MPD dose falafel wheel and motion hourly post hoc

MPD1hourlyFW <- read.csv("~/Desktop/exp 2 posthochourFalafelWheel.csv")
MPD1hourlyFW
##    Group.1hFw Day.1hFw Data.1hFw Group.1.5hFw Day.1.5hFw Data.1.5hFw
## 1      Saline        1   327.869       Saline          1      15.556
## 2      Saline        1     5.734       Saline          1       1.646
## 3      Saline        1    14.985       Saline          1      40.424
## 4      Saline        1     3.165       Saline          1       1.096
## 5      Saline        2    49.180       Saline          2       2.963
## 6      Saline        2     0.000       Saline          2      16.462
## 7      Saline        2    28.900       Saline          2      31.303
## 8      Saline        2     0.000       Saline          2       0.000
## 9      Saline        3     8.197       Saline          3       3.333
## 10     Saline        3     0.000       Saline          3       0.000
## 11     Saline        3    21.541       Saline          3      18.705
## 12     Saline        3     0.000       Saline          3       0.000
## 13  2.5 mg/kg        1  1030.303    2.5 mg/kg          1     117.978
## 14  2.5 mg/kg        1   319.018    2.5 mg/kg          1     145.198
## 15  2.5 mg/kg        1   139.501    2.5 mg/kg          1     195.688
## 16  2.5 mg/kg        1    52.174    2.5 mg/kg          1      21.016
## 17  2.5 mg/kg        1   116.390    2.5 mg/kg          1     132.719
## 18  2.5 mg/kg        2   151.515    2.5 mg/kg          2      44.944
## 19  2.5 mg/kg        2     0.000    2.5 mg/kg          2      34.463
## 20  2.5 mg/kg        2   162.261    2.5 mg/kg          2     101.575
## 21  2.5 mg/kg        2    65.217    2.5 mg/kg          2      56.042
## 22  2.5 mg/kg        2    84.917    2.5 mg/kg          2     145.968
## 23  2.5 mg/kg        3   333.333    2.5 mg/kg          3      42.135
## 24  2.5 mg/kg        3   144.172    2.5 mg/kg          3      59.322
## 25  2.5 mg/kg        3   300.294    2.5 mg/kg          3     228.027
## 26  2.5 mg/kg        3    73.913    2.5 mg/kg          3      56.918
## 27  2.5 mg/kg        3    62.055    2.5 mg/kg          3      24.078
## 28  5.0 mg/kg        1    51.724    5.0 mg/kg          1      25.862
## 29  5.0 mg/kg        1   790.598    5.0 mg/kg          1     154.613
## 30  5.0 mg/kg        1  1230.964    5.0 mg/kg          1     229.462
## 31  5.0 mg/kg        1  3390.323    5.0 mg/kg          1    1405.544
## 32  5.0 mg/kg        2   206.897    5.0 mg/kg          2     103.448
## 33  5.0 mg/kg        2   380.342    5.0 mg/kg          2      73.982
## 34  5.0 mg/kg        2   253.807    5.0 mg/kg          2      79.792
## 35  5.0 mg/kg        2   816.129    5.0 mg/kg          2     348.049
## 36  5.0 mg/kg        3    68.966    5.0 mg/kg          3      86.207
## 37  5.0 mg/kg        3   540.598    5.0 mg/kg          3     105.154
## 38  5.0 mg/kg        3   456.853    5.0 mg/kg          3      92.540
## 39  5.0 mg/kg        3   835.484    5.0 mg/kg          3     286.448
## 40 10.0 mg/kg        1  1652.597   10.0 mg/kg          1    1035.206
## 41 10.0 mg/kg        1  1389.716   10.0 mg/kg          1     474.755
## 42 10.0 mg/kg        1  3305.654   10.0 mg/kg          1     663.499
## 43 10.0 mg/kg        1  3943.396   10.0 mg/kg          1     536.537
## 44 10.0 mg/kg        2   865.260   10.0 mg/kg          2     519.383
## 45 10.0 mg/kg        2   598.782   10.0 mg/kg          2     221.364
## 46 10.0 mg/kg        2  1351.590   10.0 mg/kg          2     250.655
## 47 10.0 mg/kg        2  3379.717   10.0 mg/kg          2     453.056
## 48 10.0 mg/kg        3   308.442   10.0 mg/kg          3     276.899
## 49 10.0 mg/kg        3   928.281   10.0 mg/kg          3     316.880
## 50 10.0 mg/kg        3  1349.823   10.0 mg/kg          3     250.655
## 51 10.0 mg/kg        3  1653.302   10.0 mg/kg          3     317.759
##    Group.2hFw Day.2hFw Data.2hFw
## 1      Saline        1    7.7036
## 2      Saline        1    1.0274
## 3      Saline        1   43.0528
## 4      Saline        1    0.9158
## 5      Saline        2   29.7139
## 6      Saline        2   58.0479
## 7      Saline        2   45.2976
## 8      Saline        2    0.0000
## 9      Saline        3    1.6508
## 10     Saline        3    0.0000
## 11     Saline        3   27.5124
## 12     Saline        3    0.0000
## 13  2.5 mg/kg        1   96.7742
## 14  2.5 mg/kg        1  144.1013
## 15  2.5 mg/kg        1  203.9683
## 16  2.5 mg/kg        1   37.8049
## 17  2.5 mg/kg        1   93.6873
## 18  2.5 mg/kg        2  140.5530
## 19  2.5 mg/kg        2   25.7324
## 20  2.5 mg/kg        2  133.7302
## 21  2.5 mg/kg        2   39.6341
## 22  2.5 mg/kg        2  109.1345
## 23  2.5 mg/kg        3  213.1336
## 24  2.5 mg/kg        3   41.5677
## 25  2.5 mg/kg        3  272.6190
## 26  2.5 mg/kg        3   87.8049
## 27  2.5 mg/kg        3   60.8967
## 28  5.0 mg/kg        1   16.6667
## 29  5.0 mg/kg        1   87.0379
## 30  5.0 mg/kg        1  176.6618
## 31  5.0 mg/kg        1  759.4235
## 32  5.0 mg/kg        2   66.6667
## 33  5.0 mg/kg        2   42.1151
## 34  5.0 mg/kg        2   81.6474
## 35  5.0 mg/kg        2  192.3503
## 36  5.0 mg/kg        3   61.1111
## 37  5.0 mg/kg        3   59.1951
## 38  5.0 mg/kg        3   75.1445
## 39  5.0 mg/kg        3  183.4812
## 40 10.0 mg/kg        1  852.1739
## 41 10.0 mg/kg        1  506.0541
## 42 10.0 mg/kg        1  355.6772
## 43 10.0 mg/kg        1  456.4450
## 44 10.0 mg/kg        2  380.5797
## 45 10.0 mg/kg        2  243.9459
## 46 10.0 mg/kg        2  130.8140
## 47 10.0 mg/kg        2  389.4938
## 48 10.0 mg/kg        3  267.8261
## 49 10.0 mg/kg        3  318.1980
## 50 10.0 mg/kg        3  152.0178
## 51 10.0 mg/kg        3  238.0812
tapply(MPD1hourlyFW$Data.1hFw, MPD1hourlyFW$Group.1hFw, sd)
## 10.0 mg/kg  2.5 mg/kg  5.0 mg/kg     Saline 
##    1175.88     250.29     903.27      92.42
tapply(MPD1hourlyFW$Data.1hFw, MPD1hourlyFW$Day.1hFw, sd)
##      1      2      3 
## 1311.5  836.4  499.7
MPD1hourlyFW$Group.1hFw <- as.factor(MPD1hourlyFW$Group.1hFw)
MPD1hourlyFW$Day.1hFw <- as.factor(MPD1hourlyFW$Day.1hFw)
MPD1hourlyFW$Data.1hFw <- as.numeric(MPD1hourlyFW$Data.1hFw)
aov.MPD1hourlyFW = aov(Data.1hFw ~ Group.1hFw * Day.1hFw, data = MPD1hourlyFW)
summary(aov.MPD1hourlyFW)
