Data dir name: cascade1
Vec file name: samples
BG  file name: bg.txt
Num pos: 17000
Num neg: 10000
Num stages: 20
Num splits: 5 (tree as weak classifier)
Mem: 800 MB
Symmetric: TRUE
Min hit rate: 0.995000
Max false alarm rate: 0.500000
Weight trimming: 0.950000
Equal weights: FALSE
Mode: ALL
Width: 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 : 138796

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%|-|-0.766017| 1.000000| 1.000000| 0.156617|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.825563| 0.996787| 0.966120| 0.157021|
+----+----+-+---------+---------+---------+---------+
|   3| 99%|-|-1.583803| 1.000000| 0.972678| 0.134763|
+----+----+-+---------+---------+---------+---------+
|   4| 84%|+|-1.592384| 0.999357| 0.745355| 0.128288|
+----+----+-+---------+---------+---------+---------+
|   5| 82%|-|-1.327027| 0.995501| 0.467760| 0.076083|
+----+----+-+---------+---------+---------+---------+
Stage training time: 1405.00
Number of used features: 25

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 0.495647
BACKGROUND PROCESSING TIME: 1.00
Precalculation time: 2.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.698905| 1.000000| 1.000000| 0.162602|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.820834| 1.000000| 1.000000| 0.157317|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-1.399475| 1.000000| 1.000000| 0.126423|
+----+----+-+---------+---------+---------+---------+
|   4| 78%|+|-1.529151| 0.998063| 0.826564| 0.121138|
+----+----+-+---------+---------+---------+---------+
|   5| 78%|-|-1.472540| 0.995481| 0.475302| 0.100000|
+----+----+-+---------+---------+---------+---------+
Stage training time: 1385.00
Number of used features: 25

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 0.340593
BACKGROUND PROCESSING TIME: 0.00
Precalculation time: 3.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.612519| 1.000000| 1.000000| 0.194773|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-1.065995| 1.000000| 1.000000| 0.195182|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-1.495983| 0.995460| 0.826902| 0.137199|
+----+----+-+---------+---------+---------+---------+
|   4| 80%|+|-1.291422| 0.996109| 0.730981| 0.111882|
+----+----+-+---------+---------+---------+---------+
|   5| 77%|-|-1.559291| 0.995460| 0.671444| 0.095549|
+----+----+-+---------+---------+---------+---------+
|   6| 75%|+|-1.513906| 0.995460| 0.630651| 0.100449|
+----+----+-+---------+---------+---------+---------+
|   7| 76%|-|-1.155733| 0.995460| 0.315325| 0.074316|
+----+----+-+---------+---------+---------+---------+
Stage training time: 2023.00
Number of used features: 35

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 0.135537
BACKGROUND PROCESSING TIME: 0.00
Precalculation time: 2.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.667894| 1.000000| 1.000000| 0.245384|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.832845| 0.998046| 0.991131| 0.201067|
+----+----+-+---------+---------+---------+---------+
|   3| 90%|-|-1.543621| 1.000000| 0.997783| 0.158802|
+----+----+-+---------+---------+---------+---------+
|   4| 83%|+|-1.452323| 0.995440| 0.763858| 0.149774|
+----+----+-+---------+---------+---------+---------+
|   5| 83%|-|-1.211273| 0.995440| 0.538803| 0.125564|
+----+----+-+---------+---------+---------+---------+
|   6| 76%|+|-1.069742| 0.995440| 0.511086| 0.114485|
+----+----+-+---------+---------+---------+---------+
|   7| 76%|-|-1.343972| 0.995440| 0.502217| 0.090685|
+----+----+-+---------+---------+---------+---------+
|   8| 73%|+|-1.199069| 0.995440| 0.450111| 0.084941|
+----+----+-+---------+---------+---------+---------+
Stage training time: 2048.00
Number of used features: 40

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 0.077234
BACKGROUND PROCESSING TIME: 1.00
Precalculation time: 2.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.671372| 1.000000| 1.000000| 0.198681|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.725738| 0.996073| 0.956570| 0.225474|
+----+----+-+---------+---------+---------+---------+
|   3| 95%|-|-1.324850| 0.997382| 0.958797| 0.165705|
+----+----+-+---------+---------+---------+---------+
|   4| 97%|+|-1.146415| 0.996073| 0.870824| 0.164468|
+----+----+-+---------+---------+---------+---------+
|   5| 79%|-|-1.147982| 0.996728| 0.671492| 0.121187|
+----+----+-+---------+---------+---------+---------+
|   6| 77%|+|-1.060476| 0.996728| 0.642539| 0.119538|
+----+----+-+---------+---------+---------+---------+
|   7| 76%|-|-1.323112| 0.995419| 0.553452| 0.100577|
+----+----+-+---------+---------+---------+---------+
|   8| 74%|+|-0.978829| 0.995419| 0.482183| 0.081616|
+----+----+-+---------+---------+---------+---------+
Stage training time: 2146.00
Number of used features: 40

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 0.0456588
BACKGROUND PROCESSING TIME: 1.00
Precalculation time: 2.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.755671| 1.000000| 1.000000| 0.201242|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-1.004964| 0.995398| 0.895973| 0.192547|
+----+----+-+---------+---------+---------+---------+
|   3| 83%|-|-1.322869| 0.996713| 0.810962| 0.151139|
+----+----+-+---------+---------+---------+---------+
|   4| 86%|+|-1.294775| 0.995398| 0.724832| 0.151139|
+----+----+-+---------+---------+---------+---------+
|   5| 83%|-|-1.394910| 0.995398| 0.671141| 0.130435|
+----+----+-+---------+---------+---------+---------+
|   6| 77%|+|-1.518152| 0.995398| 0.755034| 0.126708|
+----+----+-+---------+---------+---------+---------+
|   7| 76%|-|-1.278449| 0.995398| 0.534676| 0.096066|
+----+----+-+---------+---------+---------+---------+
|   8| 74%|+|-1.217332| 0.995398| 0.535794| 0.095238|
+----+----+-+---------+---------+---------+---------+
|   9| 74%|-|-1.273511| 0.995398| 0.454139| 0.080745|
+----+----+-+---------+---------+---------+---------+
Stage training time: 2298.00
Number of used features: 45

Parent node: 4
Chosen number of splits: 0

Total number of splits: 0

Tree Classifier
Stage
+---+---+---+---+---+---+
|  0|  1|  2|  3|  4|  5|
+---+---+---+---+---+---+

