Jica Data
Jica
5/31/2022
Data
## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.2 ──
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## ✔ tidyr 1.2.0 ✔ stringr 1.4.0
## ✔ readr 2.1.2 ✔ forcats 0.5.2
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## Attaching package: 'rstatix'
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## The following object is masked from 'package:stats':
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## filter
#Summary Statistics
CFU Count by Phase Interval
CFU Count by Temperature
CFU Count by Phase
CFU Count by Temperature and Phase Interval
CFU Count by Temperature and Phase
CFU Count by PhaseInterval and Phase
CFU Count by Temperature, PhaseInterval and Phase
Plots of two-way interaction effects of factors on CFUcount response variable
#Visualization
# Inference and models of 3-way Anova
## Df Sum Sq Mean Sq F value Pr(>F)
## Temperature 2 1127928 563964 15.461 4.91e-06 ***
## PhaseInterval 2 1196565 598283 16.402 2.72e-06 ***
## Phase 2 1009439 504719 13.837 1.41e-05 ***
## Temperature:PhaseInterval 4 141273 35318 0.968 0.432511
## Temperature:Phase 4 868286 217071 5.951 0.000483 ***
## PhaseInterval:Phase 4 183377 45844 1.257 0.298296
## Temperature:PhaseInterval:Phase 8 344446 43056 1.180 0.327947
## Residuals 54 1969686 36476
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1The main effects Temperature, Phase Interval and, Phase as well as the interactions between Temperature and Phase significantly influence the mean CFU count. Since the three-way interaction is not significant, it is now drop in the model in order to find the most provident model which better explains the variability in the data.
Without the three-way interaction in the model
## Df Sum Sq Mean Sq F value Pr(>F)
## Temperature 2 1127928 563964 15.110 4.52e-06 ***
## PhaseInterval 2 1196565 598283 16.029 2.45e-06 ***
## Phase 2 1009439 504719 13.522 1.34e-05 ***
## Temperature:PhaseInterval 4 141273 35318 0.946 0.443427
## Temperature:Phase 4 868286 217071 5.816 0.000486 ***
## PhaseInterval:Phase 4 183377 45844 1.228 0.308089
## Residuals 62 2314132 37325
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1It provides the same results.
Multiple COmparison Test
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = CFUcount ~ Temperature + PhaseInterval + Phase + Temperature:PhaseInterval + Temperature:Phase + PhaseInterval:Phase, data = TT)
##
## $Temperature
## diff lwr upr p adj
## 30°C-25°C -249.00000 -375.2612 -122.7388 0.0000387
## 35°C-25°C -251.62963 -377.8909 -125.3684 0.0000323
## 35°C-30°C -2.62963 -128.8909 123.6316 0.9986221
##
## $PhaseInterval
## diff lwr upr p adj
## 5-day-3- day -190.7407 -317.0020 -64.47949 0.0016593
## 7-day-3- day -293.3333 -419.5946 -167.07209 0.0000017
## 7-day-5-day -102.5926 -228.8538 23.66866 0.1331498
##
## $Phase
## diff lwr upr
## Adlay with milk and molasses-Adlay with milk 104.4074 -21.85384 230.6687
## Adlay with wash-Adlay with milk 271.0741 144.81283 397.3353
## Adlay with wash-Adlay with milk and molasses 166.6667 40.40542 292.9279
## p adj
## Adlay with