##                     Df   Sum Sq Mean Sq F value  Pr(>F)    
## Group.1hFw           3 21545254 7181751   15.60 8.1e-07 ***
## Day.1hFw             2  3991010 1995505    4.33    0.02 *  
## Group.1hFw:Day.1hFw  6  3207445  534574    1.16    0.35    
## Residuals           39 17957150  460440                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
comparison <- aov(Data.1hFw ~ Group.1hFw * Day.1hFw, data = MPD1hourlyFW)
TukeyHSD(comparison, "Group.1hFw")
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Data.1hFw ~ Group.1hFw * Day.1hFw, data = MPD1hourlyFW)
## 
## $Group.1hFw
##                         diff     lwr     upr  p adj
## 2.5 mg/kg-10.0 mg/kg -1524.9 -2230.1 -819.68 0.0000
## 5.0 mg/kg-10.0 mg/kg  -975.3 -1718.7 -231.98 0.0059
## Saline-10.0 mg/kg    -1688.9 -2432.3 -945.57 0.0000
## 5.0 mg/kg-2.5 mg/kg    549.6  -155.6 1254.75 0.1739
## Saline-2.5 mg/kg      -164.0  -869.2  541.16 0.9237
## Saline-5.0 mg/kg      -713.6 -1456.9   29.75 0.0639
TukeyHSD(comparison, "Day.1hFw")
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Data.1hFw ~ Group.1hFw * Day.1hFw, data = MPD1hourlyFW)
## 
## $Day.1hFw
##        diff   lwr    upr  p adj
## 2-1 -551.15 -1118  15.88 0.0583
## 3-1 -628.17 -1195 -61.13 0.0270
## 3-2  -77.02  -644 490.02 0.9415
print(model.tables(aov.MPD1hourlyFW, "means"), digits = 9)
## Tables of means
## Grand mean
##       
## 651.8 
## 
##  Group.1hFw 
##     10.0 mg/kg  2.5 mg/kg  5.0 mg/kg     Saline
##     1727.21336 202.337526 751.890377 38.2976014
## rep   12.00000  15.000000  12.000000 12.0000000
## 
##  Day.1hFw 
##             1          2          3
##     1044.9477 493.794991 416.779602
## rep   17.0000  17.000000  17.000000
## 
##  Group.1hFw:Day.1hFw 
##             Day.1hFw
## Group.1hFw   1        2        3       
##   10.0 mg/kg 2572.841 1548.837 1059.962
##   rep           4.000    4.000    4.000
##   2.5 mg/kg   331.477   92.782  182.753
##   rep           5.000    5.000    5.000
##   5.0 mg/kg  1365.902  414.294  475.475
##   rep           4.000    4.000    4.000
##   Saline       87.938   19.520    7.435
##   rep           4.000    4.000    4.000
MPD1.5hourlyFW <- read.csv("~/Desktop/exp 2 posthochourFalafelWheel.csv")
MPD1.5hourlyFW
##    Group.1hFw Day.1hFw Data.1hFw Group.1.5hFw Day.1.5hFw Data.1.5hFw
## 1      Saline        1   327.869       Saline          1      15.556
## 2      Saline        1     5.734       Saline          1       1.646
## 3      Saline        1    14.985       Saline          1      40.424
## 4      Saline        1     3.165       Saline          1       1.096
## 5      Saline        2    49.180       Saline          2       2.963
## 6      Saline        2     0.000       Saline          2      16.462
## 7      Saline        2    28.900       Saline          2      31.303
## 8      Saline        2     0.000       Saline          2       0.000
## 9      Saline        3     8.197       Saline          3       3.333
## 10     Saline        3     0.000       Saline          3       0.000
## 11     Saline        3    21.541       Saline          3      18.705
## 12     Saline        3     0.000       Saline          3       0.000
## 13  2.5 mg/kg        1  1030.303    2.5 mg/kg          1     117.978
## 14  2.5 mg/kg        1   319.018    2.5 mg/kg          1     145.198
## 15  2.5 mg/kg        1   139.501    2.5 mg/kg          1     195.688
## 16  2.5 mg/kg        1    52.174    2.5 mg/kg          1      21.016
## 17  2.5 mg/kg        1   116.390    2.5 mg/kg          1     132.719
## 18  2.5 mg/kg        2   151.515    2.5 mg/kg          2      44.944
## 19  2.5 mg/kg        2     0.000    2.5 mg/kg          2      34.463
## 20  2.5 mg/kg        2   162.261    2.5 mg/kg          2     101.575
## 21  2.5 mg/kg        2    65.217    2.5 mg/kg          2      56.042
## 22  2.5 mg/kg        2    84.917    2.5 mg/kg          2     145.968
## 23  2.5 mg/kg        3   333.333    2.5 mg/kg          3      42.135
## 24  2.5 mg/kg        3   144.172    2.5 mg/kg          3      59.322
## 25  2.5 mg/kg        3   300.294    2.5 mg/kg          3     228.027
## 26  2.5 mg/kg        3    73.913    2.5 mg/kg          3      56.918
## 27  2.5 mg/kg        3    62.055    2.5 mg/kg          3      24.078
## 28  5.0 mg/kg        1    51.724    5.0 mg/kg          1      25.862
## 29  5.0 mg/kg        1   790.598    5.0 mg/kg          1     154.613
## 30  5.0 mg/kg        1  1230.964    5.0 mg/kg          1     229.462
## 31  5.0 mg/kg        1  3390.323    5.0 mg/kg          1    1405.544
## 32  5.0 mg/kg        2   206.897    5.0 mg/kg          2     103.448
## 33  5.0 mg/kg        2   380.342    5.0 mg/kg          2      73.982
## 34  5.0 mg/kg        2   253.807    5.0 mg/kg          2      79.792
## 35  5.0 mg/kg        2   816.129    5.0 mg/kg          2     348.049
## 36  5.0 mg/kg        3    68.966    5.0 mg/kg          3      86.207
## 37  5.0 mg/kg        3   540.598    5.0 mg/kg          3     105.154
## 38  5.0 mg/kg        3   456.853    5.0 mg/kg          3      92.540
## 39  5.0 mg/kg        3   835.484    5.0 mg/kg          3     286.448
## 40 10.0 mg/kg        1  1652.597   10.0 mg/kg          1    1035.206
## 41 10.0 mg/kg        1  1389.716   10.0 mg/kg          1     474.755
## 42 10.0 mg/kg        1  3305.654   10.0 mg/kg          1     663.499
## 43 10.0 mg/kg        1  3943.396   10.0 mg/kg          1     536.537
## 44 10.0 mg/kg        2   865.260   10.0 mg/kg          2     519.383
## 45 10.0 mg/kg        2   598.782   10.0 mg/kg          2     221.364
## 46 10.0 mg/kg        2  1351.590   10.0 mg/kg          2     250.655
## 47 10.0 mg/kg        2  3379.717   10.0 mg/kg          2     453.056
## 48 10.0 mg/kg        3   308.442   10.0 mg/kg          3     276.899
## 49 10.0 mg/kg        3   928.281   10.0 mg/kg          3     316.880
## 50 10.0 mg/kg        3  1349.823   10.0 mg/kg          3     250.655
## 51 10.0 mg/kg        3  1653.302   10.0 mg/kg          3     317.759
##    Group.2hFw Day.2hFw Data.2hFw
## 1      Saline        1    7.7036
## 2      Saline        1    1.0274
## 3      Saline        1   43.0528
## 4      Saline        1    0.9158
## 5      Saline        2   29.7139
## 6      Saline        2   58.0479
## 7      Saline        2   45.2976
## 8      Saline        2    