   0---1---2---3---4---5


Parent node: 5

*** 1 cluster ***
POS: 1514 1556 0.973008
NEG: 890 0.0255146
BACKGROUND PROCESSING TIME: 2.00
Precalculation time: 2.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.731009| 1.000000| 1.000000| 0.220882|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.864255| 0.996697| 0.991011| 0.296589|
+----+----+-+---------+---------+---------+---------+
|   3| 89%|-|-1.409971| 0.996037| 0.815730| 0.178453|
+----+----+-+---------+---------+---------+---------+
|   4| 84%|+|-1.329625| 0.995376| 0.764045| 0.175125|
+----+----+-+---------+---------+---------+---------+
|   5| 82%|-|-1.220796| 0.995376| 0.649438| 0.140599|
+----+----+-+---------+---------+---------+---------+
|   6| 81%|+|-1.220328| 0.995376| 0.585393| 0.138935|
+----+----+-+---------+---------+---------+---------+
|   7| 81%|-|-1.313699| 0.995376| 0.559551| 0.114809|
+----+----+-+---------+---------+---------+---------+
|   8| 75%|+|-1.164088| 0.995376| 0.517978| 0.104825|
+----+----+-+---------+---------+---------+---------+
|   9| 72%|-|-1.100788| 0.995376| 0.384270| 0.079035|
+----+----+-+---------+---------+---------+---------+
Stage training time: 2323.00
Number of used features: 45

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 0.0111103
BACKGROUND PROCESSING TIME: 2.00
Precalculation time: 2.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.543090| 1.000000| 1.000000| 0.227748|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-1.041104| 1.000000| 1.000000| 0.229837|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-1.006644| 0.996682| 0.896163| 0.176348|
+----+----+-+---------+---------+---------+---------+
|   4| 83%|+|-1.123552| 0.995355| 0.884876| 0.203510|
+----+----+-+---------+---------+---------+---------+
|   5| 80%|-|-1.370006| 0.996019| 0.725734| 0.148349|
+----+----+-+---------+---------+---------+---------+
|   6| 79%|+|-1.181961| 0.995355| 0.681716| 0.144170|
+----+----+-+---------+---------+---------+---------+
|   7| 77%|-|-1.479977| 0.995355| 0.642212| 0.118262|
+----+----+-+---------+---------+---------+---------+
|   8| 75%|+|-1.368646| 0.995355| 0.607223| 0.120769|
+----+----+-+---------+---------+---------+---------+
|   9| 75%|-|-1.210345| 0.995355| 0.460497| 0.088174|
+----+----+-+---------+---------+---------+---------+
Stage training time: 2413.00
Number of used features: 45

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 0.00856352
BACKGROUND PROCESSING TIME: 3.00
Precalculation time: 3.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.595345| 1.000000| 1.000000| 0.296390|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.691961| 1.000000| 0.997732| 0.299748|
+----+----+-+---------+---------+---------+---------+
|   3| 99%|-|-1.033875| 0.998667| 0.982993| 0.191856|
+----+----+-+---------+---------+---------+---------+
|   4| 82%|+|-1.007990| 0.995333| 0.848073| 0.202351|
+----+----+-+---------+---------+---------+---------+
|   5| 80%|-|-1.396402| 0.995333| 0.782313| 0.178002|
+----+----+-+---------+---------+---------+---------+
|   6| 80%|+|-1.395187| 0.995333| 0.789116| 0.168346|
+----+----+-+---------+---------+---------+---------+
|   7| 79%|-|-1.405547| 0.995333| 0.714286| 0.133501|
+----+----+-+---------+---------+---------+---------+
|   8| 75%|+|-1.443335| 0.995333| 0.674603| 0.119228|
+----+----+-+---------+---------+---------+---------+
|   9| 74%|-|-1.310696| 0.995333| 0.555556| 0.099496|
+----+----+-+---------+---------+---------+---------+
|  10| 73%|+|-1.245867| 0.995333| 0.523810| 0.099916|
+----+----+-+---------+---------+---------+---------+
|  11| 73%|-|-1.156202| 0.995333| 0.435374| 0.072208|
+----+----+-+---------+---------+---------+---------+
Stage training time: 2695.00
Number of used features: 55

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 0.00477135
BACKGROUND PROCESSING TIME: 6.00
Precalculation time: 2.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.658612| 1.000000| 0.970387| 0.240827|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.713018| 1.000000| 0.966970| 0.240405|
+----+----+-+---------+---------+---------+---------+
|   3| 99%|-|-1.072549| 0.995311| 0.847380| 0.208773|
+----+----+-+---------+---------+---------+---------+
|   4| 83%|+|-1.192653| 0.997991| 0.888383| 0.191902|
+----+----+-+---------+---------+---------+---------+
|   5| 81%|-|-1.173222| 0.995981| 0.711845| 0.168283|
+----+----+-+---------+---------+---------+---------+
|   6| 80%|+|-1.139149| 0.995311| 0.716401| 0.156896|
+----+----+-+---------+---------+---------+---------+
|   7| 79%|-|-1.281192| 0.995311| 0.653759| 0.130325|
+----+----+-+---------+---------+---------+---------+
|   8| 76%|+|-1.118496| 0.995311| 0.585421| 0.127372|
+----+----+-+---------+---------+---------+---------+
|   9| 75%|-|-1.201502| 0.995311| 0.495444| 0.108393|
+----+----+-+---------+---------+---------+---------+
Stage training time: 2303.00
Number of used features: 45

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 0.0056144
BACKGROUND PROCESSING TIME: 4.00
Precalculation time: 3.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.648418| 1.000000| 1.000000| 0.216102|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.715391| 1.000000| 1.000000| 0.205085|
+----+----+-+---------+---------+---------+---------+
|   3| 84%|-|-1.264028| 0.996635| 0.925629| 0.184746|
+----+----+-+---------+---------+---------+---------+
|   4| 83%|+|-1.199888| 0.995289| 0.805492| 0.185593|
+----+----+-+---------+---------+---------+---------+
|   5| 82%|-|-1.131128| 0.995289| 0.558352| 0.153814|
+----+----+-+---------+---------+---------+---------+
|   6| 78%|+|-1.025710| 0.995289| 0.556064| 0.148729|
+----+----+-+---------+---------+---------+---------+
|   7| 77%|-|-1.177378| 0.995289| 0.488558| 0.118644|
+----+----+-+---------+---------+---------+---------+
Stage training time: 1869.00
Number of used features: 35

