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library(C50)## Warning: package 'C50' was built under R version 4.0.5library(rpart)## Warning: package 'rpart' was built under R version 4.0.5library(rpart.plot)## Warning: package 'rpart.plot' was built under R version 4.0.5library(gmodels)## Warning: package 'gmodels' was built under R version 4.1.3NewResin_Train <- read.csv("C:/Users/sgujje-c/OneDrive - Takeda/L-Shire/Downloads/MLTraining.csv", header=TRUE)
NewResin_Train$TreeSite = as.factor(NewResin_Train$TreeSite)
NewResin_Train2 = subset(NewResin_Train,select=-c(TreeSite,Final.Resin.Product,Step1.Temp,Pressure))
summary(NewResin_Train2)## Step1.conductivity Step1.Resin Step2.pH Step2.Conductivity
## Min. : 6.40 Min. :10355 Min. :5.300 Min. :42.00
## 1st Qu.:13.10 1st Qu.:12814 1st Qu.:5.610 1st Qu.:47.00
## Median :13.30 Median :13501 Median :5.630 Median :48.00
## Mean :13.15 Mean :13541 Mean :5.628 Mean :48.25
## 3rd Qu.:13.50 3rd Qu.:14208 3rd Qu.:5.650 3rd Qu.:49.00
## Max. :13.80 Max. :17215 Max. :5.700 Max. :54.00
## Step2.Yield Step3.Temp Step3.pH Step3.Conductivity
## Min. : 3.000 Min. :18.00 Min. :5.550 Min. :36.00
## 1st Qu.: 8.000 1st Qu.:19.71 1st Qu.:5.640 1st Qu.:40.00
## Median : 8.000 Median :19.71 Median :5.660 Median :40.00
## Mean : 8.174 Mean :19.71 Mean :5.655 Mean :40.06
## 3rd Qu.: 9.000 3rd Qu.:19.71 3rd Qu.:5.680 3rd Qu.:40.00
## Max. :10.000 Max. :22.00 Max. :5.700 Max. :42.00
## Step3.yield Step3.compression Step4.pH Step5.yield
## Min. :14.00 Min. :1.120 Min. :4.670 Min. : 76.0
## 1st Qu.:16.00 1st Qu.:1.160 1st Qu.:6.570 1st Qu.: 79.0
## Median :17.00 Median :1.178 Median :6.935 Median : 81.0
## Mean :16.95 Mean :1.178 Mean :6.952 Mean : 80.8
## 3rd Qu.:18.00 3rd Qu.:1.178 3rd Qu.:7.522 3rd Qu.: 82.0
## Max. :39.00 Max. :1.260 Max. :7.990 Max. :102.0
## Step5.temp Step6.pH.start Step6.Conductivity.start Step6.temperature
## Min. :17.00 Min. :4.510 Min. :100.7 Min. :17.00
## 1st Qu.:19.00 1st Qu.:4.630 1st Qu.:104.1 1st Qu.:18.00
## Median :19.00 Median :4.660 Median :105.4 Median :18.00
## Mean :19.07 Mean :4.655 Mean :105.8 Mean :17.76
## 3rd Qu.:20.00 3rd Qu.:4.680 3rd Qu.:106.7 3rd Qu.:18.00
## Max. :21.00 Max. :4.700 Max. :130.1 Max. :19.00
## Step7.symmetry Step8.temperature step.8.yield Step7.UV
## Min. :1.060 Min. :16.00 Min. : 87.0 Min. :2.802
## 1st Qu.:1.470 1st Qu.:18.55 1st Qu.: 91.0 1st Qu.:2.983
## Median :1.610 Median :18.55 Median : 92.0 Median :2.997
## Mean :1.781 Mean :18.55 Mean : 91.8 Mean :2.998
## 3rd Qu.:1.730 3rd Qu.:18.55 3rd Qu.: 93.0 3rd Qu.:3.010
## Max. :9.670 Max. :21.00 Max. :101.0 Max. :3.652
## Step8.UV Step.1.pH step.1.particles step.1.quality.
