Data dir name: cascade2 Vec file name: samples BG file name: bg.txt Num pos: 17000 Num neg: 10000 Num stages: 35 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: 2.91038e-11 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 Stage 17 loaded Stage 18 loaded Stage 19 loaded 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 Number of features used : 87180 Parent node: 19 *** 1 cluster *** POS: 1416 1556 0.910026 NEG: 832 4.93081e-05 BACKGROUND PROCESSING TIME: 535.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.112883| 1.000000| 1.000000| 0.487989| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.382258| 1.000000| 1.000000| 0.487989| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.669571| 1.000000| 1.000000| 0.343416| +----+----+-+---------+---------+---------+---------+ | 4|100%|+|-0.771946| 1.000000| 1.000000| 0.400801| +----+----+-+---------+---------+---------+---------+ | 5| 95%|-|-0.961567| 1.000000| 1.000000| 0.323843| +----+----+-+---------+---------+---------+---------+ | 6| 90%|+|-0.731659| 0.995057| 0.967548| 0.339413| +----+----+-+---------+---------+---------+---------+ | 7| 89%|-|-1.079485| 0.995763| 0.980769| 0.314057| +----+----+-+---------+---------+---------+---------+ | 8| 88%|+|-1.110955| 0.995057| 0.983173| 0.312722| +----+----+-+---------+---------+---------+---------+ | 9| 88%|-|-0.958652| 0.995057| 0.959135| 0.301601| +----+----+-+---------+---------+---------+---------+ | 10| 88%|+|-1.123413| 0.995057| 0.954327| 0.301157| +----+----+-+---------+---------+---------+---------+ | 11| 88%|-|-1.046425| 0.995057| 0.953125| 0.281139| +----+----+-+---------+---------+---------+---------+ | 12| 86%|+|-1.126387| 0.995057| 0.942308| 0.293149| +----+----+-+---------+---------+---------+---------+ | 13| 86%|-|-1.264575| 0.995057| 0.965144| 0.275801| +----+----+-+---------+---------+---------+---------+ | 14| 86%|+|-1.229764| 0.995057| 0.957933| 0.279359| +----+----+-+---------+---------+---------+---------+ | 15| 86%|-|-1.179367| 0.995057| 0.931490| 0.261566| +----+----+-+---------+---------+---------+---------+ | 16| 86%|+|-1.195159| 0.995057| 0.927885| 0.257117| +----+----+-+---------+---------+---------+---------+ | 17| 85%|-|-1.202625| 0.995057| 0.917067| 0.268683| +----+----+-+---------+---------+---------+---------+ | 18| 85%|+|-1.174538| 0.995057| 0.902644| 0.244662| +----+----+-+---------+---------+---------+---------+ | 19| 85%|-|-1.197362| 0.995057| 0.894231| 0.249110| +----+----+-+---------+---------+---------+---------+ | 20| 84%|+|-1.218842| 0.995057| 0.882212| 0.237544| +----+----+-+---------+---------+---------+---------+ | 21| 84%|-|-1.264830| 0.995057| 0.879808| 0.240214| +----+----+-+---------+---------+---------+---------+ | 22| 83%|+|-1.310998| 0.995057| 0.875000| 0.226868| +----+----+-+---------+---------+---------+---------+ | 23| 83%|-|-1.275715| 0.995057| 0.866587| 0.219306| +----+----+-+---------+---------+---------+---------+ | 24| 83%|+|-1.331087| 0.995057| 0.879808| 0.213968| +----+----+-+---------+---------+---------+---------+ | 25| 82%|-|-1.378353| 0.995057| 0.887019| 0.217082| +----+----+-+---------+---------+---------+---------+ | 26| 82%|+|-1.298779| 0.995057| 0.868990| 0.219306| +----+----+-+---------+---------+---------+---------+ | 27| 82%|-|-1.246784| 0.995057| 0.843750| 0.197954| +----+----+-+---------+---------+---------+---------+ | 28| 82%|+|-1.283380| 0.995057| 0.852163| 0.198843| +----+----+-+---------+---------+---------+---------+ | 29| 82%|-|-1.293116| 0.995057| 0.846154| 0.199288| +----+----+-+---------+---------+---------+---------+ | 30| 82%|+|-1.296761| 0.995057| 0.844952| 0.198399| +----+----+-+---------+---------+---------+---------+ | 31| 82%|-|-1.335713| 0.995057| 0.850962| 0.191281| +----+----+-+---------+---------+---------+---------+ | 32| 81%|+|-1.322470| 0.995057| 0.826923| 0.183719| +----+----+-+---------+---------+---------+---------+ | 33| 81%|-|-1.288907| 0.995057| 0.810096| 0.180605| +----+----+-+---------+---------+---------+---------+ | 34| 81%|+|-1.328744| 0.995057| 0.819712| 0.173488| +----+----+-+---------+---------+---------+---------+ | 35| 81%|-|-1.354059| 0.995057| 0.807692| 0.176601| +----+----+-+---------+---------+---------+---------+ | 36| 81%|+|-1.394906| 0.995057| 0.824519| 0.170374| +----+----+-+---------+---------+---------+---------+ | 37| 80%|-|-1.268938| 0.995057| 0.763221| 0.165925| +----+----+-+---------+---------+---------+---------+ | 38| 80%|+|-1.289122| 0.995057| 0.768029| 0.164591| +----+----+-+---------+---------+---------+---------+ | 39| 80%|-|-1.295590| 0.995057| 0.760817| 0.157473| +----+----+-+---------+---------+---------+---------+ | 40| 80%|+|-1.278657| 0.995057| 0.754808| 0.161032| +----+----+-+---------+---------+---------+---------+ | 41| 79%|-|-1.249175| 0.995057| 0.729567| 0.164146| +----+----+-+---------+---------+---------+---------+ | 42| 79%|+|-1.264056| 0.995057| 0.725962| 0.157473| +----+----+-+---------+---------+---------+---------+ | 43| 80%|-|-1.258104| 0.995057| 0.724760| 0.155249| +----+----+-+---------+---------+---------+---------+ | 44| 79%|+|-1.248886| 0.995057| 0.718750| 0.155249| +----+----+-+---------+---------+---------+---------+ | 45| 79%|-|-1.214359| 0.995057| 0.698317| 0.146352| +----+----+-+---------+---------+---------+---------+ | 46| 79%|+|-1.249917| 0.995057| 0.692308| 0.149021| +----+----+-+---------+---------+---------+---------+ | 47| 79%|-|-1.286776| 0.995057| 0.712740| 0.143238| +----+----+-+---------+---------+---------+---------+ | 48| 78%|+|-1.187444| 0.995057| 0.659856| 0.146352| +----+----+-+---------+---------+---------+---------+ | 49| 78%|-|-1.261709| 0.995057| 0.683894| 0.134786| +----+----+-+---------+---------+---------+---------+ | 50| 78%|+|-1.227542| 0.995057| 0.659856| 0.133007| +----+----+-+---------+---------+---------+---------+ | 51| 77%|-|-1.186581| 0.995057| 0.638221| 0.134786| +----+----+-+---------+---------+---------+---------+ | 52| 77%|+|-1.259277| 0.995057| 0.664663| 0.130783| +----+----+-+---------+---------+---------+---------+ | 53| 77%|-|-1.196979| 0.995057| 0.640625| 0.129004| +----+----+-+---------+---------+---------+---------+ | 54| 76%|+|-1.172537| 0.995057| 0.628606| 0.129448| +----+----+-+---------+---------+---------+---------+ | 55| 76%|-|-1.251393| 0.995057| 0.634615| 0.118327| +----+----+-+---------+---------+---------+---------+ | 56| 77%|+|-1.169681| 0.995057| 0.598558| 0.118327| +----+----+-+---------+---------+---------+---------+ | 57| 76%|-|-1.206423| 0.995057| 0.610577| 0.115658| +----+----+-+---------+---------+---------+---------+ | 58| 76%|+|-1.167937| 0.995057| 0.593750| 0.117438| +----+----+-+---------+---------+---------+---------+ | 59| 76%|-|-1.309998| 0.995057| 0.640625| 0.115214| +----+----+-+---------+---------+---------+---------+ | 60| 76%|+|-1.246453| 0.995057| 0.606971| 0.115658| +----+----+-+---------+---------+---------+---------+ | 61| 75%|-|-1.210095| 0.995057| 0.588942| 0.117438| +----+----+-+---------+---------+---------+---------+ | 62| 76%|+|-1.213786| 0.995057| 0.579327| 0.109875| +----+----+-+---------+---------+---------+---------+ | 63| 75%|-|-1.136576| 0.995057| 0.536058| 0.108541| +----+----+-+---------+---------+---------+---------+ | 64| 75%|+|-1.197000| 0.995057| 0.563702| 0.104537| +----+----+-+---------+---------+---------+---------+ | 65| 75%|-|-1.142348| 0.995057| 0.534856| 0.108541| +----+----+-+---------+---------+---------+---------+ | 66| 75%|+|-1.214500| 0.995057| 0.557692| 0.102758| +----+----+-+---------+---------+---------+---------+ | 67| 75%|-|-1.077586| 0.995057| 0.481971| 0.101423| +----+----+-+---------+---------+---------+---------+ Stage training time: 2758.00 Number of used features: 67 Parent node: 19 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19--20 Parent node: 20 *** 1 cluster *** POS: 1409 1556 0.905527 NEG: 828 5.75146e-05 BACKGROUND PROCESSING TIME: 474.