I wanted to produce a stacked bar graph dealing with a dataset containing biomass from different species of herbivorous fish, which belong to different feeding guildes (grazers/browsers) and have been observed across different bays, sites and reef aspects. I want to display this aspect and tried to do so in the following graph. I wish to have scaled the grazer and browser species in different colour themes to make the distinction clear (aka blues and reds), but retain the difference between individual species (SE if possible but not necessarily). Problematic is also that the different types dont clump together on the graph. I dont know how to resolve this though.
The code I used is …
plot2 <- ggplot(bayreef, aes(x=interaction(bay,reefaspect),y=meanbiomass, fill=interaction(species,type), colour=type))+geom_bar(stat="identity")
plot2 <- plot2 + scale_fill_hue("grazer"="reds", "browser"="blues")
plot2 <- plot2 + scale_x_discrete(labels=c("Crest / Little Pionier", "Crest / Pionier", "Flat / Little Pionier", "Flat / Pionier"))
plot2 <- plot2 + theme_classic(base_size = 12, base_family = "")
plot2 <- plot2 + xlab("Reef aspects across bays") + theme(axis.title.x=element_text(size=16,face="bold"))
plot2 <- plot2 + theme(axis.text.x=element_text(angle=30, hjust=1, vjust=1))
plot2
The data used is
bay reefaspect species type meanbiomass sd se
1 Little Pionier Bay Crest Acanthurus sp. grazer 37.3466074 33.1108820 9.55828830
2 Little Pionier Bay Crest Chlorus microrhinus grazer 73.6559169 16.1972196 4.67573455
3 Little Pionier Bay Crest Kyphosidae browser 15.7671586 22.2981295 6.43691554
4 Little Pionier Bay Crest Naso unicornis browser 0.0000000 0.0000000 0.00000000
5 Little Pionier Bay Crest Platax sp. browser 79.7765218 112.8210392 32.56862866
6 Little Pionier Bay Crest Scarus rivulatus grazer 349.6316135 47.6521281 13.75598451
7 Little Pionier Bay Crest Scarus sp. grazer 105.7073736 8.2609870 2.38474154
8 Little Pionier Bay Crest Siganus caligulatus browser 15.9865133 22.6083440 6.52646675
9 Little Pionier Bay Crest Siganus doliatus grazer 144.7839062 7.0905667 2.04687030
10 Little Pionier Bay Crest Siganus lineatus browser 52.2767747 29.9854272 8.65604722
11 Little Pionier Bay Crest Siganus puellis grazer 0.0000000 0.0000000 0.00000000
12 Little Pionier Bay Crest Siganus vulpinus grazer 0.0000000 0.0000000 0.00000000
13 Little Pionier Bay Flat Acanthurus sp. grazer 128.4966437 131.4472282 37.94554628
14 Little Pionier Bay Flat Chlorus microrhinus grazer 31.1013765 43.9839885 12.69708380
15 Little Pionier Bay Flat Kyphosidae browser 1.2150360 1.7183204 0.49603637
16 Little Pionier Bay Flat Naso unicornis browser 0.0000000 0.0000000 0.00000000
17 Little Pionier Bay Flat Platax sp. browser 0.0000000 0.0000000 0.00000000
18 Little Pionier Bay Flat Scarus rivulatus grazer 254.7203565 189.4881645 54.70052140
19 Little Pionier Bay Flat Scarus sp. grazer 153.5634393 35.2397847 10.17284958
20 Little Pionier Bay Flat Siganus caligulatus browser 0.0000000 0.0000000 0.00000000
21 Little Pionier Bay Flat Siganus doliatus grazer 82.2371130 42.7959296 12.35412073
22 Little Pionier Bay Flat Siganus lineatus browser 0.0000000 0.0000000 0.00000000
23 Little Pionier Bay Flat Siganus puellis grazer 0.1309192 0.1851478 0.05344756
24 Little Pionier Bay Flat Siganus vulpinus grazer 0.0000000 0.0000000 0.00000000
25 Pionier Bay Crest Acanthurus sp. grazer 133.7529913 132.2174288 38.16788406
26 Pionier Bay Crest Chlorus microrhinus grazer 62.2027530 0.0000000 0.00000000
27 Pionier Bay Crest Kyphosidae browser 5.4614001 7.7235861 2.22960726
28 Pionier Bay Crest Naso unicornis browser 14.4845452 20.4842403 5.91329082
29 Pionier Bay Crest Platax sp. browser 26.5921740 37.6070131 10.85620956
30 Pionier Bay Crest Scarus rivulatus grazer 356.7316585 251.9779148 72.73975846
31 Pionier Bay Crest Scarus sp. grazer 221.6165110 183.3991895 52.94278572
32 Pionier Bay Crest Siganus caligulatus browser 0.0000000 0.0000000 0.00000000
33 Pionier Bay Crest Siganus doliatus grazer 187.3705947 224.7579079 64.88201930
34 Pionier Bay Crest Siganus lineatus browser 155.3693789 219.7254829 63.42928335
35 Pionier Bay Crest Siganus puellis grazer 48.8260281 54.8655623 15.83832358
36 Pionier Bay Crest Siganus vulpinus grazer 149.1514527 172.8811497 49.90648916
37 Pionier Bay Flat Acanthurus sp. grazer 120.8111113 9.3324359 2.69404219
38 Pionier Bay Flat Chlorus microrhinus grazer 31.1013765 43.9839885 12.69708380
39 Pionier Bay Flat Kyphosidae browser 0.0000000 0.0000000 0.00000000
40 Pionier Bay Flat Naso unicornis browser 0.0000000 0.0000000 0.00000000
41 Pionier Bay Flat Platax sp. browser 0.0000000 0.0000000 0.00000000
42 Pionier Bay Flat Scarus rivulatus grazer 253.1849091 16.2296929 4.68510878
43 Pionier Bay Flat Scarus sp. grazer 206.9541989 7.4724640 2.15711456
44 Pionier Bay Flat Siganus caligulatus browser 0.0000000 0.0000000 0.00000000
45 Pionier Bay Flat Siganus doliatus grazer 141.6131771 35.9189172 10.36889827
46 Pionier Bay Flat Siganus lineatus browser 0.0000000 0.0000000 0.00000000
47 Pionier Bay Flat Siganus puellis grazer 0.0000000 0.0000000 0.00000000
48 Pionier Bay Flat Siganus vulpinus grazer 0.0000000 0.0000000 0.00000000