## Min. :0.6432 Min. :7.067 Min. : 1610000 Min. :77.74
## 1st Qu.:0.6981 1st Qu.:7.156 1st Qu.: 2730242 1st Qu.:89.83
## Median :0.7055 Median :7.200 Median : 3037180 Median :92.24
## Mean :0.7061 Mean :7.182 Mean : 3271822 Mean :91.51
## 3rd Qu.:0.7147 3rd Qu.:7.200 3rd Qu.: 3317903 3rd Qu.:93.75
## Max. :0.7506 Max. :7.325 Max. :33000000 Max. :98.20
## step0.total.particles step0.warmup.hrs step0.input.pH step0.output.pH
## Min. : 590000 Min. :14.00 Min. :7.000 Min. :7.200
## 1st Qu.: 876026 1st Qu.:16.93 1st Qu.:7.137 1st Qu.:7.267
## Median : 954872 Median :16.93 Median :7.200 Median :7.294
## Mean : 977305 Mean :16.93 Mean :7.175 Mean :7.286
## 3rd Qu.:1021514 3rd Qu.:16.93 3rd Qu.:7.200 3rd Qu.:7.300
## Max. :4990000 Max. :21.05 Max. :7.300 Max. :7.377
## Step0.tmpressure Step0.return.flow Step0.temperature
## Min. :10.13 Min. : 74.75 Min. : 9.00
## 1st Qu.:13.93 1st Qu.: 81.91 1st Qu.:10.00
## Median :14.67 Median : 81.91 Median :10.12
## Mean :14.79 Mean : 81.91 Mean :10.12
## 3rd Qu.:15.76 3rd Qu.: 81.91 3rd Qu.:10.12
## Max. :19.48 Max. :114.00 Max. :21.27pca = prcomp(NewResin_Train2,center = TRUE,scale. = TRUE)
summary(pca)## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## Standard deviation 1.61535 1.5410 1.40365 1.32491 1.25448 1.20654 1.16248
## Proportion of Variance 0.08417 0.0766 0.06356 0.05663 0.05076 0.04696 0.04359
## Cumulative Proportion 0.08417 0.1608 0.22433 0.28095 0.33172 0.37868 0.42227
## PC8 PC9 PC10 PC11 PC12 PC13 PC14
## Standard deviation 1.14190 1.11945 1.04450 1.04003 1.01255 1.00886 0.98081
## Proportion of Variance 0.04206 0.04042 0.03519 0.03489 0.03307 0.03283 0.03103
## Cumulative Proportion 0.46433 0.50476 0.53995 0.57484 0.60791 0.64075 0.67178
## PC15 PC16 PC17 PC18 PC19 PC20 PC21
## Standard deviation 0.94906 0.90706 0.90396 0.88781 0.87020 0.8389 0.8222
## Proportion of Variance 0.02906 0.02654 0.02636 0.02543 0.02443 0.0227 0.0218
## Cumulative Proportion 0.70083 0.72737 0.75373 0.77916 0.80359 0.8263 0.8481
## PC22 PC23 PC24 PC25 PC26 PC27 PC28
## Standard deviation 0.80736 0.80060 0.77848 0.71932 0.71350 0.68754 0.6422
## Proportion of Variance 0.02103 0.02068 0.01955 0.01669 0.01642 0.01525 0.0133
## Cumulative Proportion 0.86912 0.88980 0.90935 0.92604 0.94246 0.95771 0.9710
## PC29 PC30 PC31
## Standard deviation 0.6224 0.57097 0.43039
## Proportion of Variance 0.0125 0.01052 0.00598
## Cumulative Proportion 0.9835 0.99402 1.00000print(pca$rotation)## PC1 PC2 PC3 PC4
## Step1.conductivity -0.129686179 0.1380688060 -0.15057006 0.152669388
## Step1.Resin 0.170862654 0.2884786129 0.02144415 0.112563080
## Step2.pH 0.038653149 0.1230435605 -0.06078352 0.135890425
## Step2.Conductivity 0.214566330 -0.0480444396 -0.13586732 -0.199573269
## Step2.Yield -0.045323706 0.2110709992 0.32381817 0.142054865
## Step3.Temp -0.395732238 0.0245632424 0.11165533 0.076358379
## Step3.pH -0.124514814 0.2939910361 0.04673193 0.227026335
## Step3.Conductivity -0.136133402 -0.1486579410 0.04396792 0.000751956
## Step3.yield -0.065170501 -0.3911175060 -0.30205804 0.010169813
## Step3.compression 0.323791600 -0.2410271730 0.08838384 -0.261749182
## Step4.pH -0.164755322 -0.2622426349 -0.09069377 -0.142886203
## Step5.yield -0.153302514 -0.0386633980 -0.31833114 0.049086929
## Step5.temp -0.356750699 -0.1635725469 0.21753386 -0.118537936
## Step6.pH.start -0.211421651 0.0994897939 -0.10767556 -0.071995594
## Step6.Conductivity.start -0.037589250 -0.0171167960 0.17430413 0.156409932
## Step6.temperature -0.316752937 0.0038005871 -0.04055047 -0.179270409
