Mercurial > repos > ecology > pampa_communitymetrics

annotate FunctPAMPAGalaxy.r @ 0:ddd5b2e74b8b draft

Find changesets by keywords (author, files, the commit message), revision number or hash, or revset expression.
"planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
author ecology
date Tue, 21 Jul 2020 06:00:10 -0400
parents
children 5bd7ddd7601f
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0
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
1 #Rscript
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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3
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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4 ##################################################################################################################################
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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5 ####################### PAMPA Galaxy tools functions : Calculate metrics, compute GLM and plot #################################
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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6 ##################################################################################################################################
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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7
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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8 #### Based on Yves Reecht R script
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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9 #### Modified by Coline ROYAUX for integrating within Galaxy-E
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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10
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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11 ######################################### start of the function fact.def.f called by FunctExeCalcCommIndexesGalaxy.r and FunctExeCalcPresAbsGalaxy.r
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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12 ####### Define the finest aggregation with the observation table
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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13
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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14 fact.det.f <- function (Obs,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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15 size.class="size.class",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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16 code.especes="species.code",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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17 unitobs="observation.unit")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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18 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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19 if (any(is.element(c(size.class), colnames(obs))) && all(! is.na(obs[, size.class])))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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20 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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21 factors <- c(unitobs, code.especes, size.class)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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22 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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23 factors <- c(unitobs, code.especes)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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24 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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25 return(factors)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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26 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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27
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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28 ######################################### end of the function fact.def.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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29
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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30 ######################################### start of the function def.typeobs.f called by FunctExeCalcCommIndexesGalaxy.r and FunctExeCalcPresAbsGalaxy.r
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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31 ####### Define observation type from colnames
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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32
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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33 def.typeobs.f <- function(Obs)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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34 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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35 if (any(is.element(c("rotation","rot","rotate"),colnames(obs))))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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36 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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37 ObsType <- "SVR"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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38 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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39 ObsType <- "other"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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40 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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41 return(ObsType)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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42 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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43 ######################################### end of the function fact.def.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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44
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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45 ######################################### start of the function create.unitobs called by FunctExeCalcCommIndexesGalaxy.r and FunctExeCalcPresAbsGalaxy.r
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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46 ####### Create unitobs column when inexistant
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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47 create.unitobs <- function(data,year="year",point="point", unitobs="observation.unit")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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48 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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49 if (is.element(paste(unitobs),colnames(data)) && all(grepl("[1-2][0|8|9][0-9]{2}_.*",data[,unitobs])==FALSE))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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50 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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51 unitab <- data
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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52
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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53 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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54
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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55 unitab <- unite(data,col="observation.unit",c(year,point))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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56 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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57 return(unitab)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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58 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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59 ######################################### start of the function create.unitobs
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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60
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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61 ######################################### start of the function create.year.point called by FunctExeCalcCommIndexesGalaxy.r and FunctExeCalcPresAbsGalaxy.r
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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62 ####### separate unitobs column when existant
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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63 create.year.point <- function(data,year="year",point="point", unitobs="observation.unit")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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64 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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65 if (all(grepl("[1-2][0|8|9][0-9]{2}_.*",data[,unitobs]))==TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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66 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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67 tab <- separate(data,col=unitobs,into=c(year,point),sep="_")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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68 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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69 tab <- separate(data,col=unitobs,into=c("site1", year,"obs"),sep=c(2,4))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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70 tab <- unite(tab, col=point, c("site1","obs"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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71
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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72 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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73
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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74 tab <- cbind(tab,observation.unit = data[,unitobs])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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75
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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76 return(tab)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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77 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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78 ######################################### start of the function create.unitobs
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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79
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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80 ######################################### start of the function check_file called by every Galaxy Rscripts
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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81
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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82 check_file<-function(dataset,err_msg,vars,nb_vars){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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83
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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84 ## Purpose: General function to check integrity of input file. Will
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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85 ## check numbers and contents of variables(colnames).
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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86 ## return an error message and exit if mismatch detected
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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87 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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88 ## Arguments: dataset : dataset name
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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89 ## err_msg : output error
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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90 ## vars : expected name of variables
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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91 ## nb_vars : expected number of variables
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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92 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
93 ## Author: Alan Amosse, Benjamin Yguel
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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94
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
95 if(ncol(dataset) < nb_vars){ #checking for right number of columns in the file if not = error message
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
96 cat("\nerr nb var\n")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
97 stop(err_msg, call.=FALSE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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98 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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99
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
100 for(i in vars){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
101 if(!(i %in% names(dataset))){ #checking colnames
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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102 stop(err_msg,call.=FALSE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
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103 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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104 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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105 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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106
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
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107 ######################################### end of the function check_file
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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108
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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109
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
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110 ######################################### start of the function statRotationsNumber.f called by calc.numbers.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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111
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
112 statRotationsNumber.f <- function(factors, obs)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
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113 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
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114 ## Purpose: Computing abundance statistics by rotation (max, sd)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
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115 ## on SVR data
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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116 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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117 ## Arguments: factors : Names of aggregation factors
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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118 ## obs : observation data
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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119 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
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120 ## Author: Yves Reecht, Date: 29 oct. 2012, 16:01 modified by Coline ROYAUX 04 june 2020
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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121
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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122 ## Identification of valid rotations :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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123 if (is.element("observation.unit", factors))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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124 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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125 ## valid rotations (empty must be there as well) :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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126 rotations <- tapply(obs$rotation,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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127 as.list(obs[ , c("observation.unit", "rotation"), drop=FALSE]),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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128 function(x)length(x) > 0)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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129
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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130 ## Changing NA rotations in FALSE :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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131 rotations[is.na(rotations)] <- FALSE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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132 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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133 #stop(mltext("statRotations.err.1"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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134 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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135
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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136 ## ###########################################################
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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137 ## Abundance per rotation at chosen aggregation factors :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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138 nombresR <- tapply(obs$number,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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139 as.list(obs[ , c(factors, "rotation"), drop=FALSE]),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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140 function(x,...){ifelse(all(is.na(x)), NA, sum(x,...))},
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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141 na.rm = TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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142
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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143 ## If valid rotation NA are considered 0 :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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144 nombresR <- sweep(nombresR,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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145 match(names(dimnames(rotations)), names(dimnames(nombresR)), nomatch=NULL),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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146 rotations, # Tableau des secteurs valides (booléens).
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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147 function(x, y)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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148 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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149 x[is.na(x) & y] <- 0 # Lorsque NA et secteur valide => 0.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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150 return(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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151 })
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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152
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
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153 ## ##################################################
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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154 ## Statistics :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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155
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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156 ## Means :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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157 nombresMean <- apply(nombresR, which(is.element(names(dimnames(nombresR)), factors)),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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158 function(x,...){ifelse(all(is.na(x)), NA, mean(x,...))}, na.rm=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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159
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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160 ## Maxima :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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161 nombresMax <- apply(nombresR, which(is.element(names(dimnames(nombresR)), factors)),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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162 function(x,...){ifelse(all(is.na(x)), NA, max(x,...))}, na.rm=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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163
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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164 ## SD :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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165 nombresSD <- apply(nombresR, which(is.element(names(dimnames(nombresR)), factors)),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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166 function(x,...){ifelse(all(is.na(x)), NA, sd(x,...))}, na.rm=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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167
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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168 ## Valid rotations count :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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169 nombresRotations <- apply(rotations, 1, sum, na.rm=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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170
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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171 ## Results returned as list :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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172 return(list(nombresMean=nombresMean, nombresMax=nombresMax, nombresSD=nombresSD,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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173 nombresRotations=nombresRotations, nombresTot=nombresR))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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174 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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175
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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176 ######################################### end of the function statRotationsNumber.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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177
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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178 ######################################### start of the function calcNumber.default.f called by calc.numbers.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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179
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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180 calcNumber.default.f <- function(obs,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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181 factors=c("observation.unit", "species.code", "size.class"),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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182 nbName="number")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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183 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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184 ## Purpose : Compute abundances at finest aggregation
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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185 ## ---------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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186 ## Arguments: obs : observation table
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
187 ## factors : aggregation factors
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
188 ## nbName : name of abundance column.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
189 ##
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
190 ## Output: array with ndimensions = nfactors.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
191 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
192 ## Author: Yves Reecht, Date: 19 déc. 2011, 13:38 modified by Coline ROYAUX 04 june 2020
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
193
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
194 ## Sum individuals number :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
195 nbr <- tapply(obs[ , nbName],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
196 as.list(obs[ , factors]),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
197 sum, na.rm = TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
198
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
199 ## Absences as "true zero" :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
200 nbr[is.na(nbr)] <- 0
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
201
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
202 return(nbr)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
203 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
204
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
205 ######################################### end of the function calcNumber.default.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
206
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
207 ######################################### start of the function calc.numbers.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
208
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
209 calc.numbers.f <- function(obs, ObsType="", factors=c("observation.unit", "species.code", "size.class"), nbName="number")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
210 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
211 ## Purpose: Produce data.frame used as table from output of calcNumber.default.f().
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
212 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
213 ## Arguments: obs : observation table
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
214 ## ObsType : Type of observation (SVR, LIT, ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
215 ## factors : aggregation factors
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
216 ## nbName : name of abundance column
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
217 ##
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
218 ## Output: data.frame with (N aggregation factors + 1) columns
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
219 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
220 ## Author: Yves Reecht, Date: 19 déc. 2011, 13:46 modified by Coline ROYAUX 04 june 2020
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
221
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
222 if (ObsType == "SVR")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
223 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
224 ## Compute SVR abundances statistics :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
225 statRotations <- statRotationsNumber.f(factors=factors,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
226 obs=obs)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
227
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
228 ## Mean for rotating videos (3 rotations at most times) :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
229 nbr <- statRotations[["nombresMean"]]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
230
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
231 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
232
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
233 nbr <- calcNumber.default.f(obs, factors, nbName)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
234 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
235
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
236 res <- as.data.frame(as.table(nbr), responseName=nbName)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
237
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
238 if (is.element("size.class", colnames(res)))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
239 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
240 res$size.class[res$size.class == ""] <- NA
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
241 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
242
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
243 ## If integer abundances :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
244 if (isTRUE(all.equal(res[ , nbName], as.integer(res[ , nbName]))))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
245 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
246 res[ , nbName] <- as.integer(res[ , nbName])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
247 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
248
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
249 if (ObsType == "SVR")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
250 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
251 ## statistics on abundances :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
252 res$number.max <- as.vector(statRotations[["nombresMax"]])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
253 res$number.sd <- as.vector(statRotations[["nombresSD"]])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
254
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
255 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
256
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
257 return(res)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
258 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
259
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
260 ######################################### end of the function calc.numbers.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
261
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
262 ######################################### start of the function presAbs.f called by calcBiodiv.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
263
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
264 presAbs.f <- function(nombres, logical=FALSE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
265 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
266 ## Purpose: Compute presence absence from abundances
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
267 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
268 ## Arguments: nombres : vector of individuals count.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
269 ## logical : (boolean) results as boolean or 0/1 ?