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.170158| 1.000000| 1.000000| 0.430040| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.309407| 1.000000| 1.000000| 0.350916| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.664535| 1.000000| 1.000000| 0.350022| +----+----+-+---------+---------+---------+---------+ | 4| 89%|+|-0.836119| 1.000000| 1.000000| 0.383549| +----+----+-+---------+---------+---------+---------+ | 5| 89%|-|-0.898805| 1.000000| 1.000000| 0.355387| +----+----+-+---------+---------+---------+---------+ | 6| 92%|+|-0.985247| 1.000000| 1.000000| 0.340635| +----+----+-+---------+---------+---------+---------+ | 7| 87%|-|-0.844337| 0.997161| 0.974638| 0.315601| +----+----+-+---------+---------+---------+---------+ | 8| 89%|+|-0.862007| 0.995032| 0.956522| 0.314707| +----+----+-+---------+---------+---------+---------+ | 9| 88%|-|-0.891493| 0.995032| 0.960145| 0.299955| +----+----+-+---------+---------+---------+---------+ | 10| 88%|+|-0.970526| 0.995032| 0.956522| 0.299508| +----+----+-+---------+---------+---------+---------+ | 11| 89%|-|-0.997013| 0.995032| 0.946860| 0.283862| +----+----+-+---------+---------+---------+---------+ | 12| 86%|+|-1.055745| 0.995032| 0.932367| 0.284309| +----+----+-+---------+---------+---------+---------+ | 13| 86%|-|-1.014914| 0.995032| 0.926328| 0.277157| +----+----+-+---------+---------+---------+---------+ | 14| 86%|+|-1.000398| 0.995032| 0.910628| 0.274922| +----+----+-+---------+---------+---------+---------+ | 15| 86%|-|-1.078529| 0.995032| 0.911836| 0.258382| +----+----+-+---------+---------+---------+---------+ | 16| 85%|+|-1.043437| 0.995032| 0.900966| 0.251229| +----+----+-+---------+---------+---------+---------+ | 17| 85%|-|-1.044652| 0.995032| 0.861111| 0.249888| +----+----+-+---------+---------+---------+---------+ | 18| 85%|+|-1.032889| 0.995032| 0.852657| 0.252570| +----+----+-+---------+---------+---------+---------+ | 19| 85%|-|-0.958530| 0.995032| 0.845411| 0.245418| +----+----+-+---------+---------+---------+---------+ | 20| 85%|+|-0.996734| 0.995032| 0.847826| 0.244971| +----+----+-+---------+---------+---------+---------+ | 21| 85%|-|-1.019979| 0.995032| 0.833333| 0.240054| +----+----+-+---------+---------+---------+---------+ | 22| 84%|+|-1.067328| 0.995032| 0.820048| 0.236924| +----+----+-+---------+---------+---------+---------+ | 23| 84%|-|-1.040673| 0.995032| 0.791063| 0.232901| +----+----+-+---------+---------+---------+---------+ | 24| 83%|+|-1.043474| 0.995032| 0.794686| 0.227537| +----+----+-+---------+---------+---------+---------+ | 25| 83%|-|-1.070693| 0.995032| 0.775362| 0.219043| +----+----+-+---------+---------+---------+---------+ | 26| 84%|+|-1.112909| 0.995032| 0.821256| 0.211891| +----+----+-+---------+---------+---------+---------+ | 27| 83%|-|-1.073851| 0.995032| 0.758454| 0.214126| +----+----+-+---------+---------+---------+---------+ | 28| 83%|+|-1.082585| 0.995032| 0.752415| 0.209209| +----+----+-+---------+---------+---------+---------+ | 29| 82%|-|-1.111192| 0.995032| 0.774155| 0.198033| +----+----+-+---------+---------+---------+---------+ | 30| 82%|+|-1.037459| 0.995032| 0.737923| 0.199374| +----+----+-+---------+---------+---------+---------+ | 31| 82%|-|-1.073296| 0.995032| 0.741546| 0.197139| +----+----+-+---------+---------+---------+---------+ | 32| 82%|+|-1.091228| 0.995032| 0.731884| 0.190434| +----+----+-+---------+---------+---------+---------+ | 33| 82%|-|-1.109082| 0.995032| 0.740338| 0.185069| +----+----+-+---------+---------+---------+---------+ | 34| 82%|+|-1.092927| 0.995032| 0.734300| 0.185069| +----+----+-+---------+---------+---------+---------+ | 35| 82%|-|-1.206397| 0.995032| 0.780193| 0.176129| +----+----+-+---------+---------+---------+---------+ | 36| 81%|+|-1.116690| 0.995032| 0.731884| 0.171211| +----+----+-+---------+---------+---------+---------+ | 37| 81%|-|-1.137012| 0.995032| 0.734300| 0.163612| +----+----+-+---------+---------+---------+---------+ | 38| 81%|+|-1.134778| 0.995032| 0.728261| 0.161377| +----+----+-+---------+---------+---------+---------+ | 39| 81%|-|-1.153070| 0.995032| 0.712560| 0.156460| +----+----+-+---------+---------+---------+---------+ | 40| 80%|+|-1.157317| 0.995032| 0.710145| 0.155565| +----+----+-+---------+---------+---------+---------+ | 41| 80%|-|-1.126944| 0.995032| 0.670290| 0.150648| +----+----+-+---------+---------+---------+---------+ | 42| 80%|+|-1.164676| 0.995032| 0.679952| 0.147519| +----+----+-+---------+---------+---------+---------+ | 43| 80%|-|-1.123762| 0.995032| 0.664251| 0.152883| +----+----+-+---------+---------+---------+---------+ | 44| 80%|+|-1.115768| 0.995032| 0.663043| 0.150648| +----+----+-+---------+---------+---------+---------+ | 45| 80%|-|-1.098035| 0.995032| 0.632850| 0.150648| +----+----+-+---------+---------+---------+---------+ | 46| 80%|+|-1.151962| 0.995032| 0.657005| 0.140814| +----+----+-+---------+---------+---------+---------+ | 47| 79%|-|-1.134468| 0.995032| 0.638889| 0.137684| +----+----+-+---------+---------+---------+---------+ | 48| 79%|+|-1.132314| 0.995032| 0.634058| 0.136343| +----+----+-+---------+---------+---------+---------+ | 49| 79%|-|-1.103577| 0.995032| 0.601449| 0.130979| +----+----+-+---------+---------+---------+---------+ | 50| 79%|+|-1.076680| 0.995032| 0.601449| 0.129638| +----+----+-+---------+---------+---------+---------+ | 51| 79%|-|-1.089197| 0.995032| 0.591787| 0.130085| +----+----+-+---------+---------+---------+---------+ | 52| 78%|+|-1.091550| 0.995032| 0.596618| 0.126956| +----+----+-+---------+---------+---------+---------+ | 53| 78%|-|-1.105090| 0.995032| 0.589372| 0.125168| +----+----+-+---------+---------+---------+---------+ | 54| 79%|+|-1.083895| 0.995032| 0.576087| 0.124721| +----+----+-+---------+---------+---------+---------+ | 55| 79%|-|-0.995262| 0.995032| 0.498792| 0.121144| +----+----+-+---------+---------+---------+---------+ Stage training time: 2314.00 Number of used features: 55 Parent node: 20 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| 21| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19--20--21 Parent node: 21 *** 1 cluster *** POS: 1402 1556 0.901028 NEG: 824 3.88152e-05 BACKGROUND PROCESSING TIME: 753.