batchmind_os/data/processed/feature_stats.csv

Feature,MI_Score,Variance
Gran_Temperat_auc,1.7912320605633851,211.36907700546206
Dryi_Compress_auc,1.7642485348298593,23.569227768427535
Comp_Compress_mean,1.676819667400992,0.39614314567654046
Dryi_Temperat_mean,1.6621495689808938,0.3071484987205215
Gran_Temperat_mean,1.6583969259267795,0.08399202303262053
Gran_Compress_auc,1.6422363340676585,6.927392972079926
Dryi_Temperat_min,1.5981237799551038,0.324337269750976
Dryi_Motor_Sp_auc,1.5852325970639216,2.250555292473303
Dryi_Temperat_max,1.528937087018411,0.30029187719322764
Comp_Compress_max,1.5097219288965193,0.40351415965046317
Comp_Compress_min,1.475921214002538,0.40004900562193074
Gran_Temperat_max,1.4726814693560601,0.09111819313882832
Dryi_Vibratio_auc,1.4464077413640657,18.7235700666611
Gran_Motor_Sp_auc,1.3255826817058016,0.8507877870515222
Gran_Power_Co_auc,1.1771150433213677,4.953486886516631
Gran_Temperat_min,1.1706348799662047,0.07898817597737474
Dryi_Pressure_auc,0.9986484833648697,131.76201844494784
Comp_Compress_auc,0.8646454064767313,2298.801539244312
Gran_Pressure_auc,0.821722292388638,59.67886157850375
Gran_Vibratio_auc,0.705003999597074,1.136019061150348
Dryi_Temperat_auc,0.4273947123599209,32.42092275371961
Dryi_Power_Co_slope,0.424431313043661,2.9121829290731417e-05
Dryi_Power_Co_auc,0.32101712064115073,1.8491230780255346
drying_efficiency,0.2745043036298114,197.418266375165
Gran_Pressure_slope,0.26462439403385574,0.002636690468262513
Dryi_Vibratio_slope,0.24058928457627138,3.276758795337707e-06
Dryi_Pressure_slope,0.22593790431962146,0.00047097503008426857
Dryi_Power_Co_min,0.22239517534198727,0.010005025083892585
Dryi_Motor_Sp_max,0.2062785973521808,0.00017838394998811227
Comp_Temperat_slope,0.2058850392181517,1.0241488769081298e-06
Dryi_Temperat_slope,0.1864484922581906,1.194045604383616e-05
rms_vibration,0.1813187237026086,0.0012192107386937523
Comp_Motor_Sp_slope,0.15724230772689696,2.6128808711554716e-08
Blen_Vibratio_mean,0.15704728205909468,0.001115164020303922
Dryi_Motor_Sp_slope,0.1562576597859371,6.810087948023206e-07
Comp_Motor_Sp_min,0.15228046392148986,0.00011065317022355109
Comp_Pressure_slope,0.14751833410207604,3.7720880939397105e-05
Gran_Vibratio_std,0.14144021104975746,0.0005034596829293821
Gran_Motor_Sp_max,0.13940250554474165,0.0009141714836787838
Prep_Pressure_max,0.13836050177106785,0.1484176864667634
Gran_Temperat_slope,0.13773819424286948,3.42903854472457e-05
Dryi_Power_Co_max,0.13572164924047847,0.009763611677311754
Blen_Vibratio_slope,0.12389045611649774,4.562470707766049e-05
Prep_Pressure_slope,0.12341205876769612,0.0009851613495467997
Gran_Pressure_std,0.1200179183178709,0.01088168977600082
Coat_Motor_Sp_slope,0.11364142438501279,6.128299093563014e-07
Gran_Power_Co_slope,0.11228779643863707,4.78610264833013e-05
Mill_Pressure_slope,0.11059527801899316,0.0028017087658859983
Blen_Pressure_mean,0.11030557859847878,0.02578902190769311
Coat_Power_Co_slope,0.10743380760066268,1.8647405487247416e-05
Prep_Temperat_slope,0.10699597452727438,2.0250163044789368e-05
Gran_Motor_Sp_slope,0.10488435385574268,1.4559421341625686e-05
Blen_Motor_Sp_slope,0.10432695663192693,1.3600537748517002e-05
Prep_Pressure_std,0.10375004692410528,0.009878394122156995