milk and molasses-Adlay with milk 0.1242572
## Adlay with wash-Adlay with milk 0.0000083
## Adlay with wash-Adlay with milk and molasses 0.0066122
##
## $`Temperature:PhaseInterval`
## diff lwr upr p adj
## 30°C:3- day-25°C:3- day -317.000000 -609.69463 -24.305368 0.0241515
## 35°C:3- day-25°C:3- day -182.555556 -475.25019 110.139076 0.5462603
## 25°C:5-day-25°C:3- day -181.111111 -473.80574 111.583521 0.5569014
## 30°C:5-day-25°C:3- day -391.333333 -684.02797 -98.638702 0.0019196
## 35°C:5-day-25°C:3- day -499.333333 -792.02797 -206.638702 0.0000278
## 25°C:7-day-25°C:3- day -301.888889 -594.58352 -9.194257 0.0382290
## 30°C:7-day-25°C:3- day -521.666667 -814.36130 -228.972035 0.0000110
## 35°C:7-day-25°C:3- day -556.000000 -848.69463 -263.305368 0.0000026
## 35°C:3- day-30°C:3- day 134.444444 -158.25019 427.139076 0.8620933
## 25°C:5-day-30°C:3- day 135.888889 -156.80574 428.583521 0.8549406
## 30°C:5-day-30°C:3- day -74.333333 -367.02797 218.361298 0.9959589
## 35°C:5-day-30°C:3- day -182.333333 -475.02797 110.361298 0.5478965
## 25°C:7-day-30°C:3- day 15.111111 -277.58352 307.805743 1.0000000
## 30°C:7-day-30°C:3- day -204.666667 -497.36130 88.027965 0.3894424
## 35°C:7-day-30°C:3- day -239.000000 -531.69463 53.694632 0.1978946
## 25°C:5-day-35°C:3- day 1.444444 -291.25019 294.139076 1.0000000
## 30°C:5-day-35°C:3- day -208.777778 -501.47241 83.916854 0.3625212
## 35°C:5-day-35°C:3- day -316.777778 -609.47241 -24.083146 0.0243190
## 25°C:7-day-35°C:3- day -119.333333 -412.02797 173.361298 0.9244983
## 30°C:7-day-35°C:3- day -339.111111 -631.80574 -46.416479 0.0118841
## 35°C:7-day-35°C:3- day -373.444444 -666.13908 -80.749813 0.0036605
## 30°C:5-day-25°C:5-day -210.222222 -502.91685 82.472409 0.3532879
## 35°C:5-day-25°C:5-day -318.222222 -610.91685 -25.527591 0.0232491
## 25°C:7-day-25°C:5-day -120.777778 -413.47241 171.916854 0.9195219
## 30°C:7-day-25°C:5-day -340.555556 -633.25019 -47.860924 0.0113300
## 35°C:7-day-25°C:5-day -374.888889 -667.58352 -82.194257 0.0034773
## 35°C:5-day-30°C:5-day -108.000000 -400.69463 184.694632 0.9565848
## 25°C:7-day-30°C:5-day 89.444444 -203.25019 382.139076 0.9862098
## 30°C:7-day-30°C:5-day -130.333333 -423.02797 162.361298 0.8813333
## 35°C:7-day-30°C:5-day -164.666667 -457.36130 128.027965 0.6767451
## 25°C:7-day-35°C:5-day 197.444444 -95.25019 490.139076 0.4387931
## 30°C:7-day-35°C:5-day -22.333333 -315.02797 270.361298 0.9999995
## 35°C:7-day-35°C:5-day -56.666667 -349.36130 236.027965 0.9994120
## 30°C:7-day-25°C:7-day -219.777778 -512.47241 72.916854 0.2954456
## 35°C:7-day-25°C:7-day -254.111111 -546.80574 38.583521 0.1392936
## 35°C:7-day-30°C:7-day -34.333333 -327.02797 258.361298 0.9999867
##
## $`Temperature:Phase`
## diff
## 30°C:Adlay with milk-25°C:Adlay with milk -151.555556
## 35°C:Adlay with milk-25°C:Adlay with milk -10.888889
## 25°C:Adlay with milk and molasses-25°C:Adlay with milk 173.666667
## 30°C:Adlay with milk and molasses-25°C:Adlay with milk -49.444444
## 35°C:Adlay with milk and molasses-25°C:Adlay with milk 26.555556
## 25°C:Adlay with wash-25°C:Adlay with milk 