0.0000
## 9      Saline        3    1.6508
## 10     Saline        3    0.0000
## 11     Saline        3   27.5124
## 12     Saline        3    0.0000
## 13  2.5 mg/kg        1   96.7742
## 14  2.5 mg/kg        1  144.1013
## 15  2.5 mg/kg        1  203.9683
## 16  2.5 mg/kg        1   37.8049
## 17  2.5 mg/kg        1   93.6873
## 18  2.5 mg/kg        2  140.5530
## 19  2.5 mg/kg        2   25.7324
## 20  2.5 mg/kg        2  133.7302
## 21  2.5 mg/kg        2   39.6341
## 22  2.5 mg/kg        2  109.1345
## 23  2.5 mg/kg        3  213.1336
## 24  2.5 mg/kg        3   41.5677
## 25  2.5 mg/kg        3  272.6190
## 26  2.5 mg/kg        3   87.8049
## 27  2.5 mg/kg        3   60.8967
## 28  5.0 mg/kg        1   16.6667
## 29  5.0 mg/kg        1   87.0379
## 30  5.0 mg/kg        1  176.6618
## 31  5.0 mg/kg        1  759.4235
## 32  5.0 mg/kg        2   66.6667
## 33  5.0 mg/kg        2   42.1151
## 34  5.0 mg/kg        2   81.6474
## 35  5.0 mg/kg        2  192.3503
## 36  5.0 mg/kg        3   61.1111
## 37  5.0 mg/kg        3   59.1951
## 38  5.0 mg/kg        3   75.1445
## 39  5.0 mg/kg        3  183.4812
## 40 10.0 mg/kg        1  852.1739
## 41 10.0 mg/kg        1  506.0541
## 42 10.0 mg/kg        1  355.6772
## 43 10.0 mg/kg        1  456.4450
## 44 10.0 mg/kg        2  380.5797
## 45 10.0 mg/kg        2  243.9459
## 46 10.0 mg/kg        2  130.8140
## 47 10.0 mg/kg        2  389.4938
## 48 10.0 mg/kg        3  267.8261
## 49 10.0 mg/kg        3  318.1980
## 50 10.0 mg/kg        3  152.0178
## 51 10.0 mg/kg        3  238.0812
tapply(MPD1.5hourlyFW$Data.1.5hFw, MPD1.5hourlyFW$Group.1.5hFw, sd)
## 10.0 mg/kg  2.5 mg/kg  5.0 mg/kg     Saline 
##     233.03      64.71     376.59      13.68
tapply(MPD1.5hourlyFW$Data.1.5hFw, MPD1.5hourlyFW$Day.1.5hFw, sd)
##     1     2     3 
## 401.8 159.5 121.4
MPD1.5hourlyFW$Group.1.5hFw <- as.factor(MPD1.5hourlyFW$Group.1.5hFw)
MPD1.5hourlyFW$Day.1.5hFw <- as.factor(MPD1.5hourlyFW$Day.1.5hFw)
MPD1.5hourlyFW$Data.1.5hFw <- as.numeric(MPD1.5hourlyFW$Data.1.5hFw)
aov.MPD1.5hourlyFW = aov(Data.1.5hFw ~ Group.1.5hFw * Day.1.5hFw, data = MPD1.5hourlyFW)
summary(aov.MPD1.5hourlyFW)
##                         Df  Sum Sq Mean Sq F value  Pr(>F)    
## Group.1.5hFw             3 1333773  444591   10.70 2.9e-05 ***
## Day.1.5hFw               2  326570  163285    3.93   0.028 *  
## Group.1.5hFw:Day.1.5hFw  6  271000   45167    1.09   0.387    
## Residuals               39 1620447   41550                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
comparison <- aov(Data.1.5hFw ~ Group.1.5hFw * Day.1.5hFw, data = MPD1.5hourlyFW)
TukeyHSD(comparison, "Group.1.5hFw")
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Data.1.5hFw ~ Group.1.5hFw * Day.1.5hFw, data = MPD1.5hourlyFW)
## 
## $Group.1.5hFw
##                         diff     lwr    upr  p adj
## 2.5 mg/kg-10.0 mg/kg -349.32 -561.16 -137.5 0.0004
## 5.0 mg/kg-10.0 mg/kg -193.80 -417.10   29.5 0.1089
## Saline-10.0 mg/kg    -432.10 -655.40 -208.8 0.0000
## 5.0 mg/kg-2.5 mg/kg   155.52  -56.32  367.4 0.2168
## Saline-2.5 mg/kg      -82.78 -294.62  129.1 0.7222
## Saline-5.0 mg/kg     -238.30 -461.60  -15.0 0.0326
TukeyHSD(comparison, "Day.1.5hFw")
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Data.1.5hFw ~ Group.1.5hFw * Day.1.5hFw, data = MPD1.5hourlyFW)
## 
## $Day.1.5hFw
##        diff    lwr     upr  p adj
## 2-1 -159.61 -329.9  10.728 0.0702
## 3-1 -178.34 -348.7  -8.001 0.0384
## 3-2  -18.73 -189.1 151.608 0.9613
print(model.tables(aov.MPD1.5hourlyFW, "means"), digits = 9)
## Tables of means
## Grand mean
##     
## 193 
## 
##  Group.1.5hFw 
##     10.0 mg/kg  2.5 mg/kg  5.0 mg/kg     Saline
##     443.054016 93.7379936 249.258451 10.9573318
## rep  12.000000 15.0000000  12.000000 12.0000000
## 
##  Day.1.5hFw 
##              1          2          3
##     305.694017 146.085299 127.356418
## rep  17.000000  17.000000  17.000000
## 
##  Group.1.5hFw:Day.1.5hFw 
##             Day.1.5hFw
## Group.1.5hFw 1       2       3      
##   10.0 mg/kg 677.499 361.115 290.548
##   rep          4.000   4.000   4.000
##   2.5 mg/kg  122.520  76.598  82.096
##   rep          5.000   5.000   5.000
##   5.0 mg/kg  453.870 151.318 142.587
##   rep          4.000   4.000   4.000
##   Saline      14.680  12.682   5.509
##   rep          4.000   4.000   4.000
MPD2hourlyFW <- read.csv("~/Desktop/exp 2 posthochourFalafelWheel.csv")
MPD2hourlyFW
##    Group.1hFw Day.1hFw Data.1hFw Group.1.5hFw Day.1.5hFw Data.1.5hFw
## 1      Saline        1   327.869       Saline          1      15.556
## 2      Saline        1     5.734       Saline          1       1.646
## 3      Saline        1    14.985       Saline          1      40.424
## 4      Saline        1     3.165       Saline          1       1.096
## 5      Saline        2    49.180       Saline          2       2.963
## 6      Saline        2     0.000       Saline          2      16.462
## 7      Saline        2    28.900       Saline          2      31.303
## 8      Saline        2     0.000       Saline          2       0.000
## 9      Saline        3     8.197       Saline          3       3.333
## 10     Saline        3     0.000       Saline          3       0.000
## 11     Saline        3    21.541       Saline          3      18.705
## 12     Saline        3     0.000       Saline          3       0.000
## 13  2.5 mg/kg        1  1030.303    2.5 mg/kg          1     117.978
## 14  2.5 mg/kg        1   319.018    2.5 mg/kg          1     145.198
## 15  2.5 mg/kg        1   139.501    2.5 mg/kg          1     195.688
## 16  2.5 mg/kg        1    52.174    2.5 mg/kg          1      21.016
## 17  2.5 mg/kg        1   116.390    2.5 mg/kg          1     132.719
## 18  2.5 mg/kg        2   151.515    2.5 mg/kg          2      44.944
## 19  2.5 mg/kg        2     0.000    2.5 mg/kg          2      34.463
## 20  2.5 mg/kg        2   162.261    2.5 mg/kg          2     101.575
## 21  2.5 mg/kg        2    65.217    2.5 mg/kg          2      56.042
## 22  2.5 mg/kg        2    84.917    2.5 mg/kg          2     145.968
## 23  2.5 mg/kg        3   333.333    2.5 mg/kg          3      42.135
## 24  2.5 mg/kg        3   144.172    2.5 mg/kg          3      59.322
## 25  2.5 mg/kg        3   300.294    2.5 mg/kg          3     228.027
## 26  2.5 