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 0.00241957
BACKGROUND PROCESSING TIME: 12.00
Precalculation time: 3.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.573843| 1.000000| 1.000000| 0.247339|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.440259| 0.997295| 0.942529| 0.247339|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-1.075046| 0.997295| 0.942529| 0.212857|
+----+----+-+---------+---------+---------+---------+
|   4| 83%|+|-1.224769| 0.996619| 0.948276| 0.220094|
+----+----+-+---------+---------+---------+---------+
|   5| 84%|-|-1.422955| 0.995267| 0.780460| 0.170711|
+----+----+-+---------+---------+---------+---------+
|   6| 80%|+|-1.381463| 0.995267| 0.752874| 0.169860|
+----+----+-+---------+---------+---------+---------+
|   7| 78%|-|-1.380473| 0.995943| 0.680460| 0.128565|
+----+----+-+---------+---------+---------+---------+
|   8| 75%|+|-1.240539| 0.995267| 0.588506| 0.124734|
+----+----+-+---------+---------+---------+---------+
|   9| 74%|-|-1.142117| 0.995267| 0.477012| 0.102171|
+----+----+-+---------+---------+---------+---------+
Stage training time: 2362.00
Number of used features: 45

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 0.00147497
BACKGROUND PROCESSING TIME: 19.00
Precalculation time: 3.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.712481| 1.000000| 1.000000| 0.222935|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.736508| 1.000000| 0.981503| 0.222935|
+----+----+-+---------+---------+---------+---------+
|   3| 97%|-|-1.100733| 0.995924| 0.895954| 0.215661|
+----+----+-+---------+---------+---------+---------+
|   4| 96%|+|-1.164804| 0.996603| 0.899422| 0.193410|
+----+----+-+---------+---------+---------+---------+
|   5| 85%|-|-1.282378| 0.995245| 0.689017| 0.159606|
+----+----+-+---------+---------+---------+---------+
|   6| 78%|+|-1.356984| 0.995245| 0.679769| 0.153188|
+----+----+-+---------+---------+---------+---------+
|   7| 78%|-|-1.352581| 0.995245| 0.619653| 0.138639|
+----+----+-+---------+---------+---------+---------+
|   8| 76%|+|-1.323488| 0.995245| 0.608092| 0.136928|
+----+----+-+---------+---------+---------+---------+
|   9| 74%|-|-1.253129| 0.995245| 0.469364| 0.109542|
+----+----+-+---------+---------+---------+---------+
Stage training time: 2280.00
Number of used features: 45

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 0.000982789
BACKGROUND PROCESSING TIME: 28.00
Precalculation time: 2.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.609004| 1.000000| 1.000000| 0.239897|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.515639| 1.000000| 0.901278| 0.225709|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-1.051713| 0.996587| 0.867596| 0.228719|
+----+----+-+---------+---------+---------+---------+
|   4| 88%|+|-1.199325| 0.997952| 0.871080| 0.215821|
+----+----+-+---------+---------+---------+---------+
|   5| 84%|-|-1.319197| 0.995222| 0.742160| 0.160791|
+----+----+-+---------+---------+---------+---------+
|   6| 83%|+|-1.202296| 0.995222| 0.728223| 0.153482|
+----+----+-+---------+---------+---------+---------+
|   7| 79%|-|-1.146441| 0.995904| 0.560976| 0.138865|
+----+----+-+---------+---------+---------+---------+
|   8| 76%|+|-0.992148| 0.995222| 0.538908| 0.129837|
+----+----+-+---------+---------+---------+---------+
|   9| 75%|-|-1.114894| 0.995222| 0.478513| 0.116509|
+----+----+-+---------+---------+---------+---------+
Stage training time: 2327.00
Number of used features: 45

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 0.000912823
BACKGROUND PROCESSING TIME: 28.00
Precalculation time: 2.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.519184| 1.000000| 1.000000| 0.250108|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.962071| 0.997942| 0.976663| 0.252268|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-1.320643| 0.996571| 0.929988| 0.198272|
+----+----+-+---------+---------+---------+---------+
|   4| 84%|+|-1.362650| 0.995199| 0.809802| 0.198704|
+----+----+-+---------+---------+---------+---------+
|   5| 86%|-|-1.336871| 0.995199| 0.723454| 0.174082|
+----+----+-+---------+---------+---------+---------+
|   6| 79%|+|-1.360406| 0.995199| 0.702450| 0.174082|
+----+----+-+---------+---------+---------+---------+
|   7| 79%|-|-1.231347| 0.995199| 0.598600| 0.131317|
+----+----+-+---------+---------+---------+---------+
|   8| 77%|+|-1.102018| 0.995199| 0.568261| 0.120086|
+----+----+-+---------+---------+---------+---------+
Data dir name: cascade1
Vec file name: samples
BG  file name: bg.txt
Num pos: 17000
Num neg: 10000
Num stages: 20
Num splits: 5 (tree as weak classifier)
Mem: 800 MB
Symmetric: TRUE
Min hit rate: 0.995000
Max false alarm rate: 0.500000
Weight trimming: 0.950000
Equal weights: FALSE
Mode: ALL
Width: 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

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

Data dir name: cascade1
Vec file name: samples
BG  file name: bg.txt
Num pos: 17000
Num neg: 10000
Num stages: 20
Num splits: 5 (tree as weak classifier)
Mem: 800 MB
Symmetric: TRUE
Min hit rate: 0.995000
Max false alarm rate: 0.500000
Weight trimming: 0.950000
Equal weights: FALSE
Mode: ALL
Width: 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

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

Number of features used : 138796

Parent node: 13

*** 1 cluster ***
POS: 1458 1556 0.937018
NEG: 857 0.000602002
BACKGROUND PROCESSING TIME: 46.00
Precalculation time: 3.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.727575| 1.000000| 1.000000| 0.262635|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.746905| 0.995885| 0.961494| 0.261339|
+----+----+-+---------+---------+---------+---------+
|   3| 90%|-|-1.149546| 0.995885| 0.955659| 0.233693|
+----+----+-+---------+---------+---------+---------+
|   4| 85%|+|-1.146733| 0.995199| 0.949825| 0.228510|
+----+----+-+---------+---------+---------+---------+
|   5| 84%|-|-1.358250| 0.995199| 0.841307| 0.187041|
+----+----+-+---------+---------+---------+---------+
|   6| 82%|+|-1.394704| 0.995199| 0.808635| 0.184881|
+----+----+-+---------+---------+---------+---------+
|   7| 82%|-|-1.272867| 0.995199| 0.726955| 0.154212|
+----+----+-+---------+---------+---------+---------+
|   8| 79%|+|-1.196977| 0.995199| 0.683781| 0.148164|
+----+----+-+---------+---------+---------+---------+
|   9| 78%|-|-1.304142| 0.995199| 0.627771| 0.129158|
+----+----+-+---------+---------+---------+---------+
|  10| 75%|+|-1.191573| 0.995199| 0.626604| 0.121814|
+----+----+-+---------+---------+---------+---------+
|  11| 74%|-|-1.158610| 0.995199| 0.509918| 0.107127|
+----+----+-+---------+---------+---------+---------+
|  12| 74%|+|-1.027454| 0.995199| 0.500583| 0.102376|
+----+----+-+---------+---------+---------+---------+
|  13| 72%|-|-1.168517| 0.995199| 0.469078| 0.084233|
+----+----+-+---------+---------+---------+---------+
Stage training time: 3183.00
Number of used features: 65