540.000000
## 30°C:Adlay with wash-25°C:Adlay with milk 167.666667
## 35°C:Adlay with wash-25°C:Adlay with milk -56.888889
## 35°C:Adlay with milk-30°C:Adlay with milk 140.666667
## 25°C:Adlay with milk and molasses-30°C:Adlay with milk 325.222222
## 30°C:Adlay with milk and molasses-30°C:Adlay with milk 102.111111
## 35°C:Adlay with milk and molasses-30°C:Adlay with milk 178.111111
## 25°C:Adlay with wash-30°C:Adlay with milk 691.555556
## 30°C:Adlay with wash-30°C:Adlay with milk 319.222222
## 35°C:Adlay with wash-30°C:Adlay with milk 94.666667
## 25°C:Adlay with milk and molasses-35°C:Adlay with milk 184.555556
## 30°C:Adlay with milk and molasses-35°C:Adlay with milk -38.555556
## 35°C:Adlay with milk and molasses-35°C:Adlay with milk 37.444444
## 25°C:Adlay with wash-35°C:Adlay with milk 550.888889
## 30°C:Adlay with wash-35°C:Adlay with milk 178.555556
## 35°C:Adlay with wash-35°C:Adlay with milk -46.000000
## 30°C:Adlay with milk and molasses-25°C:Adlay with milk and molasses -223.111111
## 35°C:Adlay with milk and molasses-25°C:Adlay with milk and molasses -147.111111
## 25°C:Adlay with wash-25°C:Adlay with milk and molasses 366.333333
## 30°C:Adlay with wash-25°C:Adlay with milk and molasses -6.000000
## 35°C:Adlay with wash-25°C:Adlay with milk and molasses -230.555556
## 35°C:Adlay with milk and molasses-30°C:Adlay with milk and molasses 76.000000
## 25°C:Adlay with wash-30°C:Adlay with milk and molasses 589.444444
## 30°C:Adlay with wash-30°C:Adlay with milk and molasses 217.111111
## 35°C:Adlay with wash-30°C:Adlay with milk and molasses -7.444444
## 25°C:Adlay with wash-35°C:Adlay with milk and molasses 513.444444
## 30°C:Adlay with wash-35°C:Adlay with milk and molasses 141.111111
## 35°C:Adlay with wash-35°C:Adlay with milk and molasses -83.444444
## 30°C:Adlay with wash-25°C:Adlay with wash -372.333333
## 35°C:Adlay with wash-25°C:Adlay with wash -596.888889
## 35°C:Adlay with wash-30°C:Adlay with wash -224.555556
## lwr
## 30°C:Adlay with milk-25°C:Adlay with milk -444.25019
## 35°C:Adlay with milk-25°C:Adlay with milk -303.58352
## 25°C:Adlay with milk and molasses-25°C:Adlay with milk -119.02797
## 30°C:Adlay with milk and molasses-25°C:Adlay with milk -342.13908
## 35°C:Adlay with milk and molasses-25°C:Adlay with milk -266.13908
## 25°C:Adlay with wash-25°C:Adlay with milk 247.30537
## 30°C:Adlay with wash-25°C:Adlay with milk -125.02797
## 35°C:Adlay with wash-25°C:Adlay with milk -349.58352
## 35°C:Adlay with milk-30°C:Adlay with milk -152.02797
## 25°C:Adlay with milk and molasses-30°C:Adlay with milk 32.52759
## 30°C:Adlay with milk and molasses-30°C:Adlay with milk -190.58352
## 35°C:Adlay with milk and molasses-30°C:Adlay with milk -114.58352
## 25°C:Adlay with wash-30°C:Adlay with milk 398.86092
## 30°C:Adlay with wash-30°C:Adlay with milk 26.52759
## 35°C:Adlay with wash-30°C:Adlay with milk -198.02797
## 25°C:Adlay with milk and molasses-35°C:Adlay with milk -108.13908
## 30°C:Adlay with milk and molasses-35°C:Adlay with milk -331.25019
## 35°C:Adlay with milk and molasses-35°C:Adlay with milk -255.25019