mg/kg        3    73.913    2.5 mg/kg          3      56.918
## 27  2.5 mg/kg        3    62.055    2.5 mg/kg          3      24.078
## 28  5.0 mg/kg        1    51.724    5.0 mg/kg          1      25.862
## 29  5.0 mg/kg        1   790.598    5.0 mg/kg          1     154.613
## 30  5.0 mg/kg        1  1230.964    5.0 mg/kg          1     229.462
## 31  5.0 mg/kg        1  3390.323    5.0 mg/kg          1    1405.544
## 32  5.0 mg/kg        2   206.897    5.0 mg/kg          2     103.448
## 33  5.0 mg/kg        2   380.342    5.0 mg/kg          2      73.982
## 34  5.0 mg/kg        2   253.807    5.0 mg/kg          2      79.792
## 35  5.0 mg/kg        2   816.129    5.0 mg/kg          2     348.049
## 36  5.0 mg/kg        3    68.966    5.0 mg/kg          3      86.207
## 37  5.0 mg/kg        3   540.598    5.0 mg/kg          3     105.154
## 38  5.0 mg/kg        3   456.853    5.0 mg/kg          3      92.540
## 39  5.0 mg/kg        3   835.484    5.0 mg/kg          3     286.448
## 40 10.0 mg/kg        1  1652.597   10.0 mg/kg          1    1035.206
## 41 10.0 mg/kg        1  1389.716   10.0 mg/kg          1     474.755
## 42 10.0 mg/kg        1  3305.654   10.0 mg/kg          1     663.499
## 43 10.0 mg/kg        1  3943.396   10.0 mg/kg          1     536.537
## 44 10.0 mg/kg        2   865.260   10.0 mg/kg          2     519.383
## 45 10.0 mg/kg        2   598.782   10.0 mg/kg          2     221.364
## 46 10.0 mg/kg        2  1351.590   10.0 mg/kg          2     250.655
## 47 10.0 mg/kg        2  3379.717   10.0 mg/kg          2     453.056
## 48 10.0 mg/kg        3   308.442   10.0 mg/kg          3     276.899
## 49 10.0 mg/kg        3   928.281   10.0 mg/kg          3     316.880
## 50 10.0 mg/kg        3  1349.823   10.0 mg/kg          3     250.655
## 51 10.0 mg/kg        3  1653.302   10.0 mg/kg          3     317.759
##    Group.2hFw Day.2hFw Data.2hFw
## 1      Saline        1    7.7036
## 2      Saline        1    1.0274
## 3      Saline        1   43.0528
## 4      Saline        1    0.9158
## 5      Saline        2   29.7139
## 6      Saline        2   58.0479
## 7      Saline        2   45.2976
## 8      Saline        2    0.0000
## 9      Saline        3    1.6508
## 10     Saline        3    0.0000
## 11     Saline        3   27.5124
## 12     Saline        3    0.0000
## 13  2.5 mg/kg        1   96.7742
## 14  2.5 mg/kg        1  144.1013
## 15  2.5 mg/kg        1  203.9683
## 16  2.5 mg/kg        1   37.8049
## 17  2.5 mg/kg        1   93.6873
## 18  2.5 mg/kg        2  140.5530
## 19  2.5 mg/kg        2   25.7324
## 20  2.5 mg/kg        2  133.7302
## 21  2.5 mg/kg        2   39.6341
## 22  2.5 mg/kg        2  109.1345
## 23  2.5 mg/kg        3  213.1336
## 24  2.5 mg/kg        3   41.5677
## 25  2.5 mg/kg        3  272.6190
## 26  2.5 mg/kg        3   87.8049
## 27  2.5 mg/kg        3   60.8967
## 28  5.0 mg/kg        1   16.6667
## 29  5.0 mg/kg        1   87.0379
## 30  5.0 mg/kg        1  176.6618
## 31  5.0 mg/kg        1  759.4235
## 32  5.0 mg/kg        2   66.6667
## 33  5.0 mg/kg        2   42.1151
## 34  5.0 mg/kg        2   81.6474
## 35  5.0 mg/kg        2  192.3503
## 36  5.0 mg/kg        3   61.1111
## 37  5.0 mg/kg        3   59.1951
## 38  5.0 mg/kg        3   75.1445
## 39  5.0 mg/kg        3  183.4812
## 40 10.0 mg/kg        1  852.1739
## 41 10.0 mg/kg        1  506.0541
## 42 10.0 mg/kg        1  355.6772
## 43 10.0 mg/kg        1  456.4450
## 44 10.0 mg/kg        2  380.5797
## 45 10.0 mg/kg        2  243.9459
## 46 10.0 mg/kg        2  130.8140
## 47 10.0 mg/kg        2  389.4938
## 48 10.0 mg/kg        3  267.8261
## 49 10.0 mg/kg        3  318.1980
## 50 10.0 mg/kg        3  152.0178
## 51 10.0 mg/kg        3  238.0812
tapply(MPD2hourlyFW$Data.2hFw, MPD2hourlyFW$Group.2hFw, sd)
## 10.0 mg/kg  2.5 mg/kg  5.0 mg/kg     Saline 
##     192.70      72.55     200.40      21.59
tapply(MPD2hourlyFW$Data.2hFw, MPD2hourlyFW$Day.2hFw, sd)
##     1     2     3 
## 268.1 117.1 107.0
MPD2hourlyFW$Group.2hFw <- as.factor(MPD2hourlyFW$Group.2hFw)
MPD2hourlyFW$Day.2hFw <- as.factor(MPD2hourlyFW$Day.2hFw)
MPD2hourlyFW$Data.2hFw <- as.numeric(MPD2hourlyFW$Data.2hFw)
aov.MPD2hourlyFW = aov(Data.2hFw ~ Group.2hFw * Day.2hFw, data = MPD2hourlyFW)
summary(aov.MPD2hourlyFW)
##                     Df Sum Sq Mean Sq F value  Pr(>F)    
## Group.2hFw           3 744148  248049   15.09 1.1e-06 ***
## Day.2hFw             2 120764   60382    3.67   0.035 *  
## Group.2hFw:Day.2hFw  6 167138   27856    1.69   0.148    
## Residuals           39 641159   16440                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
comparison <- aov(Data.2hFw ~ Group.2hFw * Day.2hFw, data = MPD2hourlyFW)
TukeyHSD(comparison, "Group.2hFw")
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Data.2hFw ~ Group.2hFw * Day.2hFw, data = MPD2hourlyFW)
## 
## $Group.2hFw
##                         diff     lwr      upr  p adj
## 2.5 mg/kg-10.0 mg/kg -244.20 -377.45 -110.947 0.0001
## 5.0 mg/kg-10.0 mg/kg -207.48 -347.94  -67.023 0.0017
## Saline-10.0 mg/kg    -339.70 -480.16 -199.238 0.0000
## 5.0 mg/kg-2.5 mg/kg    36.72  -96.54  169.968 0.8806
## Saline-2.5 mg/kg      -95.50 -228.75   37.753 0.2352
## Saline-5.0 mg/kg     -132.21 -272.68    8.246 0.0714
TukeyHSD(comparison, "Day.2hFw")
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Data.2hFw ~ Group.2hFw * Day.2hFw, data = MPD2hourlyFW)
## 
## $Day.2hFw
##         diff    lwr     upr  p adj
## 2-1 -101.748 -208.9   5.397 0.0657
## 3-1 -104.643 -211.8   2.502 0.0568
## 3-2   -2.895 -110.0 104.250 0.9976
print(model.tables(aov.MPD2hourlyFW, "means"), digits = 9)
## Tables of means
## Grand mean
##     
## 157 
## 
##  Group.2hFw 
##     10.0 mg/kg  2.5 mg/kg  5.0 mg/kg     Saline
##     357.608885 113.409474 150.125112 17.9101757
## rep  12.000000  15.000000  12.000000 12.0000000
## 
##  Day.2hFw 
##              1          2          3
##     225.833859 124.085673 121.190596
## rep  17.000000  17.000000  17.000000
## 
##  Group.2hFw:Day.2hFw 
##             Day.2hFw
## Group.2hFw   1       2       3      
##   10.0 mg/kg 542.588 286.208 244.031
##   rep          4.000   4.000   4.000
##   2.5 mg/kg  115.267  89.757 135.204
##   rep          5.000   5.000   5.000
##   5.0 mg/kg  259.947  95.695  94.733
##   rep          4.000   4.000   4.000
##   Saline      13.175  33.265   7.291
##   rep          4.000   4.000   4.000
MPDhourly1FM <- read.csv("~/Desktop/exp 2 posthochourFalafelMotion.csv")