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 0.000413005
BACKGROUND PROCESSING TIME: 65.00
Precalculation time: 2.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.643948| 1.000000| 1.000000| 0.250868|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.692954| 0.999311| 0.997655| 0.250868|
+----+----+-+---------+---------+---------+---------+
|   3| 96%|-|-1.098278| 0.995176| 0.949590| 0.249132|
+----+----+-+---------+---------+---------+---------+
|   4| 83%|+|-1.219814| 0.995176| 0.865182| 0.246528|
+----+----+-+---------+---------+---------+---------+
|   5| 84%|-|-1.392183| 0.996554| 0.851114| 0.176215|
+----+----+-+---------+---------+---------+---------+
|   6| 82%|+|-1.268292| 0.995176| 0.718640| 0.177083|
+----+----+-+---------+---------+---------+---------+
|   7| 80%|-|-1.225253| 0.995176| 0.655334| 0.149740|
+----+----+-+---------+---------+---------+---------+
|   8| 78%|+|-1.166884| 0.995176| 0.641266| 0.142361|
+----+----+-+---------+---------+---------+---------+
|   9| 77%|-|-1.282829| 0.995176| 0.623681| 0.115885|
+----+----+-+---------+---------+---------+---------+
|  10| 75%|+|-1.297261| 0.995176| 0.611958| 0.119792|
+----+----+-+---------+---------+---------+---------+
Data dir name: cascade1
Vec file name: samples
BG  file name: bg.txt
Num pos: 17000
Num neg: 10000
Num stages: 20
Num splits: 5 (tree as weak classifier)
Mem: 800 MB
Symmetric: TRUE
Min hit rate: 0.995000
Max false alarm rate: 0.500000
Weight trimming: 0.950000
Equal weights: FALSE
Mode: ALL
Width: 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

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

Number of features used : 138796

Parent node: 14

*** 1 cluster ***
POS: 1451 1556 0.932519
NEG: 853 0.000303922
BACKGROUND PROCESSING TIME: 117.00
Precalculation time: 4.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.651500| 1.000000| 1.000000| 0.266493|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.545384| 0.996554| 0.903869| 0.269097|
+----+----+-+---------+---------+---------+---------+
|   3| 99%|-|-0.891296| 0.995176| 0.899179| 0.244792|
+----+----+-+---------+---------+---------+---------+
|   4| 83%|+|-1.277537| 0.995865| 0.885111| 0.253906|
+----+----+-+---------+---------+---------+---------+
|   5| 84%|-|-1.169119| 0.995176| 0.758499| 0.186198|
+----+----+-+---------+---------+---------+---------+
|   6| 80%|+|-1.138037| 0.995176| 0.758499| 0.185330|
+----+----+-+---------+---------+---------+---------+
|   7| 79%|-|-1.310690| 0.995176| 0.723329| 0.174045|
+----+----+-+---------+---------+---------+---------+
|   8| 78%|+|-1.306142| 0.995176| 0.724502| 0.167969|
+----+----+-+---------+---------+---------+---------+
|   9| 77%|-|-1.210488| 0.995176| 0.645955| 0.137587|
+----+----+-+---------+---------+---------+---------+
|  10| 76%|+|-1.241937| 0.995176| 0.645955| 0.141059|
+----+----+-+---------+---------+---------+---------+
|  11| 76%|-|-1.197349| 0.995176| 0.568581| 0.125868|
+----+----+-+---------+---------+---------+---------+
|  12| 74%|+|-1.168300| 0.995176| 0.550996| 0.114583|
+----+----+-+---------+---------+---------+---------+
|  13| 73%|-|-1.261752| 0.995176| 0.536928| 0.091580|
+----+----+-+---------+---------+---------+---------+
|  14| 72%|+|-1.271671| 0.995176| 0.529894| 0.088976|
+----+----+-+---------+---------+---------+---------+
|  15| 71%|-|-1.137093| 0.995176| 0.419695| 0.086806|
+----+----+-+---------+---------+---------+---------+
Stage training time: 3786.00
Number of used features: 75

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 0.000350561
BACKGROUND PROCESSING TIME: 68.00
Precalculation time: 2.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.571991| 0.995152| 0.972909| 0.262538|
+----+----+-+---------+---------+---------+---------+
Data dir name: cascade1
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