## 25°C:Adlay with wash-35°C:Adlay with milk 258.19426
## 30°C:Adlay with wash-35°C:Adlay with milk -114.13908
## 35°C:Adlay with wash-35°C:Adlay with milk -338.69463
## 30°C:Adlay with milk and molasses-25°C:Adlay with milk and molasses -515.80574
## 35°C:Adlay with milk and molasses-25°C:Adlay with milk and molasses -439.80574
## 25°C:Adlay with wash-25°C:Adlay with milk and molasses 73.63870
## 30°C:Adlay with wash-25°C:Adlay with milk and molasses -298.69463
## 35°C:Adlay with wash-25°C:Adlay with milk and molasses -523.25019
## 35°C:Adlay with milk and molasses-30°C:Adlay with milk and molasses -216.69463
## 25°C:Adlay with wash-30°C:Adlay with milk and molasses 296.74981
## 30°C:Adlay with wash-30°C:Adlay with milk and molasses -75.58352
## 35°C:Adlay with wash-30°C:Adlay with milk and molasses -300.13908
## 25°C:Adlay with wash-35°C:Adlay with milk and molasses 220.74981
## 30°C:Adlay with wash-35°C:Adlay with milk and molasses -151.58352
## 35°C:Adlay with wash-35°C:Adlay with milk and molasses -376.13908
## 30°C:Adlay with wash-25°C:Adlay with wash -665.02797
## 35°C:Adlay with wash-25°C:Adlay with wash -889.58352
## 35°C:Adlay with wash-30°C:Adlay with wash -517.25019
## upr
## 30°C:Adlay with milk-25°C:Adlay with milk 141.13908
## 35°C:Adlay with milk-25°C:Adlay with milk 281.80574
## 25°C:Adlay with milk and molasses-25°C:Adlay with milk 466.36130
## 30°C:Adlay with milk and molasses-25°C:Adlay with milk 243.25019
## 35°C:Adlay with milk and molasses-25°C:Adlay with milk 319.25019
## 25°C:Adlay with wash-25°C:Adlay with milk 832.69463
## 30°C:Adlay with wash-25°C:Adlay with milk 460.36130
## 35°C:Adlay with wash-25°C:Adlay with milk 235.80574
## 35°C:Adlay with milk-30°C:Adlay with milk 433.36130
## 25°C:Adlay with milk and molasses-30°C:Adlay with milk 617.91685
## 30°C:Adlay with milk and molasses-30°C:Adlay with milk 394.80574
## 35°C:Adlay with milk and molasses-30°C:Adlay with milk 470.80574
## 25°C:Adlay with wash-30°C:Adlay with milk 984.25019
## 30°C:Adlay with wash-30°C:Adlay with milk 611.91685
## 35°C:Adlay with wash-30°C:Adlay with milk 387.36130
## 25°C:Adlay with milk and molasses-35°C:Adlay with milk 477.25019
## 30°C:Adlay with milk and molasses-35°C:Adlay with milk 254.13908
## 35°C:Adlay with milk and molasses-35°C:Adlay with milk 330.13908
## 25°C:Adlay with wash-35°C:Adlay with milk 843.58352
## 30°C:Adlay with wash-35°C:Adlay with milk 471.25019
## 35°C:Adlay with wash-35°C:Adlay with milk 246.69463
## 30°C:Adlay with milk and molasses-25°C:Adlay with milk and molasses 69.58352
## 35°C:Adlay with milk and molasses-25°C:Adlay with milk and molasses 145.58352
## 25°C:Adlay with wash-25°C:Adlay with milk and molasses 659.02797
## 30°C:Adlay with wash-25°C:Adlay with milk and molasses 286.69463
## 35°C:Adlay with wash-25°C:Adlay with milk and molasses 62.13908
## 35°C:Adlay with milk and molasses-30°C:Adlay with milk and molasses 368.69463
## 25°C:Adlay with wash-30°C:Adlay with milk and molasses 882.13908
## 30°C:Adlay with wash-30°C:Adlay with milk and molasses 509.80574
## 35°C:Adlay with wash-30°C:Adlay