Coat_Power_Co_max,0.10280543138336773,0.008281068634671224
Gran_Power_Co_max,0.10166793605289959,0.0044852126809707335
Gran_Vibratio_slope,0.10130604812063604,5.302339585268762e-05
Mill_Temperat_auc,0.09880901670266384,0.14130245434442437
Qual_Pressure_min,0.09848123579745005,0.1261806323379284
Mill_Compress_auc,0.09835602505334284,3.4417090862914943
Dryi_Motor_Sp_std,0.097135228594595,1.1374589936485684e-05
Mill_Temperat_slope,0.09654790474498931,7.981604305759294e-05
Coat_Power_Co_std,0.09400545704946106,0.0006863215357057092
Mill_Pressure_std,0.09227074242354982,0.011068892334230567
Mill_Power_Co_auc,0.09181908948392836,5.496854587143439
Blen_Pressure_auc,0.09149957847633017,8.860842996943806
Mill_Pressure_min,0.08696923732987871,0.14590103350673728
Comp_Compress_std,0.08352332417474706,0.0001763228796007917
Qual_Power_Co_std,0.08283430432587524,3.890702185190195e-05
Dryi_Vibratio_max,0.08111099751976525,0.0017760665651419655
Mill_Vibratio_mean,0.07756451294863442,0.008793948116633964
Prep_Power_Co_min,0.07262134256962316,0.00024293641398404073
Gran_Pressure_max,0.07084574306579539,0.18600031662775368
Mill_Power_Co_min,0.06970036368542853,0.0315758065803546
Comp_Power_Co_mean,0.068968782703549,0.001093654850312652
Prep_Vibratio_std,0.06828258918325991,1.2394928659692712e-05
Qual_Pressure_max,0.06714516289545447,0.12952074659474658
Prep_Pressure_auc,0.06577536683031626,9.559838157469178
Comp_Vibratio_slope,0.06565692824282765,3.9558830830726045e-06
Mill_Motor_Sp_auc,0.06531621515637731,137.6280868226275
Blen_Pressure_max,0.06506272574563665,0.1373288941481283
Comp_Power_Co_min,0.0648266300843483,0.02453393980807375
Dryi_Power_Co_mean,0.06442517827405636,0.0013587892299627053
Blen_Temperat_min,0.06368839248993918,0.004881206623205513
Dryi_Power_Co_std,0.06290791921771088,0.0008431240532714422
power_peak_to_mean,0.05760343835166437,5438.20645609306
compression_vib_rms,0.05692766457845044,0.0012326798009224826
Coat_Temperat_std,0.05600094834202318,0.00017890463798774813
Comp_Power_Co_slope,0.055505350885570515,6.1715464334940365e-06
Gran_Vibratio_min,0.05409452602207132,0.004611990813210678
Gran_Power_Co_mean,0.05180739757131558,0.000879121264289597
Coat_Pressure_auc,0.051767971442563177,27.19039343487789
Qual_Power_Co_slope,0.050964869753621134,6.618722962369496e-07
Coat_Motor_Sp_auc,0.04818912386417784,0.0942488248101684
Qual_Vibratio_mean,0.048145447230033334,3.97477522894264e-05
Coat_Pressure_max,0.04749938517164276,0.1408875970676049
Prep_Vibratio_mean,0.04714976203728449,1.9122185214857788e-05
Dryi_Pressure_max,0.04712504510163473,0.12849997507292119
Blen_Power_Co_std,0.04595788083405905,0.00038478175297718625
Coat_Temperat_slope,0.045758608537107115,6.553295856767304e-06
Qual_Temperat_slope,0.04210634760663723,2.384202234791455e-06
Coat_Power_Co_mean,0.04089509748951636,0.0013311750723914505
Comp_Compress_slope,0.04078794152368781,1.3367029510383152e-06
Prep_Vibratio_slope,0.04022938936153464,6.283019627718027e-07
Gran_Motor_Sp_mean,0.03873180455222647,0.0001403338203646256
Mill_Vibratio_slope,0.03712869055906909,0.0009425901875851994
Dryi_Pressure_std,0.03604871165953982,0.011579151840320642
Mill_Vibratio_auc,0.035406257769780236,45.41448814301923
