Sal vs. IL falafel bout analysis

exp1FB <- read.csv("~/Desktop/experiment 1 bout analysis F.csv")
exp1FB
##    Group.Fb Days.Fb Data.Fb Group.Fbl Days.Fbl Data.Fbl
## 1    Saline       1   86.78    Saline        1    59.68
## 2    Saline       1   99.01    Saline        1    48.03
## 3    Saline       1   69.70    Saline        1    60.06
## 4    Saline       1   91.30    Saline        1    72.18
## 5    Saline       1   76.53    Saline        1    71.87
## 6    Saline       1   73.86    Saline        1    73.74
## 7    Saline       1  104.76    Saline        1    95.59
## 8    Saline       1  102.56    Saline        1    45.29
## 9    Saline       1   82.09    Saline        1    84.02
## 10   Saline       2   95.04    Saline        2    73.58
## 11   Saline       2   74.26    Saline        2    79.86
## 12   Saline       2   75.76    Saline        2    85.09
## 13   Saline       2   82.61    Saline        2    78.95
## 14   Saline       2   96.94    Saline        2    97.09
## 15   Saline       2   73.86    Saline        2    59.97
## 16   Saline       2  123.81    Saline        2    93.14
## 17   Saline       2  111.11    Saline        2    56.92
## 18   Saline       2  115.67    Saline        2    91.88
## 19   Saline       3   86.78    Saline        3    60.25
## 20   Saline       3   74.26    Saline        3    76.97
## 21   Saline       3  103.03    Saline        3    96.10
## 22   Saline       3   73.91    Saline        3    53.38
## 23   Saline       3   91.84    Saline        3    97.86
## 24   Saline       3   85.23    Saline        3    75.36
## 25   Saline       3   90.48    Saline        3    73.53
## 26   Saline       3  102.56    Saline        3    66.71
## 27   Saline       3  123.13    Saline        3   121.77
## 28    IL-1B       1   76.92     IL-1B        1    62.38
## 29    IL-1B       1   48.91     IL-1B        1    14.63
## 30    IL-1B       1   37.50     IL-1B        1    28.65
## 31    IL-1B       1   33.02     IL-1B        1    17.33
## 32    IL-1B       1   18.02     IL-1B        1    16.94
## 33    IL-1B       1   47.06     IL-1B        1    23.48
## 34    IL-1B       1   47.62     IL-1B        1    23.27
## 35    IL-1B       1   51.20     IL-1B        1    18.37
## 36    IL-1B       1   79.17     IL-1B        1    29.82
## 37    IL-1B       2   91.35     IL-1B        2    60.40
## 38    IL-1B       2   48.91     IL-1B        2    20.33
## 39    IL-1B       2   46.88     IL-1B        2    33.85
## 40    IL-1B       2   47.17     IL-1B        2    43.73
## 41    IL-1B       2   58.56     IL-1B        2    51.55
## 42    IL-1B       2   64.71     IL-1B        2    49.90
## 43    IL-1B       2   71.43     IL-1B        2    42.75
## 44    IL-1B       2   54.22     IL-1B        2    52.42
## 45    IL-1B       2   83.33     IL-1B        2    52.28
## 46    IL-1B       3  134.62     IL-1B        3   121.78
## 47    IL-1B       3  114.13     IL-1B        3   116.26
## 48    IL-1B       3  115.62     IL-1B        3   118.23
## 49    IL-1B       3  127.36     IL-1B        3   115.51
## 50    IL-1B       3   99.10     IL-1B        3    95.73
## 51    IL-1B       3  100.00     IL-1B        3   105.68
## 52    IL-1B       3  104.76     IL-1B        3   162.88
## 53    IL-1B       3   78.31     IL-1B        3    61.38
## 54    IL-1B       3  112.50     IL-1B        3   122.11
tapply(exp1FB$Data.Fb, exp1FB$Group.Fb, sd)
