=== Run information ===

Scheme:       weka.classifiers.misc.InputMappedClassifier -I -trim -W weka.classifiers.functions.MultilayerPerceptron -- -L 0.3 -M 0.2 -N 500 -V 0 -S 0 -E 20 -H a
Relation:     TrainingKDD99
Instances:    40000
Attributes:   40
              duration
              protocol_type
              service
              flag
              src_bytes
              dst_bytes
              land
              wrong_fragment
              urgent
              hot
              num_failed_logins
              logged_in
              num_compromised
              root_shell
              su_attempted
              num_root
              num_file_creations
              num_shells
              num_access_files
              is_guest_login
              count
              srv_count
              serror_rate
              srv_serror_rate
              rerror_rate
              srv_rerror_rate
              same_srv_rate
              diff_srv_rate
              srv_diff_host_rate
              dst_host_count
              dst_host_srv_count
              dst_host_same_srv_rate
              dst_host_diff_srv_rate
              dst_host_same_src_port_rate
              dst_host_srv_diff_host_rate
              dst_host_serror_rate
              dst_host_srv_serror_rate
              dst_host_rerror_rate
              dst_host_srv_rerror_rate
              label
Test mode:    user supplied test set:  size unknown (reading incrementally)

=== Classifier model (full training set) ===

InputMappedClassifier:

Sigmoid Node 0
    Inputs    Weights
    Threshold    0.5997883664619086
    Node 5    -0.49523426275930243
    Node 6    -11.027701083090896
    Node 7    4.005724780629885
    Node 8    -6.816060466563687
    Node 9    2.1891980970213827
    Node 10    -1.5102189713154541
    Node 11    -5.5777561921020835
    Node 12    7.1549761193021375
    Node 13    -2.5066695900001132
    Node 14    -9.78377074005382
    Node 15    -2.9188932790026727
    Node 16    -5.7765165669505
    Node 17    -0.40205651437173423
    Node 18    0.6575187323769931
    Node 19    -0.019513225419621895
    Node 20    -6.171977886096495
    Node 21    -6.051430990106429
    Node 22    1.385117413021943
    Node 23    9.848605105492402
    Node 24    3.396205060829991
    Node 25    -0.31985070758545375
    Node 26    5.80745333340826
Sigmoid Node 1
    Inputs    Weights
    Threshold    -4.863832405651598
    Node 5    -5.121000714332633
    Node 6    15.646536556200179
    Node 7    -4.986366747520753
    Node 8    3.4503278987798933
    Node 9    -8.727555293379375
    Node 10    -3.3351539109773256
    Node 11    -6.309238960701907
    Node 12    -0.046714751097808434
    Node 13    4.242722872386453
    Node 14    5.265529820766525
    Node 15    6.994165070727165
    Node 16    -5.480591654073385
    Node 17    -7.90976357018187
    Node 18    5.396151522929383
    Node 19    -5.410178566193077
    Node 20    -1.7613199317265975
    Node 21    5.255749287801222
    Node 22    6.975067958865448
    Node 23    4.3824549150542005
    Node 24    0.03127762537513027
    Node 25    -2.760090100140854
    Node 26    4.748243035326273
Sigmoid Node 2
    Inputs    Weights
    Threshold    -7.1897664556276775
    Node 5    -5.008989807730907
    Node 6    -10.716703885781468
    Node 7    -1.6873119638948937
    Node 8    3.582098734463234
    Node 9    6.009674165066004
    Node 10    -5.731367458620105
    Node 11    4.661990700930775
    Node 12    -6.132817925833381
    Node 13    -4.6105359062725215
    Node 14    7.419535407468395
    Node 15    -5.558124079777379
    Node 16    9.12817818520885
    Node 17    -9.135396442663433
    Node 18    -2.3456968498167723
    Node 19    2.57496360698662
    Node 20    5.866042169197087
    Node 21    -6.692754589600421
    Node 22    -12.498554276896064
    Node 23    -10.358244864347181
    Node 24    -3.2464260625855337
    Node 25    -6.991005815192268
    Node 26    -6.841377455266899
Sigmoid Node 3
    Inputs    Weights
    Threshold    -2.9150805282028833
    Node 5    6.306517521520067
    Node 6    -3.1657506359701757
    Node 7    -6.922175482520498
    Node 8    -0.6214353010089136
    Node 9    -5.325632862439543
    Node 10    4.985318050371152
    Node 11    -0.26937315798460576
    Node 12    4.779372490437628
    Node 13    5.579659543745348
    Node 14    -4.859265444416862
    Node 15    -2.9354255407123815
    Node 16    -4.762511662502127
    Node 17    2.1249946825999557
    Node 18    -8.183967194868016
    Node 19    0.6507685045134192
    Node 20    -4.63565522709717
    Node 21    -2.918739466896562
    Node 22    10.550884064512672
    Node 23    -5.373705265133352
    Node 24    -5.760258103759296
    Node 25    4.209062856267777
    Node 26    -6.845167525567116
Sigmoid Node 4
    Inputs    Weights
    Threshold    -5.722341303506211
    Node 5    -0.49473404768692075
    Node 6    -0.9867228976103509
    Node 7    3.3160085426251755
    Node 8    0.14427566918979048
    Node 9    -2.0461128123457923
    Node 10    -0.5884252566906831
    Node 11    2.398948755482567
    Node 12    -1.3889179996775987
    Node 13    -3.8073293585645875
    Node 14    -2.8352203489411343
    Node 15    -0.7602124461651194
    Node 16    -0.36101154731049206
    Node 17    8.722460028966188
    Node 18    5.6373890706944785
    Node 19    -6.89931017883414
    Node 20    -0.8978723974718071
    Node 21    -1.8626464254848616
    Node 22    2.66290273070555
    Node 23    -1.1549450829110317
    Node 24    0.5738347877441502
    Node 25    -7.638108245785349
    Node 26    -0.987019994993236
Sigmoid Node 5
    Inputs    Weights
    Threshold    0.9549943161550596
    Attrib duration    2.168606958878486
    Attrib protocol_type    -10.117511953093494
    Attrib service    16.407574985136762
    Attrib flag    1.363851404073282
    Attrib src_bytes    -0.9098458733591703
    Attrib dst_bytes    3.6124779907437543
    Attrib land    -1.1846173120232837
    Attrib wrong_fragment    0.18449509253235996
    Attrib urgent    0.3841791247163321
    Attrib hot    8.909892724738219
    Attrib num_failed_logins    -0.5144232694017615
    Attrib logged_in    1.3625930249902614
    Attrib num_compromised    -0.7495466954973334
    Attrib root_shell    -1.1387607884683557
    Attrib su_attempted    -0.942578608717459
    Attrib num_root    -1.6582412438531655
    Attrib num_file_creations    -0.1645383997805206
    Attrib num_shells    -0.5925017037587675
    Attrib num_access_files    0.7548929832862196
    Attrib is_guest_login    3.5978227873310407
    Attrib count    -4.355848828441331
    Attrib srv_count    -4.506761267626205
    Attrib serror_rate    0.4180826950648728
    Attrib srv_serror_rate    -0.3445049197794502
    Attrib rerror_rate    0.8778935614334559
    Attrib srv_rerror_rate    -1.2729517680766345
    Attrib same_srv_rate    3.4754420997135824
    Attrib diff_srv_rate    -4.461276282743888
    Attrib srv_diff_host_rate    -5.305491258694439
    Attrib dst_host_count    -4.199694079225823
    Attrib dst_host_srv_count    -4.140944814564345
    Attrib dst_host_same_srv_rate    1.9462265915865797
    Attrib dst_host_diff_srv_rate    3.23425317687074
    Attrib dst_host_same_src_port_rate    5.170590555980136
    Attrib dst_host_srv_diff_host_rate    19.895323825030868
    Attrib dst_host_serror_rate    4.311173055174827
    Attrib dst_host_srv_serror_rate    2.668750700479967
    Attrib dst_host_rerror_rate    -1.7833036574029273
    Attrib dst_host_srv_rerror_rate    -3.3037672099628277
Sigmoid Node 6
    Inputs    Weights
    Threshold    1.4129176850500764
    Attrib duration    -1.4080612959790317
    Attrib protocol_type    4.3987902877705265
    Attrib service    0.677405023545397
    Attrib flag    -0.6872665128960976
    Attrib src_bytes    -1.4406387851398228
    Attrib dst_bytes    -1.4277136158168935
    Attrib land    3.9257295161481194
    Attrib wrong_fragment    17.109761713068362
    Attrib urgent    -1.3521957432693696
    Attrib hot    -1.4573571536040204
    Attrib num_failed_logins    -2.1276297985947537
    Attrib logged_in    -3.0280571642897853
    Attrib num_compromised    -1.3857606920217251
    Attrib root_shell    -1.30403507878218
    Attrib su_attempted    -1.40900194561713
    Attrib num_root    -1.350776614183236
    Attrib num_file_creations    -1.3681022894769976
    Attrib num_shells    -1.3403950344033109
    Attrib num_access_files    -1.3948167678308228
    Attrib is_guest_login    -1.629111170070284
    Attrib count    4.437541665104246
    Attrib srv_count    3.483072919425239
    Attrib serror_rate    3.236932729754536
    Attrib srv_serror_rate    0.837635285078201
    Attrib rerror_rate    0.5112807454791453
    Attrib srv_rerror_rate    -0.48986001869682716
    Attrib same_srv_rate    -0.7455290287658568
    Attrib diff_srv_rate    -6.131186911124177
    Attrib srv_diff_host_rate    -0.6643954140212653
    Attrib dst_host_count    -2.3441422076451475
    Attrib dst_host_srv_count    0.9897917120927194
    Attrib dst_host_same_srv_rate    -2.9080064737198557
    Attrib dst_host_diff_srv_rate    -1.9777115240565628
    Attrib dst_host_same_src_port_rate    0.3414802967125659
    Attrib dst_host_srv_diff_host_rate    -0.84673676054794
    Attrib dst_host_serror_rate    2.64999881707342
    Attrib dst_host_srv_serror_rate    -0.1277823614726789
    Attrib dst_host_rerror_rate    3.2281927120126004
    Attrib dst_host_srv_rerror_rate    2.090616488571327
Sigmoid Node 7
    Inputs    Weights
    Threshold    -0.6191225531067304
    Attrib duration    -3.01181874580452
    Attrib protocol_type    7.17381867575225
    Attrib service    2.3808135138152857
    Attrib flag    2.1528951892252346
    Attrib src_bytes    0.6816349295040484
    Attrib dst_bytes    -0.00571844331781507
    Attrib land    -1.003370572641329
    Attrib wrong_fragment    -7.079051686515086
    Attrib urgent    1.1121014015104718
    Attrib hot    4.902053965617183
    Attrib num_failed_logins    0.39128916763248406
    Attrib logged_in    4.596275911683775
    Attrib num_compromised    0.056023508509156585
    Attrib root_shell    6.2323889542188455
    Attrib su_attempted    0.6801694782965497
    Attrib num_root    -0.005853095491720136
    Attrib num_file_creations    -4.684231697451197
    Attrib num_shells    1.835781058838588
    Attrib num_access_files    -3.0663207246017015
    Attrib is_guest_login    4.503547870766332
    Attrib count    -0.38844763770394386
    Attrib srv_count    -0.26814473802101146
    Attrib serror_rate    1.5879715746473015
    Attrib srv_serror_rate    -0.9824437827758988
    Attrib rerror_rate    1.04596784984883
    Attrib srv_rerror_rate    0.15955913098050578
    Attrib same_srv_rate    -1.5948860957408868
    Attrib diff_srv_rate    5.116911571407101
    Attrib srv_diff_host_rate    -3.5151465989321515
    Attrib dst_host_count    -8.373282747224698