Blen_Motor_Sp_min,0.03474942279648463,0.0023703892933711105
Coat_Motor_Sp_min,0.034282996516571185,0.0006137691400477563
Coat_Temperat_mean,0.03369120162086281,0.0004526107436541651
Blen_Pressure_std,0.03235208528538891,0.010777585425544873
Dryi_Vibratio_min,0.03232104168727279,0.00271641257151767
Prep_Power_Co_std,0.030913214759320518,2.0841771548355847e-05
Comp_Power_Co_std,0.030907542743815686,0.0009833117388282357
Comp_Motor_Sp_std,0.02924838732313173,5.007521600284833e-06
Coat_Power_Co_auc,0.027161490140214628,2.2165841794328984
Dryi_Vibratio_mean,0.026561276631103414,0.0002957819863461226
Comp_Power_Co_max,0.026535736705578294,0.040874376595286005
Comp_Vibratio_min,0.02262371131631058,0.015294655944665794
Mill_Pressure_max,0.021093879731398424,0.11313523371928771
Prep_Power_Co_slope,0.020570200551496498,1.6385964759524404e-06
Prep_Power_Co_max,0.019197220439457485,0.00032014994968451174
Dryi_Pressure_min,0.019168659804099875,0.1492672437362203
Prep_Temperat_max,0.018281788585924996,0.004892211297318569
Mill_Motor_Sp_min,0.017545507733288446,0.020599710904273413
Mill_Power_Co_std,0.01697586240774296,0.0026594765117166613
Dryi_Motor_Sp_min,0.013064250393625798,0.0001871130159461884
Qual_Temperat_max,0.013011021053547012,0.003125425072328487
Qual_Pressure_std,0.01278812540577512,0.005669691857024317
Qual_Power_Co_min,0.011931143154157997,0.0010137270042144214
Blen_Temperat_mean,0.011107461408411012,0.0006058623674092485
Blen_Temperat_max,0.009995734429631309,0.003277974556389678
Comp_Pressure_auc,0.009064668979392287,28.11197070135953
Blen_Power_Co_mean,0.008765490671351017,0.0005643708644561651
Blen_Vibratio_auc,0.008463321316780181,0.44353757060648474
Qual_Vibratio_max,0.0018726796569374926,0.00046480902713530654
Blen_Power_Co_max,0.00021546767723945592,0.0034299285614715442
Blen_Pressure_min,8.177278949217381e-05,0.15010680247952968
Gran_Compress_slope,7.771561172376096e-16,0.0
Gran_Compress_mean,7.771561172376096e-16,9.192235124397383e-33
Gran_Compress_min,7.771561172376096e-16,0.0
Gran_Compress_max,7.771561172376096e-16,0.0
Gran_Compress_std,7.771561172376096e-16,3.621183533853514e-33
chronos_pca_10,7.771561172376096e-16,0.0
chronos_pca_9,7.771561172376096e-16,0.0
Prep_Compress_slope,7.771561172376096e-16,0.0
Prep_Compress_std,7.771561172376096e-16,4.749321480938648e-33
Prep_Motor_Sp_min,7.771561172376096e-16,5.013946431489482e-32
Prep_Motor_Sp_mean,7.771561172376096e-16,5.013946431489482e-32
Prep_Motor_Sp_std,7.771561172376096e-16,0.0
Prep_Motor_Sp_max,7.771561172376096e-16,5.013946431489482e-32
Prep_Motor_Sp_slope,7.771561172376096e-16,0.0
Prep_Compress_mean,7.771561172376096e-16,8.774406255106593e-33
Prep_Compress_max,7.771561172376096e-16,0.0
Prep_Compress_min,7.771561172376096e-16,0.0
Qual_Motor_Sp_mean,7.771561172376096e-16,1.01532415237662e-31
Qual_Motor_Sp_min,7.771561172376096e-16,5.013946431489482e-32
chronos_pca_8,7.771561172376096e-16,0.0
chronos_pca_7,7.771561172376096e-16,0.0
Coat_Compress_slope,7.771561172376096e-16,0.0
Coat_Compress_std,7.771561172376096e-16,5.4700762804652594e-33
Coat_Compress_min,7.771561172376096e-16,0.0
Dryi_Compress_max,7.771561172376096e-16,0.0
Mill_Compress_mean,7.771561172376096e-16,9.192235124397383e-33
Mill_Compress_min,7.771561172376096e-16,0.0