## Step7.symmetry -0.011219658 0.0558122812 -0.33169671 -0.040190013
## Step8.temperature 0.091386717 -0.0672918908 0.17138666 -0.332062981
## step.8.yield 0.062975761 0.1661469338 -0.22693207 0.058177425
## Step7.UV 0.038274411 0.0074200966 -0.04464242 -0.190988422
## Step8.UV -0.264699931 -0.1496870988 0.09652076 0.070100516
## Step.1.pH 0.136966759 -0.0971693992 -0.03523227 0.456354987
## step.1.particles -0.047975137 0.0512168739 -0.23519880 -0.058292138
## step.1.quality. -0.237537276 -0.2012199829 -0.22833163 0.199476721
## step0.total.particles -0.009046021 0.0001702489 0.13168719 -0.153778390
## step0.warmup.hrs 0.140385668 0.0871487020 -0.09977336 -0.177281678
## step0.input.pH 0.075670973 -0.3163879199 0.22816622 0.245042687
## step0.output.pH 0.253407491 -0.2384365619 -0.15753063 0.345229551
## Step0.tmpressure -0.086067523 0.3471088322 -0.24216321 -0.123197472
## Step0.return.flow -0.032756154 0.1051873413 0.24457800 0.036482887
## Step0.temperature 0.143661599 0.0439226260 0.01371075 0.044450970
## PC5 PC6 PC7 PC8
## Step1.conductivity -0.078193738 0.120030586 -0.088325885 -0.1154075893
## Step1.Resin 0.113718133 -0.412703308 -0.112690329 -0.0438917901
## Step2.pH 0.208230708 0.329203557 0.152039115 -0.2328924288
## Step2.Conductivity 0.209514198 0.040780577 0.006113377 -0.3477778788
## Step2.Yield -0.120275963 0.434913735 -0.205095195 0.1959462809
## Step3.Temp 0.145415797 -0.199961519 -0.125528371 -0.1302214697
## Step3.pH 0.172876640 -0.007288717 -0.108723817 -0.0701346865
## Step3.Conductivity -0.068627662 0.262646320 0.290213845 0.1832870170
## Step3.yield 0.088850373 -0.266309581 0.253936615 -0.0318905341
## Step3.compression -0.012539666 0.234448927 0.068135348 0.0007451582
## Step4.pH -0.122118378 0.153150996 -0.378557108 0.0343585404
## Step5.yield -0.193443124 0.056767112 -0.062156454 0.2677260568
## Step5.temp 0.061421794 -0.199920834 -0.078748559 -0.0212057756
## Step6.pH.start 0.103832570 0.085026841 0.227223734 0.2093074331
## Step6.Conductivity.start 0.431418477 0.063700434 0.022868291 -0.2433950801
## Step6.temperature 0.006526308 -0.074271551 -0.073151341 -0.0496797143
## Step7.symmetry 0.169938702 0.175405137 -0.114101872 0.1372611603
## Step8.temperature 0.304523701 0.039612038 -0.042611194 0.2057872003
## step.8.yield 0.196978242 0.007440700 0.158737764 0.1044874649
## Step7.UV 0.207454870 -0.104262680 -0.226046207 0.2770667466
## Step8.UV -0.199313873 0.147361812 -0.021883504 -0.2582217162
## Step.1.pH -0.183671441 -0.098876448 0.046139975 0.1000704897
## step.1.particles 0.293504903 0.139480525 -0.218824146 0.0907328534
## step.1.quality. 0.171521208 0.040260440 -0.020877963 0.0644653182
## step0.total.particles -0.103704026 -0.257474143 -0.010456077 0.1229060473
## step0.warmup.hrs -0.320660358 -0.064296803 -0.080852066 -0.2598423349
## step0.input.pH 0.095648713 -0.066930636 -0.096387911 0.0813074372
## step0.output.pH 0.025121369 -0.047894968 -0.138916164 0.1140580344
## Step0.tmpressure -0.205835594 -0.099931855 0.107732969 0.0605678709
## Step0.return.flow 0.064655229 -0.094596186 0.374419508 0.3870974051