    Attrib dst_host_srv_count    -4.6924180877854775
    Attrib dst_host_same_srv_rate    -2.930164440541083
    Attrib dst_host_diff_srv_rate    -3.7919037276481093
    Attrib dst_host_same_src_port_rate    -2.4563755746535105
    Attrib dst_host_srv_diff_host_rate    2.2879694007259443
    Attrib dst_host_serror_rate    -3.658716692156867
    Attrib dst_host_srv_serror_rate    -0.6229113727995705
    Attrib dst_host_rerror_rate    -0.30892668125390244
    Attrib dst_host_srv_rerror_rate    5.711238349232584
Sigmoid Node 8
    Inputs    Weights
    Threshold    0.6830443297970448
    Attrib duration    -1.3800668518153811
    Attrib protocol_type    -9.552527800318085
    Attrib service    3.321497874172201
    Attrib flag    -4.491314326137999
    Attrib src_bytes    -0.7855748049047364
    Attrib dst_bytes    -0.6055398233475495
    Attrib land    2.1032737196434046
    Attrib wrong_fragment    4.706295595684622
    Attrib urgent    -0.6604835001218502
    Attrib hot    -1.1386374965381922
    Attrib num_failed_logins    -1.1488275784376503
    Attrib logged_in    2.4683610430023326
    Attrib num_compromised    -0.6921676506785306
    Attrib root_shell    -0.7892197786823699
    Attrib su_attempted    -0.6970120817640826
    Attrib num_root    -0.7243784908890119
    Attrib num_file_creations    -0.6669927314872928
    Attrib num_shells    -0.6489457631028857
    Attrib num_access_files    -0.7301169644608094
    Attrib is_guest_login    -0.9606611135999985
    Attrib count    -1.0594853978493695
    Attrib srv_count    -1.3425774515018576
    Attrib serror_rate    -1.2471229564831579
    Attrib srv_serror_rate    -1.0400183789617607
    Attrib rerror_rate    -3.746775856032285
    Attrib srv_rerror_rate    -4.106803705402174
    Attrib same_srv_rate    -1.7869460603928864
    Attrib diff_srv_rate    0.3683598296392558
    Attrib srv_diff_host_rate    0.019611059014539727
    Attrib dst_host_count    17.102061489139043
    Attrib dst_host_srv_count    2.0012849083321735
    Attrib dst_host_same_srv_rate    1.2122551322767119
    Attrib dst_host_diff_srv_rate    -4.544838937337517
    Attrib dst_host_same_src_port_rate    -2.694800355919496
    Attrib dst_host_srv_diff_host_rate    -1.636769038453504
    Attrib dst_host_serror_rate    -1.122806258180731
    Attrib dst_host_srv_serror_rate    -2.1562437951743587
    Attrib dst_host_rerror_rate    -0.14062538430111343
    Attrib dst_host_srv_rerror_rate    0.42311927663070265
Sigmoid Node 9
    Inputs    Weights
    Threshold    -1.2368220385609099
    Attrib duration    -8.225657318030711
    Attrib protocol_type    0.5617631427660922
    Attrib service    -5.523747052956288
    Attrib flag    -3.300755775622612
    Attrib src_bytes    1.130252711365228
    Attrib dst_bytes    0.9452012234117159
    Attrib land    0.9185067630951221
    Attrib wrong_fragment    -1.062789405948875
    Attrib urgent    0.44128256148764294
    Attrib hot    -37.82917482487676
    Attrib num_failed_logins    1.8585911888498183
    Attrib logged_in    -10.07180398129481
    Attrib num_compromised    -1.5778854791845984
    Attrib root_shell    -5.364419193326651
    Attrib su_attempted    1.2551418840961825
    Attrib num_root    1.2432427182011694
    Attrib num_file_creations    -0.17664458614503475
    Attrib num_shells    0.15234855442362985
    Attrib num_access_files    1.80609849818174
    Attrib is_guest_login    5.502876544656661
    Attrib count    7.084999014489432
    Attrib srv_count    10.806924919306603
    Attrib serror_rate    0.2931713939908861
    Attrib srv_serror_rate    0.40434109026163084
    Attrib rerror_rate    0.39183591490962427
    Attrib srv_rerror_rate    -2.4438745930159955
    Attrib same_srv_rate    -3.825964661690456
    Attrib diff_srv_rate    -3.507053280756453
    Attrib srv_diff_host_rate    1.5877660807757359
    Attrib dst_host_count    -10.493181367702693
    Attrib dst_host_srv_count    10.661750980571666
    Attrib dst_host_same_srv_rate    -13.494518020585264
    Attrib dst_host_diff_srv_rate    3.9206026906605773
    Attrib dst_host_same_src_port_rate    -0.5494224813556827
    Attrib dst_host_srv_diff_host_rate    3.2621922931795355
    Attrib dst_host_serror_rate    -0.7986770433568234
    Attrib dst_host_srv_serror_rate    -1.56540417249168
    Attrib dst_host_rerror_rate    -4.084058567444686
    Attrib dst_host_srv_rerror_rate    0.8339707840178435
Sigmoid Node 10
    Inputs    Weights
    Threshold    1.017509938927854
    Attrib duration    6.716163822544059
    Attrib protocol_type    -11.854639259669506
    Attrib service    18.46579852814362
    Attrib flag    3.433113621289446
    Attrib src_bytes    -1.1002071727013625
    Attrib dst_bytes    4.463985734219375
    Attrib land    -1.1958266710522947
    Attrib wrong_fragment    -0.516211487699788
    Attrib urgent    -0.7833473790051769
    Attrib hot    -1.43067236432762
    Attrib num_failed_logins    -0.2512916701313849
    Attrib logged_in    2.392709587263661
    Attrib num_compromised    -1.3528765132417495
    Attrib root_shell    -7.914841737213185
    Attrib su_attempted    -0.972693838154228
    Attrib num_root    -1.4546160545899454
    Attrib num_file_creations    -1.7219793682526545
    Attrib num_shells    -1.189575471392665
    Attrib num_access_files    -0.6550543197463928
    Attrib is_guest_login    8.865322983276643
    Attrib count    -2.718570341753431
    Attrib srv_count    -4.868380616685812
    Attrib serror_rate    2.2498698278302145
    Attrib srv_serror_rate    3.153791294772647
    Attrib rerror_rate    0.6638121024338256
    Attrib srv_rerror_rate    -2.6986236842685027
    Attrib same_srv_rate    2.1152321962632596
    Attrib diff_srv_rate    2.7489930177694846
    Attrib srv_diff_host_rate    0.22725048003974688
    Attrib dst_host_count    3.175116598987995
    Attrib dst_host_srv_count    -4.137148473263351
    Attrib dst_host_same_srv_rate    -1.5912504309037838
    Attrib dst_host_diff_srv_rate    -3.5818249029734437
    Attrib dst_host_same_src_port_rate    11.624579212773666
    Attrib dst_host_srv_diff_host_rate    7.137503315809212
    Attrib dst_host_serror_rate    4.313479126305348
    Attrib dst_host_srv_serror_rate    3.0870037288606396
    Attrib dst_host_rerror_rate    2.718977981526917
    Attrib dst_host_srv_rerror_rate    -2.4573514921055404
Sigmoid Node 11
    Inputs    Weights
    Threshold    -2.3239591792197043
    Attrib duration    3.0428271055022638
    Attrib protocol_type    -5.410134873322653
    Attrib service    2.094248275246519
    Attrib flag    0.8826026097724958
    Attrib src_bytes    2.3180589383936527
    Attrib dst_bytes    1.932461315463574
    Attrib land    1.2067254199884623
    Attrib wrong_fragment    -1.242228925683414
    Attrib urgent    2.1975705809040775
    Attrib hot    -21.940036332945656
    Attrib num_failed_logins    2.8862076113379387
    Attrib logged_in    4.207801937213453
    Attrib num_compromised    0.8074946564674801
    Attrib root_shell    4.115779503773879
    Attrib su_attempted    2.349881115846972
    Attrib num_root    2.5106754320836937
    Attrib num_file_creations    2.2535165241465167
    Attrib num_shells    2.1602518984443533
    Attrib num_access_files    2.73748360090147
    Attrib is_guest_login    3.864395213538225
    Attrib count    -0.298248704552013
    Attrib srv_count    1.5167675116987869
    Attrib serror_rate    3.1520053122162945
    Attrib srv_serror_rate    3.514149569513704
    Attrib rerror_rate    -3.180935336278043
    Attrib srv_rerror_rate    -6.70722567120347
    Attrib same_srv_rate    1.6093247389706862
    Attrib diff_srv_rate    2.352106057588641
    Attrib srv_diff_host_rate    5.100552339377532
    Attrib dst_host_count    -3.3089046314989696
    Attrib dst_host_srv_count    2.0518234349069604
    Attrib dst_host_same_srv_rate    -12.601342981593733
    Attrib dst_host_diff_srv_rate    -0.053726458537844274
    Attrib dst_host_same_src_port_rate    -3.8443079195852765
    Attrib dst_host_srv_diff_host_rate    -0.6274793924119515
    Attrib dst_host_serror_rate    -1.2420800114326531
    Attrib dst_host_srv_serror_rate    2.789968548198348
    Attrib dst_host_rerror_rate    -13.173127792183692
    Attrib dst_host_srv_rerror_rate    -9.406278150421223
Sigmoid Node 12
    Inputs    Weights
    Threshold    -0.27212618706760794
    Attrib duration    0.4456046746747605
    Attrib protocol_type    -0.14487200490520732
    Attrib service    11.380513884943246
    Attrib flag    -0.833722405301889
    Attrib src_bytes    0.3339131552349179
    Attrib dst_bytes    1.4460475910526769
    Attrib land    0.14067329555020286
    Attrib wrong_fragment    0.1773085523663875
    Attrib urgent    0.26706671766647844
    Attrib hot    7.914493143471181
    Attrib num_failed_logins    0.5235119434421104
    Attrib logged_in    -4.146245821944291
    Attrib num_compromised    0.17756880787595375
    Attrib root_shell    -0.5986732097218312
    Attrib su_attempted    0.28091787162665016
    Attrib num_root    0.16435310466640204
    Attrib num_file_creations    -3.261832702389266
    Attrib num_shells    0.6124856659140594
    Attrib num_access_files    0.6824523632172163
    Attrib is_guest_login    9.138238774170107
    Attrib count    3.093379286286101
    Attrib srv_count    2.054626395909256
    Attrib serror_rate    0.8388142259582617
    Attrib srv_serror_rate    0.48481458151443835