with milk and molasses 285.25019
## 25°C:Adlay with wash-35°C:Adlay with milk and molasses 806.13908
## 30°C:Adlay with wash-35°C:Adlay with milk and molasses 433.80574
## 35°C:Adlay with wash-35°C:Adlay with milk and molasses 209.25019
## 30°C:Adlay with wash-25°C:Adlay with wash -79.63870
## 35°C:Adlay with wash-25°C:Adlay with wash -304.19426
## 35°C:Adlay with wash-30°C:Adlay with wash 68.13908
## p adj
## 30°C:Adlay with milk-25°C:Adlay with milk 0.7653129
## 35°C:Adlay with milk-25°C:Adlay with milk 1.0000000
## 25°C:Adlay with milk and molasses-25°C:Adlay with milk 0.6117119
## 30°C:Adlay with milk and molasses-25°C:Adlay with milk 0.9997855
## 35°C:Adlay with milk and molasses-25°C:Adlay with milk 0.9999982
## 25°C:Adlay with wash-25°C:Adlay with milk 0.0000051
## 30°C:Adlay with wash-25°C:Adlay with milk 0.6553245
## 35°C:Adlay with wash-25°C:Adlay with milk 0.9993949
## 35°C:Adlay with milk-30°C:Adlay with milk 0.8298726
## 25°C:Adlay with milk and molasses-30°C:Adlay with milk 0.0186450
## 30°C:Adlay with milk and molasses-30°C:Adlay with milk 0.9687340
## 35°C:Adlay with milk and molasses-30°C:Adlay with milk 0.5790210
## 25°C:Adlay with wash-30°C:Adlay with milk 0.0000000
## 30°C:Adlay with wash-30°C:Adlay with milk 0.0225336
## 35°C:Adlay with wash-30°C:Adlay with milk 0.9802806
## 25°C:Adlay with milk and molasses-35°C:Adlay with milk 0.5315548
## 30°C:Adlay with milk and molasses-35°C:Adlay with milk 0.9999675
## 35°C:Adlay with milk and molasses-35°C:Adlay with milk 0.9999740
## 25°C:Adlay with wash-35°C:Adlay with milk 0.0000032
## 30°C:Adlay with wash-35°C:Adlay with milk 0.5757444
## 35°C:Adlay with wash-35°C:Adlay with milk 0.9998753
## 30°C:Adlay with milk and molasses-25°C:Adlay with milk and molasses 0.2766775
## 35°C:Adlay with milk and molasses-25°C:Adlay with milk and molasses 0.7928248
## 25°C:Adlay with wash-25°C:Adlay with milk and molasses 0.0047042
## 30°C:Adlay with wash-25°C:Adlay with milk and molasses 1.0000000
## 35°C:Adlay with wash-25°C:Adlay with milk and molasses 0.2375438
## 35°C:Adlay with milk and molasses-30°C:Adlay with milk and molasses 0.9952982
## 25°C:Adlay with wash-30°C:Adlay with milk and molasses 0.0000006
## 30°C:Adlay with wash-30°C:Adlay with milk and molasses 0.3109981
## 35°C:Adlay with wash-30°C:Adlay with milk and molasses 1.0000000
## 25°C:Adlay with wash-35°C:Adlay with milk and molasses 0.0000155
## 30°C:Adlay with wash-35°C:Adlay with milk and molasses 0.8274336
## 35°C:Adlay with wash-35°C:Adlay with milk and molasses 0.9912100
## 30°C:Adlay with wash-25°C:Adlay with wash 0.0038077
## 35°C:Adlay with wash-25°C:Adlay with wash 0.0000004
## 35°C:Adlay with wash-30°C:Adlay with wash 0.2687814
##
## $`PhaseInterval:Phase`
## diff
## 5-day:Adlay with milk-3- day:Adlay with milk -221.666667
## 7-day:Adlay with milk-3- day:Adlay with milk -312.111111
## 3- day:Adlay with milk and molasses-3- day:Adlay with milk 149.777778
## 5-day:Adlay with milk and molasses-3- day:Adlay with milk -165.666667
## 7-day:Adlay with milk and molasses-3- day:Adlay with milk -204.666667
## 3- day:Adlay