This function calculates the Mean Trophic Level of the community weighted by biomass for \(j\) areas and \(i\) years.
meanTLCommunity(X, TL.table, metric = "BIOMASS", years)
A dataframe of fishery independent data derived from research vessel
survey data or model output, with columns YEAR
, ID
,
SPECIES
, and BIOMASS
. YEAR
indicates the year the
observation was recorded, ID
is an area code indicating where the
observation was recorded, SPECIES
is a numeric code indicating the
species sampled, and BIOMASS
is the corresponding biomass (stratified
and corrected for catchability as required).
A dataframe with columns SPECIES
and the corresponding
TL
(trophic level). Entries in the SPECIES
column should be
the unique values of species codes in X
(or a subset thereof). Other
columns in TL.table
are ignored.
A character string indicating which column in X
to use to
calculate indicator. Default is metric = "BIOMASS"
.
A vector of years for which to calculate indicator.
Returns a dataframe with 3 columns. ID
, YEAR
, and
MeanTLCommunity
.
If there is no data for spatial scale \(j\) in year \(i\), indicator
value is assigned NA
.
Mean trophic level (TL): $$TL = \Sigma (TL_i*B_i)/\Sigma B_i$$ \(TL_i\) is trophic level of species \(i\), and \(B_i\) is the biomass of species \(i\).
This indicator is based on trophic levels of all species with available biomass time series, weighted by annual species-specific biomass, to reflect the structure of the community (Christensen, 1998).
Bundy A, Gomez C, Cook AM. 2017. Guidance framework for the selection and evaluation of ecological indicators. Can. Tech. Rep. Fish. Aquat. Sci. 3232: xii + 212 p.
Christensen V. 1998. Fishery-induced changes in a marine ecosystem: insight from models of the Gulf of Thailand. J. Fish Bio. 53:128-142. Article No. jb980809
Shannon L, Coll M, Bundy A, Gascuel D, Heymans JJ, Kleisner K, Lynam CP, Piroddi C, Tam J, Travers-Trolet M, Shin Y. 2014. Trophic level-based indicators to track fishing impacts across marine ecosystems. Mar. Ecol. Prog. Ser. 512, 115<U+2013>140.
Other ecosystem structure and function indicators: allStructure
,
biomassRatio
,
communityCondition
,
largeFishIndicator
,
largeSpeciesIndicator
# NOT RUN {
# Compile data
data(X)
data(species.info)
# Calculate indicator
meanTLCommunity(X, TL.table = species.info, metric = "BIOMASS", years = c(2014:2019))
# }
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