    Attrib rerror_rate    -4.488979833254671
    Attrib srv_rerror_rate    -4.517319600052801
    Attrib same_srv_rate    -4.50668813690326
    Attrib diff_srv_rate    -5.186460653478304
    Attrib srv_diff_host_rate    0.6439728638470602
    Attrib dst_host_count    4.139307355943841
    Attrib dst_host_srv_count    -0.6131950455349744
    Attrib dst_host_same_srv_rate    1.3258130077301882
    Attrib dst_host_diff_srv_rate    -14.486659057460452
    Attrib dst_host_same_src_port_rate    17.646311036598572
    Attrib dst_host_srv_diff_host_rate    -1.0930606418795075
    Attrib dst_host_serror_rate    2.1893248807825016
    Attrib dst_host_srv_serror_rate    0.7186448070801567
    Attrib dst_host_rerror_rate    6.942993949380072
    Attrib dst_host_srv_rerror_rate    -4.378808491357586
Sigmoid Node 13
    Inputs    Weights
    Threshold    0.6353069627983972
    Attrib duration    -0.1958425992024805
    Attrib protocol_type    -1.455877880698495
    Attrib service    -1.2672889687448128
    Attrib flag    2.1577462059671446
    Attrib src_bytes    -0.8177756637365928
    Attrib dst_bytes    -0.45755864612047925
    Attrib land    0.26670734595185697
    Attrib wrong_fragment    0.5328129355437865
    Attrib urgent    -0.5935649343507616
    Attrib hot    14.490389168735833
    Attrib num_failed_logins    -0.5944772596880618
    Attrib logged_in    4.030062390293374
    Attrib num_compromised    0.353261811432692
    Attrib root_shell    0.30219644740529084
    Attrib su_attempted    -0.6551280659643699
    Attrib num_root    -0.6467036096998906
    Attrib num_file_creations    -1.0371617533461694
    Attrib num_shells    -0.42727090373833954
    Attrib num_access_files    1.917364062569178
    Attrib is_guest_login    -7.3098603264751505
    Attrib count    -1.5463205043514838
    Attrib srv_count    -2.8744043964681834
    Attrib serror_rate    2.101934889865116
    Attrib srv_serror_rate    3.0240014121296337
    Attrib rerror_rate    -2.7696703452973153
    Attrib srv_rerror_rate    6.691599414679968
    Attrib same_srv_rate    -1.704848642355707
    Attrib diff_srv_rate    2.2019052925397764
    Attrib srv_diff_host_rate    5.4015757560159186
    Attrib dst_host_count    1.4486726379952013
    Attrib dst_host_srv_count    -2.5100715264985096
    Attrib dst_host_same_srv_rate    5.054413621364474
    Attrib dst_host_diff_srv_rate    -2.5746917549455546
    Attrib dst_host_same_src_port_rate    -4.650588294945442
    Attrib dst_host_srv_diff_host_rate    -2.9334579814056214
    Attrib dst_host_serror_rate    2.6954245490495614
    Attrib dst_host_srv_serror_rate    1.0903592658148908
    Attrib dst_host_rerror_rate    2.0002495992204787
    Attrib dst_host_srv_rerror_rate    -0.9210222396880231
Sigmoid Node 14
    Inputs    Weights
    Threshold    0.9233331982608745
    Attrib duration    -1.3378853699396784
    Attrib protocol_type    11.870315394987122
    Attrib service    1.5179619609351829
    Attrib flag    -2.241380881139771
    Attrib src_bytes    -1.1658120217285572
    Attrib dst_bytes    -0.7707569072576161
    Attrib land    1.9067810047040452
    Attrib wrong_fragment    11.298687960856405
    Attrib urgent    -0.9105559776884152
    Attrib hot    0.3461835390219086
    Attrib num_failed_logins    -1.0633357174213065
    Attrib logged_in    5.98022377433229
    Attrib num_compromised    -0.7312897381255051
    Attrib root_shell    -6.660343850225671
    Attrib su_attempted    -0.9713000409575246
    Attrib num_root    -0.8699518115525955
    Attrib num_file_creations    -0.10924371426316484
    Attrib num_shells    0.1832682411770569
    Attrib num_access_files    -1.8098391884136733
    Attrib is_guest_login    -6.117110264222851
    Attrib count    2.712334255012375
    Attrib srv_count    3.9403096291996826
    Attrib serror_rate    3.2880761840718673
    Attrib srv_serror_rate    3.492383362146494
    Attrib rerror_rate    1.7732070249725087
    Attrib srv_rerror_rate    1.1203525924294786
    Attrib same_srv_rate    0.5394912024265172
    Attrib diff_srv_rate    0.08537537125104781
    Attrib srv_diff_host_rate    -0.6544932153612593
    Attrib dst_host_count    2.0578010748561475
    Attrib dst_host_srv_count    -2.0191239750815093
    Attrib dst_host_same_srv_rate    9.315293257832003
    Attrib dst_host_diff_srv_rate    -5.863894060714211
    Attrib dst_host_same_src_port_rate    -9.482915613348629
    Attrib dst_host_srv_diff_host_rate    -6.877883473033616
    Attrib dst_host_serror_rate    3.177257806670373
    Attrib dst_host_srv_serror_rate    -0.06759883348592992
    Attrib dst_host_rerror_rate    1.755382912628882
    Attrib dst_host_srv_rerror_rate    4.933106257880081
Sigmoid Node 15
    Inputs    Weights
    Threshold    1.5306236645907467
    Attrib duration    -1.7332789570250027
    Attrib protocol_type    9.794771849259366
    Attrib service    -0.8847099840213208
    Attrib flag    2.2116538006776962
    Attrib src_bytes    -1.6783809590485714
    Attrib dst_bytes    -1.7279875595065881
    Attrib land    4.0051340443473515
    Attrib wrong_fragment    11.534884315267854
    Attrib urgent    -1.5363370199215565
    Attrib hot    -1.3269786738498648
    Attrib num_failed_logins    -1.9175049384839935
    Attrib logged_in    -7.780161851911805
    Attrib num_compromised    -1.4897046196707515
    Attrib root_shell    -1.515618405947751
    Attrib su_attempted    -1.5591959111585778
    Attrib num_root    -1.5957976135188359
    Attrib num_file_creations    -1.6085525244833452
    Attrib num_shells    -1.601621766901631
    Attrib num_access_files    -1.625699952545288
    Attrib is_guest_login    -1.7742493242903874
    Attrib count    8.24806571341588
    Attrib srv_count    9.78388855732956
    Attrib serror_rate    3.8400840299933217
    Attrib srv_serror_rate    2.9702821011364673
    Attrib rerror_rate    -3.4030733302902427
    Attrib srv_rerror_rate    -1.18736475365924
    Attrib same_srv_rate    3.190149612390899
    Attrib diff_srv_rate    -3.025572181517772
    Attrib srv_diff_host_rate    -1.2546685714692567
    Attrib dst_host_count    6.474952834695667
    Attrib dst_host_srv_count    11.35816314783174
    Attrib dst_host_same_srv_rate    2.029474551302763
    Attrib dst_host_diff_srv_rate    3.304453948213943
    Attrib dst_host_same_src_port_rate    -12.748724714598527
    Attrib dst_host_srv_diff_host_rate    5.654029826745842
    Attrib dst_host_serror_rate    7.2288449632410465
    Attrib dst_host_srv_serror_rate    2.5117469987319625
    Attrib dst_host_rerror_rate    -1.37505700166395
    Attrib dst_host_srv_rerror_rate    -1.7267302626581154
Sigmoid Node 16
    Inputs    Weights
    Threshold    -2.2509172182210127
    Attrib duration    -3.2735495599178166
    Attrib protocol_type    -7.937227397181997
    Attrib service    -20.768616195083553
    Attrib flag    -0.09307652682712907
    Attrib src_bytes    2.2244839170921975
    Attrib dst_bytes    -0.1656841014090108
    Attrib land    2.601833964983383
    Attrib wrong_fragment    1.6140429796829283
    Attrib urgent    1.9310001165752213
    Attrib hot    6.036714040859176
    Attrib num_failed_logins    2.936307827698953
    Attrib logged_in    -0.28076451780288225
    Attrib num_compromised    2.2880205640274642
    Attrib root_shell    7.778001038781791
    Attrib su_attempted    2.3028184933025595
    Attrib num_root    3.5812768711465184
    Attrib num_file_creations    -2.590816992132297
    Attrib num_shells    2.883113824042047
    Attrib num_access_files    2.5422401192861956
    Attrib is_guest_login    3.288622637520927
    Attrib count    3.2593385354834035
    Attrib srv_count    4.136325259251874
    Attrib serror_rate    0.07117497994256144
    Attrib srv_serror_rate    0.9134006776786735
    Attrib rerror_rate    -1.55036921509899
    Attrib srv_rerror_rate    -1.643279707695978
    Attrib same_srv_rate    0.33499184536877746
    Attrib diff_srv_rate    3.3676080287268264
    Attrib srv_diff_host_rate    -2.471079168878313
    Attrib dst_host_count    -4.769379714762031
    Attrib dst_host_srv_count    6.828660149538528
    Attrib dst_host_same_srv_rate    7.372114154714153
    Attrib dst_host_diff_srv_rate    -2.4122278189693933
    Attrib dst_host_same_src_port_rate    -5.215453355828792
    Attrib dst_host_srv_diff_host_rate    -15.050119096890443
    Attrib dst_host_serror_rate    -6.302826705229197
    Attrib dst_host_srv_serror_rate    -2.6828360294526434
    Attrib dst_host_rerror_rate    -0.19515797719704203
    Attrib dst_host_srv_rerror_rate    4.848261541418927
Sigmoid Node 17
    Inputs    Weights
    Threshold    0.36854309290490317
    Attrib duration    -1.0595837975207805
    Attrib protocol_type    -0.898275405705783
    Attrib service    2.426107554395086
    Attrib flag    -0.8000549455172602
    Attrib src_bytes    -0.4575276903052342
    Attrib dst_bytes    -0.48339137262022464
    Attrib land    -0.5499513041438471
    Attrib wrong_fragment    0.25412825000162026
    Attrib urgent    0.20007392915433994
    Attrib hot    7.064950434840773
    Attrib num_failed_logins    -0.005434342502298292
    Attrib logged_in    2.776020354156764
    Attrib num_compromised    0.02413365046165992
    Attrib root_shell    4.733566849773451
    Attrib su_attempted    -0.3815244074892887
    Attrib num_root    -0.3311254823381127
    Attrib num_file_creations    7.268681435589343