with wash-3- day:Adlay with milk 176.000000
## 5-day:Adlay with wash-3- day:Adlay with milk 140.888889
## 7-day:Adlay with wash-3- day:Adlay with milk -37.444444
## 7-day:Adlay with milk-5-day:Adlay with milk -90.444444
## 3- day:Adlay with milk and molasses-5-day:Adlay with milk 371.444444
## 5-day:Adlay with milk and molasses-5-day:Adlay with milk 56.000000
## 7-day:Adlay with milk and molasses-5-day:Adlay with milk 17.000000
## 3- day:Adlay with wash-5-day:Adlay with milk 397.666667
## 5-day:Adlay with wash-5-day:Adlay with milk 362.555556
## 7-day:Adlay with wash-5-day:Adlay with milk 184.222222
## 3- day:Adlay with milk and molasses-7-day:Adlay with milk 461.888889
## 5-day:Adlay with milk and molasses-7-day:Adlay with milk 146.444444
## 7-day:Adlay with milk and molasses-7-day:Adlay with milk 107.444444
## 3- day:Adlay with wash-7-day:Adlay with milk 488.111111
## 5-day:Adlay with wash-7-day:Adlay with milk 453.000000
## 7-day:Adlay with wash-7-day:Adlay with milk 274.666667
## 5-day:Adlay with milk and molasses-3- day:Adlay with milk and molasses -315.444444
## 7-day:Adlay with milk and molasses-3- day:Adlay with milk and molasses -354.444444
## 3- day:Adlay with wash-3- day:Adlay with milk and molasses 26.222222
## 5-day:Adlay with wash-3- day:Adlay with milk and molasses -8.888889
## 7-day:Adlay with wash-3- day:Adlay with milk and molasses -187.222222
## 7-day:Adlay with milk and molasses-5-day:Adlay with milk and molasses -39.000000
## 3- day:Adlay with wash-5-day:Adlay with milk and molasses 341.666667
## 5-day:Adlay with wash-5-day:Adlay with milk and molasses 306.555556
## 7-day:Adlay with wash-5-day:Adlay with milk and molasses 128.222222
## 3- day:Adlay with wash-7-day:Adlay with milk and molasses 380.666667
## 5-day:Adlay with wash-7-day:Adlay with milk and molasses 345.555556
## 7-day:Adlay with wash-7-day:Adlay with milk and molasses 167.222222
## 5-day:Adlay with wash-3- day:Adlay with wash -35.111111
## 7-day:Adlay with wash-3- day:Adlay with wash -213.444444
## 7-day:Adlay with wash-5-day:Adlay with wash -178.333333
## lwr
## 5-day:Adlay with milk-3- day:Adlay with milk -514.36130
## 7-day:Adlay with milk-3- day:Adlay with milk -604.80574
## 3- day:Adlay with milk and molasses-3- day:Adlay with milk -142.91685
## 5-day:Adlay with milk and molasses-3- day:Adlay with milk -458.36130
## 7-day:Adlay with milk and molasses-3- day:Adlay with milk -497.36130
## 3- day:Adlay with wash-3- day:Adlay with milk -116.69463
## 5-day:Adlay with wash-3- day:Adlay with milk -151.80574
## 7-day:Adlay with wash-3- day:Adlay with milk -330.13908
## 7-day:Adlay with milk-5-day:Adlay with milk -383.13908
## 3- day:Adlay with milk and molasses-5-day:Adlay with milk 78.74981
## 5-day:Adlay with milk and molasses-5-day:Adlay with milk -236.69463
## 7-day:Adlay with milk and molasses-5-day:Adlay with milk -275.69463
## 3- day:Adlay with wash-5-day:Adlay with milk 104.97203
## 5-day:Adlay with wash-5-day:Adlay with milk 69.86092
## 7-day:Adlay with wash-5-day:Adlay with milk -108.47241
## 3- day:Adlay with milk and molasses-7-day:Adlay with