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.154495| 1.000000| 1.000000| 0.447889| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.255189| 1.000000| 1.000000| 0.447889| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.708450| 1.000000| 1.000000| 0.448787| +----+----+-+---------+---------+---------+---------+ | 4|100%|+|-0.692428| 0.998573| 0.976942| 0.451932| +----+----+-+---------+---------+---------+---------+ | 5| 99%|-|-0.838420| 0.995007| 0.963592| 0.342767| +----+----+-+---------+---------+---------+---------+ | 6| 99%|+|-0.715114| 0.995007| 0.927184| 0.336029| +----+----+-+---------+---------+---------+---------+ | 7| 92%|-|-0.914095| 0.995720| 0.958738| 0.344115| +----+----+-+---------+---------+---------+---------+ | 8| 87%|+|-0.939213| 0.995007| 0.968447| 0.347709| +----+----+-+---------+---------+---------+---------+ | 9| 88%|-|-0.971677| 0.995720| 0.942961| 0.327942| +----+----+-+---------+---------+---------+---------+ | 10| 88%|+|-0.982707| 0.995007| 0.928398| 0.316262| +----+----+-+---------+---------+---------+---------+ | 11| 88%|-|-1.043851| 0.995720| 0.933252| 0.286164| +----+----+-+---------+---------+---------+---------+ | 12| 87%|+|-1.037658| 0.995007| 0.928398| 0.284367| +----+----+-+---------+---------+---------+---------+ | 13| 87%|-|-0.935535| 0.995007| 0.899272| 0.298293| +----+----+-+---------+---------+---------+---------+ | 14| 87%|+|-1.035370| 0.995007| 0.915049| 0.289308| +----+----+-+---------+---------+---------+---------+ | 15| 86%|-|-1.105528| 0.995007| 0.916262| 0.268643| +----+----+-+---------+---------+---------+---------+ | 16| 86%|+|-1.092916| 0.995007| 0.901699| 0.265049| +----+----+-+---------+---------+---------+---------+ | 17| 86%|-|-1.044806| 0.995007| 0.888350| 0.250674| +----+----+-+---------+---------+---------+---------+ | 18| 86%|+|-1.044696| 0.995007| 0.866505| 0.252022| +----+----+-+---------+---------+---------+---------+ | 19| 86%|-|-1.111739| 0.995007| 0.878641| 0.234951| +----+----+-+---------+---------+---------+---------+ | 20| 85%|+|-1.093033| 0.995007| 0.867718| 0.233603| +----+----+-+---------+---------+---------+---------+ | 21| 85%|-|-1.126584| 0.995007| 0.858010| 0.234052| +----+----+-+---------+---------+---------+---------+ | 22| 84%|+|-1.104279| 0.995007| 0.831311| 0.229560| +----+----+-+---------+---------+---------+---------+ | 23| 84%|-|-1.139876| 0.995007| 0.844660| 0.224169| +----+----+-+---------+---------+---------+---------+ | 24| 83%|+|-1.163878| 0.995007| 0.843447| 0.213387| +----+----+-+---------+---------+---------+---------+ | 25| 82%|-|-1.228342| 0.995007| 0.847087| 0.215184| +----+----+-+---------+---------+---------+---------+ | 26| 82%|+|-1.278362| 0.995007| 0.847087| 0.212040| +----+----+-+---------+---------+---------+---------+ | 27| 82%|-|-1.197943| 0.995007| 0.822816| 0.206199| +----+----+-+---------+---------+---------+---------+ | 28| 82%|+|-1.174377| 0.995007| 0.804612| 0.207547| +----+----+-+---------+---------+---------+---------+ | 29| 82%|-|-1.163425| 0.995007| 0.785194| 0.199461| +----+----+-+---------+---------+---------+---------+ | 30| 81%|+|-1.199935| 0.995007| 0.794903| 0.197664| +----+----+-+---------+---------+---------+---------+ | 31| 81%|-|-1.194564| 0.995007| 0.774272| 0.192273| +----+----+-+---------+---------+---------+---------+ | 32| 81%|+|-1.202800| 0.995007| 0.775485| 0.187781| +----+----+-+---------+---------+---------+---------+ | 33| 81%|-|-1.223363| 0.995007| 0.773058| 0.182390| +----+----+-+---------+---------+---------+---------+ | 34| 80%|+|-1.196972| 0.995007| 0.756068| 0.181491| +----+----+-+---------+---------+---------+---------+ | 35| 80%|-|-1.232092| 0.995007| 0.758495| 0.178796| +----+----+-+---------+---------+---------+---------+ | 36| 80%|+|-1.289580| 0.995007| 0.777913| 0.176999| +----+----+-+---------+---------+---------+---------+ | 37| 80%|-|-1.121311| 0.995007| 0.674757| 0.177898| +----+----+-+---------+---------+---------+---------+ | 38| 79%|+|-1.123627| 0.995007| 0.678398| 0.170261| +----+----+-+---------+---------+---------+---------+ | 39| 79%|-|-1.161129| 0.995007| 0.680825| 0.171159| +----+----+-+---------+---------+---------+---------+ | 40| 78%|+|-1.164579| 0.995007| 0.684466| 0.159479| +----+----+-+---------+---------+---------+---------+ | 41| 78%|-|-1.110638| 0.995007| 0.652913| 0.153190| +----+----+-+---------+---------+---------+---------+ | 42| 78%|+|-1.168166| 0.995007| 0.665049| 0.153639| +----+----+-+---------+---------+---------+---------+ | 43| 78%|-|-1.191083| 0.995007| 0.672330| 0.155885| +----+----+-+---------+---------+---------+---------+ | 44| 78%|+|-1.188005| 0.995007| 0.657767| 0.147799| +----+----+-+---------+---------+---------+---------+ | 45| 78%|-|-1.197176| 0.995007| 0.656553| 0.150943| +----+----+-+---------+---------+---------+---------+ | 46| 77%|+|-1.242985| 0.995007| 0.668689| 0.148697| +----+----+-+---------+---------+---------+---------+ | 47| 77%|-|-1.134690| 0.995007| 0.603155| 0.141959| +----+----+-+---------+---------+---------+---------+ | 48| 77%|+|-1.120599| 0.995007| 0.584951| 0.148697| +----+----+-+---------+---------+---------+---------+ | 49| 77%|-|-1.123199| 0.995007| 0.597087| 0.135220| +----+----+-+---------+---------+---------+---------+ | 50| 77%|+|-1.111413| 0.995007| 0.593447| 0.136119| +----+----+-+---------+---------+---------+---------+ | 51| 77%|-|-1.176090| 0.995007| 0.609223| 0.132075| +----+----+-+---------+---------+---------+---------+ | 52| 77%|+|-1.286278| 0.995007| 0.668689| 0.128482| +----+----+-+---------+---------+---------+---------+ | 53| 77%|-|-1.257362| 0.995007| 0.640777| 0.123540| +----+----+-+---------+---------+---------+---------+ | 54| 77%|+|-1.228846| 0.995007| 0.628641| 0.123540| +----+----+-+---------+---------+---------+---------+ | 55| 76%|-|-1.277640| 0.995007| 0.637136| 0.121294| +----+----+-+---------+---------+---------+---------+ | 56| 76%|+|-1.325575| 0.995007| 0.655340| 0.120845| +----+----+-+---------+---------+---------+---------+ | 57| 76%|-|-1.318960| 0.995007| 0.640777| 0.118149| +----+----+-+---------+---------+---------+---------+ | 58| 76%|+|-1.256474| 0.995007| 0.606796| 0.116352| +----+----+-+---------+---------+---------+---------+ | 59| 76%|-|-1.335129| 0.995007| 0.644417| 0.111411| +----+----+-+---------+---------+---------+---------+ | 60| 75%|+|-1.281274| 0.995007| 0.621359| 0.111860| +----+----+-+---------+---------+---------+---------+ | 61| 75%|-|-1.197728| 0.995007| 0.587379| 0.111860| +----+----+-+---------+---------+---------+---------+ | 62| 75%|+|-1.181474| 0.995007| 0.560680| 0.111411| +----+----+-+---------+---------+---------+---------+ | 63| 75%|-|-1.231978| 0.995007| 0.571602| 0.108715| +----+----+-+---------+---------+---------+---------+ | 64| 75%|+|-1.185601| 0.995007| 0.544903| 0.106469| +----+----+-+---------+---------+---------+---------+ | 65| 74%|-|-1.200298| 0.995007| 0.525485| 0.105571| +----+----+-+---------+---------+---------+---------+ | 66| 74%|+|-1.129935| 0.995007| 0.512136| 0.103774| +----+----+-+---------+---------+---------+---------+ | 67| 74%|-|-1.143839| 0.995007| 0.509709| 0.101527| +----+----+-+---------+---------+---------+---------+ | 68| 74%|+|-1.122818| 0.995007| 0.507282| 0.095687| +----+----+-+---------+---------+---------+---------+ | 69| 74%|-|-1.031724| 0.995007| 0.469660| 0.094340| +----+----+-+---------+---------+---------+---------+ Stage training time: 2813.00 Number of used features: 69 Parent node: 21 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| 21| 22| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19--20--21--22 Parent node: 22 *** 1 cluster *** POS: 1395 1556 0.896530 NEG: 820 1.89753e-05 BACKGROUND PROCESSING TIME: 1380.