MPDhourly1FM
##    Group.1hFm Day.1hFm Data.1hFm Group.1.5hFm Day.1.5hFm Data.1.5hFm
## 1      Saline        1    70.423       Saline          1       62.75
## 2      Saline        1    30.749       Saline          1       31.09
## 3      Saline        1    72.770       Saline          1       98.46
## 4      Saline        1   185.185       Saline          1       84.62
## 5      Saline        2    32.864       Saline          2       53.92
## 6      Saline        2     5.348       Saline          2       26.65
## 7      Saline        2    56.338       Saline          2       60.00
## 8      Saline        2    37.037       Saline          2       30.77
## 9      Saline        3    18.779       Saline          3       38.24
## 10     Saline        3     0.000       Saline          3       12.69
## 11     Saline        3    56.338       Saline          3       61.54
## 12     Saline        3    55.556       Saline          3       38.46
## 13  2.5 mg/kg        1   274.809    2.5 mg/kg          1      131.52
## 14  2.5 mg/kg        1    49.559    2.5 mg/kg          1       56.54
## 15  2.5 mg/kg        1    74.703    2.5 mg/kg          1       57.06
## 16  2.5 mg/kg        1   374.150    2.5 mg/kg          1      198.74
## 17  2.5 mg/kg        1   147.601    2.5 mg/kg          1      155.17
## 18  2.5 mg/kg        2   137.405    2.5 mg/kg          2      149.27
## 19  2.5 mg/kg        2    13.216    2.5 mg/kg          2       47.00
## 20  2.5 mg/kg        2    61.121    2.5 mg/kg          2       52.05
## 21  2.5 mg/kg        2    23.810    2.5 mg/kg          2       53.63
## 22  2.5 mg/kg        2    16.605    2.5 mg/kg          2       65.27
## 23  2.5 mg/kg        3   374.046    2.5 mg/kg          3      195.20
## 24  2.5 mg/kg        3    60.573    2.5 mg/kg          3       48.37
## 25  2.5 mg/kg        3    21.222    2.5 mg/kg          3       26.53
## 26  2.5 mg/kg        3    95.238    2.5 mg/kg          3       72.56
## 27  2.5 mg/kg        3   103.321    2.5 mg/kg          3       76.35
## 28  5.0 mg/kg        1   312.844    5.0 mg/kg          1      246.68
## 29  5.0 mg/kg        1   574.419    5.0 mg/kg          1      176.06
## 30  5.0 mg/kg        1   144.467    5.0 mg/kg          1       94.32
## 31  5.0 mg/kg        1   215.328    5.0 mg/kg          1      165.45
## 32  5.0 mg/kg        2   179.817    5.0 mg/kg          2      132.69
## 33  5.0 mg/kg        2   469.767    5.0 mg/kg          2      145.97
## 34  5.0 mg/kg        2   119.877    5.0 mg/kg          2       81.25
## 35  5.0 mg/kg        2   215.328    5.0 mg/kg          2      120.00
## 36  5.0 mg/kg        3   321.101    5.0 mg/kg          3      254.52
## 37  5.0 mg/kg        3   444.186    5.0 mg/kg          3      126.12
## 38  5.0 mg/kg        3   119.877    5.0 mg/kg          3       97.73
## 39  5.0 mg/kg        3   379.562    5.0 mg/kg          3      250.91
## 40 10.0 mg/kg        1   217.277   10.0 mg/kg          1      234.38
## 41 10.0 mg/kg        1   403.955   10.0 mg/kg          1      250.73
## 42 10.0 mg/kg        1   307.047   10.0 mg/kg          1      211.61
## 43 10.0 mg/kg        1    15.432   10.0 mg/kg          1       16.42
## 44 10.0 mg/kg        2   340.314   10.0 mg/kg          2      262.50
## 45 10.0 mg/kg        2   220.339   10.0 mg/kg          2      151.60
## 46 10.0 mg/kg        2   384.228   10.0 mg/kg          2      180.40
## 47 10.0 mg/kg        2    30.864   10.0 mg/kg          2       73.13
## 48 10.0 mg/kg        3    86.387   10.0 mg/kg          3       92.19
## 49 10.0 mg/kg        3   316.384   10.0 mg/kg          3      183.67
## 50 10.0 mg/kg        3   803.691   10.0 mg/kg          3      324.59
## 51 10.0 mg/kg        3    21.605   10.0 mg/kg          3       55.22
##    Group.2hFm Day.2hFm Data.2hFm
## 1      Saline        1    48.343
## 2      Saline        1    24.000
## 3      Saline        1    98.780
## 4      Saline        1   102.151
## 5      Saline        2    58.702
## 6      Saline        2    44.444
## 7      Saline        2    70.732
## 8      Saline        2    21.505
## 9      Saline        3    27.624
## 10     Saline        3     8.889
## 11     Saline        3    74.390
## 12     Saline        3    26.882
## 13  2.5 mg/kg        1    83.236
## 14  2.5 mg/kg        1    57.143
## 15  2.5 mg/kg        1    50.933
## 16  2.5 mg/kg        1   169.625
## 17  2.5 mg/kg        1   155.914
## 18  2.5 mg/kg        2   136.205
## 19  2.5 mg/kg        2    47.429
## 20  2.5 mg/kg        2    45.101
## 21  2.5 mg/kg        2    57.199
## 22  2.5 mg/kg        2    79.749
## 23  2.5 mg/kg        3   181.024
## 24  2.5 mg/kg        3    43.429
## 25  2.5 mg/kg        3    40.047
## 26  2.5 mg/kg        3    98.619
## 27  2.5 mg/kg        3   129.032
## 28  5.0 mg/kg        1   185.554
## 29  5.0 mg/kg        1   107.675
## 30  5.0 mg/kg        1    76.692
## 31  5.0 mg/kg        1   135.910
## 32  5.0 mg/kg        2   112.457
## 33  5.0 mg/kg        2   124.069
## 34  5.0 mg/kg        2    81.834
## 35  5.0 mg/kg        2   100.998
## 36  5.0 mg/kg        3   198.097
## 37  5.0 mg/kg        3    74.888
## 38  5.0 mg/kg        3    89.117
## 39  5.0 mg/kg        3   223.192
## 40 10.0 mg/kg        1   225.537
## 41 10.0 mg/kg        1   221.963
## 42 10.0 mg/kg        1   158.750
## 43 10.0 mg/kg        1    41.037
## 44 10.0 mg/kg        2   200.477
## 45 10.0 mg/kg        2   136.682
## 46 10.0 mg/kg        2   130.417
## 47 10.0 mg/kg        2    90.713
## 48 10.0 mg/kg        3    97.852
## 49 10.0 mg/kg        3   171.729
## 50 10.0 mg/kg        3   232.500
## 51 10.0 mg/kg        3    69.114
tapply(MPDhourly1FM$Data.1hFm, MPDhourly1FM$Group.1hFm, sd)
## 10.0 mg/kg  2.5 mg/kg  5.0 mg/kg     Saline 
##     222.84     122.51     150.40      48.23
tapply(MPDhourly1FM$Data.1hFm, MPDhourly1FM$Day.1hFm, sd)
##     1     2     3 
## 154.6 144.2 216.7
MPDhourly1FM$Group.1hFm <- as.factor(MPDhourly1FM$Group.1hFm)
MPDhourly1FM$Day.1hFm <- as.factor(MPDhourly1FM$Day.1hFm)
MPDhourly1FM$Data.1hFm <- as.numeric(MPDhourly1FM$Data.1hFm)
aov.MPDhourly1FM = aov(Data.1hFm ~ Group.1hFm * Day.1hFm, data = MPDhourly1FM)