milk 169.19426
## 5-day:Adlay with milk and molasses-7-day:Adlay with milk -146.25019
## 7-day:Adlay with milk and molasses-7-day:Adlay with milk -185.25019
## 3- day:Adlay with wash-7-day:Adlay with milk 195.41648
## 5-day:Adlay with wash-7-day:Adlay with milk 160.30537
## 7-day:Adlay with wash-7-day:Adlay with milk -18.02797
## 5-day:Adlay with milk and molasses-3- day:Adlay with milk and molasses -608.13908
## 7-day:Adlay with milk and molasses-3- day:Adlay with milk and molasses -647.13908
## 3- day:Adlay with wash-3- day:Adlay with milk and molasses -266.47241
## 5-day:Adlay with wash-3- day:Adlay with milk and molasses -301.58352
## 7-day:Adlay with wash-3- day:Adlay with milk and molasses -479.91685
## 7-day:Adlay with milk and molasses-5-day:Adlay with milk and molasses -331.69463
## 3- day:Adlay with wash-5-day:Adlay with milk and molasses 48.97203
## 5-day:Adlay with wash-5-day:Adlay with milk and molasses 13.86092
## 7-day:Adlay with wash-5-day:Adlay with milk and molasses -164.47241
## 3- day:Adlay with wash-7-day:Adlay with milk and molasses 87.97203
## 5-day:Adlay with wash-7-day:Adlay with milk and molasses 52.86092
## 7-day:Adlay with wash-7-day:Adlay with milk and molasses -125.47241
## 5-day:Adlay with wash-3- day:Adlay with wash -327.80574
## 7-day:Adlay with wash-3- day:Adlay with wash -506.13908
## 7-day:Adlay with wash-5-day:Adlay with wash -471.02797
## upr
## 5-day:Adlay with milk-3- day:Adlay with milk 71.02797
## 7-day:Adlay with milk-3- day:Adlay with milk -19.41648
## 3- day:Adlay with milk and molasses-3- day:Adlay with milk 442.47241
## 5-day:Adlay with milk and molasses-3- day:Adlay with milk 127.02797
## 7-day:Adlay with milk and molasses-3- day:Adlay with milk 88.02797
## 3- day:Adlay with wash-3- day:Adlay with milk 468.69463
## 5-day:Adlay with wash-3- day:Adlay with milk 433.58352
## 7-day:Adlay with wash-3- day:Adlay with milk 255.25019
## 7-day:Adlay with milk-5-day:Adlay with milk 202.25019
## 3- day:Adlay with milk and molasses-5-day:Adlay with milk 664.13908
## 5-day:Adlay with milk and molasses-5-day:Adlay with milk 348.69463
## 7-day:Adlay with milk and molasses-5-day:Adlay with milk 309.69463
## 3- day:Adlay with wash-5-day:Adlay with milk 690.36130
## 5-day:Adlay with wash-5-day:Adlay with milk 655.25019
## 7-day:Adlay with wash-5-day:Adlay with milk 476.91685
## 3- day:Adlay with milk and molasses-7-day:Adlay with milk 754.58352
## 5-day:Adlay with milk and molasses-7-day:Adlay with milk 439.13908
## 7-day:Adlay with milk and molasses-7-day:Adlay with milk 400.13908
## 3- day:Adlay with wash-7-day:Adlay with milk 780.80574
## 5-day:Adlay with wash-7-day:Adlay with milk 745.69463
## 7-day:Adlay with wash-7-day:Adlay with milk 567.36130
## 5-day:Adlay with milk and molasses-3- day:Adlay with milk and molasses -22.74981
## 7-day:Adlay with milk and molasses-3- day:Adlay with milk and molasses -61.74981
## 3- day:Adlay with wash-3- day:Adlay with milk and molasses 318.91685
## 5-day:Adlay with wash-3- day:Adlay with milk and molasses 283.80574
## 7-day:Adlay with wash-3- day:Adlay with milk and