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
270 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
271 ## Author: Yves Reecht, Date: 29 oct. 2010, 10:20 modified by Coline ROYAUX 04 june 2020
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
272
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
273 if (any(nombres < 0, na.rm=TRUE))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
274 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
275 stop("Negative abundances!")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
276 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
277
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
278 if (logical)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
279 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
280 return(nombres > 0)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
281 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
282 nombres[nombres > 0] <- 1
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
283 return(nombres)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
284 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
285 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
286
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
287 ######################################### end of the function presAbs.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
288
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
289 ######################################### start of the function betterCbind called by agregations.generic.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
290
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
291 betterCbind <- function(..., dfList=NULL, deparse.level = 1)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
292 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
293 ## Purpose: Apply cbind to data frame with mathcing columns but without
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
294 ## redundancies.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
295 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
296 ## Arguments: same as cbind...
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
297 ## dfList : data.frames list
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
298 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
299 ## Author: Yves Reecht, Date: 17 janv. 2012, 21:10 modified by Coline ROYAUX 04 june 2020
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
300
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
301 if (is.null(dfList))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
302 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
303 dfList <- list(...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
304 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
305
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
306 return(do.call(cbind,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
307 c(list(dfList[[1]][ , c(tail(colnames(dfList[[1]]), -1),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
308 head(colnames(dfList[[1]]), 1))]),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
309 lapply(dfList[-1],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
310 function(x, colDel)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
311 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
312 return(x[ , !is.element(colnames(x),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
313 colDel),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
314 drop=FALSE])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
315 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
316 colDel=colnames(dfList[[1]])),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
317 deparse.level=deparse.level)))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
318 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
319
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
320 ######################################### end of the function betterCbind
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
321
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
322 ######################################### start of the function agregation.f called by agregations.generic.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
323
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
324 agregation.f <- function(metric, Data, factors, casMetrique,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
325 nbName="number")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
326 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
327 ## Purpose: metric aggregation
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
328 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
329 ## Arguments: metric: colnames of chosen metric
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
330 ## Data: Unaggregated data table
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
331 ## factors: aggregation factors vector
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
332 ## casMetrique: named vector of observation types depending
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
333 ## on chosen metric
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
334 ## nbName : abundance column name
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
335 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
336 ## Author: Yves Reecht, Date: 20 déc. 2011, 14:29 modified by Coline ROYAUX 04 june 2020
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
337
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
338 switch(casMetrique[metric],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
339 "sum"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
340 res <- tapply(Data[ , metric],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
341 as.list(Data[ , factors, drop=FALSE]),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
342 function(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
343 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
344 ifelse(all(is.na(x)),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
345 NA,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
346 sum(x, na.rm=TRUE))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
347 })
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
348 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
349 "w.mean"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
350 res <- tapply(1:nrow(Data),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
351 as.list(Data[ , factors, drop=FALSE]),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
352 function(ii)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
353 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
354 ifelse(all(is.na(Data[ii, metric])),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
355 NA,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
356 weighted.mean(Data[ii, metric],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
357 Data[ii, nbName],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
358 na.rm=TRUE))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
359 })
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
360 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
361 "w.mean.colonies"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
362 res <- tapply(1:nrow(Data),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
363 as.list(Data[ , factors, drop=FALSE]),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
364 function(ii)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
365 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
366 ifelse(all(is.na(Data[ii, metric])),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
367 NA,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
368 weighted.mean(Data[ii, metric],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
369 Data[ii, "colonies"],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
370 na.rm=TRUE))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
371 })
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
372 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
373 "w.mean.prop"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
374 res <- tapply(1:nrow(Data),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
375 as.list(Data[ , factors, drop=FALSE]),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
376 function(ii)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
377 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
378 ifelse(all(is.na(Data[ii, metric])) || sum(Data[ii, "nombre.tot"], na.rm=TRUE) == 0,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
379 NA,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
380 ifelse(all(na.omit(Data[ii, metric]) == 0), # Pour ne pas avoir NaN.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
381 0,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
382 (sum(Data[ii, nbName][ !is.na(Data[ii, metric])], na.rm=TRUE) /
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
383 sum(Data[ii, "nombre.tot"], na.rm=TRUE)) *
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
384 ## Correction if size class isn't an aggregation factor
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
385 ## (otherwise value divided by number of present classes) :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
386 ifelse(is.element("size.class", factors),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
387 100,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
388 100 * length(unique(Data$size.class)))))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
389 })
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
390
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
391 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
392 "w.mean.prop.bio"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
393 res <- tapply(1:nrow(Data),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
394 as.list(Data[ , factors, drop=FALSE]),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
395 function(ii)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
396 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
397 ifelse(all(is.na(Data[ii, metric])) || sum(Data[ii, "tot.biomass"], na.rm=TRUE) == 0,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
398 NA,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
399 ifelse(all(na.omit(Data[ii, metric]) == 0), # Pour ne pas avoir NaN.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
400 0,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
401 (sum(Data[ii, "biomass"][ !is.na(Data[ii, metric])], na.rm=TRUE) /
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
402 sum(Data[ii, "tot.biomass"], na.rm=TRUE)) *
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
403 ## Correction if size class isn't an aggregation factor
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
404 ## (otherwise value divided by number of present classes) :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
405 ifelse(is.element("size.class", factors),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
406 100,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
407 100 * length(unique(Data$size.class)))))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
408 })
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
409
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
410 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
411 "pres"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
412 res <- tapply(Data[ , metric],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
413 as.list(Data[ , factors, drop=FALSE]),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
414 function(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
415 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
416 ifelse(all(is.na(x)), # When only NAs.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
417 NA,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
418 ifelse(any(x > 0, na.rm=TRUE), # Otherwise...
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
419 1, # ... presence if at least one observation in the group.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
420 0))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
421 })
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
422 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
423 "nbMax"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
424 ## Recuperation of raw abundances with selections :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
425 nbTmp <- getReducedSVRdata.f(dataName=".NombresSVR", data=Data)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
426
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
427 ## Sum by factor cross / rotation :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
428 nbTmp2 <- apply(nbTmp,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
429 which(is.element(names(dimnames(nbTmp)), c(factors, "rotation"))),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
430 function(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
431 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
432 ifelse(all(is.na(x)), NA, sum(x, na.rm=TRUE))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
433 })
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
434
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
435 ## Sum by factor cross :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
436 res <- as.array(apply(nbTmp2,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
437 which(is.element(names(dimnames(nbTmp)), factors)),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
438 function(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
439 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
440 ifelse(all(is.na(x)), NA, max(x, na.rm=TRUE))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
441 }))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
442 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
443 "nbSD"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
444 ## Recuperation of raw abundances with selections :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
445 nbTmp <- getReducedSVRdata.f(dataName=".NombresSVR", data=Data)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
446
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
447 ## Sum by factor cross / rotation :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
448 nbTmp2 <- apply(nbTmp,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
449 which(is.element(names(dimnames(nbTmp)), c(factors, "rotation"))),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
450 function(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
451 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
452 ifelse(all(is.na(x)), NA, sum(x, na.rm=TRUE))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
453 })
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
454
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
455 ## Sum by factor cross :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
456 res <- as.array(apply(nbTmp2,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
457 which(is.element(names(dimnames(nbTmp)), factors)),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
458 function(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
459 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
460 ifelse(all(is.na(x)), NA, sd(x, na.rm=TRUE))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
461 }))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
462 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
463 "densMax"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
464 ## Recuperation of raw abundances with selections :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
465 densTmp <- getReducedSVRdata.f(dataName=".DensitesSVR", data=Data)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
466
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
467 ## Sum by factor cross / rotation :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
468 densTmp2 <- apply(densTmp,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
469 which(is.element(names(dimnames(densTmp)), c(factors, "rotation"))),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
470 function(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
471 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
472 ifelse(all(is.na(x)), NA, sum(x, na.rm=TRUE))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
473 })
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
474
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
475 ## Sum by factor cross :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
476 res <- as.array(apply(densTmp2,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
477 which(is.element(names(dimnames(densTmp)), factors)),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
478 function(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
479 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
480 ifelse(all(is.na(x)), NA, max(x, na.rm=TRUE))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
481 }))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
482 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
483 "densSD"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
484 ## Recuperation of raw abundances with selections :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
485 densTmp <- getReducedSVRdata.f(dataName=".DensitesSVR", data=Data)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
486
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
487 ## Sum by factor cross / rotation :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
488 densTmp2 <- apply(densTmp,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
489 which(is.element(names(dimnames(densTmp)), c(factors, "rotation"))),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
490 function(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
491 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
492 ifelse(all(is.na(x)), NA, sum(x, na.rm=TRUE))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
493 })
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
494
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
495 ## Sum by factor cross :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
496 res <- as.array(apply(densTmp2,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
497 which(is.element(names(dimnames(densTmp)), factors)),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
498 function(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
499 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
500 ifelse(all(is.na(x)), NA, sd(x, na.rm=TRUE))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
501 }))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
502 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
503 "%.nesting"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
504 res <- tapply(1:nrow(Data),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
505 as.list(Data[ , factors, drop=FALSE]),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
506 function(ii)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
507 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
508 ifelse(all(is.na(Data[ii, metric])),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
509 NA,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
510 weighted.mean(Data[ii, metric],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
511 Data[ii, "readable.tracks"],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
512 na.rm=TRUE))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
513 })
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
514 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
515 stop("Not implemented!")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
516 )
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
517
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
518 ## dimension names
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
519 names(dimnames(res)) <- c(factors)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
520
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
521 ## Transformation to long format :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
522 reslong <- as.data.frame(as.table(res), responseName=metric)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
523 reslong <- reslong[ , c(tail(colnames(reslong), 1), head(colnames(reslong), -1))] # metric first
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
524
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
525 return(reslong)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
526 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
527
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
528 ######################################### end of the function agregation.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
529
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
530 ######################################### start of the function agregations.generic.f called y calcBiodiv.f in FucntExeCalcCommIndexesGalaxy.r
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
531
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
532 agregations.generic.f <- function(Data, metrics, factors, listFact=NULL, unitSpSz=NULL, unitSp=NULL,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
533 nbName="number")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
534 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
535 ## Purpose: Aggregate data
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
536 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
537 ## Arguments: Data : data set
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
538 ## metrics : aggregated metric
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
539 ## factors : aggregation factors
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
540 ## listFact : other factors to aggregate and add to output
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
541 ## unitSpSz : Metrics table by unitobs/species/Size Class
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
542 ## unitSp : Metrics table by unitobs/species
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
543 ## nbName : abundance colname
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
544 ##
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
545 ## Output : aggregated data frame
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
546 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
547 ## Author: Yves Reecht, Date: 18 oct. 2010, 15:47 modified by Coline ROYAUX 04 june 2020
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
548
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
549 ## trt depending on metric type :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
550 casMetrique <- c("number"="sum",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
551 "mean.length"="w.mean",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
552 "taille_moy"="w.mean",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
553 "biomass"="sum",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
554 "Biomass"="sum",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
555 "weight"="sum",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
556 "mean.weight"="w.mean",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
557 "density"="sum",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
558 "Density"="sum",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
559 "CPUE"="sum",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
560 "CPUE.biomass"="sum",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
561 "pres.abs"="pres",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
562 "abundance.prop.SC"="w.mean.prop", # Not OK [!!!] ?