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.090608| 1.000000| 1.000000| 0.512867| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.154319| 1.000000| 1.000000| 0.428894| +----+----+-+---------+---------+---------+---------+ | 3| 93%|-|-0.358063| 1.000000| 1.000000| 0.367043| +----+----+-+---------+---------+---------+---------+ | 4| 92%|+|-0.411739| 1.000000| 1.000000| 0.414447| +----+----+-+---------+---------+---------+---------+ | 5| 92%|-|-0.573034| 1.000000| 1.000000| 0.399097| +----+----+-+---------+---------+---------+---------+ | 6| 91%|+|-0.783071| 1.000000| 1.000000| 0.387810| +----+----+-+---------+---------+---------+---------+ | 7| 92%|-|-0.694898| 0.996416| 0.991463| 0.371558| +----+----+-+---------+---------+---------+---------+ | 8| 89%|+|-0.764506| 0.996416| 0.993902| 0.352596| +----+----+-+---------+---------+---------+---------+ | 9| 88%|-|-0.903236| 0.999283| 0.997561| 0.331377| +----+----+-+---------+---------+---------+---------+ | 10| 88%|+|-1.082314| 0.997133| 0.974390| 0.326862| +----+----+-+---------+---------+---------+---------+ | 11| 88%|-|-1.036648| 0.995699| 0.954878| 0.311061| +----+----+-+---------+---------+---------+---------+ | 12| 87%|+|-0.987785| 0.995699| 0.956098| 0.309707| +----+----+-+---------+---------+---------+---------+ | 13| 87%|-|-1.017475| 0.995699| 0.934146| 0.298871| +----+----+-+---------+---------+---------+---------+ | 14| 87%|+|-1.059690| 0.995699| 0.932927| 0.290745| +----+----+-+---------+---------+---------+---------+ | 15| 86%|-|-1.042834| 0.995699| 0.934146| 0.270880| +----+----+-+---------+---------+---------+---------+ | 16| 86%|+|-1.097963| 0.995699| 0.926829| 0.268172| +----+----+-+---------+---------+---------+---------+ | 17| 85%|-|-1.087377| 0.995699| 0.923171| 0.264108| +----+----+-+---------+---------+---------+---------+ | 18| 85%|+|-1.162347| 0.995699| 0.940244| 0.251919| +----+----+-+---------+---------+---------+---------+ | 19| 85%|-|-1.070604| 0.995699| 0.900000| 0.246050| +----+----+-+---------+---------+---------+---------+ | 20| 85%|+|-1.109596| 0.995699| 0.910976| 0.243792| +----+----+-+---------+---------+---------+---------+ | 21| 84%|-|-1.175158| 0.995699| 0.919512| 0.243792| +----+----+-+---------+---------+---------+---------+ | 22| 84%|+|-1.204954| 0.995699| 0.917073| 0.241535| +----+----+-+---------+---------+---------+---------+ | 23| 84%|-|-1.210175| 0.995699| 0.897561| 0.229345| +----+----+-+---------+---------+---------+---------+ | 24| 83%|+|-1.210252| 0.995699| 0.893902| 0.230248| +----+----+-+---------+---------+---------+---------+ | 25| 83%|-|-1.242931| 0.995699| 0.904878| 0.216704| +----+----+-+---------+---------+---------+---------+ | 26| 83%|+|-1.309731| 0.995699| 0.923171| 0.217607| +----+----+-+---------+---------+---------+---------+ | 27| 83%|-|-1.195875| 0.995699| 0.875610| 0.219413| +----+----+-+---------+---------+---------+---------+ | 28| 82%|+|-1.241406| 0.995699| 0.887805| 0.218510| +----+----+-+---------+---------+---------+---------+ | 29| 82%|-|-1.411154| 0.995699| 0.917073| 0.209029| +----+----+-+---------+---------+---------+---------+ | 30| 82%|+|-1.325008| 0.995699| 0.897561| 0.211738| +----+----+-+---------+---------+---------+---------+ | 31| 82%|-|-1.340195| 0.995699| 0.886585| 0.199097| +----+----+-+---------+---------+---------+---------+ | 32| 82%|+|-1.320880| 0.995699| 0.885366| 0.200000| +----+----+-+---------+---------+---------+---------+ | 33| 82%|-|-1.310953| 0.995699| 0.870732| 0.198646| +----+----+-+---------+---------+---------+---------+ | 34| 81%|+|-1.345389| 0.995699| 0.879268| 0.195937| +----+----+-+---------+---------+---------+---------+ | 35| 81%|-|-1.265323| 0.995699| 0.847561| 0.194131| +----+----+-+---------+---------+---------+---------+ | 36| 81%|+|-1.287353| 0.995699| 0.847561| 0.187359| +----+----+-+---------+---------+---------+---------+ | 37| 81%|-|-1.396250| 0.995699| 0.867073| 0.183296| +----+----+-+---------+---------+---------+---------+ | 38| 81%|+|-1.372587| 0.995699| 0.851220| 0.178781| +----+----+-+---------+---------+---------+---------+ | 39| 81%|-|-1.281650| 0.995699| 0.824390| 0.174718| +----+----+-+---------+---------+---------+---------+ | 40| 80%|+|-1.279268| 0.995699| 0.817073| 0.177427| +----+----+-+---------+---------+---------+---------+ | 41| 80%|-|-1.310145| 0.995699| 0.821951| 0.172912| +----+----+-+---------+---------+---------+---------+ | 42| 80%|+|-1.282508| 0.995699| 0.798781| 0.165688| +----+----+-+---------+---------+---------+---------+ | 43| 80%|-|-1.265226| 0.995699| 0.773171| 0.162980| +----+----+-+---------+---------+---------+---------+ | 44| 80%|+|-1.212128| 0.995699| 0.745122| 0.159368| +----+----+-+---------+---------+---------+---------+ | 45| 80%|-|-1.228532| 0.995699| 0.754878| 0.154853| +----+----+-+---------+---------+---------+---------+ | 46| 80%|+|-1.258335| 0.995699| 0.764634| 0.152144| +----+----+-+---------+---------+---------+---------+ | 47| 80%|-|-1.224898| 0.995699| 0.735366| 0.144470| +----+----+-+---------+---------+---------+---------+ | 48| 80%|+|-1.136581| 0.995699| 0.692683| 0.146727| +----+----+-+---------+---------+---------+---------+ | 49| 79%|-|-1.132707| 0.995699| 0.679268| 0.140406| +----+----+-+---------+---------+---------+---------+ | 50| 80%|+|-1.144460| 0.995699| 0.690244| 0.139955| +----+----+-+---------+---------+---------+---------+ | 51| 79%|-|-1.200235| 0.995699| 0.701219| 0.134537| +----+----+-+---------+---------+---------+---------+ | 52| 79%|+|-1.236581| 0.995699| 0.728049| 0.138149| +----+----+-+---------+---------+---------+---------+ | 53| 79%|-|-1.168477| 0.995699| 0.684146| 0.140858| +----+----+-+---------+---------+---------+---------+ | 54| 79%|+|-1.203240| 0.995699| 0.696341| 0.140406| +----+----+-+---------+---------+---------+---------+ | 55| 78%|-|-1.218425| 0.995699| 0.691463| 0.135892| +----+----+-+---------+---------+---------+---------+ | 56| 78%|+|-1.231697| 0.995699| 0.693902| 0.134537| +----+----+-+---------+---------+---------+---------+ | 57| 77%|-|-1.223965| 0.995699| 0.682927| 0.131828| +----+----+-+---------+---------+---------+---------+ | 58| 78%|+|-1.175378| 0.995699| 0.643902| 0.130474| +----+----+-+---------+---------+---------+---------+ | 59| 78%|-|-1.144430| 0.995699| 0.623171| 0.126862| +----+----+-+---------+---------+---------+---------+ | 60| 77%|+|-1.150688| 0.995699| 0.614634| 0.129571| +----+----+-+---------+---------+---------+---------+ | 61| 77%|-|-1.089547| 0.995699| 0.575610| 0.120542| +----+----+-+---------+---------+---------+---------+ | 62| 77%|+|-1.153898| 0.995699| 0.615854| 0.124605| +----+----+-+---------+---------+---------+---------+ | 63| 77%|-|-1.147193| 0.995699| 0.587805| 0.120542| +----+----+-+---------+---------+---------+---------+ | 64| 77%|+|-1.206127| 0.995699| 0.618293| 0.120542| +----+----+-+---------+---------+---------+---------+ | 65| 77%|-|-1.029097| 0.995699| 0.521951| 0.118736| +----+----+-+---------+---------+---------+---------+ | 66| 76%|+|-1.127456| 0.995699| 0.579268| 0.114673| +----+----+-+---------+---------+---------+---------+ | 67| 77%|-|-1.058252| 0.995699| 0.528049| 0.112415| +----+----+-+---------+---------+---------+---------+ | 68| 77%|+|-1.044759| 0.995699| 0.520732| 0.118736| +----+----+-+---------+---------+---------+---------+ | 69| 77%|-|-1.008455| 0.995699| 0.478049| 0.110158| +----+----+-+---------+---------+---------+---------+ Stage training time: 2835.00 Number of used features: 69 Parent node: 22 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| 21| 22| 23| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19--20--21--22--23 Parent node: 23 *** 1 cluster *** POS: 1389 1556 0.892674 NEG: 817 1.38979e-05 BACKGROUND PROCESSING TIME: 1679.