Algorithm-Classifier-IsolationForest
view release on metacpan or search on metacpan
t/data/seeds.sklearn view on Meta::CPAN
# sklearn IsolationForest.score_samples reference scores
# lower = more anomalous (this is sklearn's sign convention)
# dataset: seeds.csv (sha256 9e179a953639a49adedb72cff7a1203b10b02ed5d92255e8c66539ab3d6bb5cf)
# rows: 210, features: 7
# sklearn 1.9.0, python 3.12.13
# n_estimators=100 max_samples=256 random_state=42 contamination=auto
-0.43217428540141722
-0.4583786706937254
-0.45380026533384732
-0.44987782000075011
-0.48927152544557195
-0.42499286202485814
-0.41148526342873765
-0.4163006086136849
-0.4617418409270696
-0.45010942963008516
-0.43767447454537506
-0.41726402282452152
-0.44475595675741941
-0.41591911717451358
-0.4245727878748129
-0.46157697572360518
-0.55267441005604723
-0.48400646339651626
-0.5563108699412056
-0.40700675917158746
-0.42487454687010606
-0.40308152146922238
-0.50618610401217345
-0.47037951347912693
-0.45841620724164661
-0.49035130040269592
-0.42290554101321254
-0.43102576333134113
-0.4115720890651286
-0.42220004415162204
-0.46315606611783056
-0.42759636753474584
-0.44658871416550489
-0.42940801073556317
-0.42820463070303261
-0.44496492070209465
-0.42817603065267817
-0.49158571617500685
-0.41282824034242138
-0.4874665615109689
-0.40268316557317463
-0.40889391310016659
-0.44652226289231561
-0.45808651604589912
-0.43361919118113212
-0.42359200609759884
-0.4387133563662684
-0.41533304046457881
-0.41063220095490016
-0.42708281680935889
-0.41827756133880706
-0.47152214514305246
-0.46568699648377959
-0.40703550962304752
-0.49114636738612655
-0.44655704666788626
-0.42009034231116299
-0.47115480166803553
-0.41996873937722778
-0.55065745334566463
-0.52786356847009841
-0.5838692845022172
-0.50420300908641591
-0.40496085885480548
-0.46159269989101992
-0.47728430878018063
-0.44148467768460742
-0.42688340914324835
-0.4361712341053558
-0.42606672996356332
-0.46420692155409038
-0.46095505697537514
-0.45851840184731341
-0.5013613935154555
-0.44735789883503696
-0.47309039482823073
-0.47855486527720265
-0.5751887329706844
-0.50959287893847116
-0.44878528503981219
-0.4708111330740517
-0.49433943407068753
-0.51695202750391089
-0.50318010792907941
-0.46356483883475352
-0.47049291575760838
-0.47277541152124958
-0.53080621920914295
-0.61908765074940297
-0.59302882821289493
-0.55407577685440601
-0.44511933074883114
-0.44430859008042262
-0.52696454263541259
-0.61694491410139007
-0.46752983897461137
-0.45436269750425945
-0.53134359062349401
-0.50031487715292511
-0.45583486044342258
-0.4376905763960407
-0.49003735003354165
-0.49841710057379524
-0.45737455198371224
-0.44570514385026372
-0.45342395699544152
-0.46759917974191878
-0.44215699179067264
-0.55932550488886656
-0.47265341871392519
-0.4671091126307032
-0.48144577335011729
-0.50278496212459589
-0.52272772596721795
-0.55678230399126727
-0.46866235256806243
-0.50930260006867456
-0.45388225652791653
-0.45693834397313249
-0.51548206715160128
-0.54067419451861687
-0.44655529651261483
-0.45814561927826225
-0.46667523094852709
-0.50706842119815232
-0.46698643851499932
-0.47903363193611925
-0.46392915723645883
-0.53090100887824943
-0.51262993485919173
-0.4841556051801485
-0.44566470891352783
-0.46485556675552631
-0.45112591447126354
-0.46488578782500806
-0.46269097731841713
-0.45236059100824766
-0.50505187192211287
-0.46036431614184509
-0.45313545989134385
-0.46154391667808031
-0.50926302704264881
-0.44311757281663205
-0.41593175066661281
-0.43645582608779748
-0.48460920531183627
-0.48634181508981611
-0.40113704932106869
-0.41446762649698476
-0.50444103875235957
-0.42682719309735107
-0.48925112650543873
-0.45026140345565341
-0.48158872301656819
-0.44963382485250886
-0.47602275395585431
-0.44733319934367927
-0.48253706012454167
-0.49721808364317172
-0.47234834321070346
-0.45525567377224696
-0.41713262823793562
-0.42302222456018235
-0.40163584089873944
-0.48112590086910595
-0.44825469343947671
-0.41832937144312821
-0.41970949750949982
-0.46088710301046948
-0.46379259093743647
-0.5024649271182734
-0.47072923896622082
-0.44076863742270944
-0.44628233396141659
-0.50694754151970189
-0.49413429591190483
-0.44681464928801906
-0.51205113153859394
-0.44267202634080538
-0.45309825045523006
-0.45679968720712372
-0.41010427064963612
-0.40495865052762753
-0.4386999561713435
-0.45917388902316397
-0.47004501279225275
-0.46891819767755971
-0.48846188727311035
-0.5072906446383928
-0.57056268113719821
-0.48078403419309407
-0.42363307602721068
-0.45116437487356725
-0.49607718534196399
-0.40352900749184717
-0.43406988782735978
-0.4303472014288296
-0.4220175134001678
-0.4122750349057771
-0.45154514531280704
-0.40949832858710511
-0.48973732007260573
-0.48240444814348299
-0.54098808243639385
-0.40367016258984301
-0.43366974181338808
-0.43603144315723663
-0.53806176626918611
-0.41928411768440915
-0.41373298802215192
( run in 1.314 second using v1.01-cache-2.11-cpan-788537b7465 )