Mill_Compress_std,7.771561172376096e-16,2.4512626998393023e-33
Mill_Compress_max,7.771561172376096e-16,0.0
Mill_Compress_slope,7.771561172376096e-16,0.0
Coat_Compress_mean,7.771561172376096e-16,1.0236807297624359e-32
Coat_Compress_max,7.771561172376096e-16,0.0
Dryi_Compress_slope,7.771561172376096e-16,0.0
Dryi_Compress_min,7.771561172376096e-16,0.0
Dryi_Compress_mean,7.771561172376096e-16,1.0863550601560544e-32
Dryi_Compress_std,7.771561172376096e-16,5.8356765410947026e-33
Blen_Compress_min,7.771561172376096e-16,0.0
Blen_Compress_mean,7.771561172376096e-16,1.4206181555886866e-32
Blen_Compress_max,7.771561172376096e-16,0.0
Blen_Compress_slope,7.771561172376096e-16,0.0
Blen_Compress_std,7.771561172376096e-16,5.50141344566207e-33
Qual_Motor_Sp_slope,7.771561172376096e-16,0.0
Qual_Compress_mean,7.771561172376096e-16,2.506973215744741e-32
Qual_Compress_min,7.771561172376096e-16,0.0
Qual_Compress_max,7.771561172376096e-16,0.0
Qual_Compress_std,7.771561172376096e-16,4.958235915584042e-33
Qual_Compress_slope,7.771561172376096e-16,0.0
Qual_Motor_Sp_std,7.771561172376096e-16,3.259065180468164e-33
Qual_Motor_Sp_max,7.771561172376096e-16,5.013946431489482e-32
chronos_pca_4,7.771561172376096e-16,0.0
chronos_pca_5,7.771561172376096e-16,0.0
chronos_pca_6,7.771561172376096e-16,0.0
chronos_pca_3,7.771561172376096e-16,0.0
chronos_pca_0,7.771561172376096e-16,0.0
chronos_pca_1,7.771561172376096e-16,0.0
chronos_pca_2,7.771561172376096e-16,0.0
chronos_pca_11,7.771561172376096e-16,0.0
Prep_Temperat_mean,0.0,0.0007876000482145999
Prep_Temperat_min,0.0,0.004412845293759051
Prep_Temperat_std,0.0,0.00032330779724870623
compression_energy_kwh,0.0,0.10473299526300116
granulation_power_stability,0.0,0.0005785761950170809
Prep_Vibratio_min,0.0,0.000138251576639182
Prep_Vibratio_max,0.0,0.00010329541539018233
Qual_Motor_Sp_auc,0.0,27.102677900756913
Qual_Compress_auc,0.0,24.752363911529905
Blen_Compress_auc,0.0,2.7770280461076533
Comp_Temperat_mean,0.0,0.00020903796508425185
Comp_Temperat_min,0.0,0.003785653960579508
Comp_Temperat_max,0.0,0.0022022041378243714
Comp_Temperat_std,0.0,8.603488324472506e-05
Comp_Temperat_auc,0.0,70.37973606932754
Comp_Pressure_mean,0.0,0.006494280575451408
Comp_Pressure_min,0.0,0.14570858827112249
Comp_Pressure_max,0.0,0.10949780336565718
Comp_Pressure_std,0.0,0.003760935232123519
Comp_Power_Co_auc,0.0,376.76719294356826
Comp_Vibratio_mean,0.0,0.001290550758254121
Comp_Vibratio_max,0.0,0.014985262130337849
Comp_Vibratio_std,0.0,0.00045890098655379145
Comp_Vibratio_auc,0.0,222.00775541159456
Comp_Motor_Sp_mean,0.0,1.211842812659866e-05
Comp_Motor_Sp_max,0.0,0.0001151082298660469
Comp_Motor_Sp_auc,0.0,25.538572367002416
Blen_Power_Co_slope,0.0,2.2320469764734558e-05
Blen_Vibratio_min,0.0,0.007858529838771075
Blen_Vibratio_max,0.0,0.011316847707622223
Blen_Vibratio_std,0.0,0.0006309890504417573
Blen_Motor_Sp_mean,0.0,0.00030560567966567934
Blen_Motor_Sp_max,0.0,0.0018283614081458534
Blen_Motor_Sp_std,0.0,0.000181995499210582
Blen_Motor_Sp_auc,0.0,1.9376052608549774
Coat_Temperat_min,0.0,0.003525055932931998
Coat_Temperat_max,0.0,0.0032900461628942268
Coat_Temperat_auc,0.0,6.468488402700261
Coat_Pressure_mean,0.0,0.020298922916844295
Coat_Pressure_min,0.0,0.1084279161192768