##  IL-1B Saline 
##  31.36  15.68
tapply(exp1FB$Data.Fb, exp1FB$Days.Fb, sd)
##     1     2     3 
## 25.52 23.58 17.93
exp1FB$Group.Fb <- as.factor(exp1FB$Group.Fb)
exp1FB$Days.Fb <- as.factor(exp1FB$Days.Fb)
exp1FB$Data.Fb <- as.numeric(exp1FB$Data.Fb)
aov.exp1FB = aov(Data.Fb ~ Group.Fb * Days.Fb, data = exp1FB)
summary(aov.exp1FB)
##                  Df Sum Sq Mean Sq F value  Pr(>F)    
## Group.Fb          1   4169    4169    14.8 0.00035 ***
## Days.Fb           2  10140    5070    18.0 1.5e-06 ***
## Group.Fb:Days.Fb  2   8299    4149    14.7 1.0e-05 ***
## Residuals        48  13517     282                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
comparison <- aov(Data.Fb ~ Group.Fb * Days.Fb, data = exp1FB)
TukeyHSD(comparison, "Group.Fb")
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Data.Fb ~ Group.Fb * Days.Fb, data = exp1FB)
## 
## $Group.Fb
##               diff   lwr   upr p adj
## Saline-IL-1B 17.57 8.391 26.76 4e-04
TukeyHSD(comparison, "Days.Fb")
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Data.Fb ~ Group.Fb * Days.Fb, data = exp1FB)
## 
## $Days.Fb
##      diff    lwr   upr  p adj
## 2-1 10.53 -2.995 24.06 0.1546
## 3-1 32.87 19.339 46.39 0.0000
## 3-2 22.33  8.806 35.86 0.0006
print(model.tables(aov.exp1FB, "means"), digits = 17)
## Tables of means
## Grand mean
##       
## 82.58 
## 
##  Group.Fb 
## Group.Fb
##  IL-1B Saline 
##  73.79  91.37 
## 
##  Days.Fb 
## Days.Fb
##      1      2      3 
##  68.11  78.64 100.98 
## 
##  Group.Fb:Days.Fb 
##         Days.Fb
## Group.Fb 1      2      3     
##   IL-1B   48.82  62.95 109.60
##   Saline  87.40  94.34  92.36
exp1FBl <- read.csv("~/Desktop/experiment 1 bout analysis F.csv")
exp1FBl
##    Group.Fb Days.Fb Data.Fb Group.Fbl Days.Fbl Data.Fbl
## 1    Saline       1   86.78    Saline        1    59.68
## 2    Saline       1   99.01    Saline        1    48.03
## 3    Saline       1   69.70    Saline        1    60.06
## 4    Saline       1   91.30    Saline        1    72.18
## 5    Saline       1   76.53    Saline        1    71.87
## 6    Saline       1   73.86    Saline        1    73.74
## 7    Saline       1  104.76    Saline        1    95.59
## 8    Saline       1  102.56    Saline        1    45.29
## 9    Saline       1   82.09    Saline        1    84.02
## 10   Saline       2   95.04    Saline        2    73.58
## 11   Saline       2   74.26    Saline        2    79.86
## 12   Saline       2   75.76    Saline        2    85.09
## 13   Saline       2   82.61    Saline        2    78.95
## 14   Saline       2   96.94    Saline        2    97.09
## 15   Saline       2   73.86    Saline        2    59.97
## 16   Saline       2  123.81    Saline        2    93.14
## 17   Saline       2  111.11    Saline        2    56.92
## 18   Saline       2  115.67    Saline        2    91.88
## 19   Saline       3   86.78    Saline        3    60.25
## 20   Saline       3   74.26    Saline        3    76.97
## 21   Saline       3  103.03    Saline        3    96.10
## 22   Saline       3   73.91    Saline        3    53.38
## 23   Saline       3   91.84    Saline        3    97.86
## 24   Saline       3   85.23    Saline        3    75.36
## 25   Saline       3   90.48    Saline        3    73.53
## 26   Saline       3  102.56    Saline        3    66.71
## 27   Saline       3  