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
563 "biomass.prop.SC"="w.mean.prop.bio", # Not OK [!!!] ?
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
564 ## Benthos :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
565 "colonies"="sum",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
566 "coverage"="sum",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
567 "mean.size.colonies"="w.mean.colonies",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
568 ## SVR (expérimental) :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
569 "number.max"="nbMax",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
570 "number.sd"="nbSD",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
571 "density.max"="densMax",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
572 "density.sd"="densSD",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
573 "biomass.max"="sum",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
574 "spawning.success"="%.nesting",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
575 "spawnings"="sum",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
576 "readable.tracks"="sum",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
577 "tracks.number"="sum")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
578
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
579 ## add "readable.tracks" for egg laying percentage :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
580 if (any(casMetrique[metrics] == "%.nesting"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
581 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
582 if (is.element("size.class", colnames(Data)))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
583 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
584 if (is.null(unitSpSz)) stop("unitSpSz doit être défini")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
585
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
586 Data <- merge(Data,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
587 unitSpSz[ , c("species.code", "observation.unit", "size.class", "readable.tracks")],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
588 by=c("species.code", "observation.unit", "size.class"),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
589 suffixes=c("", ".y"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
590 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
591 if (is.null(unitSp)) stop("unitSp must be defined")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
592
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
593 Data <- merge(Data,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
594 unitSp[ , c("species.code", "observation.unit", "readable.tracks")],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
595 by=c("species.code", "observation.unit"),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
596 suffixes=c("", ".y"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
597 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
598 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
599
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
600 ## Add "number" field for computing ponderate means if absent :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
601 if (any(casMetrique[metrics] == "w.mean" | casMetrique[metrics] == "w.mean.prop"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
602 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
603 if (is.element("size.class", colnames(Data)))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
604 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
605 if (is.null(unitSpSz)) stop("unitSpSz must be defined")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
606
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
607 Data <- merge(Data,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
608 unitSpSz[ , c("species.code", "observation.unit", "size.class", nbName)],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
609 by=c("species.code", "observation.unit", "size.class"),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
610 suffixes=c("", ".y"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
611
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
612 ## add tot abundance / species / observation unit :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
613 nbTot <- tapply(unitSpSz[ , nbName],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
614 as.list(unitSpSz[ , c("species.code", "observation.unit")]),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
615 sum, na.rm=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
616
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
617 Data <- merge(Data,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
618 as.data.frame(as.table(nbTot), responseName="nombre.tot"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
619 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
620 if (is.null(unitSp)) stop("unitSp must be defined")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
621
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
622 Data <- merge(Data,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
623 unitSp[ , c("species.code", "observation.unit", nbName)], # [!!!] unitSpSz ?
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
624 by=c("species.code", "observation.unit"),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
625 suffixes=c("", ".y"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
626 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
627 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
628
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
629 ## Add biomass field of biomass proportion by size class :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
630 if (any(casMetrique[metrics] == "w.mean.prop.bio"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
631 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
632 if (is.null(unitSpSz)) stop("unitSpSz doit être défini")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
633
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
634 Data <- merge(Data,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
635 unitSpSz[ , c("species.code", "observation.unit", "size.class", "biomass")],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
636 by=c("species.code", "observation.unit", "size.class"),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
637 suffixes=c("", ".y"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
638
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
639 ## add tot biomass / species / observation unit :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
640 biomTot <- tapply(unitSpSz$biomass,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
641 as.list(unitSpSz[ , c("species.code", "observation.unit")]),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
642 function(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
643 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
644 ifelse(all(is.na(x)),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
645 NA,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
646 sum(x, na.rm=TRUE))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
647 })
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
648
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
649 Data <- merge(Data,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
650 as.data.frame(as.table(biomTot), responseName="tot.biomass"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
651 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
652
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
653 ## add colony field for ponderate means pondérées if absent :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
654 if (any(casMetrique[metrics] == "w.mean.colonies" & ! is.element("colonies", colnames(Data))))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
655 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
656 Data$colonies <- unitSp[match(apply(Data[ , c("species.code", "observation.unit")],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
657 1, paste, collapse="*"),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
658 apply(unitSp[ , c("species.code", "observation.unit")],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
659 1, paste, collapse="*")), "colonies"]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
660 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
661
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
662
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
663 ## Aggregation of metric depending on factors :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
664 reslong <- betterCbind(dfList=lapply(metrics, # sapply used to have names
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
665 agregation.f,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
666 Data=Data, factors=factors, casMetrique=casMetrique,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
667 nbName=nbName))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
668
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
669 ## Aggregation and add other factors :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
670 if ( ! (is.null(listFact) || length(listFact) == 0))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
671 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
672 reslong <- cbind(reslong,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
673 sapply(Data[ , listFact, drop=FALSE],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
674 function(fact)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
675 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
676 tapply(fact,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
677 as.list(Data[ , factors, drop=FALSE]),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
678 function(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
679 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
680 if (length(x) > 1 && length(unique(x)) > 1) # must be one modality
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
681 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
682 return(NULL) # otherwise it is NULL
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
683 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
684 unique(as.character(x))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
685 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
686 })
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
687 }))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
688 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
689
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
690 ## If some factors aren't at the right class :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
691 if (any(tmp <- sapply(reslong[ , listFact, drop=FALSE], class) != sapply(Data[ , listFact, drop=FALSE], class)))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
692 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
693 for (i in which(tmp))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
694 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
695 switch(sapply(Data[ , listFact, drop=FALSE], class)[i],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
696 "integer"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
697 reslong[ , listFact[i]] <- as.integer(as.character(reslong[ , listFact[i]]))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
698 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
699 "numeric"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
700 reslong[ , listFact[i]] <- as.numeric(as.character(reslong[ , listFact[i]]))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
701 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
702 reslong[ , listFact[i]] <- eval(call(paste("as", sapply(Data[ , listFact, drop=FALSE], class)[i], sep="."),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
703 reslong[ , listFact[i]]))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
704 )
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
705 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
706 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
707
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
708 ## Initial order of factors levels :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
709 reslong <- as.data.frame(sapply(colnames(reslong),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
710 function(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
711 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
712 if (is.factor(reslong[ , x]))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
713 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
714 return(factor(reslong[ , x], levels=levels(Data[ , x])))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
715 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
716 return(reslong[ , x])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
717 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
718 }, simplify=FALSE))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
719
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
720
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
721 ## Check of other aggregated factors supplémentaires. There must be no NULL elements :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
722 if (any(sapply(reslong[ , listFact], function(x){any(is.null(unlist(x)))})))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
723 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
724 warning(paste("One of the suppl. factors is probably a subset",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
725 " of the observations grouping factor(s).", sep=""))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
726 return(NULL)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
727 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
728 return(reslong)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
729 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
730 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
731
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
732 ######################################### end of the function agregations.generic.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
733
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
734 ######################################### start of the function dropLevels.f called y calcBiodiv.f in FucntExeCalcCommIndexesGalaxy.r and modeleLineaireWP2.unitobs.f in FunctExeCalcGLMGalaxy.r
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
735 dropLevels.f <- function(df, which=NULL)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
736 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
737 ## Purpose: Suppress unused levels of factors
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
738 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
739 ## Arguments: df : a data.frame
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
740 ## which : included columns index (all by default)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
741 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
742 ## Author: Yves Reecht, Date: 10 août 2010, 13:29 modified by Coline ROYAUX 04 june 2020
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
743
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
744 if (class(df) != "data.frame")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
745 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
746 stop("'df' must be a data.frame")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
747 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
748 if (is.null(which))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
749 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
750 x <- as.data.frame(sapply(df, function(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
751 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
752 return(x[ ,drop=TRUE])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
753 }, simplify=FALSE),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
754 stringsAsFactors=FALSE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
755 }else{ # Only some columns used
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
756 x <- df
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
757
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
758 x[ , which] <- as.data.frame(sapply(df[ , which, drop=FALSE],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
759 function(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
760 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
761 return(x[ , drop=TRUE])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
762 }, simplify=FALSE),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
763 stringsAsFactors=FALSE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
764 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
765
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
766 return(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
767 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
768 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
769 ######################################### end of the function dropLevels.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
770
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
771 ######################################### start of the function subsetToutesTables.f called by modeleLineaireWP2.unitobs.f in FunctExeCalcGLMGalaxy.r
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
772
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
773 subsetToutesTables.f <- function(metrique, tabMetrics, facteurs, selections,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
774 tabUnitobs, refesp, tableMetrique="", nbName="number", ObsType = "",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
775 exclude=NULL, add=c("species.code", "observation.unit"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