    Attrib num_shells    2.940777717573744
    Attrib num_access_files    -0.6342708243515481
    Attrib is_guest_login    -1.5642073978241962
    Attrib count    -1.269246248964053
    Attrib srv_count    -2.492373413672553
    Attrib serror_rate    4.138120129941268
    Attrib srv_serror_rate    -1.6990442465733995
    Attrib rerror_rate    -0.43544111137386554
    Attrib srv_rerror_rate    0.8764059623562133
    Attrib same_srv_rate    -1.2616986873261846
    Attrib diff_srv_rate    -0.7277797050732095
    Attrib srv_diff_host_rate    -1.1609274187672027
    Attrib dst_host_count    4.055722995724225
    Attrib dst_host_srv_count    -4.232051850282679
    Attrib dst_host_same_srv_rate    2.2826605095918295
    Attrib dst_host_diff_srv_rate    -1.2260182036026255
    Attrib dst_host_same_src_port_rate    2.16172641594986
    Attrib dst_host_srv_diff_host_rate    -2.9609269641166476
    Attrib dst_host_serror_rate    -0.44614871886261664
    Attrib dst_host_srv_serror_rate    -0.5152808230258477
    Attrib dst_host_rerror_rate    0.45568283441178986
    Attrib dst_host_srv_rerror_rate    0.15896155887802862
Sigmoid Node 18
    Inputs    Weights
    Threshold    0.18947417734531455
    Attrib duration    -1.7185640499384816
    Attrib protocol_type    -1.5080944299183905
    Attrib service    -6.986593886388226
    Attrib flag    2.3746562822791057
    Attrib src_bytes    -0.6213761495729093
    Attrib dst_bytes    -0.7181904930541886
    Attrib land    0.9364743797979742
    Attrib wrong_fragment    2.9678817437559024
    Attrib urgent    -0.23212877926227996
    Attrib hot    8.914930440926215
    Attrib num_failed_logins    -1.3774180825526479
    Attrib logged_in    2.482915315697501
    Attrib num_compromised    0.9317065797690651
    Attrib root_shell    0.14942675014533668
    Attrib su_attempted    -0.2557224131903798
    Attrib num_root    -0.4002882193575727
    Attrib num_file_creations    6.231003580198221
    Attrib num_shells    1.1392454816083561
    Attrib num_access_files    -6.196517948926994
    Attrib is_guest_login    -9.452299274742073
    Attrib count    -2.898091453627142
    Attrib srv_count    -4.132940577085009
    Attrib serror_rate    3.4569312424439644
    Attrib srv_serror_rate    1.1396661095104246
    Attrib rerror_rate    -1.2477975384778706
    Attrib srv_rerror_rate    9.375610142838626
    Attrib same_srv_rate    -1.3524654670851621
    Attrib diff_srv_rate    1.7110756736524222
    Attrib srv_diff_host_rate    -1.8208505375349127
    Attrib dst_host_count    -5.0912433722366
    Attrib dst_host_srv_count    -7.1296938882214835
    Attrib dst_host_same_srv_rate    9.703002259423524
    Attrib dst_host_diff_srv_rate    -2.7067048917134584
    Attrib dst_host_same_src_port_rate    -11.233490629734536
    Attrib dst_host_srv_diff_host_rate    1.5290918501893433
    Attrib dst_host_serror_rate    3.048683963079282
    Attrib dst_host_srv_serror_rate    2.474492118853111
    Attrib dst_host_rerror_rate    2.829674173497644
    Attrib dst_host_srv_rerror_rate    6.118405962272748
Sigmoid Node 19
    Inputs    Weights
    Threshold    -0.43106782420020756
    Attrib duration    0.44093037452055783
    Attrib protocol_type    -10.042374390755166
    Attrib service    3.3375372212405137
    Attrib flag    -0.7926049300490627
    Attrib src_bytes    0.4356960823191915
    Attrib dst_bytes    -0.4291995873795854
    Attrib land    -0.4971297186965982
    Attrib wrong_fragment    -2.83746113440505
    Attrib urgent    -0.009377885562111141
    Attrib hot    -11.607152965564357
    Attrib num_failed_logins    0.6963240660058346
    Attrib logged_in    -4.5213440411204076
    Attrib num_compromised    -0.4952576357691039
    Attrib root_shell    1.0668644552436948
    Attrib su_attempted    0.41861241051349146
    Attrib num_root    0.7494915027934198
    Attrib num_file_creations    -0.8393509615687897
    Attrib num_shells    0.4238998735843018
    Attrib num_access_files    0.6377233286764586
    Attrib is_guest_login    6.590421781408826
    Attrib count    1.1048821337730081
    Attrib srv_count    3.020239761129097
    Attrib serror_rate    -1.2400578963424367
    Attrib srv_serror_rate    -0.37821475462070775
    Attrib rerror_rate    1.3513142014829638
    Attrib srv_rerror_rate    -5.353964947103052
    Attrib same_srv_rate    -0.3952582043450401
    Attrib diff_srv_rate    1.599130078843872
    Attrib srv_diff_host_rate    -0.11063434599041941
    Attrib dst_host_count    -2.562537271211935
    Attrib dst_host_srv_count    5.618064879755044
    Attrib dst_host_same_srv_rate    -10.727727588883083
    Attrib dst_host_diff_srv_rate    -4.507921713570519
    Attrib dst_host_same_src_port_rate    0.13721404831698666
    Attrib dst_host_srv_diff_host_rate    -0.5032553295606716
    Attrib dst_host_serror_rate    0.08014856515774108
    Attrib dst_host_srv_serror_rate    -0.32229500130705446
    Attrib dst_host_rerror_rate    2.7629283166560814
    Attrib dst_host_srv_rerror_rate    4.99241481747055
Sigmoid Node 20
    Inputs    Weights
    Threshold    -1.4233275310897284
    Attrib duration    -2.6733429707444065
    Attrib protocol_type    -18.11469828824147
    Attrib service    -22.842617525363913
    Attrib flag    -2.385932498797739
    Attrib src_bytes    0.6262312407005522
    Attrib dst_bytes    0.7314224268120156
    Attrib land    1.9512242956026284
    Attrib wrong_fragment    0.6141727446727345
    Attrib urgent    0.8220835402891873
    Attrib hot    -3.5824796451151375
    Attrib num_failed_logins    1.4691796200372984
    Attrib logged_in    3.4428228670430947
    Attrib num_compromised    1.3561838734196134
    Attrib root_shell    2.55596947201439
    Attrib su_attempted    1.3479273956325055
    Attrib num_root    3.3113077684274113
    Attrib num_file_creations    -1.1534494028882107
    Attrib num_shells    4.720512212669715
    Attrib num_access_files    1.4905171255159373
    Attrib is_guest_login    -3.814688167474681
    Attrib count    7.502005738167642
    Attrib srv_count    6.168694415951514
    Attrib serror_rate    1.199925265871869
    Attrib srv_serror_rate    0.9484330177063431
    Attrib rerror_rate    -3.8914984590054313
    Attrib srv_rerror_rate    -2.173179812251242
    Attrib same_srv_rate    -2.9672981820126534
    Attrib diff_srv_rate    -4.319916826392421
    Attrib srv_diff_host_rate    4.559445187020527
    Attrib dst_host_count    -14.589750309151547
    Attrib dst_host_srv_count    11.883723144344756
    Attrib dst_host_same_srv_rate    11.4311830286817
    Attrib dst_host_diff_srv_rate    -20.462523374905857
    Attrib dst_host_same_src_port_rate    -14.5854632587127
    Attrib dst_host_srv_diff_host_rate    1.451284861566781
    Attrib dst_host_serror_rate    1.1511938841121685
    Attrib dst_host_srv_serror_rate    -1.3556875704292668
    Attrib dst_host_rerror_rate    9.312352724298982
    Attrib dst_host_srv_rerror_rate    1.1722366365899046
Sigmoid Node 21
    Inputs    Weights
    Threshold    -0.10078140213093732
    Attrib duration    -0.12537309647678524
    Attrib protocol_type    0.3083081498194436
    Attrib service    -1.9957329300423903
    Attrib flag    2.1116729827949086
    Attrib src_bytes    0.07516720574733027
    Attrib dst_bytes    0.1931574259644225
    Attrib land    0.4174510515282392
    Attrib wrong_fragment    1.4622254217243265
    Attrib urgent    0.1004337554245436
    Attrib hot    31.2190224336881
    Attrib num_failed_logins    -0.1205527760077433
    Attrib logged_in    5.886176413551687
    Attrib num_compromised    2.3080825085165095
    Attrib root_shell    -1.358082174059676
    Attrib su_attempted    0.12010152910069977
    Attrib num_root    0.14336982071037277
    Attrib num_file_creations    0.5376531701932077
    Attrib num_shells    0.6011613055726869
    Attrib num_access_files    -1.1896034957007533
    Attrib is_guest_login    -9.7287738211834
    Attrib count    -1.018465190990461
    Attrib srv_count    -5.833017336883743
    Attrib serror_rate    1.0186669589301618
    Attrib srv_serror_rate    0.35393742616429813
    Attrib rerror_rate    -0.2561490937963514
    Attrib srv_rerror_rate    2.9173581273497757
    Attrib same_srv_rate    -2.3005155566644717
    Attrib diff_srv_rate    -2.427029954829115
    Attrib srv_diff_host_rate    -1.9630336253914784
    Attrib dst_host_count    3.5242787931679938
    Attrib dst_host_srv_count    -5.011953800951669
    Attrib dst_host_same_srv_rate    11.74764209592853
    Attrib dst_host_diff_srv_rate    -2.445253641446323
    Attrib dst_host_same_src_port_rate    -6.472194574193587
    Attrib dst_host_srv_diff_host_rate    -5.851820463510257
    Attrib dst_host_serror_rate    1.0948114544228893
    Attrib dst_host_srv_serror_rate    0.8660875118842286
    Attrib dst_host_rerror_rate    8.364609152561119
    Attrib dst_host_srv_rerror_rate    4.139188471256766
Sigmoid Node 22
    Inputs    Weights
    Threshold    0.9703681787462245
    Attrib duration    -0.5884949044926009
    Attrib protocol_type    -14.598431443495157
    Attrib service    7.956177970002855
    Attrib flag    -0.5798447520461483
    Attrib src_bytes    -0.9028968682668618
    Attrib dst_bytes    3.349535444847436
    Attrib land    -1.8238542833526294
    Attrib wrong_fragment    -0.4080986232201575
    Attrib urgent    0.1504998248220098
    Attrib hot    19.752768540758584
