I have tried to create box plot of multiple variables ( including error bar and mean value) with the following data set and code:
GD | As(III) | As(V) | DMA |
---|---|---|---|
SD | 204.67 | 111.83 | 28.50 |
SD | 147.99 | 83.52 | 32.00 |
SD | 180.14 | 89.91 | 22.37 |
SD | 174.77 | 82.58 | 28.65 |
SD | 237.04 | 116.60 | 30.76 |
SD | 223.24 | 117.23 | 32.25 |
SD | 207.66 | 185.22 | 23.01 |
SD | 227.52 | 168.53 | 27.29 |
SD | 245.76 | 95.22 | 39.41 |
SD | 223.32 | 98.36 | 37.17 |
SD | 266.18 | 139.42 | 39.67 |
SD | 254.49 | 166.25 | 44.87 |
SD | 243.29 | 130.25 | 34.16 |
SD | 232.71 | 175.33 | 31.37 |
SD | 204.41 | 102.33 | 23.84 |
SD | 159.67 | 107.82 | 17.73 |
SD | 222.93 | 302.68 | 24.31 |
SD | 0.00 | 141.30 | 25.10 |
SD | 182.18 | 359.29 | 19.13 |
SD | 185.37 | 314.82 | 23.73 |
SD | 117.30 | 135.41 | 18.80 |
SD | 115.27 | 219.87 | 17.42 |
SD | 150.64 | 104.76 | 19.38 |
SD | 136.07 | 84.40 | 19.96 |
SD | 97.47 | 95.46 | 33.38 |
SD | 107.55 | 87.37 | 29.10 |
SD | 192.28 | 111.07 | 25.23 |
SD | 190.13 | 125.81 | 22.26 |
SD | 113.75 | 89.98 | 21.41 |
SD | 99.76 | 75.95 | 14.55 |
SD | 126.90 | 83.13 | 47.34 |
SD | 108.55 | 95.68 | 49.64 |
SD | 162.66 | 111.95 | 29.89 |
SD | 170.36 | 129.30 | 24.89 |
SD | 170.24 | 161.31 | 11.14 |
SD | 159.10 | 141.48 | 12.43 |
SD | 190.52 | 90.04 | 23.63 |
SD | 176.07 | 85.61 | 23.53 |
SD | 156.56 | 71.10 | 20.82 |
SD | 144.60 | 98.02 | 15.82 |
SD | 105.61 | 219.65 | 18.45 |
SD | 122.87 | 209.81 | 19.38 |
LD | 204.04 | 146.75 | 20.52 |
LD | 192.27 | 122.13 | 21.41 |
LD | 180.67 | 90.54 | 29.72 |
LD | 181.65 | 61.29 | 28.14 |
LD | 152.31 | 117.45 | 26.06 |
LD | 156.84 | 140.16 | 21.86 |
LD | 196.73 | 121.18 | 43.37 |
LD | 201.56 | 112.01 | 59.25 |
LD | 150.18 | 47.71 | 111.86 |
LD | 149.25 | 59.57 | 98.83 |
LD | 301.24 | 107.84 | 30.24 |
LD | 222.81 | 84.93 | 22.54 |
LD | 167.38 | 160.23 | 26.64 |
LD | 152.51 | 179.93 | 34.64 |
LD | 116.70 | 74.41 | 37.27 |
LD | 100.91 | 97.41 | 36.36 |
LD | 150.13 | 124.40 | 24.46 |
LD | 169.49 | 158.51 | 31.84 |
LD | 128.48 | 148.99 | 41.13 |
LD | 124.93 | 131.18 | 41.37 |
LD | 110.73 | 63.25 | 33.26 |
LD | 113.17 | 306.77 | 28.49 |
LD | 93.32 | 105.54 | 34.69 |
LD | 105.35 | 139.07 | 30.22 |
LD | 136.99 | 65.36 | 31.13 |
LD | 130.23 | 78.49 | 32.98 |
LD | 93.45 | 59.23 | 48.78 |
LD | 102.94 | 67.61 | 43.74 |
LD | 179.26 | 83.71 | 32.27 |
LD | 152.09 | 105.83 | 29.34 |
LD | 128.67 | 96.53 | 45.21 |
LD | 151.38 | 119.54 | 47.58 |
LD | 121.15 | 180.54 | 48.02 |
LD | 109.91 | 131.97 | 39.61 |
LD | 105.32 | 112.96 | 39.58 |
LD | 107.44 | 93.17 | 36.49 |
LD | 124.15 | 146.74 | 44.26 |
LD | 134.95 | 248.19 | 46.99 |
LD | 103.87 | 83.19 | 52.79 |
LD | 103.97 | 106.20 | 52.71 |
LD | 218.52 | 63.01 | 35.61 |
LD | 247.60 | 40.58 | 30.25 |
LD | 166.14 | 52.53 | 39.89 |
LD | 160.68 | 62.15 | 46.89 |
LD | 164.12 | 31.30 | 20.38 |
LD | 163.71 | 32.98 | 20.36 |
LD | 132.94 | 169.62 | 16.55 |
LD | 111.15 | 174.36 | 19.24 |
LD | 86.32 | 164.64 | 16.61 |
LD | 81.49 | 167.59 | 18.59 |
library(readxl)
Data<-read_excel("Speciation.xlsx", sheet = "Sheet1")
Data
library(reshape2)
Data_long <- melt(Data, id = "GD" )
head(Data_long)
library(ggplot2)
As <- ggplot(Data_long, aes(x = variable,y = value, fill = GD))+
geom_boxplot()+
stat_boxplot(geom = "errorbar", width = 0.2, color="black") +
stat_summary(fun = "mean", geom = "point", size = 1.5, col = "red")
As
But the resulting plot looks below where the error bar and mean value are out of box:
Please help to fix this.