summary(aov.MPDhourly1FM)
##                     Df Sum Sq Mean Sq F value Pr(>F)   
## Group.1hFm           3 478030  159343    6.53 0.0011 **
## Day.1hFm             2  42699   21350    0.87 0.4252   
## Group.1hFm:Day.1hFm  6  35709    5952    0.24 0.9590   
## Residuals           39 952346   24419                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
comparison <- aov(Data.1hFm ~ Group.1hFm * Day.1hFm, data = MPDhourly1FM)
TukeyHSD(comparison, "Group.1hFm")
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Data.1hFm ~ Group.1hFm * Day.1hFm, data = MPDhourly1FM)
## 
## $Group.1hFm
##                         diff      lwr    upr  p adj
## 2.5 mg/kg-10.0 mg/kg -140.47 -302.870  21.93 0.1107
## 5.0 mg/kg-10.0 mg/kg   29.09 -142.099 200.27 0.9681
## Saline-10.0 mg/kg    -210.51 -381.698 -39.33 0.0107
## 5.0 mg/kg-2.5 mg/kg   169.56    7.154 331.96 0.0378
## Saline-2.5 mg/kg      -70.04 -232.445  92.36 0.6568
## Saline-5.0 mg/kg     -239.60 -410.785 -68.41 0.0030
TukeyHSD(comparison, "Day.1hFm")
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Data.1hFm ~ Group.1hFm * Day.1hFm, data = MPDhourly1FM)
## 
## $Day.1hFm
##       diff     lwr    upr  p adj
## 2-1 -66.26 -196.84  64.32 0.4394
## 3-1 -11.34 -141.93 119.24 0.9756
## 3-2  54.92  -75.67 185.50 0.5660
print(model.tables(aov.MPDhourly1FM, "means"), digits = 9)
## Tables of means
## Grand mean
##       
## 178.3 
## 
##  Group.1hFm 
##     10.0 mg/kg  2.5 mg/kg  5.0 mg/kg     Saline
##     262.293725 121.825224 291.381154 51.7821476
## rep  12.000000  15.000000  12.000000 12.0000000
## 
##  Day.1hFm 
##              1          2          3
##     204.159922 137.898656 192.815696
## rep  17.000000  17.000000  17.000000
## 
##  Group.1hFm:Day.1hFm 
##             Day.1hFm
## Group.1hFm   1      2      3     
##   10.0 mg/kg 235.93 243.94 307.02
##   rep          4.00   4.00   4.00
##   2.5 mg/kg  184.16  50.43 130.88
##   rep          5.00   5.00   5.00
##   5.0 mg/kg  311.76 246.20 316.18
##   rep          4.00   4.00   4.00
##   Saline      89.78  32.90  32.67
##   rep          4.00   4.00   4.00
MPDhourly1.5FM <- read.csv("~/Desktop/exp 2 posthochourFalafelMotion.csv")
MPDhourly1.5FM
##    Group.1hFm Day.1hFm Data.1hFm Group.1.5hFm Day.1.5hFm Data.1.5hFm
## 1      Saline        1    70.423       Saline          1       62.75
## 2      Saline        1    30.749       Saline          1       31.09
## 3      Saline        1    72.770       Saline          1       98.46
## 4      Saline        1   185.185       Saline          1       84.62
## 5      Saline        2    32.864       Saline          2       53.92
## 6      Saline        2     5.348       Saline          2       26.65
## 7      Saline        2    56.338       Saline          2       60.00
## 8      Saline        2    37.037       Saline          2       30.77
## 9      Saline        3    18.779       Saline          3       38.24
## 10     Saline        3     0.000       Saline          3       12.69
## 11     Saline        3    56.338       Saline          3       61.54
## 12     Saline        3    55.556       Saline          3       38.46
## 13  2.5 mg/kg        1   274.809    2.5 mg/kg          1      131.52
## 14  2.5 mg/kg        1    49.559    2.5 mg/kg          1       56.54
## 15  2.5 mg/kg        1    74.703    2.5 mg/kg          1       57.06
## 16  2.5 mg/kg        1   374.150    2.5 mg/kg          1      198.74
## 17  2.5 mg/kg        1   147.601    2.5 mg/kg          1      155.17
## 18  2.5 mg/kg        2   137.405    2.5 mg/kg          2      149.27
## 19  2.5 mg/kg        2    13.216    2.5 mg/kg          2       47.00
## 20  2.5 mg/kg        2    61.121    2.5 mg/kg          2       52.05
## 21  2.5 mg/kg        2    23.810    2.5 mg/kg          2       53.63
## 22  2.5 mg/kg        2    16.605    2.5 mg/kg          2       65.27
## 23  2.5 mg/kg        3   374.046    2.5 mg/kg          3      195.20
## 24  2.5 mg/kg        3    60.573    2.5 mg/kg          3       48.37
## 25  2.5 mg/kg        3    21.222    2.5 mg/kg          3       26.53
## 26  2.5 mg/kg        3    95.238    2.5 mg/kg          3       72.56
## 27  2.5 mg/kg        3   103.321    2.5 mg/kg          3       76.35
## 28  5.0 mg/kg        1   312.844    5.0 mg/kg          1      246.68
## 29  5.0 mg/kg        1   574.419    5.0 mg/kg          1      176.06
## 30  5.0 mg/kg        1   144.467    5.0 mg/kg          1       94.32
## 31  5.0 mg/kg        1   215.328    5.0 mg/kg          1      165.45
## 32  5.0 mg/kg        2   179.817    5.0 mg/kg          2      132.69
## 33  5.0 mg/kg        2   469.767    5.0 mg/kg          2      145.97
## 34  5.0 mg/kg        2   119.877    5.0 mg/kg          2       81.25
## 35  5.0 mg/kg        2   215.328    5.0 mg/kg          2      120.00
## 36  5.0 mg/kg        3   321.101    5.0 mg/kg          3      254.52
## 37  5.0 mg/kg        3   444.186    5.0 mg/kg          3      126.12
## 38  5.0 mg/kg        3   119.877    5.0 mg/kg          3       97.73
## 39  5.0 mg/kg        3   379.562    5.0 mg/kg          3      250.91
## 40 10.0 mg/kg        1   217.277   10.0 mg/kg          1      234.38
## 41 10.0 mg/kg        1   403.955   10.0 mg/kg          1      250.73
## 42 10.0 mg/kg        1   307.047   10.0 mg/kg          1      211.61
## 43 10.0 mg/kg        1    15.432   10.0 mg/kg          1       16.42
## 44 10.0 mg/kg        2   340.314   10.0 mg/kg          2      262.50
## 45 10.0 mg/kg        2   220.339   10.0 mg/kg          2      151.60
## 46 10.0 mg/kg        2   384.228   10.0 mg/kg          2      180.40
## 47 10.0 mg/kg        2    30.864   10.0 mg/kg          2       73.13
## 48 10.0 mg/kg        3    86.387   10.0 mg/kg          3       92.19
## 49 10.0 mg/kg        3   316.384   10.0 mg/kg          3      183.67
## 50 10.0 mg/kg        3   803.691   10.0 mg/kg          3      324.59
## 51 10.0 mg/kg        3    21.605   10.0 mg/kg          3       55.22
##    Group.2hFm Day.2hFm Data.2hFm
## 1      Saline        1    48.343
## 2      Saline        1    24.000
## 3      Saline        1    98.780
## 4      Saline        1   102.151
## 5      Saline        2    58.702
## 6      Saline        2    44.444
## 7      Saline        2    70.732
## 8      Saline        2    21.505
## 