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.860457| 1.000000| 1.000000| 0.311423| +----+----+-+---------+---------+---------+---------+ | 2| 93%|+|-0.715029| 0.997120| 0.982864| 0.320943| +----+----+-+---------+---------+---------+---------+ | 3| 99%|-|-0.857453| 0.997840| 0.990208| 0.325929| +----+----+-+---------+---------+---------+---------+ | 4| 99%|+|-0.740901| 0.995680| 0.880049| 0.333636| +----+----+-+---------+---------+---------+---------+ | 5| 99%|-|-1.036936| 0.995680| 0.851897| 0.348595| +----+----+-+---------+---------+---------+---------+ | 6| 96%|+|-0.992654| 0.995680| 0.848225| 0.349048| +----+----+-+---------+---------+---------+---------+ | 7| 96%|-|-0.910489| 0.997120| 0.877601| 0.296464| +----+----+-+---------+---------+---------+---------+ | 8| 87%|+|-0.974589| 0.995680| 0.853121| 0.337262| +----+----+-+---------+---------+---------+---------+ | 9| 87%|-|-0.967979| 0.996400| 0.860465| 0.278785| +----+----+-+---------+---------+---------+---------+ | 10| 88%|+|-1.037341| 0.995680| 0.865361| 0.310517| +----+----+-+---------+---------+---------+---------+ | 11| 87%|-|-1.079416| 0.995680| 0.840881| 0.286038| +----+----+-+---------+---------+---------+---------+ | 12| 91%|+|-1.030419| 0.996400| 0.855569| 0.275159| +----+----+-+---------+---------+---------+---------+ | 13| 90%|-|-0.958571| 0.995680| 0.802938| 0.261106| +----+----+-+---------+---------+---------+---------+ | 14| 85%|+|-1.014016| 0.995680| 0.811505| 0.259293| +----+----+-+---------+---------+---------+---------+ | 15| 85%|-|-1.088288| 0.995680| 0.807834| 0.260653| +----+----+-+---------+---------+---------+---------+ | 16| 84%|+|-1.092364| 0.995680| 0.809058| 0.256120| +----+----+-+---------+---------+---------+---------+ | 17| 84%|-|-1.128967| 0.995680| 0.806610| 0.243880| +----+----+-+---------+---------+---------+---------+ | 18| 84%|+|-1.191822| 0.995680| 0.807834| 0.248413| +----+----+-+---------+---------+---------+---------+ | 19| 83%|-|-1.087766| 0.995680| 0.784578| 0.229374| +----+----+-+---------+---------+---------+---------+ | 20| 83%|+|-1.108460| 0.995680| 0.782130| 0.231188| +----+----+-+---------+---------+---------+---------+ | 21| 83%|-|-1.263215| 0.995680| 0.801714| 0.222121| +----+----+-+---------+---------+---------+---------+ | 22| 82%|+|-1.241614| 0.995680| 0.802938| 0.220308| +----+----+-+---------+---------+---------+---------+ | 23| 82%|-|-1.217047| 0.995680| 0.776010| 0.205349| +----+----+-+---------+---------+---------+---------+ | 24| 82%|+|-1.289146| 0.995680| 0.791922| 0.215322| +----+----+-+---------+---------+---------+---------+ | 25| 82%|-|-1.254249| 0.995680| 0.801714| 0.209429| +----+----+-+---------+---------+---------+---------+ | 26| 81%|+|-1.266642| 0.995680| 0.795594| 0.204442| +----+----+-+---------+---------+---------+---------+ | 27| 82%|-|-1.163049| 0.995680| 0.740514| 0.201723| +----+----+-+---------+---------+---------+---------+ | 28| 81%|+|-1.304590| 0.995680| 0.774786| 0.202176| +----+----+-+---------+---------+---------+---------+ | 29| 81%|-|-1.273324| 0.995680| 0.764994| 0.191750| +----+----+-+---------+---------+---------+---------+ | 30| 81%|+|-1.324342| 0.995680| 0.783354| 0.193110| +----+----+-+---------+---------+---------+---------+ | 31| 81%|-|-1.260746| 0.995680| 0.734394| 0.188123| +----+----+-+---------+---------+---------+---------+ | 32| 81%|+|-1.240515| 0.995680| 0.719706| 0.186763| +----+----+-+---------+---------+---------+---------+ | 33| 81%|-|-1.392354| 0.995680| 0.785802| 0.175884| +----+----+-+---------+---------+---------+---------+ | 34| 80%|+|-1.344898| 0.995680| 0.763770| 0.177244| +----+----+-+---------+---------+---------+---------+ | 35| 80%|-|-1.261373| 0.995680| 0.711138| 0.170444| +----+----+-+---------+---------+---------+---------+ | 36| 80%|+|-1.250171| 0.995680| 0.706242| 0.170898| +----+----+-+---------+---------+---------+---------+ | 37| 80%|-|-1.148846| 0.995680| 0.682987| 0.169084| +----+----+-+---------+---------+---------+---------+ | 38| 80%|+|-1.146226| 0.995680| 0.678091| 0.168178| +----+----+-+---------+---------+---------+---------+ | 39| 80%|-|-1.220019| 0.995680| 0.684211| 0.162285| +----+----+-+---------+---------+---------+---------+ | 40| 79%|+|-1.207110| 0.995680| 0.678091| 0.158205| +----+----+-+---------+---------+---------+---------+ | 41| 79%|-|-1.088270| 0.995680| 0.635251| 0.150045| +----+----+-+---------+---------+---------+---------+ | 42| 80%|+|-1.147548| 0.995680| 0.659731| 0.150499| +----+----+-+---------+---------+---------+---------+ | 43| 79%|-|-1.124853| 0.995680| 0.632803| 0.143699| +----+----+-+---------+---------+---------+---------+ | 44| 79%|+|-1.149844| 0.995680| 0.638923| 0.146419| +----+----+-+---------+---------+---------+---------+ | 45| 78%|-|-1.266575| 0.995680| 0.674419| 0.140073| +----+----+-+---------+---------+---------+---------+ | 46| 78%|+|-1.328993| 0.995680| 0.700122| 0.139166| +----+----+-+---------+---------+---------+---------+ | 47| 78%|-|-1.212618| 0.995680| 0.649939| 0.134633| +----+----+-+---------+---------+---------+---------+ | 48| 78%|+|-1.283397| 0.995680| 0.674419| 0.140073| +----+----+-+---------+---------+---------+---------+ | 49| 78%|-|-1.205874| 0.995680| 0.637699| 0.131460| +----+----+-+---------+---------+---------+---------+ | 50| 78%|+|-1.221758| 0.995680| 0.640147| 0.130553| +----+----+-+---------+---------+---------+---------+ | 51| 78%|-|-1.172838| 0.995680| 0.613219| 0.132820| +----+----+-+---------+---------+---------+---------+ | 52| 77%|+|-1.168118| 0.995680| 0.615667| 0.132366| +----+----+-+---------+---------+---------+---------+ | 53| 77%|-|-1.142980| 0.995680| 0.596083| 0.128740| +----+----+-+---------+---------+---------+---------+ | 54| 77%|+|-1.123885| 0.995680| 0.591187| 0.128286| +----+----+-+---------+---------+---------+---------+ | 55| 77%|-|-1.079612| 0.995680| 0.566707| 0.126473| +----+----+-+---------+---------+---------+---------+ | 56| 77%|+|-1.049892| 0.995680| 0.545900| 0.123753| +----+----+-+---------+---------+---------+---------+ | 57| 77%|-|-1.043685| 0.995680| 0.541004| 0.120127| +----+----+-+---------+---------+---------+---------+ | 58| 77%|+|-1.089512| 0.995680| 0.554468| 0.120580| +----+----+-+---------+---------+---------+---------+ | 59| 77%|-|-1.059147| 0.995680| 0.529988| 0.117407| +----+----+-+---------+---------+---------+---------+ | 60| 77%|+|-1.018661| 0.995680| 0.503060| 0.116954| +----+----+-+---------+---------+---------+---------+ | 61| 77%|-|-0.987631| 0.995680| 0.481028| 0.117407| +----+----+-+---------+---------+---------+---------+ Stage training time: 2488.00 Number of used features: 61 Parent node: 23 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| 21| 22| 23| 24| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19--20--21--22--23--24 Parent node: 24 *** 1 cluster *** POS: 1383 1556 0.888817 NEG: 813 9.80991e-06 BACKGROUND PROCESSING TIME: 2863.