library(MCE) # Load the package library(dplyr) # Load some data manipulation tools data.frame(Light = seq(0.001, 1, length = 500)) %>% # Choose light levels mutate("Bright depths" = depth(Light), # Calculate depths "Shaded depths" = depth(Light, shade = 0.25), # Calculate depths with shading "Shallow community" = shallow(Light), # Shallow community at these light levels "Mesophotic community" = mesophotic(Light), # Mesophotic community at these light levels "Whole reef" = reef(Light)) -> depth.distribution # Calculate reef-wide community values
As the default light levels are shared across all the functions, specifying a set of light levels isn’t really neccessary. You would get the same result not specifying Light
anywhere in the above code. I think including it helps to show how things are working, and makes the code more readable.
The following table show’s the values we simulated.
Light | Bright depths | Shaded depths | Shallow community | Mesophotic community | Whole reef |
---|---|---|---|---|---|
0.001000 | 138.15511 | 110.42922 | 0.0028897 | 0.0152591 | 0.0123694 |
0.003002 | 116.16950 | 88.44362 | 0.0085491 | 0.0275055 | 0.0189565 |
0.005004 | 105.95032 | 78.22443 | 0.0140466 | 0.0360121 | 0.0219655 |
0.007006 | 99.21973 | 71.49385 | 0.0193891 | 0.0428429 | 0.0234538 |
0.009008 | 94.19281 | 66.46692 | 0.0245830 | 0.0486119 | 0.0240289 |
We don’t actually need to go to the effort of simulating a reef to get the boundary depths between the shallow, upper mesophotic, and lower mesophotic zones. MCE
comes with a built in reef_boundary
function which returns the light level where a patch of reef would look just as much shallow as it does mesophotic.
If we pass this light level to the depth
function, we can then get the shallowest and deepest depths where the two communities overlap. This is the same as identifying the upper and lower limits of the upper mesophotic zone.
boundaries <- data.frame(Boundary = c("lower", "upper"), Depth = c(depth(reef_boundary()), depth(reef_boundary(), shade = 0.25)))
Boundary | Depth |
---|---|
lower | 66.53724 |
upper | 38.81135 |