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

Number of features used : 87180

Parent node: 15

*** 1 cluster ***
POS: 1444 1556 0.928021
NEG: 849 0.000202525
BACKGROUND PROCESSING TIME: 161.00
Precalculation time: 2.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.183990| 1.000000| 1.000000| 0.422154|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.642226| 1.000000| 1.000000| 0.439163|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-0.960474| 1.000000| 1.000000| 0.293066|
+----+----+-+---------+---------+---------+---------+
|   4|100%|+|-1.148385| 1.000000| 1.000000| 0.361535|
+----+----+-+---------+---------+---------+---------+
|   5| 86%|-|-0.932490| 0.996537| 0.981154| 0.283908|
+----+----+-+---------+---------+---------+---------+
|   6| 87%|+|-1.153078| 0.995152| 0.952886| 0.287396|
+----+----+-+---------+---------+---------+---------+
|   7| 88%|-|-1.190257| 0.996537| 0.924617| 0.290885|
+----+----+-+---------+---------+---------+---------+
|   8| 87%|+|-1.089300| 0.995152| 0.895171| 0.280419|
+----+----+-+---------+---------+---------+---------+
|   9| 85%|-|-1.075502| 0.996537| 0.884570| 0.248147|
+----+----+-+---------+---------+---------+---------+
|  10| 84%|+|-1.125453| 0.995152| 0.862191| 0.243785|
+----+----+-+---------+---------+---------+---------+
|  11| 84%|-|-1.139642| 0.995152| 0.861013| 0.241605|
+----+----+-+---------+---------+---------+---------+
|  12| 84%|+|-1.157904| 0.995152| 0.842167| 0.248147|
+----+----+-+---------+---------+---------+---------+
|  13| 82%|-|-1.068745| 0.995152| 0.815077| 0.219363|
+----+----+-+---------+---------+---------+---------+
|  14| 84%|+|-1.168835| 0.995152| 0.830389| 0.230266|
+----+----+-+---------+---------+---------+---------+
|  15| 83%|-|-1.167036| 0.995152| 0.802120| 0.201483|
+----+----+-+---------+---------+---------+---------+
|  16| 82%|+|-1.071931| 0.995152| 0.779741| 0.198430|
+----+----+-+---------+---------+---------+---------+
|  17| 82%|-|-1.141722| 0.995152| 0.786808| 0.195813|
+----+----+-+---------+---------+---------+---------+
|  18| 81%|+|-1.184356| 0.995152| 0.784452| 0.191888|
+----+----+-+---------+---------+---------+---------+
|  19| 81%|-|-1.150930| 0.995152| 0.724382| 0.170519|
+----+----+-+---------+---------+---------+---------+
|  20| 81%|+|-1.233709| 0.995152| 0.737338| 0.177933|
+----+----+-+---------+---------+---------+---------+
|  21| 81%|-|-1.225933| 0.995152| 0.727915| 0.162669|
+----+----+-+---------+---------+---------+---------+
|  22| 80%|+|-1.191373| 0.995152| 0.694935| 0.165286|
+----+----+-+---------+---------+---------+---------+
|  23| 80%|-|-1.182466| 0.995152| 0.697291| 0.154383|
+----+----+-+---------+---------+---------+---------+
|  24| 80%|+|-1.199685| 0.995152| 0.693757| 0.155255|
+----+----+-+---------+---------+---------+---------+
|  25| 80%|-|-1.195802| 0.995152| 0.652532| 0.146533|
+----+----+-+---------+---------+---------+---------+
|  26| 78%|+|-1.275488| 0.995152| 0.681979| 0.145661|
+----+----+-+---------+---------+---------+---------+
|  27| 78%|-|-1.172872| 0.995152| 0.632509| 0.143916|
+----+----+-+---------+---------+---------+---------+
|  28| 78%|+|-1.148041| 0.995152| 0.608952| 0.148277|
+----+----+-+---------+---------+---------+---------+
|  29| 78%|-|-1.368460| 0.995152| 0.674912| 0.138247|
+----+----+-+---------+---------+---------+---------+
|  30| 77%|+|-1.402574| 0.995152| 0.681979| 0.136066|
+----+----+-+---------+---------+---------+---------+
|  31| 77%|-|-1.278479| 0.995152| 0.618375| 0.132141|
+----+----+-+---------+---------+---------+---------+
|  32| 77%|+|-1.324376| 0.995152| 0.624264| 0.127780|
+----+----+-+---------+---------+---------+---------+
|  33| 76%|-|-1.336709| 0.995152| 0.614841| 0.129525|
+----+----+-+---------+---------+---------+---------+
|  34| 76%|+|-1.294057| 0.995152| 0.597173| 0.125600|
+----+----+-+---------+---------+---------+---------+
|  35| 76%|-|-1.320592| 0.995152| 0.611307| 0.125164|
+----+----+-+---------+---------+---------+---------+
|  36| 75%|+|-1.385611| 0.995152| 0.621908| 0.125600|
+----+----+-+---------+---------+---------+---------+
|  37| 74%|-|-1.325198| 0.995152| 0.598351| 0.112080|
+----+----+-+---------+---------+---------+---------+
|  38| 75%|+|-1.406235| 0.995152| 0.621908| 0.115133|
+----+----+-+---------+---------+---------+---------+
|  39| 74%|-|-1.320746| 0.995152| 0.554770| 0.110336|
+----+----+-+---------+---------+---------+---------+
|  40| 74%|+|-1.310487| 0.995152| 0.545347| 0.111208|
+----+----+-+---------+---------+---------+---------+
|  41| 74%|-|-1.220749| 0.995152| 0.504122| 0.109464|
+----+----+-+---------+---------+---------+---------+
|  42| 73%|+|-1.197372| 0.995152| 0.482921| 0.108155|
+----+----+-+---------+---------+---------+---------+
Stage training time: 1776.00
Number of used features: 42