molasses 105.47241
## 7-day:Adlay with milk and molasses-5-day:Adlay with milk and molasses 253.69463
## 3- day:Adlay with wash-5-day:Adlay with milk and molasses 634.36130
## 5-day:Adlay with wash-5-day:Adlay with milk and molasses 599.25019
## 7-day:Adlay with wash-5-day:Adlay with milk and molasses 420.91685
## 3- day:Adlay with wash-7-day:Adlay with milk and molasses 673.36130
## 5-day:Adlay with wash-7-day:Adlay with milk and molasses 638.25019
## 7-day:Adlay with wash-7-day:Adlay with milk and molasses 459.91685
## 5-day:Adlay with wash-3- day:Adlay with wash 257.58352
## 7-day:Adlay with wash-3- day:Adlay with wash 79.25019
## 7-day:Adlay with wash-5-day:Adlay with wash 114.36130
## p adj
## 5-day:Adlay with milk-3- day:Adlay with milk 0.2847174
## 7-day:Adlay with milk-3- day:Adlay with milk 0.0280868
## 3- day:Adlay with milk and molasses-3- day:Adlay with milk 0.7764964
## 5-day:Adlay with milk and molasses-3- day:Adlay with milk 0.6696406
## 7-day:Adlay with milk and molasses-3- day:Adlay with milk 0.3894424
## 3- day:Adlay with wash-3- day:Adlay with milk 0.5945719
## 5-day:Adlay with wash-3- day:Adlay with milk 0.8286553
## 7-day:Adlay with wash-3- day:Adlay with milk 0.9999740
## 7-day:Adlay with milk-5-day:Adlay with milk 0.9851974
## 3- day:Adlay with milk and molasses-5-day:Adlay with milk 0.0039295
## 5-day:Adlay with milk and molasses-5-day:Adlay with milk 0.9994608
## 7-day:Adlay with milk and molasses-5-day:Adlay with milk 0.9999999
## 3- day:Adlay with wash-5-day:Adlay with milk 0.0015204
## 5-day:Adlay with wash-5-day:Adlay with milk 0.0053672
## 7-day:Adlay with wash-5-day:Adlay with milk 0.5340028
## 3- day:Adlay with milk and molasses-7-day:Adlay with milk 0.0001273
## 5-day:Adlay with milk and molasses-7-day:Adlay with milk 0.7968194
## 7-day:Adlay with milk and molasses-7-day:Adlay with milk 0.9578552
## 3- day:Adlay with wash-7-day:Adlay with milk 0.0000440
## 5-day:Adlay with wash-7-day:Adlay with milk 0.0001814
## 7-day:Adlay with wash-7-day:Adlay with milk 0.0824539
## 5-day:Adlay with milk and molasses-3- day:Adlay with milk and molasses 0.0253459
## 7-day:Adlay with milk and molasses-3- day:Adlay with milk and molasses 0.0070991
## 3- day:Adlay with wash-3- day:Adlay with milk and molasses 0.9999984
## 5-day:Adlay with wash-3- day:Adlay with milk and molasses 1.0000000
## 7-day:Adlay with wash-3- day:Adlay with milk and molasses 0.5120295
## 7-day:Adlay with milk and molasses-5-day:Adlay with milk and molasses 0.9999645
## 3- day:Adlay with wash-5-day:Adlay with milk and molasses 0.0109201
## 5-day:Adlay with wash-5-day:Adlay with milk and molasses 0.0332517
## 7-day:Adlay with wash-5-day:Adlay with milk and molasses 0.8905604
## 3- day:Adlay with wash-7-day:Adlay with milk and molasses 0.0028276
## 5-day:Adlay with wash-7-day:Adlay with milk and molasses 0.0095914
## 7-day:Adlay with wash-7-day:Adlay with milk and molasses 0.6585174
## 5-day:Adlay with wash-3- day:Adlay with wash 0.9999842
## 7-day:Adlay with wash-3- day:Adlay with wash 0.3331386
## 7-day:Adlay with wash-5-day:Adlay with wash 0.5773828