115269| 0.995081| 0.654719| 0.154425| +----+----+-+---------+---------+---------+---------+ | 31| 80%|-|-1.081955| 0.995081| 0.633214| 0.150442| +----+----+-+---------+---------+---------+---------+ | 32| 79%|+|-1.082590| 0.995081| 0.627240| 0.152212| +----+----+-+---------+---------+---------+---------+ | 33| 79%|-|-1.056047| 0.995081| 0.609319| 0.153097| +----+----+-+---------+---------+---------+---------+ | 34| 79%|+|-1.088542| 0.995081| 0.618877| 0.152655| +----+----+-+---------+---------+---------+---------+ | 35| 79%|-|-1.090336| 0.995081| 0.604540| 0.149115| +----+----+-+---------+---------+---------+---------+ | 36| 77%|+|-1.066014| 0.995081| 0.590203| 0.147345| +----+----+-+---------+---------+---------+---------+ | 37| 77%|-|-1.097984| 0.995081| 0.611708| 0.135398| +----+----+-+---------+---------+---------+---------+ | 38| 78%|+|-1.115746| 0.995081| 0.612903| 0.136726| +----+----+-+---------+---------+---------+---------+ | 39| 78%|-|-1.097135| 0.995081| 0.594982| 0.135398| +----+----+-+---------+---------+---------+---------+ | 40| 78%|+|-1.095909| 0.995081| 0.581840| 0.128319| +----+----+-+---------+---------+---------+---------+ | 41| 78%|-|-1.171992| 0.995081| 0.598566| 0.124336| +----+----+-+---------+---------+---------+---------+ | 42| 78%|+|-1.193929| 0.995081| 0.600956| 0.123451| +----+----+-+---------+---------+---------+---------+ | 43| 77%|-|-1.080813| 0.995081| 0.545998| 0.118584| +----+----+-+---------+---------+---------+---------+ | 44| 77%|+|-1.057890| 0.995081| 0.537634| 0.115487| +----+----+-+---------+---------+---------+---------+ | 45| 77%|-|-1.010316| 0.995081| 0.511350| 0.116814| +----+----+-+---------+---------+---------+---------+ | 46| 76%|+|-1.007778| 0.995081| 0.498208| 0.113717| +----+----+-+---------+---------+---------+---------+ Stage training time: 1934.00 Number of used features: 46 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 9.53037e-05 BACKGROUND PROCESSING TIME: 254.00 Required number of stages achieved. Branch training terminated. 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