9      Saline        3    27.624
## 10     Saline        3     8.889
## 11     Saline        3    74.390
## 12     Saline        3    26.882
## 13  2.5 mg/kg        1    83.236
## 14  2.5 mg/kg        1    57.143
## 15  2.5 mg/kg        1    50.933
## 16  2.5 mg/kg        1   169.625
## 17  2.5 mg/kg        1   155.914
## 18  2.5 mg/kg        2   136.205
## 19  2.5 mg/kg        2    47.429
## 20  2.5 mg/kg        2    45.101
## 21  2.5 mg/kg        2    57.199
## 22  2.5 mg/kg        2    79.749
## 23  2.5 mg/kg        3   181.024
## 24  2.5 mg/kg        3    43.429
## 25  2.5 mg/kg        3    40.047
## 26  2.5 mg/kg        3    98.619
## 27  2.5 mg/kg        3   129.032
## 28  5.0 mg/kg        1   185.554
## 29  5.0 mg/kg        1   107.675
## 30  5.0 mg/kg        1    76.692
## 31  5.0 mg/kg        1   135.910
## 32  5.0 mg/kg        2   112.457
## 33  5.0 mg/kg        2   124.069
## 34  5.0 mg/kg        2    81.834
## 35  5.0 mg/kg        2   100.998
## 36  5.0 mg/kg        3   198.097
## 37  5.0 mg/kg        3    74.888
## 38  5.0 mg/kg        3    89.117
## 39  5.0 mg/kg        3   223.192
## 40 10.0 mg/kg        1   225.537
## 41 10.0 mg/kg        1   221.963
## 42 10.0 mg/kg        1   158.750
## 43 10.0 mg/kg        1    41.037
## 44 10.0 mg/kg        2   200.477
## 45 10.0 mg/kg        2   136.682
## 46 10.0 mg/kg        2   130.417
## 47 10.0 mg/kg        2    90.713
## 48 10.0 mg/kg        3    97.852
## 49 10.0 mg/kg        3   171.729
## 50 10.0 mg/kg        3   232.500
## 51 10.0 mg/kg        3    69.114
tapply(MPDhourly1.5FM$Data.1.5hFm, MPDhourly1.5FM$Group.1.5hFm, sd)
## 10.0 mg/kg  2.5 mg/kg  5.0 mg/kg     Saline 
##      94.23      57.30      62.54      25.03
tapply(MPDhourly1.5FM$Data.1.5hFm, MPDhourly1.5FM$Day.1.5hFm, sd)
##     1     2     3 
## 77.67 63.72 92.93
MPDhourly1.5FM$Group.1.5hFm <- as.factor(MPDhourly1.5FM$Group.1.5hFm)
MPDhourly1.5FM$Day.1.5hFm <- as.factor(MPDhourly1.5FM$Day.1hFm)
MPDhourly1.5FM$Data.1.5hFm <- as.numeric(MPDhourly1.5FM$Data.1hFm)
aov.MPDhourly1.5FM = aov(Data.1.5hFm ~ Group.1.5hFm * Day.1.5hFm, data = MPDhourly1.5FM)
summary(aov.MPDhourly1.5FM)
##                         Df Sum Sq Mean Sq F value Pr(>F)   
## Group.1.5hFm             3 478030  159343    6.53 0.0011 **
## Day.1.5hFm               2  42699   21350    0.87 0.4252   
## Group.1.5hFm:Day.1.5hFm  6  35709    5952    0.24 0.9590   
## Residuals               39 952346   24419                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
comparison <- aov(Data.1.5hFm ~ Group.1.5hFm * Day.1.5hFm, data = MPDhourly1.5FM)
TukeyHSD(comparison, "Group.1.5hFm")
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Data.1.5hFm ~ Group.1.5hFm * Day.1.5hFm, data = MPDhourly1.5FM)
## 
## $Group.1.5hFm
##                         diff      lwr    upr  p adj
## 2.5 mg/kg-10.0 mg/kg -140.47 -302.870  21.93 0.1107
## 5.0 mg/kg-10.0 mg/kg   29.09 -142.099 200.27 0.9681
## Saline-10.0 mg/kg    -210.51 -381.698 -39.33 0.0107
## 5.0 mg/kg-2.5 mg/kg   169.56    7.154 331.96 0.0378
## Saline-2.5 mg/kg      -70.04 -232.445  92.36 0.6568
## Saline-5.0 mg/kg     -239.60 -410.785 -68.41 0.0030
TukeyHSD(comparison, "Day.1.5hFm")
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Data.1.5hFm ~ Group.1.5hFm * Day.1.5hFm, data = MPDhourly1.5FM)
## 
## $Day.1.5hFm
##       diff     lwr    upr  p adj
## 2-1 -66.26 -196.84  64.32 0.4394
## 3-1 -11.34 -141.93 119.24 0.9756
## 3-2  54.92  -75.67 185.50 0.5660
print(model.tables(aov.MPDhourly1.5FM, "means"), digits = 9)
## Tables of means
## Grand mean
##       
## 178.3 
## 
##  Group.1.5hFm 
##     10.0 mg/kg  2.5 mg/kg  5.0 mg/kg     Saline
##     262.293725 121.825224 291.381154 51.7821476
## rep  12.000000  15.000000  12.000000 12.0000000
## 
##  Day.1.5hFm 
##              1          2          3
##     204.159922 137.898656 192.815696
## rep  17.000000  17.000000  17.000000
## 
##  Group.1.5hFm:Day.1.5hFm 
##             Day.1.5hFm
## Group.1.5hFm 1      2      3     
##   10.0 mg/kg 235.93 243.94 307.02
##   rep          4.00   4.00   4.00
##   2.5 mg/kg  184.16  50.43 130.88
##   rep          5.00   5.00   5.00
##   5.0 mg/kg  311.76 246.20 316.18
##   rep          4.00   4.00   4.00
##   Saline      89.78  32.90  32.67
##   rep          4.00   4.00   4.00
MPDhourly2FM <- read.csv("~/Desktop/exp 2 posthochourFalafelMotion.csv")
MPDhourly2FM
##    Group.1hFm Day.1hFm Data.1hFm Group.1.5hFm Day.1.5hFm Data.1.5hFm
## 1      Saline        1    70.423       Saline          1       62.75
## 2      Saline        1    30.749       Saline          1       31.09
## 3      Saline        1    72.770       Saline          1       98.46
## 4      Saline        1   185.185       Saline          1       84.62
## 5      Saline        2    32.864       Saline          2       53.92
## 6      Saline        2     5.348       Saline          2       26.65
## 7      Saline        2    56.338       Saline          2       60.00
## 8      Saline        2    37.037       Saline          2       30.77
## 9      Saline        3    18.779       Saline          3       38.24
## 10     Saline        3     0.000       Saline          3       12.69
## 11     Saline        3    56.338       Saline          3       61.54
## 12     Saline        3    55.556       Saline          3       38.46
## 13  2.5 mg/kg        1   274.809    2.5 mg/kg          1      131.52
## 14  2.5 mg/kg        1    49.559    2.5 mg/kg          1       56.54
## 15  2.5 mg/kg        1    74.703    2.5 mg/kg          1       57.06
## 16  2.5 mg/kg        1   374.150    2.5 mg/kg          1      198.74
## 17  2.5 mg/kg        1   147.601    2.5 mg/kg          1      155.17
## 18  2.5 mg/kg        2   137.405    2.5 mg/kg          2      149.27
## 19  2.5 mg/kg        2    13.216    2.5 mg/kg          2       47.00
## 20  2.5 mg/kg        2    61.121    2.5 mg/kg          2       52.05
## 21  2.5 mg/kg        2    23.810    2.5 mg/kg          2       53.63
## 22  2.5 mg/kg        2    16.605    2.5 mg/kg          2       65.27
## 23  2.5 mg/kg        3   374.046    2.5 mg/kg          3      195.20
## 24  2.5 mg/kg        3    60.573    2.5 mg/kg          3       48.37
## 25  2.5 mg/kg        3    21.222    2.5 mg/kg          3       26.53
## 26  2.5 mg/kg        3    95.238    2.5 mg/kg          3       