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 0.000276173
BACKGROUND PROCESSING TIME: 88.00
Precalculation time: 3.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.142575| 1.000000| 1.000000| 0.462752|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.173442| 1.000000| 1.000000| 0.418493|
+----+----+-+---------+---------+---------+---------+
|   3| 96%|-|-0.312293| 1.000000| 1.000000| 0.353637|
+----+----+-+---------+---------+---------+---------+
|   4| 93%|+|-0.501981| 1.000000| 1.000000| 0.322524|
+----+----+-+---------+---------+---------+---------+
|   5| 95%|-|-0.750642| 1.000000| 1.000000| 0.298422|
+----+----+-+---------+---------+---------+---------+
|   6| 88%|+|-1.171145| 1.000000| 1.000000| 0.300613|
+----+----+-+---------+---------+---------+---------+
|   7| 87%|-|-1.111971| 0.998608| 0.968047| 0.287029|
+----+----+-+---------+---------+---------+---------+
|   8| 89%|+|-1.172029| 0.995129| 0.951479| 0.280456|
+----+----+-+---------+---------+---------+---------+
|   9| 88%|-|-1.103079| 0.996521| 0.897041| 0.267309|
+----+----+-+---------+---------+---------+---------+
|  10| 88%|+|-1.164042| 0.997912| 0.902959| 0.268186|
+----+----+-+---------+---------+---------+---------+
|  11| 84%|-|-0.962219| 0.995129| 0.856805| 0.251096|
+----+----+-+---------+---------+---------+---------+
|  12| 84%|+|-1.209464| 0.995129| 0.879290| 0.249781|
+----+----+-+---------+---------+---------+---------+
|  13| 84%|-|-1.146692| 0.995129| 0.860355| 0.236635|
+----+----+-+---------+---------+---------+---------+
|  14| 84%|+|-1.181826| 0.995825| 0.844970| 0.231814|
+----+----+-+---------+---------+---------+---------+
|  15| 83%|-|-1.282256| 0.995825| 0.868639| 0.219982|
+----+----+-+---------+---------+---------+---------+
|  16| 82%|+|-1.142790| 0.995129| 0.822485| 0.221297|
+----+----+-+---------+---------+---------+---------+
|  17| 83%|-|-1.212956| 0.995129| 0.828402| 0.204645|
+----+----+-+---------+---------+---------+---------+
|  18| 82%|+|-1.188838| 0.995129| 0.824852| 0.200701|
+----+----+-+---------+---------+---------+---------+
|  19| 82%|-|-1.220277| 0.995129| 0.811834| 0.196757|
+----+----+-+---------+---------+---------+---------+
|  20| 82%|+|-1.210088| 0.995129| 0.797633| 0.192813|
+----+----+-+---------+---------+---------+---------+
|  21| 82%|-|-1.153543| 0.995129| 0.751479| 0.189746|
+----+----+-+---------+---------+---------+---------+
|  22| 81%|+|-1.148230| 0.995129| 0.732544| 0.189308|
+----+----+-+---------+---------+---------+---------+
|  23| 82%|-|-1.150332| 0.995129| 0.734911| 0.186240|
+----+----+-+---------+---------+---------+---------+
|  24| 81%|+|-1.192680| 0.995129| 0.737278| 0.176599|
+----+----+-+---------+---------+---------+---------+
|  25| 81%|-|-1.120432| 0.995129| 0.687574| 0.171341|
+----+----+-+---------+---------+---------+---------+
|  26| 81%|+|-1.120511| 0.995129| 0.679290| 0.170903|
+----+----+-+---------+---------+---------+---------+
|  27| 81%|-|-1.235288| 0.995129| 0.726627| 0.163891|
+----+----+-+---------+---------+---------+---------+
|  28| 80%|+|-1.228250| 0.995129| 0.724260| 0.164768|
+----+----+-+---------+---------+---------+---------+
|  29| 80%|-|-1.150326| 0.995129| 0.673373| 0.161262|
+----+----+-+---------+---------+---------+---------+
|  30| 80%|+|-1.156503| 0.995129| 0.671006| 0.163891|
+----+----+-+---------+---------+---------+---------+
|  31| 79%|-|-1.246545| 0.995129| 0.689941| 0.159509|
+----+----+-+---------+---------+---------+---------+
|  32| 79%|+|-1.241404| 0.995129| 0.682840| 0.158195|
+----+----+-+---------+---------+---------+---------+
|  33| 79%|-|-1.200555| 0.995129| 0.648521| 0.152060|
+----+----+-+---------+---------+---------+---------+
|  34| 79%|+|-1.199865| 0.995129| 0.646154| 0.152498|
+----+----+-+---------+---------+---------+---------+
|  35| 79%|-|-1.147873| 0.995129| 0.602367| 0.139790|
+----+----+-+---------+---------+---------+---------+
|  36| 78%|+|-1.059349| 0.995129| 0.555030| 0.132778|
+----+----+-+---------+---------+---------+---------+
|  37| 78%|-|-1.080605| 0.995129| 0.565680| 0.132778|
+----+----+-+---------+---------+---------+---------+
|  38| 77%|+|-1.155969| 0.995129| 0.588166| 0.133655|
+----+----+-+---------+---------+---------+---------+
|  39| 77%|-|-1.090231| 0.995129| 0.550296| 0.128834|
+----+----+-+---------+---------+---------+---------+
|  40| 77%|+|-1.091856| 0.995129| 0.534911| 0.127958|
+----+----+-+---------+---------+---------+---------+
|  41| 76%|-|-1.037343| 0.995129| 0.507692| 0.127958|
+----+----+-+---------+---------+---------+---------+
|  42| 76%|+|-1.033283| 0.995129| 0.501775| 0.125767|
+----+----+-+---------+---------+---------+---------+
|  43| 75%|-|-1.112509| 0.995129| 0.539645| 0.120947|
+----+----+-+---------+---------+---------+---------+
|  44| 75%|+|-1.141105| 0.995129| 0.557396| 0.115250|
+----+----+-+---------+---------+---------+---------+
|  45| 76%|-|-1.232290| 0.995129| 0.582249| 0.116126|
+----+----+-+---------+---------+---------+---------+
|  46| 75%|+|-1.161679| 0.995129| 0.556213| 0.112621|
+----+----+-+---------+---------+---------+---------+
|  47| 74%|-|-1.145683| 0.995129| 0.540828| 0.113059|
+----+----+-+---------+---------+---------+---------+
|  48| 74%|+|-1.130581| 0.995129| 0.511243| 0.110868|
+----+----+-+---------+---------+---------+---------+
|  49| 74%|-|-1.169976| 0.995129| 0.523077| 0.105171|
+----+----+-+---------+---------+---------+---------+
|  50| 74%|+|-1.192798| 0.995129| 0.528994| 0.105171|
+----+----+-+---------+---------+---------+---------+
|  51| 74%|-|-1.153636| 0.995129| 0.507692| 0.101227|
+----+----+-+---------+---------+---------+---------+
|  52| 73%|+|-0.995486| 0.995129| 0.414201| 0.099912|
+----+----+-+---------+---------+---------+---------+
Stage training time: 2180.00
Number of used features: 52