776 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
777 ## Purpose: Extract useful data only from chosen metrics and factors
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
778 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
779 ## Arguments: metrique : chosen metric
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
780 ## facteurs : all chosen factors
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
781 ## selections : corresponding modality selected
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
782 ## tableMetrique : metrics table name
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
783 ## exclude : factors levels to exclude
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
784 ## add : field to add to data table
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
785 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
786 ## Author: Yves Reecht, Date: 6 août 2010, 16:46 modified by Coline ROYAUX 04 june 2020
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
787
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
788 ## If no metrics table available :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
789 if (is.element(tableMetrique, c("", "TableOccurrences", "TablePresAbs")))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
790 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
791 tableMetrique <- "unitSp"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
792 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
793
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
794 casTables <- c("unitSp"="unitSp",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
795 "TablePresAbs"="unitSp",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
796 "unitSpSz"="unitSpSz")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
797
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
798 ## Recuperation of metrics table :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
799 dataMetrique <- tabMetrics
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
800 unitobs <- tabUnitobs
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
801 refesp <- refesp
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
802
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
803 ## If no metrics available or already computed :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
804 if (is.element(metrique, c("", "occurrence.frequency")))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
805 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
806 metrique <- "tmp"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
807 dataMetrique$tmp <- 0
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
808 dataMetrique$tmp[dataMetrique[ , nbName] > 0] <- 1
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
809 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
810
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
811 if (!is.null(add))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
812 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
813 metriques <- c(metrique, add[is.element(add, colnames(dataMetrique))])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
814 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
815 metriques <- metrique
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
816 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
817
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
818 ## Subset depending on metrics table
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
819 switch(casTables[tableMetrique],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
820 ## Observation table by unitobs and species :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
821 unitSp={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
822 restmp <- cbind(dataMetrique[!is.na(dataMetrique[ , metrique]) , metriques, drop=FALSE],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
823 unitobs[match(dataMetrique$observation.unit[!is.na(dataMetrique[ , metrique])],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
824 unitobs$observation.unit), # ajout des colonnes sélectionnées d'unitobs
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
825 facteurs[is.element(facteurs, colnames(unitobs))], drop=FALSE],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
826 refesp[match(dataMetrique$species.code[!is.na(dataMetrique[ , metrique])],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
827 refesp$species.code), # ajout des colonnes sélectionnées d'especes
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
828 facteurs[is.element(facteurs, colnames(refesp))], drop=FALSE])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
829 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
830 ## Observation table by unitobs, species and size class :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
831 unitSpSz={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
832 restmp <- cbind(dataMetrique[!is.na(dataMetrique[ , metrique]) ,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
833 c(metriques, "size.class"), drop=FALSE],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
834 unitobs[match(dataMetrique$observation.unit[!is.na(dataMetrique[ , metrique])],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
835 unitobs$observation.unit), # ajout des colonnes sélectionnées d'unitobs
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
836 facteurs[is.element(facteurs, colnames(unitobs))], drop=FALSE],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
837 refesp[match(dataMetrique$species.code[!is.na(dataMetrique[ , metrique])],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
838 refesp$species.code), # ajout des colonnes sélectionnées d'especes
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
839 facteurs[is.element(facteurs, colnames(refesp))], drop=FALSE])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
840 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
841 ## Other cases :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
842 restmp <- cbind(dataMetrique[!is.na(dataMetrique[ , metrique]) , metriques, drop=FALSE],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
843 unitobs[match(dataMetrique$observation.unit[!is.na(dataMetrique[ , metrique])],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
844 unitobs$observation.unit), # ajout des colonnes sélectionnées d'unitobs.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
845 facteurs[is.element(facteurs, colnames(unitobs))], drop=FALSE])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
846 )
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
847
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
848 selCol <- which(!is.na(selections))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
849 if (!is.null(exclude))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
850 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
851 selCol <- selCol[selCol != exclude]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
852 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
853
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
854 ## Particular case of size classes :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
855 if (is.element("size.class", colnames(restmp)))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
856 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
857 if (length(grep("^[[:digit:]]*[-_][[:digit:]]*$", unique(as.character(restmp$size.class)), perl=TRUE)) ==
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
858 length(unique(as.character(restmp$size.class))))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
859 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
860 restmp$size.class <-
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
861 factor(as.character(restmp$size.class),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
862 levels=unique(as.character(restmp$size.class))[
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
863 order(as.numeric(sub("^([[:digit:]]*)[-_][[:digit:]]*$",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
864 "\\1",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
865 unique(as.character(restmp$size.class)),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
866 perl=TRUE)),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
867 na.last=FALSE)])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
868 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
869 restmp$size.class <- factor(restmp$size.class)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
870 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
871 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
872
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
873 ## Biomass and density conversion -> /100m² :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
874 if (any(is.element(colnames(restmp), c("biomass", "density",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
875 "biomass.max", "density.max",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
876 "biomass.sd", "density.sd"))) && ObsType != "fishing")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
877 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
878 restmp[ , is.element(colnames(restmp),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
879 c("biomass", "density",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
880 "biomass.max", "density.max",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
881 "biomass.sd", "density.sd"))] <- 100 *
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
882 restmp[, is.element(colnames(restmp),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
883 c("biomass", "density",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
884 "biomass.max", "density.max",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
885 "biomass.sd", "density.sd"))]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
886 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
887
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
888 return(restmp)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
889 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
890
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
891 ######################################### end of the function subsetToutesTables.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
892
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
893
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
894 ######################################### start of the function sortiesLM.f called by modeleLineaireWP2.unitobs.f in FunctExeCalcGLMGalaxy.r
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
895 sortiesLM.f <- function(objLM, TabSum, #formule,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
896 metrique, factAna, cut, colAna, listFact, lev = NULL, Data,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
897 Log=FALSE, sufixe=NULL, type="espece")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
898 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
899 ## Purpose: Form GLM and LM results
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
900 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
901 ## Arguments: objLM : lm object
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
902 ## TabSum : output summary table
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
903 ## formule : LM formula
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
904 ## metrique : Chosen metric
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
905 ## factAna : separation factor
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
906 ## cut : level of separation factor
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
907 ## colAna : colname for separation factor in output summary table
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
908 ## listFact : Analysis factors list
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
909 ## levels : Levels of analysis factors list
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
910 ## Data : Data used for analysis
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
911 ## Log : put log on metric ? (boolean)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
912 ## sufixe : sufix for file name
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
913 ## type : analysis type
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
914 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
915 ## Author: Yves Reecht, Date: 25 août 2010, 16:19 modified by Coline ROYAUX 04 june 2020
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
916
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
917 sumLM <- summary(objLM)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
918 if (length(grep("^glmmTMB", objLM$call)) > 0) #if random effects
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
919 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
920 TabSum[TabSum[,colAna]==cut,"AIC"] <- sumLM$AICtab[1]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
921 TabSum[TabSum[,colAna]==cut,"BIC"] <- sumLM$AICtab[2]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
922 TabSum[TabSum[,colAna]==cut,"logLik"] <- sumLM$AICtab[3]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
923 TabSum[TabSum[,colAna]==cut,"deviance"] <- sumLM$AICtab[4]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
924 TabSum[TabSum[,colAna]==cut,"df.resid"] <- sumLM$AICtab[5]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
925
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
926 if (! is.null(lev)) ## if fixed effects + random effects
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
927 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
928 TabCoef <- as.data.frame(sumLM$coefficients$cond)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
929 TabCoef$signif <- lapply(TabCoef[,"Pr(>|z|)"],FUN=function(x){if(!is.na(x) && x < 0.05){"yes"}else{"no"}})
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
930
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
931 TabSum[TabSum[,colAna]==cut,grepl("Intercept.*Zvalue",colnames(TabSum))] <- TabCoef[grepl("Intercept",rownames(TabCoef)),"z value"]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
932 TabSum[TabSum[,colAna]==cut,grepl("Intercept.*Pvalue",colnames(TabSum))] <- TabCoef[grepl("Intercept",rownames(TabCoef)),"Pr(>|z|)"]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
933
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
934 TabSum[TabSum[,colAna]==cut,grepl(paste(lev,"Zvalue",collapse="|"),colnames(TabSum))] <- unlist(lapply(lev,FUN=function(x){if (length(grep(x,rownames(TabCoef))) > 0) {TabCoef[grepl(x,rownames(TabCoef)),"z value"]}else{NA}}))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
935 TabSum[TabSum[,colAna]==cut,grepl(paste(lev,"Pvalue",collapse="|"),colnames(TabSum))] <- unlist(lapply(lev,FUN=function(x){if (length(grep(x,rownames(TabCoef))) > 0) {TabCoef[grepl(x,rownames(TabCoef)),"Pr(>|z|)"]}else{NA}}))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
936 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
937
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
938 switch(as.character(length(sumLM$varcor$cond)),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
939 "1"={StdD <- c(sumLM$varcor$cond[[1]])},
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
940 "2"={StdD <- c(sumLM$varcor$cond[[1]],sumLM$varcor$cond[[2]])},
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
941 StdD <- NULL)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
942 TabSum[TabSum[,colAna]==cut,grepl(paste(listRand,"Std.Dev",collapse="|"),colnames(TabSum))] <- StdD
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
943 TabSum[TabSum[,colAna]==cut,grepl(paste(listRand,"NbObservation",collapse="|"),colnames(TabSum))] <- sumLM$nobs
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
944 TabSum[TabSum[,colAna]==cut,grepl(paste(listRand,"NbLevels",collapse="|"),colnames(TabSum))] <- unlist(lapply(listRand,FUN=function(x){nlevels(Data[,x])}))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
945
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
946 }else{ ## if fixed effects only
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
947
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
948 TabSum[TabSum[,colAna]==cut,"AIC"] <- sumLM$aic
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
949 TabSum[TabSum[,colAna]==cut,"Resid.deviance"] <- sumLM$deviance
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
950 TabSum[TabSum[,colAna]==cut,"df.resid"] <- sumLM$df.residual
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
951 TabSum[TabSum[,colAna]==cut,"Null.deviance"] <- sumLM$null.deviance
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
952 TabSum[TabSum[,colAna]==cut,"df.null"] <- sumLM$df.null
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
953 TabCoef <- as.data.frame(sumLM$coefficients)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
954
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
955 if (sumLM$family[1] == "gaussian" || sumLM$family[1] == "quasipoisson")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
956 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
957
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
958 TabCoef$signif <- lapply(TabCoef[,"Pr(>|t|)"],FUN=function(x){if(!is.na(x) && x < 0.05){"yes"}else{"no"}})
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
959 TabSum[TabSum[,colAna]==cut,grepl("Intercept.*Tvalue",colnames(TabSum))] <- TabCoef[grepl("Intercept",rownames(TabCoef)),"t value"]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
960 TabSum[TabSum[,colAna]==cut,grepl("Intercept.*Pvalue",colnames(TabSum))] <- TabCoef[grepl("Intercept",rownames(TabCoef)),"Pr(>|t|)"]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
961
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