Blen_Temperat_std,0.0,0.00046658098795206046
Blen_Temperat_auc,0.0,1.4710837137009232
Blen_Temperat_slope,0.0,1.96528734739223e-05
Blen_Pressure_slope,0.0,0.0009375843115846831
Blen_Power_Co_min,0.0,0.004478940896373715
Blen_Power_Co_auc,0.0,4.180413985501152
Mill_Vibratio_std,0.0,0.007243370565720831
Mill_Motor_Sp_mean,0.0,0.005945717913559422
Mill_Motor_Sp_max,0.0,0.022087365310554722
Mill_Motor_Sp_std,0.0,0.0026453485579421157
Mill_Motor_Sp_slope,0.0,0.00041979036047643306
Coat_Pressure_std,0.0,0.007576469673340971
Coat_Pressure_slope,0.0,0.00033039065002545996
Coat_Power_Co_min,0.0,0.008059698210893858
Coat_Vibratio_mean,0.0,0.0005098473439807253
Coat_Vibratio_min,0.0,0.002632595902752353
Coat_Vibratio_max,0.0,0.004660689581681196
Coat_Vibratio_std,0.0,0.00022116886012346222
Coat_Vibratio_auc,0.0,7.495339403318432
Coat_Vibratio_slope,0.0,8.171409783926203e-06
Coat_Motor_Sp_mean,0.0,7.192984650933464e-05
Mill_Pressure_mean,0.0,0.03222641185789565
Mill_Pressure_auc,0.0,7.081814760642656
Mill_Power_Co_mean,0.0,0.006137662876109862
Mill_Power_Co_max,0.0,0.02879484044808102
Mill_Power_Co_slope,0.0,0.0004954926144204278
Mill_Vibratio_min,0.0,0.05622885281454407
Mill_Vibratio_max,0.0,0.06472925944559699
Coat_Motor_Sp_max,0.0,0.0005498685636121866
Coat_Motor_Sp_std,0.0,2.811238676145299e-05
Coat_Compress_auc,0.0,13.788921034293896
Qual_Temperat_mean,0.0,0.00021868607811908227
Qual_Temperat_min,0.0,0.003228991604308904
Qual_Temperat_std,0.0,0.00019009538739281513
Qual_Temperat_auc,0.0,44.21556199323405
Mill_Temperat_mean,0.0,0.0007238425143567974
Mill_Temperat_min,0.0,0.0038158642633871905
Mill_Temperat_max,0.0,0.0030969718800959237
Mill_Temperat_std,0.0,0.0003070253649939347
Dryi_Vibratio_std,0.0,0.0001858410160514208
Dryi_Motor_Sp_mean,0.0,3.100212438201412e-05
Dryi_Temperat_std,0.0,0.00022260348631420422
Dryi_Pressure_mean,0.0,0.014910865225146872
Qual_Pressure_mean,0.0,0.015367676339428477
Qual_Pressure_auc,0.0,28.669186844581137
Qual_Pressure_slope,0.0,0.00013105295545234107
Qual_Power_Co_mean,0.0,9.249430239728196e-05
Qual_Power_Co_max,0.0,0.0007333410933863723
Qual_Power_Co_auc,0.0,88.82498932933008
Qual_Vibratio_min,0.0,0.00039571619776664356
Gran_Power_Co_min,0.0,0.0043372983568723345
Gran_Power_Co_std,0.0,0.0005785761950170809
Gran_Vibratio_mean,0.0,0.001008435664997571
Gran_Vibratio_max,0.0,0.005025993157615527
Gran_Motor_Sp_min,0.0,0.0008861274604595708
Gran_Motor_Sp_std,0.0,0.0001003757344704969
Prep_Compress_auc,0.0,3.788059277019608
Gran_Temperat_std,0.0,0.00037860550310237276
Gran_Pressure_mean,0.0,0.04465278885231936
Gran_Pressure_min,0.0,0.12966424057198112
Prep_Vibratio_auc,0.0,16.56580881173308
Prep_Motor_Sp_auc,0.0,4.147747294803362
Qual_Vibratio_std,0.0,2.0758201676049853e-05
Qual_Vibratio_auc,0.0,79.68554356356604
Qual_Vibratio_slope,0.0,2.7033535322965043e-07
Prep_Temperat_auc,0.0,7.52235338326027
Prep_Pressure_min,0.0,0.12738231012734944
Prep_Power_Co_mean,0.0,5.026090118542614e-05
Prep_Power_Co_auc,0.0,18.121097840549574
total_energy_kwh,0.0,0.1572544586790621
power_ramp_rate,0.0,0.00036607511524445606
Prep_Pressure_mean,0.0,0.028022752167979406
vibration_entropy,0.0,0.003775758645358033
motor_utilization,0.0,0.0006837996104109465