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 0.000194959
BACKGROUND PROCESSING TIME: 123.00
Precalculation time: 2.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.179141| 1.000000| 1.000000| 0.424923|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.483838| 1.000000| 1.000000| 0.424923|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-0.644889| 1.000000| 1.000000| 0.357552|
+----+----+-+---------+---------+---------+---------+
|   4|100%|+|-0.946197| 1.000000| 1.000000| 0.354910|
+----+----+-+---------+---------+---------+---------+
|   5| 87%|-|-0.848195| 0.999301| 0.985731| 0.367679|
+----+----+-+---------+---------+---------+---------+
|   6| 89%|+|-0.966798| 0.999301| 0.985731| 0.324527|
+----+----+-+---------+---------+---------+---------+
|   7| 87%|-|-1.058223| 0.995804| 0.933413| 0.329811|
+----+----+-+---------+---------+---------+---------+
|   8| 88%|+|-0.932860| 0.997902| 0.935791| 0.295905|
+----+----+-+---------+---------+---------+---------+
|   9| 86%|-|-1.058288| 0.995105| 0.897741| 0.294584|
+----+----+-+---------+---------+---------+---------+
|  10| 85%|+|-1.062945| 0.995105| 0.917955| 0.285337|
+----+----+-+---------+---------+---------+---------+
|  11| 86%|-|-1.039834| 0.995804| 0.887039| 0.271246|
+----+----+-+---------+---------+---------+---------+
|  12| 85%|+|-1.099814| 0.995105| 0.898930| 0.257596|
+----+----+-+---------+---------+---------+---------+
|  13| 85%|-|-1.076639| 0.995105| 0.857313| 0.256275|
+----+----+-+---------+---------+---------+---------+
|  14| 84%|+|-1.162060| 0.995105| 0.872770| 0.241744|
+----+----+-+---------+---------+---------+---------+
|  15| 84%|-|-1.280912| 0.995105| 0.898930| 0.247028|
+----+----+-+---------+---------+---------+---------+
|  16| 84%|+|-1.312260| 0.995105| 0.900119| 0.238221|
+----+----+-+---------+---------+---------+---------+
|  17| 83%|-|-1.293969| 0.995105| 0.877527| 0.225451|
+----+----+-+---------+---------+---------+---------+
|  18| 83%|+|-1.366163| 0.995105| 0.888228| 0.220167|
+----+----+-+---------+---------+---------+---------+
|  19| 83%|-|-1.449514| 0.995105| 0.908442| 0.216645|
+----+----+-+---------+---------+---------+---------+
|  20| 82%|+|-1.413954| 0.995105| 0.901308| 0.215324|
+----+----+-+---------+---------+---------+---------+
|  21| 82%|-|-1.224072| 0.995105| 0.831153| 0.203435|
+----+----+-+---------+---------+---------+---------+
|  22| 82%|+|-1.238896| 0.995105| 0.834721| 0.199912|
+----+----+-+---------+---------+---------+---------+
|  23| 82%|-|-1.208323| 0.995105| 0.813317| 0.194628|
+----+----+-+---------+---------+---------+---------+
|  24| 81%|+|-1.190374| 0.995105| 0.802616| 0.193307|
+----+----+-+---------+---------+---------+---------+
|  25| 81%|-|-1.177612| 0.995105| 0.788347| 0.189784|
+----+----+-+---------+---------+---------+---------+
|  26| 81%|+|-1.170603| 0.995105| 0.787158| 0.180097|
+----+----+-+---------+---------+---------+---------+
|  27| 81%|-|-1.141842| 0.995105| 0.756243| 0.178776|
+----+----+-+---------+---------+---------+---------+
|  28| 81%|+|-1.137748| 0.995105| 0.740785| 0.179657|
+----+----+-+---------+---------+---------+---------+
|  29| 81%|-|-1.181566| 0.995105| 0.739596| 0.176134|
+----+----+-+---------+---------+---------+---------+
|  30| 81%|+|-1.165563| 0.995105| 0.733650| 0.179216|
+----+----+-+---------+---------+---------+---------+
|  31| 81%|-|-1.277827| 0.995105| 0.766944| 0.173492|
+----+----+-+---------+---------+---------+---------+
|  32| 80%|+|-1.274439| 0.995105| 0.764566| 0.172171|
+----+----+-+---------+---------+---------+---------+
|  33| 80%|-|-1.156558| 0.995105| 0.717004| 0.165125|
+----+----+-+---------+---------+---------+---------+
|  34| 81%|+|-1.247024| 0.995105| 0.725327| 0.164685|
+----+----+-+---------+---------+---------+---------+
|  35| 80%|-|-1.259045| 0.995105| 0.714625| 0.160282|
+----+----+-+---------+---------+---------+---------+
|  36| 79%|+|-1.124717| 0.995105| 0.668252| 0.158961|
+----+----+-+---------+---------+---------+---------+
|  37| 78%|-|-1.231180| 0.995105| 0.684899| 0.150594|
+----+----+-+---------+---------+---------+---------+
|  38| 79%|+|-1.134598| 0.995105| 0.632580| 0.145310|
+----+----+-+---------+---------+---------+---------+
|  39| 78%|-|-1.086163| 0.995105| 0.602854| 0.142668|
+----+----+-+---------+---------+---------+---------+
|  40| 78%|+|-1.140343| 0.995105| 0.624257| 0.140907|
+----+----+-+---------+---------+---------+---------+
|  41| 78%|-|-1.201100| 0.995105| 0.645660| 0.139146|
+----+----+-+---------+---------+---------+---------+
|  42| 77%|+|-1.234932| 0.995105| 0.657551| 0.134742|
+----+----+-+---------+---------+---------+---------+
|  43| 77%|-|-1.265759| 0.995105| 0.662307| 0.131220|
+----+----+-+---------+---------+---------+---------+
|  44| 77%|+|-1.225547| 0.995105| 0.625446| 0.132981|
+----+----+-+---------+---------+---------+---------+
|  45| 77%|-|-1.133719| 0.995105| 0.580262| 0.122853|
+----+----+-+---------+---------+---------+---------+
|  46| 77%|+|-1.107059| 0.995105| 0.567182| 0.122853|
+----+----+-+---------+---------+---------+---------+
|  47| 77%|-|-1.109433| 0.995105| 0.545779| 0.118890|
+----+----+-+---------+---------+---------+---------+
|  48| 77%|+|-1.081174| 0.995105| 0.535077| 0.121973|
+----+----+-+---------+---------+---------+---------+
|  49| 77%|-|-1.061420| 0.995105| 0.508918| 0.115808|
+----+----+-+---------+---------+---------+---------+
|  50| 77%|+|-1.093748| 0.995105| 0.508918| 0.113166|
+----+----+-+---------+---------+---------+---------+
|  51| 76%|-|-1.072245| 0.995105| 0.493460| 0.109643|
+----+----+-+---------+---------+---------+---------+
Stage training time: 2151.00
Number of used features: 51