## Step0.temperature -0.001682948 -0.075879484 -0.439761703 0.2052961520
## PC9 PC10 PC11 PC12
## Step1.conductivity 0.418859767 -0.0846866511 -0.249873404 -0.123421027
## Step1.Resin 0.033790508 0.0910620867 0.010666661 -0.010395642
## Step2.pH 0.103585514 -0.1173187147 0.300880240 0.276947243
## Step2.Conductivity -0.011584129 -0.0430376344 -0.159411284 -0.007561376
## Step2.Yield -0.058644453 0.0584446615 -0.009104259 -0.277343537
## Step3.Temp -0.140305642 -0.0436273597 0.072169741 -0.008306753
## Step3.pH 0.103338098 -0.1536955916 0.409452700 0.107481385
## Step3.Conductivity 0.107465637 0.1426269809 -0.156323697 -0.113178285
## Step3.yield 0.096572495 -0.0791537256 0.043771058 0.084604488
## Step3.compression -0.008189881 -0.0446183878 0.039277178 0.085127917
## Step4.pH -0.034602126 0.0001086839 -0.017981804 0.127163969
## Step5.yield -0.159327953 -0.3047833671 0.094719511 -0.107386601
## Step5.temp 0.037237586 0.1363324986 -0.006964559 -0.026258255
## Step6.pH.start 0.336352888 0.0597336997 0.188666978 0.214744001
## Step6.Conductivity.start -0.132313254 -0.0391697974 -0.266996983 -0.098606278
## Step6.temperature 0.134251834 0.2295140287 0.046095099 -0.170019881
## Step7.symmetry -0.192194693 0.3363442904 0.171699555 0.123672056
## Step8.temperature -0.010870585 -0.3131043389 0.275129370 -0.130592033
## step.8.yield -0.292552871 -0.0957908380 -0.023901617 -0.431805067
## Step7.UV 0.421663666 -0.0191792404 -0.033472254 -0.080924545
## Step8.UV -0.221250030 -0.1824877518 0.143219879 0.184374507
## Step.1.pH 0.052544345 0.3015436464 0.025602696 0.136375156
## step.1.particles -0.150754820 0.4118485972 -0.013992358 0.051083619
## step.1.quality. -0.055088763 -0.2375568902 0.008485212 -0.160828406
## step0.total.particles -0.352489475 0.1026496792 0.155937213 0.023888851
## step0.warmup.hrs 0.146462150 0.0655493539 0.464841411 -0.311866776
## step0.input.pH 0.217002230 -0.0614887388 0.113824487 -0.255483202
## step0.output.pH -0.057520928 -0.0177254841 0.171514725 -0.130892835
## Step0.tmpressure -0.043903837 -0.2605602812 -0.223101633 -0.016199824
## Step0.return.flow -0.072240375 -0.0256437037 0.057502172 0.166301050
## Step0.temperature 0.002879287 -0.2892316691 -0.195364109 0.405505850
## PC13 PC14 PC15 PC16
## Step1.conductivity -0.229907564 0.01653910 0.18248132 0.170342802
## Step1.Resin 0.058695623 0.41871156 0.06438351 0.144600576
## Step2.pH 0.277968597 -0.06711588 0.08966695 -0.310514284
## Step2.Conductivity -0.048421316 -0.48856154 -0.14516919 0.110852913
## Step2.Yield 0.006931351 -0.24030216 -0.10556892 -0.051603458
## Step3.Temp -0.108625215 -0.10308610 0.10287107 0.168870165
## Step3.pH 0.122721274 -0.01513272 -0.03643684 0.196760381
## Step3.Conductivity 0.310251859 0.21297301 0.10664682 0.364895934
## Step3.yield -0.050386397 -0.04695328 0.03622746 -0.062271471
## Step3.compression 0.063706715 0.14259034 0.08396338 0.102946967
## Step4.pH 0.070203359 0.32154737 0.02946035 -0.073943280
## Step5.yield 0.025463567 -0.05960842 0.16875107 -0.212875147
## Step5.temp -0.086081819 -0.10846187 0.18688044 -0.024647961
## Step6.pH.start -0.036091220 