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.140987| 1.000000| 1.000000| 0.450364| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.215167| 1.000000| 1.000000| 0.450364| +----+----+-+---------+---------+---------+---------+ | 3|100%|-|-0.263788| 1.000000| 1.000000| 0.400729| +----+----+-+---------+---------+---------+---------+ | 4| 92%|+|-0.321866| 1.000000| 1.000000| 0.377505| +----+----+-+---------+---------+---------+---------+ | 5| 91%|-|-0.487496| 1.000000| 1.000000| 0.370674| +----+----+-+---------+---------+---------+---------+ | 6| 94%|+|-0.590884| 1.000000| 1.000000| 0.369308| +----+----+-+---------+---------+---------+---------+ | 7| 89%|-|-0.723875| 1.000000| 1.000000| 0.336521| +----+----+-+---------+---------+---------+---------+ | 8| 88%|+|-0.967290| 1.000000| 1.000000| 0.339709| +----+----+-+---------+---------+---------+---------+ | 9| 90%|-|-1.017123| 0.996385| 0.987700| 0.325137| +----+----+-+---------+---------+---------+---------+ | 10| 87%|+|-0.996647| 0.995662| 0.972940| 0.320128| +----+----+-+---------+---------+---------+---------+ | 11| 88%|-|-1.024985| 0.997831| 0.960640| 0.301457| +----+----+-+---------+---------+---------+---------+ | 12| 89%|+|-0.928053| 0.996385| 0.920049| 0.300091| +----+----+-+---------+---------+---------+---------+ | 13| 87%|-|-1.036276| 0.996385| 0.938499| 0.289617| +----+----+-+---------+---------+---------+---------+ | 14| 87%|+|-0.969948| 0.996385| 0.921279| 0.284608| +----+----+-+---------+---------+---------+---------+ | 15| 87%|-|-1.068803| 0.995662| 0.936039| 0.285519| +----+----+-+---------+---------+---------+---------+ | 16| 86%|+|-1.062404| 0.995662| 0.933579| 0.287796| +----+----+-+---------+---------+---------+---------+ | 17| 86%|-|-1.033823| 0.995662| 0.904059| 0.276867| +----+----+-+---------+---------+---------+---------+ | 18| 86%|+|-1.098058| 0.995662| 0.915129| 0.265938| +----+----+-+---------+---------+---------+---------+ | 19| 85%|-|-1.160060| 0.995662| 0.921279| 0.259563| +----+----+-+---------+---------+---------+---------+ | 20| 85%|+|-1.106494| 0.995662| 0.913899| 0.258652| +----+----+-+---------+---------+---------+---------+ | 21| 85%|-|-1.131150| 0.995662| 0.895449| 0.241348| +----+----+-+---------+---------+---------+---------+ | 22| 85%|+|-1.171871| 0.995662| 0.901599| 0.245902| +----+----+-+---------+---------+---------+---------+ | 23| 84%|-|-1.273253| 0.995662| 0.926199| 0.225410| +----+----+-+---------+---------+---------+---------+ | 24| 84%|+|-1.251877| 0.995662| 0.917589| 0.227231| +----+----+-+---------+---------+---------+---------+ | 25| 84%|-|-1.162997| 0.995662| 0.858549| 0.221767| +----+----+-+---------+---------+---------+---------+ | 26| 84%|+|-1.206887| 0.995662| 0.868389| 0.228142| +----+----+-+---------+---------+---------+---------+ | 27| 84%|-|-1.188627| 0.995662| 0.846248| 0.226321| +----+----+-+---------+---------+---------+---------+ | 28| 84%|+|-1.249094| 0.995662| 0.859779| 0.224954| +----+----+-+---------+---------+---------+---------+ | 29| 83%|-|-1.152443| 0.995662| 0.809348| 0.207650| +----+----+-+---------+---------+---------+---------+ | 30| 83%|+|-1.119174| 0.995662| 0.795818| 0.202641| +----+----+-+---------+---------+---------+---------+ | 31| 83%|-|-1.162882| 0.995662| 0.800738| 0.199454| +----+----+-+---------+---------+---------+---------+ | 32| 83%|+|-1.128437| 0.995662| 0.773678| 0.193989| +----+----+-+---------+---------+---------+---------+ | 33| 83%|-|-1.176640| 0.995662| 0.784748| 0.184426| +----+----+-+---------+---------+---------+---------+ | 34| 82%|+|-1.215798| 0.995662| 0.799508| 0.185337| +----+----+-+---------+---------+---------+---------+ | 35| 82%|-|-1.276307| 0.995662| 0.817958| 0.183971| +----+----+-+---------+---------+---------+---------+ | 36| 82%|+|-1.303626| 0.995662| 0.824108| 0.183060| +----+----+-+---------+---------+---------+---------+ | 37| 82%|-|-1.345511| 0.995662| 0.842558| 0.178506| +----+----+-+---------+---------+---------+---------+ | 38| 82%|+|-1.306689| 0.995662| 0.816728| 0.178962| +----+----+-+---------+---------+---------+---------+ | 39| 81%|-|-1.270814| 0.995662| 0.798278| 0.172131| +----+----+-+---------+---------+---------+---------+ | 40| 81%|+|-1.309562| 0.995662| 0.801968| 0.172131| +----+----+-+---------+---------+---------+---------+ | 41| 81%|-|-1.386234| 0.995662| 0.815498| 0.166211| +----+----+-+---------+---------+---------+---------+ | 42| 81%|+|-1.313969| 0.995662| 0.797048| 0.166667| +----+----+-+---------+---------+---------+---------+ | 43| 81%|-|-1.309435| 0.995662| 0.783518| 0.162568| +----+----+-+---------+---------+---------+---------+ | 44| 80%|+|-1.274673| 0.995662| 0.776138| 0.164390| +----+----+-+---------+---------+---------+---------+ | 45| 80%|-|-1.309708| 0.995662| 0.785978| 0.157104| +----+----+-+---------+---------+---------+---------+ | 46| 80%|+|-1.283441| 0.995662| 0.760148| 0.156648| +----+----+-+---------+---------+---------+---------+ | 47| 80%|-|-1.232636| 0.995662| 0.733087| 0.155738| +----+----+-+---------+---------+---------+---------+ | 48| 80%|+|-1.372853| 0.995662| 0.785978| 0.154372| +----+----+-+---------+---------+---------+---------+ | 49| 80%|-|-1.323448| 0.995662| 0.756458| 0.150729| +----+----+-+---------+---------+---------+---------+ | 50| 79%|+|-1.320050| 0.995662| 0.755228| 0.150273| +----+----+-+---------+---------+---------+---------+ | 51| 79%|-|-1.405118| 0.995662| 0.781058| 0.140255| +----+----+-+---------+---------+---------+---------+ | 52| 79%|+|-1.403439| 0.995662| 0.782288| 0.142532| +----+----+-+---------+---------+---------+---------+ | 53| 79%|-|-1.396474| 0.995662| 0.777368| 0.134335| +----+----+-+---------+---------+---------+---------+ | 54| 79%|+|-1.427857| 0.995662| 0.789668| 0.134335| +----+----+-+---------+---------+---------+---------+ | 55| 79%|-|-1.388192| 0.995662| 0.763838| 0.134791| +----+----+-+---------+---------+---------+---------+ | 56| 79%|+|-1.345814| 0.995662| 0.738007| 0.128415| +----+----+-+---------+---------+---------+---------+ | 57| 79%|-|-1.269756| 0.995662| 0.702337| 0.124772| +----+----+-+---------+---------+---------+---------+ | 58| 78%|+|-1.259474| 0.995662| 0.688807| 0.123406| +----+----+-+---------+---------+---------+---------+ | 59| 78%|-|-1.370880| 0.995662| 0.729397| 0.125228| +----+----+-+---------+---------+---------+---------+ | 60| 78%|+|-1.338961| 0.995662| 0.698647| 0.121129| +----+----+-+---------+---------+---------+---------+ | 61| 78%|-|-1.434326| 0.995662| 0.738007| 0.119308| +----+----+-+---------+---------+---------+---------+ | 62| 77%|+|-1.426197| 0.995662| 0.723247| 0.117942| +----+----+-+---------+---------+---------+---------+ | 63| 77%|-|-1.327976| 0.995662| 0.693727| 0.113388| +----+----+-+---------+---------+---------+---------+ | 64| 77%|+|-1.331887| 0.995662| 0.696187| 0.114299| +----+----+-+---------+---------+---------+---------+ | 65| 77%|-|-1.396021| 0.995662| 0.717097| 0.103825| +----+----+-+---------+---------+---------+---------+ | 66| 77%|+|-1.299291| 0.995662| 0.664207| 0.104736| +----+----+-+---------+---------+---------+---------+ | 67| 77%|-|-1.114403| 0.995662| 0.585486| 0.108379| +----+----+-+---------+---------+---------+---------+ | 68| 77%|+|-1.142968| 0.995662| 0.592866| 0.107468| +----+----+-+---------+---------+---------+---------+ | 69| 