123.13    Saline        3   121.77
## 28    IL-1B       1   76.92     IL-1B        1    62.38
## 29    IL-1B       1   48.91     IL-1B        1    14.63
## 30    IL-1B       1   37.50     IL-1B        1    28.65
## 31    IL-1B       1   33.02     IL-1B        1    17.33
## 32    IL-1B       1   18.02     IL-1B        1    16.94
## 33    IL-1B       1   47.06     IL-1B        1    23.48
## 34    IL-1B       1   47.62     IL-1B        1    23.27
## 35    IL-1B       1   51.20     IL-1B        1    18.37
## 36    IL-1B       1   79.17     IL-1B        1    29.82
## 37    IL-1B       2   91.35     IL-1B        2    60.40
## 38    IL-1B       2   48.91     IL-1B        2    20.33
## 39    IL-1B       2   46.88     IL-1B        2    33.85
## 40    IL-1B       2   47.17     IL-1B        2    43.73
## 41    IL-1B       2   58.56     IL-1B        2    51.55
## 42    IL-1B       2   64.71     IL-1B        2    49.90
## 43    IL-1B       2   71.43     IL-1B        2    42.75
## 44    IL-1B       2   54.22     IL-1B        2    52.42
## 45    IL-1B       2   83.33     IL-1B        2    52.28
## 46    IL-1B       3  134.62     IL-1B        3   121.78
## 47    IL-1B       3  114.13     IL-1B        3   116.26
## 48    IL-1B       3  115.62     IL-1B        3   118.23
## 49    IL-1B       3  127.36     IL-1B        3   115.51
## 50    IL-1B       3   99.10     IL-1B        3    95.73
## 51    IL-1B       3  100.00     IL-1B        3   105.68
## 52    IL-1B       3  104.76     IL-1B        3   162.88
## 53    IL-1B       3   78.31     IL-1B        3    61.38
## 54    IL-1B       3  112.50     IL-1B        3   122.11
tapply(exp1FBl$Data.Fbl, exp1FBl$Group.Fbl, sd)
##  IL-1B Saline 
##  42.22  17.85
tapply(exp1FBl$Data.Fbl, exp1FBl$Days.Fbl, sd)
##     1     2     3 
## 26.20 21.79 29.00
exp1FBl$Group.Fbl <- as.factor(exp1FBl$Group.Fbl)
exp1FBl$Days.Fbl <- as.factor(exp1FBl$Days.Fbl)
exp1FBl$Data.Fbl <- as.numeric(exp1FBl$Data.Fbl)
aov.exp1FBl = aov(Data.Fbl ~ Group.Fbl * Days.Fbl, data = exp1FBl)
summary(aov.exp1FBl)
##                    Df Sum Sq Mean Sq F value Pr(>F)    
## Group.Fbl           1   2777    2777    8.35 0.0058 ** 
## Days.Fbl            2  23376   11688   35.13  4e-10 ***
## Group.Fbl:Days.Fbl  2  15294    7647   22.99  1e-07 ***
## Residuals          48  15970     333                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
comparison <- aov(Data.Fbl ~ Group.Fbl * Days.Fbl, data = exp1FBl)
TukeyHSD(comparison, "Group.Fbl")
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Data.Fbl ~ Group.Fbl * Days.Fbl, data = exp1FBl)
## 
## $Group.Fbl
##               diff   lwr   upr  p adj
## Saline-IL-1B 14.34 4.361 24.32 0.0058
TukeyHSD(comparison, "Days.Fbl")
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Data.Fbl ~ Group.Fbl * Days.Fbl, data = exp1FBl)
## 
## $Days.Fbl
##      diff   lwr   upr  p adj
## 2-1 15.46  0.76 30.17 0.0373
## 3-1 49.79 35.08 64.49 0.0000
## 3-2 34.32 19.62 49.03 0.0000
print(model.tables(aov.exp1FBl, "means"), digits = 17)
## Tables of means
## Grand mean
##       
## 68.71 
## 
##  Group.Fbl 
## Group.Fbl
##  IL-1B Saline 
##  61.54  75.88 
## 
##  Days.Fbl 
## Days.Fbl
##     1     2     3 
## 46.96 62.43 96.75 
## 
##  Group.Fbl:Days.Fbl 
##          Days.Fbl
## Group.Fbl 1      2      3     
##    IL-1B   26.10  45.24 113.28
##    Saline  67.83  79.61  80.22