72.56
## 27  2.5 mg/kg        3   103.321    2.5 mg/kg          3       76.35
## 28  5.0 mg/kg        1   312.844    5.0 mg/kg          1      246.68
## 29  5.0 mg/kg        1   574.419    5.0 mg/kg          1      176.06
## 30  5.0 mg/kg        1   144.467    5.0 mg/kg          1       94.32
## 31  5.0 mg/kg        1   215.328    5.0 mg/kg          1      165.45
## 32  5.0 mg/kg        2   179.817    5.0 mg/kg          2      132.69
## 33  5.0 mg/kg        2   469.767    5.0 mg/kg          2      145.97
## 34  5.0 mg/kg        2   119.877    5.0 mg/kg          2       81.25
## 35  5.0 mg/kg        2   215.328    5.0 mg/kg          2      120.00
## 36  5.0 mg/kg        3   321.101    5.0 mg/kg          3      254.52
## 37  5.0 mg/kg        3   444.186    5.0 mg/kg          3      126.12
## 38  5.0 mg/kg        3   119.877    5.0 mg/kg          3       97.73
## 39  5.0 mg/kg        3   379.562    5.0 mg/kg          3      250.91
## 40 10.0 mg/kg        1   217.277   10.0 mg/kg          1      234.38
## 41 10.0 mg/kg        1   403.955   10.0 mg/kg          1      250.73
## 42 10.0 mg/kg        1   307.047   10.0 mg/kg          1      211.61
## 43 10.0 mg/kg        1    15.432   10.0 mg/kg          1       16.42
## 44 10.0 mg/kg        2   340.314   10.0 mg/kg          2      262.50
## 45 10.0 mg/kg        2   220.339   10.0 mg/kg          2      151.60
## 46 10.0 mg/kg        2   384.228   10.0 mg/kg          2      180.40
## 47 10.0 mg/kg        2    30.864   10.0 mg/kg          2       73.13
## 48 10.0 mg/kg        3    86.387   10.0 mg/kg          3       92.19
## 49 10.0 mg/kg        3   316.384   10.0 mg/kg          3      183.67
## 50 10.0 mg/kg        3   803.691   10.0 mg/kg          3      324.59
## 51 10.0 mg/kg        3    21.605   10.0 mg/kg          3       55.22
##    Group.2hFm Day.2hFm Data.2hFm
## 1      Saline        1    48.343
## 2      Saline        1    24.000
## 3      Saline        1    98.780
## 4      Saline        1   102.151
## 5      Saline        2    58.702
## 6      Saline        2    44.444
## 7      Saline        2    70.732
## 8      Saline        2    21.505
## 9      Saline        3    27.624
## 10     Saline        3     8.889
## 11     Saline        3    74.390
## 12     Saline        3    26.882
## 13  2.5 mg/kg        1    83.236
## 14  2.5 mg/kg        1    57.143
## 15  2.5 mg/kg        1    50.933
## 16  2.5 mg/kg        1   169.625
## 17  2.5 mg/kg        1   155.914
## 18  2.5 mg/kg        2   136.205
## 19  2.5 mg/kg        2    47.429
## 20  2.5 mg/kg        2    45.101
## 21  2.5 mg/kg        2    57.199
## 22  2.5 mg/kg        2    79.749
## 23  2.5 mg/kg        3   181.024
## 24  2.5 mg/kg        3    43.429
## 25  2.5 mg/kg        3    40.047
## 26  2.5 mg/kg        3    98.619
## 27  2.5 mg/kg        3   129.032
## 28  5.0 mg/kg        1   185.554
## 29  5.0 mg/kg        1   107.675
## 30  5.0 mg/kg        1    76.692
## 31  5.0 mg/kg        1   135.910
## 32  5.0 mg/kg        2   112.457
## 33  5.0 mg/kg        2   124.069
## 34  5.0 mg/kg        2    81.834
## 35  5.0 mg/kg        2   100.998
## 36  5.0 mg/kg        3   198.097
## 37  5.0 mg/kg        3    74.888
## 38  5.0 mg/kg        3    89.117
## 39  5.0 mg/kg        3   223.192
## 40 10.0 mg/kg        1   225.537
## 41 10.0 mg/kg        1   221.963
## 42 10.0 mg/kg        1   158.750
## 43 10.0 mg/kg        1    41.037
## 44 10.0 mg/kg        2   200.477
## 45 10.0 mg/kg        2   136.682
## 46 10.0 mg/kg        2   130.417
## 47 10.0 mg/kg        2    90.713
## 48 10.0 mg/kg        3    97.852
## 49 10.0 mg/kg        3   171.729
## 50 10.0 mg/kg        3   232.500
## 51 10.0 mg/kg        3    69.114
tapply(MPDhourly2FM$Data.2hFm, MPDhourly2FM$Group.2hFm, sd)
## 10.0 mg/kg  2.5 mg/kg  5.0 mg/kg     Saline 
##      64.63      49.99      50.26      30.81
tapply(MPDhourly2FM$Data.2hFm, MPDhourly2FM$Day.2hFm, sd)
##     1     2     3 
## 63.37 45.50 71.81
MPDhourly2FM$Group.2hFm <- as.factor(MPDhourly2FM$Group.2hFm)
MPDhourly2FM$Day.2hFm <- as.factor(MPDhourly2FM$Day.2hFm)
MPDhourly2FM$Data.2hFm <- as.numeric(MPDhourly2FM$Data.2hFm)
aov.MPDhourly2FM = aov(Data.2hFm ~ Group.1hFm * Day.2hFm, data = MPDhourly2FM)
summary(aov.MPDhourly2FM)
##                     Df Sum Sq Mean Sq F value  Pr(>F)    
## Group.1hFm           3  65606   21869    7.78 0.00034 ***
## Day.2hFm             2   4894    2447    0.87 0.42672    
## Group.1hFm:Day.2hFm  6   4648     775    0.28 0.94505    
## Residuals           39 109632    2811                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
comparison <- aov(Data.2hFm ~ Group.2hFm * Day.2hFm, data = MPDhourly2FM)
TukeyHSD(comparison, "Group.2hFm")
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Data.2hFm ~ Group.2hFm * Day.2hFm, data = MPDhourly2FM)
## 
## $Group.2hFm
##                        diff     lwr     upr  p adj
## 2.5 mg/kg-10.0 mg/kg -56.42 -111.52  -1.317 0.0430
## 5.0 mg/kg-10.0 mg/kg -22.19  -80.27  35.891 0.7358
## Saline-10.0 mg/kg    -97.53 -155.61 -39.445 0.0003
## 5.0 mg/kg-2.5 mg/kg   34.23  -20.87  89.329 0.3546
## Saline-2.5 mg/kg     -41.11  -96.21  13.993 0.2048
## Saline-5.0 mg/kg     -75.34 -133.42 -17.255 0.0066
TukeyHSD(comparison, "Day.2hFm")
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Data.2hFm ~ Group.2hFm * Day.2hFm, data = MPDhourly2FM)
## 
## $Day.2hFm
##        diff    lwr   upr  p adj
## 2-1 -23.796 -68.10 20.51 0.3991
## 3-1  -9.224 -53.53 35.08 0.8683
## 3-2  14.571 -29.73 58.88 0.7045
print(model.tables(aov.MPDhourly2FM, "means"), digits = 9)
## Tables of means
## Grand mean
##       
## 103.3 
## 
##  Group.1hFm 
##     10.0 mg/kg  2.5 mg/kg  5.0 mg/kg     Saline
##     148.064231 91.6457104 125.873537 50.5368263
## rep  12.000000 15.0000000  12.000000 12.0000000
## 
##  Day.2hFm 
##              1         2          3
##     114.308398 90.512447 105.083907
## rep  17.000000 17.000000  17.000000
## 
##  Group.1hFm:Day.2hFm 
##             Day.2hFm
## Group.1hFm   1      2      3     
##   10.0 mg/kg 161.82 139.57 142.80
##   rep          4.00   4.00   4.00
##   2.5 mg/kg  103.37  73.14  98.43
##   rep          5.00   5.00   5.00
##   5.0 mg/kg  126.46 104.84 146.32
##   rep          4.00   4.00   4.00
##   Saline      68.32  48.85  34.45
##   rep          4.00   4.00   4.00