    Attrib num_failed_logins    -0.9137469809338216
    Attrib logged_in    10.478549364316187
    Attrib num_compromised    0.38589499613884165
    Attrib root_shell    8.334338991469348
    Attrib su_attempted    -0.9628312909810147
    Attrib num_root    -1.5866411189142062
    Attrib num_file_creations    1.680551851324146
    Attrib num_shells    0.39676545875457175
    Attrib num_access_files    -1.3843919539648877
    Attrib is_guest_login    7.896046849232783
    Attrib count    -6.641696744902534
    Attrib srv_count    -7.806253538598317
    Attrib serror_rate    -0.2046536983721851
    Attrib srv_serror_rate    1.8120849315936263
    Attrib rerror_rate    -0.13408391190009922
    Attrib srv_rerror_rate    2.313985939185824
    Attrib same_srv_rate    1.579607321374638
    Attrib diff_srv_rate    0.3731458257008642
    Attrib srv_diff_host_rate    -3.3754514986217
    Attrib dst_host_count    0.18378490065284017
    Attrib dst_host_srv_count    -0.9294151601208971
    Attrib dst_host_same_srv_rate    9.146143668181313
    Attrib dst_host_diff_srv_rate    2.1612809298831053
    Attrib dst_host_same_src_port_rate    10.67934867169925
    Attrib dst_host_srv_diff_host_rate    -9.04129290808144
    Attrib dst_host_serror_rate    1.7004715782288193
    Attrib dst_host_srv_serror_rate    6.960429069433956
    Attrib dst_host_rerror_rate    -4.894857598380624
    Attrib dst_host_srv_rerror_rate    -4.4895634165425005
Sigmoid Node 23
    Inputs    Weights
    Threshold    0.5951715111312744
    Attrib duration    0.017818140987215396
    Attrib protocol_type    -1.5393272714112471
    Attrib service    1.2938576281370788
    Attrib flag    4.37474654391659
    Attrib src_bytes    -0.6027161035605879
    Attrib dst_bytes    -0.5965956601516479
    Attrib land    -0.25345558276714575
    Attrib wrong_fragment    -0.16978779228076185
    Attrib urgent    -0.5564430595037686
    Attrib hot    -0.3338125427274213
    Attrib num_failed_logins    0.7625575022516639
    Attrib logged_in    -2.898109734251066
    Attrib num_compromised    -0.5884671061433946
    Attrib root_shell    0.27565642927012
    Attrib su_attempted    -0.582430968660335
    Attrib num_root    -0.5476766219241307
    Attrib num_file_creations    -0.5221081952633093
    Attrib num_shells    -0.3232789440970293
    Attrib num_access_files    -0.553339101921474
    Attrib is_guest_login    -0.22169015455703195
    Attrib count    0.7803775746150616
    Attrib srv_count    -0.025384845303075367
    Attrib serror_rate    1.9487868617616004
    Attrib srv_serror_rate    3.0851517385654463
    Attrib rerror_rate    6.007062340143555
    Attrib srv_rerror_rate    -0.45983675916234007
    Attrib same_srv_rate    -3.2124327730147266
    Attrib diff_srv_rate    1.7570073230261363
    Attrib srv_diff_host_rate    -0.30429170357536667
    Attrib dst_host_count    1.4794453891713202
    Attrib dst_host_srv_count    -1.1180728775704412
    Attrib dst_host_same_srv_rate    -3.255311814730759
    Attrib dst_host_diff_srv_rate    1.7516078749234787
    Attrib dst_host_same_src_port_rate    -2.770260442140255
    Attrib dst_host_srv_diff_host_rate    -0.23487569487712281
    Attrib dst_host_serror_rate    3.3450795316550535
    Attrib dst_host_srv_serror_rate    0.9020273194465445
    Attrib dst_host_rerror_rate    4.023659147869912
    Attrib dst_host_srv_rerror_rate    -1.2500881441750207
Sigmoid Node 24
    Inputs    Weights
    Threshold    0.4889050557440463
    Attrib duration    -2.5241778141131044
    Attrib protocol_type    1.6270503092094208
    Attrib service    3.072980651060086
    Attrib flag    3.568421937342857
    Attrib src_bytes    -0.42153071477344856
    Attrib dst_bytes    -0.4261112635859791
    Attrib land    -0.7442868508379026
    Attrib wrong_fragment    3.476125109411723
    Attrib urgent    -0.3630269368020846
    Attrib hot    -1.9460536399049373
    Attrib num_failed_logins    0.6483649403502659
    Attrib logged_in    -2.1502880668849587
    Attrib num_compromised    -0.4925253550272593
    Attrib root_shell    1.9012469187000969
    Attrib su_attempted    -0.48362264411757033
    Attrib num_root    -0.4127461319347795
    Attrib num_file_creations    -0.49799349319046826
    Attrib num_shells    0.6063061379546799
    Attrib num_access_files    -0.4831473565434053
    Attrib is_guest_login    -1.7634729488970198
    Attrib count    4.582925360819277
    Attrib srv_count    3.273039961980116
    Attrib serror_rate    1.2279476858086047
    Attrib srv_serror_rate    1.980450264778032
    Attrib rerror_rate    1.2099033192064814
    Attrib srv_rerror_rate    -2.035145191334754
    Attrib same_srv_rate    2.156016444659467
    Attrib diff_srv_rate    2.01844102219947
    Attrib srv_diff_host_rate    -4.208816085226413
    Attrib dst_host_count    -1.469032493831804
    Attrib dst_host_srv_count    -0.7863282421564971
    Attrib dst_host_same_srv_rate    -6.791949588908443
    Attrib dst_host_diff_srv_rate    1.6383502248191528
    Attrib dst_host_same_src_port_rate    -7.377528261807409
    Attrib dst_host_srv_diff_host_rate    -5.725315509244549
    Attrib dst_host_serror_rate    -1.3794936683446046
    Attrib dst_host_srv_serror_rate    0.192406599266968
    Attrib dst_host_rerror_rate    12.679394448762205
    Attrib dst_host_srv_rerror_rate    -1.4479387440399678
Sigmoid Node 25
    Inputs    Weights
    Threshold    0.526874246497781
    Attrib duration    5.939969476518439
    Attrib protocol_type    -1.63105434472448
    Attrib service    0.0794432587088118
    Attrib flag    1.0385157899545197
    Attrib src_bytes    -0.4707945757084283
    Attrib dst_bytes    -0.19157877185642866
    Attrib land    -1.508976599685027
    Attrib wrong_fragment    0.08800362113478799
    Attrib urgent    -0.18403154404543912
    Attrib hot    6.016645259332009
    Attrib num_failed_logins    0.49963501603429583
    Attrib logged_in    0.3906519447645565
    Attrib num_compromised    0.11483961316240755
    Attrib root_shell    -2.1963725917909653
    Attrib su_attempted    -0.45140088960753133
    Attrib num_root    -0.1667515693086193
    Attrib num_file_creations    1.7969072706217606
    Attrib num_shells    0.23515855672167882
    Attrib num_access_files    1.733545442953335
    Attrib is_guest_login    -0.9581023477085898
    Attrib count    -1.6000672008884256
    Attrib srv_count    -0.9866131454301416
    Attrib serror_rate    -1.2699885559885662
    Attrib srv_serror_rate    1.2905292523259975
    Attrib rerror_rate    0.4331291366944181
    Attrib srv_rerror_rate    0.5009457892106766
    Attrib same_srv_rate    2.2585921328614402
    Attrib diff_srv_rate    1.0168938721730587
    Attrib srv_diff_host_rate    -0.014916162217598911
    Attrib dst_host_count    0.5716276218308688
    Attrib dst_host_srv_count    -0.4891978803338161
    Attrib dst_host_same_srv_rate    6.771368891800782
    Attrib dst_host_diff_srv_rate    -0.9895728096986728
    Attrib dst_host_same_src_port_rate    -4.154098879346396
    Attrib dst_host_srv_diff_host_rate    -0.12552046587736573
    Attrib dst_host_serror_rate    2.6815105232404743
    Attrib dst_host_srv_serror_rate    -0.34204449020423505
    Attrib dst_host_rerror_rate    0.5318144869579297
    Attrib dst_host_srv_rerror_rate    -1.539321145659963
Sigmoid Node 26
    Inputs    Weights
    Threshold    0.7679013811120952
    Attrib duration    -4.371695869330537
    Attrib protocol_type    4.473295455467705
    Attrib service    -7.683086469598842
    Attrib flag    -0.31812171419533025
    Attrib src_bytes    -0.6706600332904298
    Attrib dst_bytes    -0.6920137690477224
    Attrib land    1.0993578094892609
    Attrib wrong_fragment    6.493536528081837
    Attrib urgent    -0.7719344868714175
    Attrib hot    -0.7028091884720806
    Attrib num_failed_logins    -1.8477361046716914
    Attrib logged_in    -6.624364390433104
    Attrib num_compromised    -0.6896259250848467
    Attrib root_shell    -0.5676640666004689
    Attrib su_attempted    -0.7773843373892741
    Attrib num_root    -0.7941848317715043
    Attrib num_file_creations    -0.7434045872850945
    Attrib num_shells    -0.6181156029917327
    Attrib num_access_files    -0.7486753238178687
    Attrib is_guest_login    -0.8507646738654736
    Attrib count    5.9315018078170425
    Attrib srv_count    4.9583871040969125
    Attrib serror_rate    0.3348254447010504
    Attrib srv_serror_rate    3.0008926692349065
    Attrib rerror_rate    -3.2238256174569035
    Attrib srv_rerror_rate    -4.152512448041379
    Attrib same_srv_rate    -0.2749469927087254
    Attrib diff_srv_rate    0.5270197936827823
    Attrib srv_diff_host_rate    2.0877493831398994
    Attrib dst_host_count    -1.5269942533363516
    Attrib dst_host_srv_count    2.9343155371559324
    Attrib dst_host_same_srv_rate    -9.891594122052748
    Attrib dst_host_diff_srv_rate    -6.582101467684703
    Attrib dst_host_same_src_port_rate    0.06254826426473487
    Attrib dst_host_srv_diff_host_rate    7.016844162619317
    Attrib dst_host_serror_rate    2.248774809684668
    Attrib dst_host_srv_serror_rate    2.5071102835069
    Attrib dst_host_rerror_rate    9.115608287907456
    Attrib dst_host_srv_rerror_rate    -3.447513054860843
Class probe
    Input
    Node 0
Class dos
    Input
    Node 1
Class normal
    Input
    Node 2
Class r2l
    Input
    Node 3
Class u2r
    Input
    Node 4