77%|-|-1.102099| 0.995662| 0.563346| 0.105191| +----+----+-+---------+---------+---------+---------+ | 70| 77%|+|-1.121165| 0.995662| 0.570726| 0.105191| +----+----+-+---------+---------+---------+---------+ | 71| 77%|-|-1.087984| 0.995662| 0.547355| 0.102914| +----+----+-+---------+---------+---------+---------+ | 72| 77%|+|-1.087240| 0.995662| 0.541205| 0.102004| +----+----+-+---------+---------+---------+---------+ | 73| 77%|-|-1.154084| 0.995662| 0.567036| 0.099727| +----+----+-+---------+---------+---------+---------+ | 74| 77%|+|-1.099054| 0.995662| 0.549815| 0.098361| +----+----+-+---------+---------+---------+---------+ | 75| 77%|-|-1.130827| 0.995662| 0.547355| 0.091530| +----+----+-+---------+---------+---------+---------+ | 76| 77%|+|-1.123130| 0.995662| 0.542435| 0.092896| +----+----+-+---------+---------+---------+---------+ | 77| 77%|-|-1.091021| 0.995662| 0.516605| 0.094262| +----+----+-+---------+---------+---------+---------+ | 78| 77%|+|-1.111463| 0.995662| 0.523985| 0.092441| +----+----+-+---------+---------+---------+---------+ | 79| 77%|-|-1.150062| 0.995662| 0.531365| 0.092896| +----+----+-+---------+---------+---------+---------+ | 80| 76%|+|-1.126833| 0.995662| 0.516605| 0.091985| +----+----+-+---------+---------+---------+---------+ | 81| 76%|-|-1.086714| 0.995662| 0.493235| 0.090619| +----+----+-+---------+---------+---------+---------+ Stage training time: 3277.00 Number of used features: 81 Parent node: 24 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| 21| 22| 23| 24| 25| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19--20--21--22--23--24--25 Parent node: 25 *** 1 cluster *** POS: 1377 1556 0.884961 NEG: 810 6.8926e-06 BACKGROUND PROCESSING TIME: 3757.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.160154| 1.000000| 1.000000| 0.435757| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.171440| 1.000000| 1.000000| 0.428441| +----+----+-+---------+---------+---------+---------+ | 3| 97%|-|-0.771499| 1.000000| 1.000000| 0.424783| +----+----+-+---------+---------+---------+---------+ | 4| 97%|+|-0.837326| 1.000000| 1.000000| 0.380430| +----+----+-+---------+---------+---------+---------+ | 5| 89%|-|-0.679090| 0.996369| 0.969136| 0.385460| +----+----+-+---------+---------+---------+---------+ | 6| 93%|+|-0.848496| 0.995643| 0.970370| 0.323274| +----+----+-+---------+---------+---------+---------+ | 7| 93%|-|-0.966177| 0.996369| 0.980247| 0.349794| +----+----+-+---------+---------+---------+---------+ | 8| 91%|+|-0.956247| 0.995643| 0.962963| 0.321902| +----+----+-+---------+---------+---------+---------+ | 9| 90%|-|-1.001942| 0.995643| 0.959259| 0.328304| +----+----+-+---------+---------+---------+---------+ | 10| 89%|+|-0.928624| 0.995643| 0.944444| 0.310014| +----+----+-+---------+---------+---------+---------+ | 11| 89%|-|-1.046824| 0.995643| 0.960494| 0.329218| +----+----+-+---------+---------+---------+---------+ | 12| 88%|+|-1.077704| 0.995643| 0.965432| 0.314129| +----+----+-+---------+---------+---------+---------+ | 13| 88%|-|-1.141984| 0.995643| 0.959259| 0.293096| +----+----+-+---------+---------+---------+---------+ | 14| 88%|+|-1.084130| 0.995643| 0.932099| 0.283036| +----+----+-+---------+---------+---------+---------+ | 15| 89%|-|-1.096740| 0.995643| 0.928395| 0.275720| +----+----+-+---------+---------+---------+---------+ | 16| 87%|+|-1.027266| 0.995643| 0.895062| 0.273891| +----+----+-+---------+---------+---------+---------+ | 17| 86%|-|-1.068892| 0.995643| 0.897531| 0.275263| +----+----+-+---------+---------+---------+---------+ | 18| 86%|+|-1.043712| 0.995643| 0.907407| 0.273891| +----+----+-+---------+---------+---------+---------+ | 19| 86%|-|-1.074429| 0.995643| 0.892593| 0.259259| +----+----+-+---------+---------+---------+---------+ | 20| 86%|+|-1.020463| 0.995643| 0.872840| 0.261088| +----+----+-+---------+---------+---------+---------+ | 21| 86%|-|-1.036098| 0.995643| 0.886420| 0.259259| +----+----+-+---------+---------+---------+---------+ | 22| 85%|+|-1.138895| 0.995643| 0.900000| 0.243713| +----+----+-+---------+---------+---------+---------+ | 23| 85%|-|-1.131881| 0.995643| 0.886420| 0.235025| +----+----+-+---------+---------+---------+---------+ | 24| 85%|+|-1.128500| 0.995643| 0.882716| 0.242341| +----+----+-+---------+---------+---------+---------+ | 25| 84%|-|-1.148207| 0.995643| 0.876543| 0.234568| +----+----+-+---------+---------+---------+---------+ | 26| 84%|+|-1.148094| 0.995643| 0.869136| 0.227709| +----+----+-+---------+---------+---------+---------+ | 27| 84%|-|-1.158405| 0.995643| 0.872840| 0.225423| +----+----+-+---------+---------+---------+---------+ | 28| 84%|+|-1.155581| 0.995643| 0.867901| 0.218107| +----+----+-+---------+---------+---------+---------+ | 29| 83%|-|-1.127032| 0.995643| 0.843210| 0.220850| +----+----+-+---------+---------+---------+---------+ | 30| 83%|+|-1.150575| 0.995643| 0.845679| 0.220393| +----+----+-+---------+---------+---------+---------+ | 31| 83%|-|-1.128746| 0.995643| 0.829630| 0.212163| +----+----+-+---------+---------+---------+---------+ | 32| 83%|+|-1.215878| 0.995643| 0.846914| 0.206676| +----+----+-+---------+---------+---------+---------+ | 33| 83%|-|-1.142822| 0.995643| 0.817284| 0.202103| +----+----+-+---------+---------+---------+---------+ | 34| 83%|+|-1.192799| 0.995643| 0.830864| 0.198445| +----+----+-+---------+---------+---------+---------+ | 35| 83%|-|-1.168768| 0.995643| 0.817284| 0.198903| +----+----+-+---------+---------+---------+---------+ | 36| 82%|+|-1.228554| 0.995643| 0.828395| 0.193873| +----+----+-+---------+---------+---------+---------+ | 37| 82%|-|-1.232236| 0.995643| 0.820988| 0.191587| +----+----+-+---------+---------+---------+---------+ | 38| 82%|+|-1.291597| 0.995643| 0.835802| 0.187014| +----+----+-+---------+---------+---------+---------+ | 39| 82%|-|-1.128283| 0.995643| 0.776543| 0.179241| +----+----+-+---------+---------+---------+---------+ | 40| 82%|+|-1.120230| 0.995643| 0.760494| 0.173297| +----+----+-+---------+---------+---------+---------+ | 41| 82%|-|-1.349410| 0.995643| 0.846914| 0.174211| +----+----+-+---------+---------+---------+---------+ | 42| 82%|+|-1.134444| 0.995643| 0.774074| 0.172840| +----+----+-+---------+---------+---------+---------+ | 43| 82%|-|-1.202230| 0.995643| 0.779012| 0.172840| +----+----+-+---------+---------+---------+---------+ | 44| 82%|+|-1.121584| 0.995643| 0.748148| 0.164609| +----+----+-+---------+---------+---------+---------+ | 45| 81%|-|-1.216239| 0.995643| 0.762963| 0.158665| +----+----+-+---------+---------+---------+---------+ | 46| 81%|+|-1.294575| 0.995643| 0.790123| 0.163237| +----+----+-+---------+---------+---------+---------+ | 47| 81%|-|-1.332984| 0.995643| 0.796296| 0.162323| +----+----+-+---------+---------+---------+---------+ | 48| 80%|+|-1.390300| 0.995643| 0.818519| 0.164609| +----+----+-+---------+---------+---------+---------+ | 49| 80%|-|-1.203898| 0.995643| 0.733333| 0.158665| +----+----+-+---------+---------+---------+---------+ | 50| 80%|+|-1.186368| 0.995643| 0.725926| 0.156836| +----+----+-+---------+---------+---------+---------+ | 51| 80%|-|-1.143204| 0.995643| 0.701235| 0.152263| +----+----+-+---------+---------+---------+---------+ | 52| 80%|+|-1.159060| 0.995643| 0.704938| 0.150434| +----+----+-+---------+---------+---------+---------+ | 53| 80%|-|-1.264051| 0.995643| 0.735802| 0.149063| +----+----+-+---------+---------+---------+---------+ | 54| 79%|+|-1.127507| 0.995643| 0.691358| 0.144947| +----+----+-+---------+---------+---------+---------+ | 55| 79%|-|-1.181837| 0.995643| 0.696296| 0.144490| +----+----+-+---------+---------+---------+---------+ | 56| 79%|+|-1.166852| 0.995643| 0.692593| 0.140832| +----+----+-+---------+---------+---------+---------+ | 57| 79%|-|-1.133896| 0.995643| 0.653086| 0.139460| +----+----+-+---------+---------+---------+---------+ | 58| 79%|+|-1.134063| 0.995643| 0.648148| 0.137174| +----+----+-+---------+---------+---------+---------+ | 59| 79%|-|-1.123655| 0.995643| 0.654321| 0.134888| +----+----+-+---------+---------+---------+---------+ | 60| 79%|+|-1.128172| 0.995643| 0.635802| 0.130773| +----+----+-+---------+---------+---------+---------+ | 61| 79%|-|-1.178144| 0.995643| 0.665432| 0.126200| +----+----+-+---------+---------+---------+---------+ | 62| 79%|+|-1.198835| 0.995643| 0.650617| 0.112940| +----+----+-+---------+---------+---------+---------+ | 63| 79%|-|-1.132233| 0.995643| 0.611111| 0.118884| +----+----+-+---------+---------+---------+---------+ | 64| 78%|+|-1.142856| 0.995643| 0.612346| 0.111568| +----+----+-+---------+---------+---------+---------+ | 65| 78%|-|-1.183168| 0.995643| 0.620988| 0.110197| +----+----+-+---------+---------+---------+---------+ | 66| 78%|+|-1.112326| 0.995643| 0.595062| 0.111111| +----+----+-+---------+---------+---------+---------+ | 67| 78%|-|-1.065663| 0.995643| 0.569136| 0.106539| +----+----+-+---------+---------+---------+---------+ | 68| 78%|+|-1.135545| 0.995643| 0.592593| 0.104710| +----+----+-+---------+---------+---------+---------+ | 69| 78%|-|-1.090411| 0.995643| 0.564198| 0.100594| +----+----+-+---------+---------+---------+---------+ | 70| 78%|+|-1.117081| 0.995643| 0.564198| 0.103338| +----+----+-+---------+---------+---------+---------+ | 71| 78%|-|-1.033195| 0.995643| 0.522222| 0.101052| +----+----+-+---------+---------+---------+---------+ | 72| 77%|+|-1.022141| 0.995643| 0.517284| 0.101052| +----+----+-+---------+---------+---------+---------+ | 73| 77%|-|-0.984835| 0.995643| 0.488889| 0.096479| +----+----+-+---------+---------+---------+---------+ Stage training time: 2977.00 Number of used features: 73 Parent node: 25 Chosen number of splits: 0 Total number of splits: 0 Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| 21| 22| 23| 24| 25| 26| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19--20--21--22--23--24--25--26 Parent node: 26 *** 1 cluster *** POS: 1371 1556 0.881105 NEG: 806 4.08463e-06 BACKGROUND PROCESSING TIME: 6222.00 Precalculation time: 2.00 +----+----+-+---------+---------+---------+---------+ | N |%SMP|F| ST.THR | HR | FA | EXP. ERR| +----+----+-+---------+---------+---------+---------+ | 1|100%|-|-0.316871| 1.000000| 1.000000| 0.353698| +----+----+-+---------+---------+---------+---------+ | 2|100%|+|-0.351861| 1.000000| 1.000000| 0.352320| +----+----+-+---------+---------+---------+---------+ | 3| 94%|-|-0.623032| 1.000000| 1.000000| 0.366559| +----+----+-+---------+---------+---------+---------+ | 4| 94%|+|-0.671707| 1.000000| 1.000000| 0.348186| +----+----+-+---------+---------+---------+---------+ | 5| 89%|-|-0.806223| 1.000000| 1.000000| 0.423978| +----+----+-+---------+---------+---------+---------+ | 6| 93%|+|-0.840966| 1.000000| 1.000000| 0.389068| +----+----+-+---------+---------+---------+---------+ | 7| 90%|-|-0.811723| 0.996353| 0.961538| 0.389068| +----+----+-+---------+---------+---------+---------+ | 8| 89%|+|-0.879248| 0.996353| 0.961538| 0.349104| +----+----+-+---------+---------+---------+---------+ | 9| 90%|-|-0.962921| 0.997812| 0.965261| 0.322462| +----+----+-+---------+---------+---------+---------+ | 10| 88%|+|-0.935863| 0.997812| 0.964020| 0.322921| +----+----+-+---------+---------+---------+---------+ | 11| 89%|-|-0.802545| 0.997082| 0.915633| 0.339458| +----+----+-+---------+---------+---------+---------+ | 12| 88%|+|-0.979560| 0.995624| 0.960298| 0.302710| +----+----+-+---------+---------+---------+---------+ | 13| 88%|-|-0.909751| 0.995624| 0.921836| 0.304548| +----+----+-+---------+---------+---------+---------+ | 14| 87%|+|-0.887863| 0.995624| 0.908189| 0.301332| +----+----+-+---------+---------+---------+---------+ | 15| 87%|-|-0.915277| 0.996353| 0.905707| 0.301332| +----+----+-+---------+---------+---------+---------+ | 16| 87%|+|-0.989346| 0.995624| 0.924318| 0.286633| +----+----+-+---------+---------+---------+---------+ | 17| 87%|-|-1.020360| 0.995624| 0.909429| 0.277446| +----+----+-+---------+---------+---------+---------+ | 18| 87%|+|-1.050354| 0.995624| 0.916873| 0.276527| +----+----+-+---------+---------+---------+---------+ | 19| 86%|-|-0.970954| 0.995624| 0.889578| 0.258613| +----+----+-+---------+---------+---------+---------+ | 20| 86%|+|-0.940005| 0.995624| 0.868486| 0.262747| +----+----+-+---------+---------+---------+---------+ | 21| 86%|-|-1.010229| 0.995624| 0.867246| 0.266881| +----+----+-+---------+---------+---------+---------+ | 22| 86%|+|-1.001411| 0.995624| 0.862283| 0.266422| +----+----+-+---------+---------+---------+---------+ | 23| 85%|-|-0.960042| 0.995624| 0.834988| 0.253560| +----+----+-+---------+---------+---------+---------+ | 24| 85%|+|-0.960565| 0.995624| 0.826303| 0.250345| +----+----+-+---------+---------+---------+---------+ | 25| 85%|-|-1.046101| 0.995624| 0.852357| 0.240239| +----+----+-+---------+---------+---------+---------+ | 26| 85%|+|-1.050216| 0.995624| 0.857320| 0.237942| +----+----+-+---------+---------+---------+---------+ | 27| 85%|-|-1.068390| 0.995624| 0.858561| 0.235645| +----+----+-+---------+---------+---------+---------+ | 28| 84%|+|-1.111598| 0.995624| 0.867246| 0.227836| +----+----+-+---------+---------+---------+---------+ | 29| 84%|-|-1.045109| 0.995624| 0.828784| 0.231971| +----+----+-+---------+---------+---------+---------+ | 30| 84%|+|-1.048997| 0.995624| 0.826303| 0.232430| +----+----+-+---------+---------+---------+---------+ Data dir name: cascade2 Vec file name: samples BG file name: bg.txt Num pos: 17000 Num neg: 10000 Num stages: 27 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: 7.45058e-09 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 Stage 17 loaded Stage 18 loaded Stage 19 loaded Stage 20 loaded Stage 21 loaded Stage 22 loaded Stage 23 loaded Stage 24 loaded Stage 25 loaded Stage 26 loaded Tree Classifier Stage +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ | 0| 1| 2| 3| 4| 5| 6| 7| 8| 9| 10| 11| 12| 13| 14| 15| 16| 17| 18| 19| 20| 21| 22| 23| 24| 25| 26| +---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+---+ 0---1---2---3---4---5---6---7---8---9--10--11--12--13--14--15--16--17--18--19--20--21--22--23--24--25--26 Number of features used : 87180 Parent node: 26 *** 1 cluster *** POS: 1371 1556 0.881105 Data dir name: cascade3 Vec file name: samples BG file name: bg.txt Num pos: 17000 Num neg: 10000 Num stages: 35 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: 2.91038e-11 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: 2.00 +----+----+-+---------+---------+---------+---------+ | 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| +----+----+-+---------+---------+---------+---------+