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 0.000108327
BACKGROUND PROCESSING TIME: 213.00
Precalculation time: 2.00
+----+----+-+---------+---------+---------+---------+
|  N |%SMP|F|  ST.THR |    HR   |    FA   | EXP. ERR|
+----+----+-+---------+---------+---------+---------+
|   1|100%|-|-0.152302| 1.000000| 1.000000| 0.449115|
+----+----+-+---------+---------+---------+---------+
|   2|100%|+|-0.703847| 1.000000| 1.000000| 0.449558|
+----+----+-+---------+---------+---------+---------+
|   3|100%|-|-0.604341| 0.997892| 0.964158| 0.457522|
+----+----+-+---------+---------+---------+---------+
|   4| 98%|+|-0.653156| 0.997892| 0.964158| 0.419469|
+----+----+-+---------+---------+---------+---------+
|   5| 99%|-|-0.849412| 0.997892| 0.974910| 0.313274|
+----+----+-+---------+---------+---------+---------+
|   6| 99%|+|-0.884487| 0.995081| 0.959379| 0.306637|
+----+----+-+---------+---------+---------+---------+
|   7| 87%|-|-1.214794| 0.996486| 0.976105| 0.315487|
+----+----+-+---------+---------+---------+---------+
|   8| 87%|+|-1.143418| 0.995784| 0.947431| 0.280973|
+----+----+-+---------+---------+---------+---------+
|   9| 88%|-|-1.130853| 0.995081| 0.930705| 0.265929|
+----+----+-+---------+---------+---------+---------+
|  10| 88%|+|-1.184169| 0.995784| 0.943847| 0.269027|
+----+----+-+---------+---------+---------+---------+
|  11| 85%|-|-1.251861| 0.995081| 0.949821| 0.262832|
+----+----+-+---------+---------+---------+---------+
|  12| 86%|+|-1.167074| 0.995081| 0.943847| 0.263717|
+----+----+-+---------+---------+---------+---------+
|  13| 86%|-|-1.223664| 0.995081| 0.939068| 0.242478|
+----+----+-+---------+---------+---------+---------+
|  14| 86%|+|-1.226021| 0.995081| 0.924731| 0.231416|
+----+----+-+---------+---------+---------+---------+
|  15| 84%|-|-1.240823| 0.995081| 0.924731| 0.245133|
+----+----+-+---------+---------+---------+---------+
|  16| 84%|+|-1.246874| 0.995081| 0.906810| 0.233186|
+----+----+-+---------+---------+---------+---------+
|  17| 84%|-|-1.215683| 0.995081| 0.888889| 0.232743|
+----+----+-+---------+---------+---------+---------+
|  18| 83%|+|-1.212034| 0.995081| 0.880526| 0.228319|
+----+----+-+---------+---------+---------+---------+
|  19| 84%|-|-1.261646| 0.995081| 0.881720| 0.211947|
+----+----+-+---------+---------+---------+---------+
|  20| 83%|+|-1.249469| 0.995081| 0.864994| 0.215487|
+----+----+-+---------+---------+---------+---------+
|  21| 83%|-|-1.224330| 0.995081| 0.850657| 0.211062|
+----+----+-+---------+---------+---------+---------+
|  22| 83%|+|-1.240861| 0.995081| 0.848268| 0.213274|
+----+----+-+---------+---------+---------+---------+
|  23| 82%|-|-1.329566| 0.995081| 0.848268| 0.192035|
+----+----+-+---------+---------+---------+---------+
|  24| 82%|+|-1.307234| 0.995081| 0.843489| 0.192035|
+----+----+-+---------+---------+---------+---------+
|  25| 82%|-|-1.310636| 0.995081| 0.831541| 0.182743|
+----+----+-+---------+---------+---------+---------+
|  26| 82%|+|-1.284819| 0.995081| 0.820789| 0.179204|
+----+----+-+---------+---------+---------+---------+
|  27| 82%|-|-1.318707| 0.995081| 0.819594| 0.184513|
+----+----+-+---------+---------+---------+---------+
|  28| 82%|+|-1.357124| 0.995081| 0.827957| 0.180973|
+----+----+-+---------+---------+---------+---------+
|  29| 82%|-|-1.291017| 0.995081| 0.780167| 0.175221|
+----+----+-+---------+---------+---------+---------+
|  30| 81%|+|-1.321586| 0.995081| 0.777778| 0.165929|
+----+----+-+---------+---------+---------+---------+
|  31| 81%|-|-1.228653| 0.995081| 0.741935| 0.164602|
+----+----+-+---------+---------+---------+---------+
|  32| 81%|+|-1.252842| 0.995081| 0.728793| 0.159735|
+----+----+-+---------+---------+---------+---------+
|  33| 80%|-|-1.245438| 0.995081| 0.731183| 0.159735|
+----+----+-+---------+---------+---------+---------+
|  34| 80%|+|-1.096116| 0.995081| 0.657109| 0.155752|
+----+----+-+---------+---------+---------+---------+
|  35| 80%|-|-1.101236| 0.995081| 0.646356| 0.150000|
+----+----+-+---------+---------+---------+---------+
|  36| 79%|+|-1.130158| 0.995081| 0.658303| 0.144248|
+----+----+-+---------+---------+---------+---------+
|  37| 79%|-|-1.229696| 0.995081| 0.691756| 0.153097|
+----+----+-+---------+---------+---------+---------+
|  38| 78%|+|-1.172164| 0.995081| 0.665472| 0.153540|
+----+----+-+---------+---------+---------+---------+
|  39| 78%|-|-1.248382| 0.995081| 0.666667| 0.153982|
+----+----+-+---------+---------+---------+---------+
|  40| 78%|+|-1.198644| 0.995081| 0.639188| 0.149115|
+----+----+-+---------+---------+---------+---------+
|  41| 78%|-|-1.199568| 0.995081| 0.637993| 0.150885|
+----+----+-+---------+---------+---------+---------+
|  42| 77%|+|-1.333772| 0.995081| 0.686977| 0.139381|
+----+----+-+---------+---------+---------+---------+
|  43| 77%|-|-1.278245| 0.995081| 0.648746| 0.134513|
+----+----+-+---------+---------+---------+---------+
|  44| 77%|+|-1.267896| 0.995081| 0.641577| 0.134956|
+----+----+-+---------+---------+---------+---------+
|  45| 77%|-|-1.313433| 0.995081| 0.652330| 0.129646|
+----+----+-+---------+---------+---------+---------+
|  46| 76%|+|-1.304706| 0.995081| 0.643967| 0.126549|
+----+----+-+---------+---------+---------+---------+
|  47| 76%|-|-1.217479| 0.995081| 0.592593| 0.126991|
+----+----+-+---------+---------+---------+---------+
|  48| 76%|+|-1.185152| 0.995081| 0.581840| 0.124779|
+----+----+-+---------+---------+---------+---------+
|  49| 75%|-|-1.225597| 0.995081| 0.571087| 0.118142|
+----+----+-+---------+---------+---------+---------+
|  50| 76%|+|-1.122955| 0.995081| 0.531661| 0.118142|
+----+----+-+---------+---------+---------+---------+
|  51| 76%|-|-1.071549| 0.995081| 0.505376| 0.119027|
+----+----+-+---------+---------+---------+---------+
|  52| 75%|+|-1.123092| 0.995081| 0.513740| 0.115487|
+----+----+-+---------+---------+---------+---------+
|  53| 74%|-|-1.067337| 0.995081| 0.483871| 0.109735|
+----+----+-+---------+---------+---------+---------+
Stage training time: 2241.00
Number of used features: 53

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 8.95316e-05
BACKGROUND PROCESSING TIME: 309.00
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


Cascade performance
POS: 1416 1556 0.910026
NEG: 832 0.000100312
BACKGROUND PROCESSING TIME: 305.00