962 TabSum[TabSum[,colAna]==cut,grepl(paste(lev,"Tvalue",collapse="|"),colnames(TabSum))] <- unlist(lapply(lev,FUN=function(x){if (length(grep(x,rownames(TabCoef))) > 0) {TabCoef[grepl(x,rownames(TabCoef)),"t value"]}else{NA}}))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
963
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
964 TabSum[TabSum[,colAna]==cut,grepl(paste(lev,"Pvalue",collapse="|"),colnames(TabSum))] <- unlist(lapply(lev,FUN=function(x){if (length(grep(x,rownames(TabCoef))) > 0) {TabCoef[grepl(x,rownames(TabCoef)),"Pr(>|t|)"]}else{NA}}))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
965 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
966 TabCoef$signif <- lapply(TabCoef[,"Pr(>|z|)"],FUN=function(x){if(!is.na(x) && x < 0.05){"yes"}else{"no"}})
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
967
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
968 TabSum[TabSum[,colAna]==cut,grepl("Intercept.*Zvalue",colnames(TabSum))] <- TabCoef[grepl("Intercept",rownames(TabCoef)),"z value"]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
969 TabSum[TabSum[,colAna]==cut,grepl("Intercept.*Pvalue",colnames(TabSum))] <- TabCoef[grepl("Intercept",rownames(TabCoef)),"Pr(>|z|)"]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
970
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
971 TabSum[TabSum[,colAna]==cut,grepl(paste(lev,"Zvalue",collapse="|"),colnames(TabSum))] <- unlist(lapply(lev,FUN=function(x){if (length(grep(x,rownames(TabCoef))) > 0) {TabCoef[grepl(x,rownames(TabCoef)),"z value"]}else{NA}}))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
972 TabSum[TabSum[,colAna]==cut,grepl(paste(lev,"Pvalue",collapse="|"),colnames(TabSum))] <- unlist(lapply(lev,FUN=function(x){if (length(grep(x,rownames(TabCoef))) > 0) {TabCoef[grepl(x,rownames(TabCoef)),"Pr(>|z|)"]}else{NA}}))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
973 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
974 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
975
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
976 if (! is.null(lev)) ## if fixed effects
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
977 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
978 TabSum[TabSum[,colAna]==cut,grepl("Intercept.*Estimate",colnames(TabSum))] <- TabCoef[grepl("Intercept",rownames(TabCoef)),"Estimate"]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
979 TabSum[TabSum[,colAna]==cut,grepl("Intercept.*Std.Err",colnames(TabSum))] <- TabCoef[grepl("Intercept",rownames(TabCoef)),"Std. Error"]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
980 TabSum[TabSum[,colAna]==cut,grepl("Intercept.*signif",colnames(TabSum))] <- TabCoef[grepl("Intercept",rownames(TabCoef)),"signif"]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
981
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
982 TabSum[TabSum[,colAna]==cut,grepl(paste(lev,"Estimate",collapse="|"),colnames(TabSum))] <- unlist(lapply(lev,FUN=function(x){if (length(grep(x,rownames(TabCoef))) > 0) {TabCoef[grepl(x,rownames(TabCoef)),"Estimate"]}else{NA}}))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
983
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
984 TabSum[TabSum[,colAna]==cut,grepl(paste(lev,"Std.Err",collapse="|"),colnames(TabSum))] <- unlist(lapply(lev,FUN=function(x){if (length(grep(x,rownames(TabCoef))) > 0) {TabCoef[grepl(x,rownames(TabCoef)),"Std. Error"]}else{NA}}))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
985 TabSum[TabSum[,colAna]==cut,grepl(paste(lev,"signif",collapse="|"),colnames(TabSum))] <- unlist(lapply(lev,FUN=function(x){if (length(grep(x,rownames(TabCoef))) > 0) {TabCoef[grepl(x,rownames(TabCoef)),"signif"]}else{NA}}))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
986 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
987
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
988 return(TabSum)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
989
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
990 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
991
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
992
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
993 ######################################### end of the function sortiesLM.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
994
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
995 ######################################### start of the function graphTitle.f called by sortiesLM.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
996
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
997 graphTitle.f <- function(metrique, modGraphSel, factGraph, listFact, model=NULL, type="espece",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
998 lang = getOption("P.lang"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
999 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1000 ## Purpose: Automatically write a name for a graph
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1001 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1002 ## Arguments:
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1003 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1004 ## Author: Yves Reecht, Date: 14 oct. 2010, 15:44 modified by Coline ROYAUX 04 june 2020
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1005 return(paste(ifelse(is.null(model),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1006 "Values of ",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1007 paste(model,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1008 " for",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1009 sep="")),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1010 metrique,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1011 ifelse(is.element(type, c("espece", "unitobs", "CL_espece", "unitobs(CL)")),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1012 paste("aggregated"),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1013 ""),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1014 switch(type,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1015 "espece"=" per species and station",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1016 "CL_espece"=" per size class, species and station",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1017 "unitobs"=" per station",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1018 "unitobs(CL)"=" per station",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1019 "CL_unitobs"=" per size class and station",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1020 "biodiv"=" per station",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1021 ""),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1022 switch(type,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1023 "espece"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1024 ifelse(modGraphSel == "", # Only separation factor if defined
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1025 "",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1026 paste("\nfor the field",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1027 " '", factGraph, "' = ", modGraphSel, sep=""))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1028 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1029 "CL_espece"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1030 ifelse(modGraphSel == "", # Only separation factor if defined
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1031 "",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1032 paste("\nfor the field",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1033 " '", factGraph, "' = ", modGraphSel, sep=""))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1034 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1035 "unitobs"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1036 ifelse(modGraphSel[1] == "", # Only separation factor if defined
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1037 "\nfor all species",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1038 paste("\nfor all species matching",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1039 " '", factGraph, "' = (",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1040 paste(modGraphSel, collapse=", "), ")", sep=""))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1041 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1042 "unitobs(CL)"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1043 ifelse(modGraphSel[1] == "", # Only separation factor if defined
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1044 "\nfor all size classes",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1045 paste("\nfor size classes matching",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1046 " '", factGraph, "' = (",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1047 paste(modGraphSel, collapse=", "), ")", sep=""))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1048 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1049 "CL_unitobs"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1050 ifelse(modGraphSel[1] == "", # Only separation factor if defined
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1051 "\nfor all species",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1052 paste("\nfor all species matching",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1053 " '", factGraph, "' = (",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1054 paste(modGraphSel, collapse=", "), ")", sep=""))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1055 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1056 "biodiv"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1057 ifelse(modGraphSel[1] == "", # Only separation factor if defined
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1058 "",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1059 paste("\nfor stations matching",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1060 " '", factGraph, "' = (",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1061 paste(modGraphSel, collapse=", "), ")", sep=""))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1062 },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1063 ""),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1064 "\n by ",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1065 paste(sapply(listFact[length(listFact):1],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1066 function(x)paste(c(## varNames.f(x, "article"),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1067 "",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1068 x, collapse="")),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1069 collapse=" and"),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1070 "\n", sep="")))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1071 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1072
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1073 ######################################### end of the function graphTitle.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1074
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1075 ######################################### start of the function noteGLM.f called by modeleLineaireWP2.species.f and modeleLineaireWP2.unitobs.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1076
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1077 noteGLM.f <- function(data, objLM, metric, listFact, details = FALSE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1078 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1079 ## Purpose: Note your GLM analysis
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1080 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1081 ## Arguments: data : Dataframe used for analysis
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1082 ## objLM : GLM assessed
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1083 ## metric : selected metric
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1084 ## listFact : Analysis factors list
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1085 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1086 ## Author: Coline ROYAUX, 26 june 2020
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1087
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1088 rate <- 0
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1089 detres <- list(complete_plan=NA, balanced_plan=NA, NA_proportion_OK=NA, no_residual_dispersion=NA, uniform_residuals=NA, outliers_proportion_OK=NA, no_zero_inflation=NA, observation_factor_ratio_OK=NA, enough_levels_random_effect=NA, rate=NA)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1090
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1091 #### Data criterions ####
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1092
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1093 ## Plan
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1094
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1095 plan <- as.data.frame(table(data[,listFact]))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1096
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1097 if (nrow(plan[plan$Freq==0,]) < nrow(plan)*0.1) # +0.5 if less than 10% of possible factor's level combinations aren't represented in the sampling scheme
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1098 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1099 rate <- rate + 0.5
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1100 detres$complete_plan <- TRUE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1101
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1102 if (summary(as.factor(plan$Freq))[1] > nrow(plan)*0.9) # +0.5 if the frequency of the most represented frequency of possible factor's levels combinations is superior to 90% of the total number of possible factor's levels combinations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1103 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1104 rate <- rate + 0.5
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1105 detres$balanced_plan <- TRUE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1106 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1107
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1108 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1109 detres$complete_plan <- FALSE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1110 detres$balanced_plan <- FALSE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1111 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1112
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1113 if (nrow(data) - nrow(na.omit(data)) < nrow(data)*0.1) # +1 if less than 10% of the lines in the dataframe bares a NA
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1114 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1115 rate <- rate + 1
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1116 detres$NA_proportion_OK <- TRUE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1117 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1118 detres$NA_proportion_OK <- FALSE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1119 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1120
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1121 #### Model criterions ####
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1122
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1123 if (length(grep("quasi",objLM$family)) == 0) #DHARMa doesn't work with quasi distributions
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1124 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1125
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1126 Residuals <- simulateResiduals(objLM)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1127
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1128 capture.output(testRes <- testResiduals(Residuals))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1129 testZero <- testZeroInflation(Residuals)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1130
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1131 ## dispersion of residuals
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1132
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1133 if (testRes$dispersion$p.value > 0.05) # +1.5 if dispersion tests not significative
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1134 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1135 rate <- rate + 1.5
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1136 detres$no_residual_dispersion <- TRUE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1137 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1138 detres$no_residual_dispersion <- FALSE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1139 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1140
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1141 ## uniformity of residuals
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1142
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1143 if (testRes$uniformity$p.value > 0.05) # +1 if uniformity tests not significative
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1144 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1145 rate <- rate + 1.5
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1146 detres$uniform_residuals <- TRUE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1147 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1148 detres$uniform_residuals <- FALSE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1149 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1150
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1151 ## residuals outliers
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1152
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1153 if (testRes$outliers$p.value > 0.05) # +0.5 if outliers tests not significative
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1154 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1155 rate <- rate + 0.5