0.22356733 -0.32813203 -0.029838668
## Step6.Conductivity.start 0.240211732 0.17625216 0.19582295 -0.105837655
## Step6.temperature 0.124736422 -0.07203839 0.02881558 -0.521977937
## Step7.symmetry -0.068955993 -0.05012765 0.35581341 0.136600228
## Step8.temperature -0.130059052 0.02785540 0.17941952 0.042028283
## step.8.yield -0.062904913 0.22470762 0.12987907 -0.171478346
## Step7.UV 0.327455098 -0.25884335 0.28446824 0.184677284
## Step8.UV -0.104160096 0.05014938 0.18822211 0.268240211
## Step.1.pH 0.157516315 -0.19334037 0.22025496 -0.068931933
## step.1.particles -0.222554320 0.01984721 -0.30469927 0.131234911
## step.1.quality. 0.184763464 -0.08872014 -0.37628780 0.207710267
## step0.total.particles 0.494997243 -0.10679302 -0.19564139 0.101948254
## step0.warmup.hrs -0.057284254 0.04660140 0.01145361 0.082663846
## step0.input.pH -0.080315982 0.08263312 -0.22615870 -0.076605731
## step0.output.pH -0.053784070 -0.08710207 0.04734849 0.087320850
## Step0.tmpressure 0.150352445 -0.08803876 -0.03186361 0.114085203
## Step0.return.flow -0.337544371 -0.17975230 0.09383205 0.006467422
## Step0.temperature -0.020054512 0.05265678 -0.05438978 -0.152047989
## PC17 PC18 PC19 PC20
## Step1.conductivity 0.321694593 -0.35433208 -0.07216662 -0.177793340
## Step1.Resin 0.051289646 0.29196785 -0.20879976 0.044437079
## Step2.pH 0.116385758 0.08359563 -0.15553224 -0.232675443
## Step2.Conductivity -0.085088713 0.18396855 0.12738180 0.159339385
## Step2.Yield -0.070535252 -0.05143335 0.06347560 0.002793702
## Step3.Temp -0.136119389 0.29751545 0.07579803 -0.081260623
## Step3.pH -0.170051398 -0.10484734 0.13785486 -0.197669921
## Step3.Conductivity 0.083187079 0.41203044 0.33440590 -0.178187017
## Step3.yield 0.043221476 -0.16512575 0.16150976 -0.232574556
## Step3.compression 0.002135512 -0.02204744 -0.09131592 -0.041608824
## Step4.pH -0.332661681 -0.07384601 -0.29118724 -0.163663477
## Step5.yield 0.235176031 0.20844242 -0.22837940 0.249393853
## Step5.temp -0.100925866 -0.15235171 0.02374150 0.038475705
## Step6.pH.start -0.032139410 -0.11838368 0.16209208 0.524334779
## Step6.Conductivity.start 0.254403109 -0.10469853 -0.07735894 0.264409538
## Step6.temperature 0.193273277 0.26316528 0.15264054 -0.079717729
## Step7.symmetry 0.026076124 -0.10889697 0.15364672 -0.140135182
## Step8.temperature 0.003194751 0.09999491 -0.03189796 0.054363578
## step.8.yield -0.261571157 -0.25140361 0.30994725 0.033476113
## Step7.UV -0.030801515 -0.09188262 -0.09640601 0.182256451
## Step8.UV 0.236249898 -0.04994583 0.11775898 0.344763984
## Step.1.pH -0.240192155 0.02627003 -0.04892651 0.257252537
## step.1.particles 0.299506829 0.07723877 -0.15873018 0.004967959
## step.1.quality. -0.162601187 0.04632292 -0.19172577 -0.021550350
## step0.total.particles 0.331867092 -0.38310197 0.03849485 -0.077720434
## step0.warmup.hrs 0.099703751 0.05894662 0.08861088 0.060221869
## step0.input.pH 0.215177228 -0.01658698 0.03868534 -0.137931577
## step0.output.pH 0.175117093 0.10783763 0.06352882 0.039323712
## Step0.tmpressure 0.060337169 0.06632182 -0.08149694 -0.111523764
## Step0.return.flow 