Attribute mappings:

Model attributes                       	    Incoming attributes
---------------------------------------	    ----------------
(numeric) duration                     	--> 1 (numeric) duration
(numeric) protocol_type                	--> 2 (numeric) protocol_type
(numeric) service                      	--> 3 (numeric) service
(numeric) flag                         	--> 4 (numeric) flag
(numeric) src_bytes                    	--> 5 (numeric) src_bytes
(numeric) dst_bytes                    	--> 6 (numeric) dst_bytes
(numeric) land                         	--> 7 (numeric) land
(numeric) wrong_fragment               	--> 8 (numeric) wrong_fragment
(numeric) urgent                       	--> 9 (numeric) urgent
(numeric) hot                          	--> 10 (numeric) hot
(numeric) num_failed_logins            	--> 11 (numeric) num_failed_logins
(numeric) logged_in                    	--> 12 (numeric) logged_in
(numeric) num_compromised              	--> 13 (numeric) num_compromised
(numeric) root_shell                   	--> 14 (numeric) root_shell
(numeric) su_attempted                 	--> 15 (numeric) su_attempted
(numeric) num_root                     	--> 16 (numeric) num_root
(numeric) num_file_creations           	--> 17 (numeric) num_file_creations
(numeric) num_shells                   	--> 18 (numeric) num_shells
(numeric) num_access_files             	--> 19 (numeric) num_access_files
(numeric) is_guest_login               	--> 20 (numeric) is_guest_login
(numeric) count                        	--> 21 (numeric) count
(numeric) srv_count                    	--> 22 (numeric) srv_count
(numeric) serror_rate                  	--> 23 (numeric) serror_rate
(numeric) srv_serror_rate              	--> 24 (numeric) srv_serror_rate
(numeric) rerror_rate                  	--> 25 (numeric) rerror_rate
(numeric) srv_rerror_rate              	--> 26 (numeric) srv_rerror_rate
(numeric) same_srv_rate                	--> 27 (numeric) same_srv_rate
(numeric) diff_srv_rate                	--> 28 (numeric) diff_srv_rate
(numeric) srv_diff_host_rate           	--> 29 (numeric) srv_diff_host_rate
(numeric) dst_host_count               	--> 30 (numeric) dst_host_count
(numeric) dst_host_srv_count           	--> 31 (numeric) dst_host_srv_count
(numeric) dst_host_same_srv_rate       	--> 32 (numeric) dst_host_same_srv_rate
(numeric) dst_host_diff_srv_rate       	--> 33 (numeric) dst_host_diff_srv_rate
(numeric) dst_host_same_src_port_rate  	--> 34 (numeric) dst_host_same_src_port_rate
(numeric) dst_host_srv_diff_host_rate  	--> 35 (numeric) dst_host_srv_diff_host_rate
(numeric) dst_host_serror_rate         	--> 36 (numeric) dst_host_serror_rate
(numeric) dst_host_srv_serror_rate     	--> 37 (numeric) dst_host_srv_serror_rate
(numeric) dst_host_rerror_rate         	--> 38 (numeric) dst_host_rerror_rate
(numeric) dst_host_srv_rerror_rate     	--> 39 (numeric) dst_host_srv_rerror_rate
(nominal) label                        	--> 40 (nominal) label