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1156 detres$outliers_proportion_OK <- TRUE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1157 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1158 detres$outliers_proportion_OK <- FALSE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1159 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1160
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1161 ## Zero inflation test
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1162
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1163 if (testZero$p.value > 0.05) # +1 if zero inflation tests not significative
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1164 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1165 rate <- rate + 1.5
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1166 detres$no_zero_inflation <- TRUE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1167 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1168 detres$no_zero_inflation <- FALSE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1169 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1170
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1171 ## Factors/observations ratio
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1172
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1173 if (length(listFact)/nrow(na.omit(data)) < 0.1) # +1 if quantity of factors is less than 10% of the quantity of observations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1174 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1175 rate <- rate + 1
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1176 detres$observation_factor_ratio_OK <- TRUE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1177 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1178 detres$observation_factor_ratio_OK <- FALSE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1179 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1180
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1181 ## less than 10 factors' level on random effect
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1182
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1183 if (length(grep("^glmmTMB", objLM$call)) > 0)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1184 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1185 nlevRand <- c()
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1186 for(fact in names(summary(objLM)$varcor$cond))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1187 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1188 nlevRand <- c(nlevRand,length(unlist(unique(data[,fact]))))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1189 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1190
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1191 if (all(nlevRand > 10)) # +1 if more than 10 levels in one random effect
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1192 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1193 rate <- rate + 1
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1194 detres$enough_levels_random_effect <- TRUE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1195 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1196 detres$enough_levels_random_effect <- FALSE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1197 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1198 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1199
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1200 detres$rate <- rate
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1201
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1202 if (details)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1203 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1204 return(detres)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1205 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1206 return(rate)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1207 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1208
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1209 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1210 return(NA)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1211 cat("Models with quasi distributions can't be rated for now")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1212 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1213 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1214
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1215 ######################################### end of the function noteGLM.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1216
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1217 ######################################### start of the function noteGLMs.f called by modeleLineaireWP2.species.f and modeleLineaireWP2.unitobs.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1218
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1219 noteGLMs.f <- function(tabRate, exprML, objLM, file_out=FALSE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1220 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1221 ## Purpose: Note your GLM analysis
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1222 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1223 ## Arguments: data : rates table from noteGLM.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1224 ## objLM : GLM assessed
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1225 ## metric : selected metric
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1226 ## listFact : Analysis factors list
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1227 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1228 ## Author: Coline ROYAUX, 26 june 2020
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1229
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1230 RateM <- mean(na.omit(tabRate[,"rate"]))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1231 sum <- summary(objLM)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1232
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1233 if (length(grep("^glmmTMB", objLM$call)) > 0)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1234 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1235 if (median(na.omit(tabRate[,"rate"])) >= 6) # if 50% has a rate superior or equal to 6 +1
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1236 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1237 RateM <- RateM + 1
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1238 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1239
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1240 if (quantile(na.omit(tabRate[,"rate"]), probs=0.9) >= 6) # if 90% has a rate superior or equal to 6 +1
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1241 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1242 RateM <- RateM + 1
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1243 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1244 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1245 if (median(na.omit(tabRate[,"rate"])) >= 5) # if 50% has a rate superior or equal to 5 +1
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1246 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1247 RateM <- RateM + 1
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1248 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1249
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1250 if (quantile(na.omit(tabRate[,"rate"]), probs=0.9) >= 5) # if 90% has a rate superior or equal to 5 +1
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1251 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1252 RateM <- RateM + 1
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1253 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1254 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1255
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1256 if (file_out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1257 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1258 namefile <- "RatingGLM.txt"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1259
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1260 cat("###########################################################################",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1261 "\n########################### Analysis evaluation ###########################",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1262 "\n###########################################################################", file=namefile, fill=1,append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1263
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1264 ## Informations on model :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1265 cat("\n\n######################################### \nFitted model:", file=namefile, fill=1,append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1266 cat("\t", deparse(exprML), "\n\n", file=namefile, sep="",append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1267 cat("Family: ", sum$family[[1]],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1268 file=namefile,append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1269 cat("\n\nNumber of analysis: ", nrow(tabRate), file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1270
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1271 ## Global rate :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1272 cat("\n\n######################################### \nGlobal rate for all analysis:",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1273 "\n\n", RateM, "out of 10", file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1274
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1275 ## details on every GLM :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1276 #NA_proportion_OK=NA, no_residual_dispersion=NA, uniform_residuals=NA, outliers_proportion_OK=NA, no_zero_inflation=NA, observation_factor_ratio_OK=NA, enough_levels_random_effect=NA, rate=NA
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1277 cat("\n\n######################################### \nDetails on every analysis:\n\n", file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1278 cat("Analysis\tC1\tC2\tC3\tC4\tC5\tC6\tC7\tC8\tC9\tFinal rate", file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1279 apply(tabRate, 1, FUN=function(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1280 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1281
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1282 if (!is.na(x["complete_plan"]) && x["complete_plan"]==TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1283 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1284 cat("\n",x[1],"\tyes", file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1285 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1286 cat("\n",x[1],"\tno", file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1287 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1288
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1289 for (i in c("balanced_plan","NA_proportion_OK", "no_residual_dispersion", "uniform_residuals", "outliers_proportion_OK", "no_zero_inflation", "observation_factor_ratio_OK", "enough_levels_random_effect"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1290 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1291 if (!is.na(x[i]) && x[i]==TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1292 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1293 cat("\tyes", file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1294 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1295 cat("\tno", file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1296 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1297 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1298
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1299 cat("\t",x["rate"], "/ 8", file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1300
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1301
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1302 })
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1303 cat("\n\nC1: Complete plan?\nC2: Balanced plan?\nC3: Few NA?\nC4: Regular dispersion?\nC5: Uniform residuals?\nC6: Regular outliers proportion?\nC7: No zero-inflation?\nC8: Enough observations for the amount of factors?\nC9: Enough levels on random effect?", file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1304
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1305 ## Red flags - advice :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1306 cat("\n\n######################################### \nRed flags - advice:\n\n", file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1307 if (all(na.omit(tabRate["NA_proportion_OK"]) == FALSE))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1308 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1309 cat("\n","\t- More than 10% of your dataset bares NAs", file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1310 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1311
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1312 if (length(grep("FALSE",tabRate["no_residual_dispersion"])) / length(na.omit(tabRate["no_residual_dispersion"])) > 0.5)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1313 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1314 cat("\n","\t- More than 50% of your analyses are over- or under- dispersed : Try with another distribution family", file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1315 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1316
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1317 if (length(grep("FALSE",tabRate["uniform_residuals"])) / length(na.omit(tabRate["uniform_residuals"])) > 0.5)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1318 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1319 cat("\n","\t- More than 50% of your analyses haven't an uniform distribution of residuals : Try with another distribution family", file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1320 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1321
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1322 if (length(grep("FALSE",tabRate["outliers_proportion_OK"])) / length(na.omit(tabRate["outliers_proportion_OK"])) > 0.5)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1323 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1324 cat("\n","\t- More than 50% of your analyses have too much outliers : Try with another distribution family or try to select your data", file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1325 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1326
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1327 if (length(grep("FALSE",tabRate["no_zero_inflation"])) / length(na.omit(tabRate["no_zero_inflation"])) > 0.5)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1328 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1329 cat("\n","\t- More than 50% of your analyses have zero inflation : Try to select your data", file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1330 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1331
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1332 if (length(grep("FALSE",tabRate["observation_factor_ratio_OK"])) / length(na.omit(tabRate["observation_factor_ratio_OK"])) > 0.5)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1333 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1334 cat("\n","\t- More than 50% of your analyses have not enough observations for the amount of factors : Try to use less factors in your analysis or try to use another separation factor", file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1335 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1336
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1337 if (any(tabRate["enough_levels_random_effect"] == FALSE, na.rm=TRUE) && length(grep("^glmmTMB", objLM$call)) > 0)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1338 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1339 cat("\n","\t- Random effect hasn't enough levels to be robust : If it has less than ten levels remove the random effect", file=namefile, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1340 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1341 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1342
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1343 return(RateM)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1344
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1345 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1346 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1347
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1348 ######################################### end of the function noteGLM.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1349
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1350 ######################################### start of the function infoStats.f called by modeleLineaireWP2.species.f and modeleLineaireWP2.unitobs.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1351
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1352 infoStats.f <- function(filename, Data, agregLevel=c("species", "unitobs"), type=c("graph", "stat"),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1353 metrique, factGraph, factGraphSel, listFact, listFactSel)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1354 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1355 ## Purpose: Écrire les infos et statistic sur les données associées à
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1356 ## un graphique ou analyse.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1357 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1358 ## Arguments: filename : chemin du fichier de résultats.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1359 ## Data : données du graphique/de l'analyse.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1360 ## agregLevel : niveau d'agrégation de la fonction appelante.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1361 ## type : type de fonction appelante (grapique ou analyse).