0.130004588 0.05623412 -0.21501951 -0.158666080
## Step0.temperature 0.123784109 0.08856420 0.51646655 -0.040747648
## PC21 PC22 PC23 PC24
## Step1.conductivity -0.043084035 0.399502463 0.0545933462 0.0629728421
## Step1.Resin -0.072204103 0.209824636 -0.0480552548 0.1137459375
## Step2.pH -0.260694314 0.041540784 0.1242176220 0.2746622919
## Step2.Conductivity -0.100671181 0.392556180 -0.0458394483 0.0480935954
## Step2.Yield 0.002956064 -0.049464282 -0.0253677516 0.0289220820
## Step3.Temp -0.235512890 0.113212586 -0.0726973052 0.0278759753
## Step3.pH 0.177022419 -0.008009189 0.1902039951 -0.3815478292
## Step3.Conductivity -0.115316363 0.037318599 0.1249088982 0.0259892306
## Step3.yield 0.012515951 -0.242357037 0.1049324486 -0.0201050439
## Step3.compression -0.024033365 0.269007274 0.0278522693 -0.4063438909
## Step4.pH 0.082553931 0.230982817 0.0227068400 0.0456912873
## Step5.yield -0.356318062 0.008430103 0.0006119732 -0.1775089731
## Step5.temp -0.208900500 0.041652849 0.1639691553 -0.0314976841
## Step6.pH.start 0.010830185 0.186006345 -0.1348503510 0.0395986092
## Step6.Conductivity.start 0.118570268 -0.141610802 -0.1945065598 -0.2622561953
## Step6.temperature 0.398110881 0.254663895 0.0150875967 -0.1368949082
## Step7.symmetry 0.055995732 -0.021558522 -0.5900227636 0.0936633658
## Step8.temperature 0.274169084 0.043472610 0.1119505819 0.4016783084
## step.8.yield -0.169885507 0.194339708 0.2389788347 0.0447563547
## Step7.UV -0.097353816 -0.190108778 0.0951093892 -0.0521979584
## Step8.UV 0.163581030 -0.003309983 0.1249659365 0.1568655456
## Step.1.pH 0.064828414 0.153964828 0.1252903822 0.1713201553
## step.1.particles -0.075470051 -0.172364053 0.4353370082 0.0007438299
## step.1.quality. 0.043996219 0.103076787 -0.2307986096 -0.0960332202
## step0.total.particles -0.100902009 0.285998341 0.0216127719 0.1169602001
## step0.warmup.hrs -0.169033273 -0.105919563 -0.1255841858 -0.1801321645
## step0.input.pH -0.128494597 -0.030614630 -0.2624252514 0.2660668728
## step0.output.pH 0.354200836 0.158510098 0.1700993650 -0.0988668217
## Step0.tmpressure 0.329709441 -0.113974247 -0.0281757070 0.1850111985
## Step0.return.flow 0.001977281 0.211372740 -0.0865814144 -0.2507116864
## Step0.temperature -0.138685579 0.031601753 -0.0281216252 -0.0804699130
## PC25 PC26 PC27 PC28
## Step1.conductivity -0.0058137439 -0.0155515236 -0.16518981 0.149125211
## Step1.Resin -0.0004807050 -0.0652943315 0.12619385 -0.107701529
## Step2.pH 0.1309076473 0.1210338872 -0.07161753 -0.225341800
## Step2.Conductivity 0.0604868612 -0.0709386266 0.30386305 0.162156987
## Step2.Yield 0.0459097744 -0.0204255928 -0.07334690 -0.043184162
## Step3.Temp -0.2608568875 0.0810293216 -0.43129591 -0.065314337
## Step3.pH -0.0689057512 -0.2932760028 0.27619374 0.212471252
## Step3.Conductivity 0.1265041669 0.0001868223 0.07940504 0.166054104
## Step3.yield -0.0007001881 0.0054955146 -0.02690569 0.120712823
## Step3.compression -0.1184928103 -0.2707193199 -0.13082739 -0.383130512
## Step4.pH 0.1225872314 0.2127281934 0.19963146 0.176334964
## Step5.yield -0.0935022324 -0.3179324118 