Time taken to build model: 374.47 seconds

=== Evaluation on test set ===

Time taken to test model on supplied test set: 6.55 seconds

=== Summary ===

Correctly Classified Instances      287855               92.5492 %
Incorrectly Classified Instances     23174                7.4508 %
Kappa statistic                          0.8199
Mean absolute error                      0.0313
Root mean squared error                  0.1709
Relative absolute error                 16.2827 %
Root relative squared error             57.5916 %
Coverage of cases (0.95 level)          92.9968 %
Mean rel. region size (0.95 level)      20.1646 %
Total Number of Instances           311029     

=== Detailed Accuracy By Class ===

                 TP Rate  FP Rate  Precision  Recall   F-Measure  MCC      ROC Area  PRC Area  Class
                 0,753    0,002    0,870      0,753    0,807      0,807    0,974     0,800     probe
                 0,975    0,015    0,994      0,975    0,984      0,943    0,984     0,992     dos
                 0,982    0,085    0,736      0,982    0,841      0,809    0,972     0,846     normal
                 0,072    0,000    0,945      0,072    0,134      0,254    0,790     0,262     r2l
                 0,105    0,000    0,585      0,105    0,178      0,248    0,966     0,125     u2r
Weighted Avg.    0,925    0,028    0,939      0,925    0,909      0,879    0,971     0,922     

=== Confusion Matrix ===

      a      b      c      d      e   <-- classified as
   3139    459    566      2      0 |      a = probe
    146 224040   5667      0      0 |      b = dos
    257    785  59487     57      7 |      c = normal
     46      2  14966   1165     10 |      d = r2l
     22      2    171      9     24 |      e = u2r