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1362 ## metrique : la métrique choisie.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1363 ## factGraph : le facteur sélection des espèces.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1364 ## factGraphSel : la sélection de modalités pour ce dernier
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1365 ## listFact : liste du (des) facteur(s) de regroupement
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1366 ## listFactSel : liste des modalités sélectionnées pour ce(s)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1367 ## dernier(s)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1368 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1369 ## Author: Yves Reecht, Date: 10 sept. 2012, 15:26 modified by Coline ROYAUX 04 june 2020
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1370
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1371 ## Open file :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1372 File <- file(description=filename,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1373 open="w", encoding="latin1")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1374
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1375 ## if error :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1376 on.exit(if (exists("filename") &&
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1377 tryCatch(isOpen(File),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1378 error=function(e)return(FALSE))) close(File))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1379
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1380 ## Metrics and factors infos :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1381 printSelectionInfo.f(metrique=metrique, #factGraph=factGraph, factGraphSel=factGraphSel,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1382 listFact=listFact, #listFactSel=listFactSel,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1383 File=File,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1384 agregLevel=agregLevel, type=type)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1385
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1386 ## statistics :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1387 if (class(Data) == "list")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1388 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1389 cat("\n###################################################",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1390 "\nStatistics per level of splitting factor:\n",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1391 sep="", file=File,append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1392
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1393 invisible(sapply(1:length(Data),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1394 function(i)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1395 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1396 printStats.f(Data=Data[[i]], metrique=metrique, listFact=listFact, File=File,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1397 headline=factGraphSel[i])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1398 }))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1399 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1400 printStats.f(Data=Data, metrique=metrique, listFact=listFact, File=File,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1401 headline=NULL)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1402 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1403
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1404 ## Close file :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1405 close(File)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1406
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1407 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1408
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1409 ######################################### end of the function infoStats.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1410
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1411
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1412 ######################################### start of the function printSelectionInfo.f called by infoStats.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1413
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1414 printSelectionInfo.f <- function(metrique, listFact,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1415 File,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1416 agregLevel=c("species", "unitobs"), type=c("graph", "stat"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1417 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1418 ## Purpose: Write data informations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1419 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1420 ## Arguments: metrique : chosen metric
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1421 ## listFact : factor's list
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1422 ## File : Results file name
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1423 ## agregLevel : aggregation level
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1424 ## type : function type
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1425 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1426 ## Author: Yves Reecht, Date: 11 sept. 2012, 10:41 modified by Coline ROYAUX 04 june 2020
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1427
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1428 cat("\n##################################################\n",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1429 "Metrics and factors (and possible units/selections):\n",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1430 sep="", file=File,append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1431
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1432 ## metric info :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1433 cat("\n Metrics:", metrique,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1434 "\n", file=File,append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1435
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1436 ## aggregation level :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1437 cat(" aggregated per ",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1438 switch(agregLevel,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1439 "CL_espece"=,"CL_unitobs"=,"spCL_unitobs"=,"spCL_espece"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1440 "size class / "
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1441 }),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1442 switch(agregLevel,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1443 "CL_espece"=,"spCL_espece"=,"species"=,"spSpecies"=,"spEspece"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1444 "species / "
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1445 }),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1446 switch(agregLevel,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1447 "spUnitobs"=,"spCL_unitobs"=,"spCL_espece"=,"spUnitobs(CL)"=,"spSpecies"=,"spEspece"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1448 paste(listFact, " (mean over ", sep="")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1449 }),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1450 "observation units",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1451 switch(agregLevel,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1452 "spUnitobs"=,"spCL_unitobs"=,"spCL_espece"=,"spUnitobs(CL)"=,"spSpecies"=,"spEspece"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1453 ")"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1454 }),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1455 ".\n",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1456 sep="", file=File,append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1457
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1458 ## Separation factors :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1459 # switch(agregLevel,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1460 # "species"=,"CL_espece"=,"espece"={ # Adapté également pour les LMs.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1461 # cat("\n",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1462 # switch(type,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1463 # "graph"="Graphics separation factor",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1464 # "stat"="Analyses separation factor"),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1465 # " : ",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1466 # ifelse(factGraph == "", "printSelectionInfo.f.11",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1467 # ifelse(is.na(factGraphSel[1]),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1468 # paste(varNames.f(factGraph, "nom"), "none!"),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1469 # paste(varNames.f(factGraph, "nom"), " (",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1470 # paste(factGraphSel, collapse=", "), ")", sep=""))), "\n",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1471 # sep="", file=File,append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1472 # },
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1473 # "unitobs"=,"CL_unitobs"=,"unitobs(CL)"=,"spUnitobs"={
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1474 # cat("(warning: no selection!!!)",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1475 # ifelse(factGraph == "", "\nSelection factor for aggregation of observations: ",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1476 # ifelse(is.na(factGraphSel[1]),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1477 # paste(varNames.f(factGraph, "nom"), "none (all species/size classes)!"),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1478 # paste(varNames.f(factGraph, "nom"), " (",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1479 # paste(factGraphSel, collapse=", "), ")", sep=""))), "\n",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1480 # sep="", file=File,append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1481 # })
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1482
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1483 ## Clustering factors :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1484 if (is.element(agregLevel, c("spCL_unitobs", "spCL_espece", "spSpecies", "spEspece",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1485 "spUnitobs", "spUnitobs(CL)"))) {type <- "spatialGraph"}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1486
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1487 cat(switch(type,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1488 "graph"="\nGrouping factor(s): \n * ",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1489 "stat"="\nAnalyses factor(s): \n * ",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1490 "spatialGraph"="\nSpatial aggregation factor(s): \n * "),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1491 paste(listFact,collaspe="\n * "),"\n",file=File,append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1492
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1493 # invisible(sapply(1:length(listFact),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1494 # function(i)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1495 # {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1496 # cat("\n * ",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1497 # ifelse(is.na(listFactSel[[i]][1]),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1498 # paste(varNames.f(listFact[i], "nom"), "(no selection)"),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1499 # paste(varNames.f(listFact[i], "nom"), " (",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1500 # paste(listFactSel[[i]], collapse=", "), ")", sep="")), "\n",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1501 # sep="", file=File,append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1502 # }))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1503 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1504
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1505 ######################################### end of the function printSelectionInfo.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1506
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1507
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1508 ######################################### start of the function printStats.f called by infoStats.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1509
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1510 printStats.f <- function(Data, metrique, listFact, File, headline=NULL)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1511 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1512 ## Purpose: Write general statistics table
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1513 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1514 ## Arguments: Data : Analysis data
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1515 ## metrique : metric's name
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1516 ## listFact : Factor's list
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1517 ## File : Simple statistics file name
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1518 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1519 ## Author: Yves Reecht, Date: 11 sept. 2012, 10:09 modified by Coline ROYAUX 04 june 2020
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1520
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1521 ## Header :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1522 if ( ! is.null(headline))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1523 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1524 cat("\n", rep("#", nchar(headline) + 3), "\n",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1525 "## ", headline, "\n",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1526 sep="", file=File,append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1527 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1528
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1529 cat("\n########################\nBase statistics:\n\n", file=File,append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1530
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1531 capture.output(print(summary.fr(Data[ , metrique])), file=File, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1532
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1533 if ( ! is.null(listFact))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1534 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1535 cat("\n#########################################",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1536 "\nStatistics per combination of factor levels:\n\n", file=File, sep="",append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1537
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1538 ## Compute summary for each existing factor's cross :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1539 res <- with(Data,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1540 tapply(eval(parse(text=metrique)),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1541 INDEX=do.call(paste,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1542 c(lapply(listFact,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1543 function(y)eval(parse(text=y))),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1544 sep=".")),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1545 FUN=summary.fr))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1546
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1547 ## results in table
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1548 capture.output(print(do.call(rbind, res)),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1549 file=File, append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1550 }else{}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1551
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1552 ## empty line :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1553 cat("\n", file=File,append=TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1554 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1555
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1556 ######################################### end of the function printStats.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1557
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1558
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1559 ######################################### start of the function summary.fr called by printStats.f
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1560 summary.fr <- function(object, digits = max(3, getOption("digits") - 3),...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1561 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1562 ## Purpose: Adding SD and N to summary
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1563 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1564 ## Arguments: object : Object to summarise
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1565 ## ----------------------------------------------------------------------
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1566 ## Author: Yves Reecht, Date: 13 sept. 2012, 15:47 modified by Coline ROYAUX 04 june 2020
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1567
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1568 if ( ! is.numeric(object)) stop("Programming error")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1569
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1570 ## Compute summary :
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1571 res <- c(summary(object=object, digits, ...), "sd"=signif(sd(x=object), digits=digits), "N"=length(object))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1572
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1573 return(res)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1574 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1575
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1576 ######################################### start of the function summary.fr
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1577
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1578 ######################################### Package DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1579
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1580 ################ simulateResiduals.R
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diff changeset
1581
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diff changeset
1582 #' Create simulated residuals
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diff changeset
1583 #'
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diff changeset
1584 #' The function creates scaled residuals by simulating from the fitted model. Residuals can be extracted with \code{\link{residuals.DHARMa}}. See \code{\link{testResiduals}} for an overview of residual tests, \code{\link{plot.DHARMa}} for an overview of available plots.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
1585 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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1586 #' @param fittedModel a fitted model of a class supported by DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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1587 #' @param n number of simulations. Default is 100. A more save value would be 250 or even 1000. The smaller the number, the higher the stochastic error on the residuals. Also, for very small n, discretization artefacts can influence the tests.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
1588 #' @param refit if FALSE, new data will be simulated and scaled residuals will be created by comparing observed data with new data. If TRUE, the model will be refit on the simulated data (parametric bootstrap), and scaled residuals will be created by comparing observed with refitted residuals.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
1589 #' @param integerResponse if TRUE, noise will be added at to the residuals to maintain a uniform expectations for integer responses (such as Poisson or Binomial). Usually, the model will automatically detect the appropriate setting, so there is no need to adjust this setting.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
1590 #' @param plot if TRUE, \code{\link{plotResiduals}} will be directly run after the residuals have been calculated
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1591 #' @param ... parameters to pass to the simulate function of the model object. An important use of this is to specify whether simulations should be conditional on the current random effect estimates, e.g. via re.form. Note that not all models support syntax to specify conditionao or unconditional simulations. See also details
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
1592 #' @param seed the random seed to be used within DHARMa. The default setting, recommended for most users, is keep the random seed on a fixed value 123. This means that you will always get the same randomization and thus teh same result when running the same code. NULL = no new seed is set, but previous random state will be restored after simulation. FALSE = no seed is set, and random state will not be restored. The latter two options are only recommended for simulation experiments. See vignette for details.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
1593 #' @param method the quantile randomization method used. The two options implemented at the moment are probability integral transform (PIT-) residuals (current default), and the "traditional" randomization procedure, that was used in DHARMa until version 0.3.0. For details, see \code{\link{getQuantile}}
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1594 #' @return An S3 class of type "DHARMa", essentially a list with various elements. Implemented S3 functions include plot, print and \code{\link{residuals.DHARMa}}. Residuals returns the calculated scaled residuals.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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1595 #'
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diff changeset
1596 #' @details There are a number of important considerations when simulating from a more complex (hierarchical) model:
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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1597 #'
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1598 #' \strong{Re-simulating random effects / hierarchical structure}: in a hierarchical model, we have several stochastic processes aligned on top of each other. Specifically, in a GLMM, we have a lower level stochastic process (random effect), whose result enters into a higher level (e.g. Poisson distribution). For other hierarchical models such as state-space models, similar considerations apply.
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diff changeset
1599 #'
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1600 #' In such a situation, we have to decide if we want to re-simulate all stochastic levels, or only a subset of those. For example, in a GLMM, it is common to only simulate the last stochastic level (e.g. Poisson) conditional on the fitted random effects. This is often referred to as a conditional simuation. For controlling how many levels should be re-simulated, the simulateResidual function allows to pass on parameters to the simulate function of the fitted model object. Please refer to the help of the different simulate functions (e.g. ?simulate.merMod) for details. For merMod (lme4) model objects, the relevant parameters are parameters are use.u and re.form
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diff changeset
1601 #'
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1602 #' If the model is correctly specified, the simulated residuals should be flat regardless how many hierarchical levels we re-simulate. The most thorough procedure would therefore be to test all possible options. If testing only one option, I would recommend to re-simulate all levels, because this essentially tests the model structure as a whole. This is the default setting in the DHARMa package. A potential drawback is that re-simulating the lower-level random effects creates more variability, which may reduce power for detecting problems in the upper-level stochastic processes. In particular dispersion tests may produce different results when switching from conditional to unconditional simulations, and often the conditional simulation is more sensitive.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
1603 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
1604 #' \strong{Integer responses}: a second complication is the treatment of inter responses. Imaging we have observed a 0, and we predict 30\% zeros - what is the quantile that we should display for the residual? To deal with this problem and maintain a uniform response, the option integerResponse adds a uniform noise from -0.5 to 0.5 on the simulated and observed response, which creates a uniform distribution - you can see this via hist(ecdf(runif(10000))(runif(10000))).