0.08641680 0.211412681
## Step5.temp 0.5276512952 -0.3544567713 0.03551887 -0.300621647
## Step6.pH.start 0.0301076307 -0.0526415533 -0.14542827 -0.040036199
## Step6.Conductivity.start 0.2495492994 0.0541789104 -0.03446793 0.187679611
## Step6.temperature -0.1458317216 0.0597178777 0.09830075 -0.083394080
## Step7.symmetry 0.0030276373 -0.1327671825 0.06139431 -0.058873239
## Step8.temperature 0.1500933923 -0.1013090799 -0.16605189 0.297519497
## step.8.yield -0.0462064197 0.1684497847 0.15692501 -0.185774074
## Step7.UV -0.2200668900 0.2978793010 0.12744974 -0.191076505
## Step8.UV -0.1526801622 0.1966326033 0.32470576 -0.228035669
## Step.1.pH 0.1565603795 -0.0547034523 0.02335559 0.135157248
## step.1.particles 0.0737051585 0.0056490245 0.06789151 -0.017590345
## step.1.quality. 0.2015786611 0.1826719250 -0.05730954 -0.143638300
## step0.total.particles -0.0419775567 0.0238842242 -0.08488061 0.140455532
## step0.warmup.hrs 0.3952902731 0.2902916567 -0.02589540 0.063784704
## step0.input.pH -0.1050605438 -0.1848171370 0.38807094 -0.155394735
## step0.output.pH 0.0972158606 0.0420095057 -0.28174368 -0.197364810
## Step0.tmpressure 0.2546334517 -0.1937728097 0.07901628 -0.311485781
## Step0.return.flow 0.1606113096 0.3637912214 0.23743597 0.006382066
## Step0.temperature 0.2268478196 0.1324539649 -0.01901547 -0.027549440
## PC29 PC30 PC31
## Step1.conductivity -0.129168101 -0.003683403 0.0020239419
## Step1.Resin -0.008969090 0.242350780 0.4178058348
## Step2.pH 0.067102293 0.049851536 -0.0079003131
## Step2.Conductivity 0.195013528 -0.004724234 0.0907873497
## Step2.Yield 0.125750583 0.029509057 0.5888777648
## Step3.Temp 0.118062289 -0.411885542 0.0060798565
## Step3.pH 0.008135027 -0.047986335 -0.0558994462
## Step3.Conductivity 0.060053163 0.049662960 -0.0588141799
## Step3.yield 0.073242909 -0.068458097 0.6062389780
## Step3.compression -0.211184586 -0.274420895 0.1659940235
## Step4.pH 0.330992568 -0.163825814 0.0464062750
## Step5.yield 0.054151584 0.038581175 0.0154238835
## Step5.temp 0.052282739 0.218593445 -0.0623791359
## Step6.pH.start 0.218833695 -0.090580648 0.0606391662
## Step6.Conductivity.start 0.102789403 -0.222110252 0.0362521694
## Step6.temperature -0.185955937 0.018663285 0.0420004880
## Step7.symmetry -0.020291914 0.068378289 0.0004691185
## Step8.temperature -0.226382526 -0.029277914 0.0235224993
## step.8.yield -0.027424573 -0.094330665 -0.0470004041
## Step7.UV 0.060047343 -0.014270355 -0.0114366461
## Step8.UV -0.105614469 0.055643102 0.1245124479
## Step.1.pH -0.324152296 -0.354210018 0.0384201874
## step.1.particles -0.123055574 -0.219201805 0.0106279673
## step.1.quality. -0.432103927 0.192786601 0.0268078566
## step0.total.particles 0.040940069 -0.020189119 -0.0004870053
## step0.warmup.hrs -0.053429942 -0.193397063 0.0193147088
## step0.input.pH 0.058092680 -0.300167865 -0.1245849019
## step0.output.pH 0.463245851 0.171859301 -0.1353964472
## Step0.tmpressure 0.145908873 -0.394424760 0.0078116525
## Step0.return.flow 0.063206192 -0.079571554 0.0150956242
## Step0.temperature -0.164826776 -0.041290029 0.0198413798