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
1605 #'
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diff changeset
1606 #' DHARMa will try to automatically if the fitted model has an integer or discrete distribution via the family argument. However, in some cases the family does not allow to uniquely identify the distribution type. For example, a tweedie distribution can be inter or continuous. Therefore, DHARMa will additionally check the simulation results for repeated values, and will change the distribution type if repeated values are found (a message is displayed in this case).
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diff changeset
1607 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
1608 #' \strong{Refitting or not}: a third issue is how residuals are calculated. simulateResiduals has two options that are controlled by the refit parameter:
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diff changeset
1609 #'
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1610 #' 1. if refit = FALSE (default), new data is simulated from the fitted model, and residuals are calculated by comparing the observed data to the new data
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1611 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
1612 #' 2. if refit = TRUE, a parametric bootstrap is performed, meaning that the model is refit on the new data, and residuals are created by comparing observed residuals against refitted residuals. I advise against using this method per default (see more comments in the vignette), unless you are really sure that you need it.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
1613 #'
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diff changeset
1614 #' \strong{Residuals per group}: In many situations, it can be useful to look at residuals per group, e.g. to see how much the model over / underpredicts per plot, year or subject. To do this, use \code{\link{recalculateResiduals}}, together with a grouping variable (see also help)
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diff changeset
1615 #'
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diff changeset
1616 #' \strong{Transformation to other distributions}: DHARMa calculates residuals for which the theoretical expectation (assuming a correctly specified model) is uniform. To transfor this residuals to another distribution (e.g. so that a correctly specified model will have normal residuals) see \code{\link{residuals.DHARMa}}.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
1617 #'
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1618 #' @seealso \code{\link{testResiduals}}, \code{\link{plot.DHARMa}}, \code{\link{plotResiduals}}, \code{\link{print.DHARMa}}, \code{\link{residuals.DHARMa}}, \code{\link{recalculateResiduals}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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1619 #'
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parents:
diff changeset
1620 #'
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diff changeset
1621 #' @example inst/examples/simulateResidualsHelp.R
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1622 #' @import stats
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1623 #' @export
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1624 simulateResiduals <- function(fittedModel, n = 250, refit = F, integerResponse = NULL, plot = F, seed = 123, method = c("PIT", "traditional"), ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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1625
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1626 ######## general assertions and startup calculations ##########
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1627
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1628 if (n < 2) stop("error in DHARMa::simulateResiduals: n > 1 is required to calculate scaled residuals")
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diff changeset
1629 checkModel(fittedModel)
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diff changeset
1630 match.arg(method)
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diff changeset
1631 randomState <-getRandomState(seed)
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diff changeset
1632 on.exit({randomState$restoreCurrent()})
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diff changeset
1633 ptm <- proc.time()
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1634
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1635 ####### extract model info ############
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1636
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1637 out = list()
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1638
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1639 family = family(fittedModel)
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1640 out$fittedModel = fittedModel
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1641 out$modelClass = class(fittedModel)[1]
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1642
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1643 out$nObs = nobs(fittedModel)
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diff changeset
1644 out$nSim = n
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1645 out$refit = refit
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1646 out$observedResponse = getObservedResponse(fittedModel)
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1647
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1648 if(is.null(integerResponse)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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1649 if (family$family %in% c("binomial", "poisson", "quasibinomial", "quasipoisson", "Negative Binom", "nbinom2", "nbinom1", "genpois", "compois", "truncated_poisson", "truncated_nbinom2", "truncated_nbinom1", "betabinomial", "Poisson", "Tpoisson", "COMPoisson", "negbin", "Tnegbin") | grepl("Negative Binomial",family$family) ) integerResponse = TRUE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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1650 else integerResponse = FALSE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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1651 }
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1652 out$integerResponse = integerResponse
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1653
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1654 out$problems = list()
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1655
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1656 # re-form should be set to ~0 to avoid spurious residual patterns, see https://github.com/florianhartig/DHARMa/issues/43
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1657
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diff changeset
1658 if(out$modelClass %in% c("HLfit")){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1659 out$fittedPredictedResponse = predict(fittedModel, type = "response", re.form = ~0)[,1L]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1660 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1661 out$fittedPredictedResponse = predict(fittedModel, type = "response", re.form = ~0)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1662 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1663
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1664 out$fittedFixedEffects = getFixedEffects(fittedModel)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1665 out$fittedResiduals = residuals(fittedModel, type = "response")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1666
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1667 ######## refit = F ##################
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1668
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1669 if (refit == FALSE){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1670
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1671 out$simulatedResponse = getSimulations(fittedModel, nsim = n, type = "normal", ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1672
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1673 checkSimulations(out$simulatedResponse, out$nObs, out$nSim)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1674
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1675 out$scaledResiduals = getQuantile(simulations = out$simulatedResponse , observed = out$observedResponse , integerResponse = integerResponse, method = method)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1676
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1677 ######## refit = T ##################
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1678 } else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1679
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1680 # Adding new outputs
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1681
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1682 out$refittedPredictedResponse <- matrix(nrow = out$nObs, ncol = n )
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1683 out$refittedFixedEffects <- matrix(nrow = length(out$fittedFixedEffects), ncol = n )
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1684 #out$refittedRandomEffects <- matrix(nrow = length(out$fittedRandomEffects), ncol = n )
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1685 out$refittedResiduals = matrix(nrow = out$nObs, ncol = n)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1686 out$refittedPearsonResiduals = matrix(nrow = out$nObs, ncol = n)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1687
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1688 out$simulatedResponse = getSimulations(fittedModel, nsim = n, type = "refit", ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1689
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1690 for (i in 1:n){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1691
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1692 simObserved = out$simulatedResponse[[i]]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1693
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1694 try({
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1695
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1696 # for testing
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1697 # if (i==3) stop("x")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1698 # Note: also set silent = T for production
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1699
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1700 refittedModel = getRefit(fittedModel, simObserved)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1701
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1702 out$refittedPredictedResponse[,i] = predict(refittedModel, type = "response")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1703 out$refittedFixedEffects[,i] = getFixedEffects(refittedModel)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1704 out$refittedResiduals[,i] = residuals(refittedModel, type = "response")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1705 out$refittedPearsonResiduals[,i] = residuals(refittedModel, type = "pearson")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1706 #out$refittedRandomEffects[,i] = ranef(refittedModel)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1707 }, silent = TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1708 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1709
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1710 ######### residual checks ###########
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1711
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1712 if(anyNA(out$refittedResiduals)) warning("DHARMa::simulateResiduals warning: on refit = TRUE, at least one of the refitted models produced an error. Inspect the refitted model values. Results may not be reliable.")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1713
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1714 ## check for convergence problems
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1715
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1716 dup = sum(duplicated(out$refittedFixedEffects, MARGIN = 2))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1717 if (dup > 0){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1718 if (dup < n/3){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1719 warning(paste("There were", dup, "of", n ,"duplicate parameter estimates in the refitted models. This may hint towards a problem with optimizer convergence in the fitted models. Results may not be reliable. The suggested action is to not use the refitting procedure, and diagnose with tools available for the normal (not refitted) simulated residuals. If you absolutely require the refitting procedure, try changing tolerance / iterations in the optimizer settings."))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1720 } else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1721 warning(paste("There were", dup, "of", n ,"duplicate parameter estimates in the refitted models. This may hint towards a problem with optimizer convergence in the fitted models. Results are likely not reliable. The suggested action is to not use the refitting procedure, and diagnose with tools available for the normal (not refitted) simulated residuals. If you absolutely require the refitting procedure, try changing tolerance / iterations in the optimizer settings."))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1722 out$problems[[length(out$problems)+ 1]] = "error in refit"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1723 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1724 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1725
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1726 ######### residual calculations ###########
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1727
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1728 out$scaledResiduals = getQuantile(simulations = out$refittedResiduals, observed = out$fittedResiduals, integerResponse = integerResponse, method = method)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1729 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1730
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1731 ########### Wrapup ############
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1732
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1733 out$time = proc.time() - ptm
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1734 out$randomState = randomState
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1735
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1736 class(out) = "DHARMa"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1737
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1738 if(plot == TRUE) plot(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1739
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1740 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1741 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1742
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1743 getPossibleModels<-function()c("lm", "glm", "negbin", "lmerMod", "glmerMod", "gam", "bam", "glmmTMB", "HLfit")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1744
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1745
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1746
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1747 #' Check if the fitted model is supported by DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1748 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1749 #' The function checks if the fitted model is supported by DHARMa, and if there are other issues that could create problems
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1750 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1751 #' @param fittedModel a fitted model
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1752 #' @param stop whether to throw an error if the model is not supported by DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1753 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1754 #' @details The main purpose of this function os to check if the fitted model class is supported by DHARMa. The function additionally checks for properties of the fitted model that could create problems for calculating residuals or working with the resuls in DHARMa.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1755 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1756 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1757 #' @keywords internal
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1758 checkModel <- function(fittedModel, stop = F){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1759
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1760 out = T
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1761
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1762 if(!(class(fittedModel)[1] %in% getPossibleModels())){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1763 if(stop == FALSE) warning("DHARMa: fittedModel not in class of supported models. Absolutely no guarantee that this will work!")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1764 else stop("DHARMa: fittedModel not in class of supported models")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1765 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1766
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1767 # if(hasNA(fittedModel)) message("It seems there were NA values in the data used for fitting the model. This can create problems if you supply additional data to DHARMa functions. See ?checkModel for details")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1768
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1769 # TODO: check as implemented does not work reliably, check if there is any other option to check for NA
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1770 # #' @example inst/examples/checkModelHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1771
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1772 # NA values in the data: checkModel will detect if there were NA values in the data frame. For NA values, most regression models will remove the entire observation from the data. This is not a problem for DHARMa - residuals are then only calculated for non-NA rows in the data. However, if you provide additional predictors to DHARMa, for example to plot residuals against a predictor, you will have to remove all NA rows that were also removed in the model. For most models, you can get the rows of the data that were actually used in the fit via rownames(model.frame(fittedModel))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1773
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1774
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1775 if (class(fittedModel)[1] == "gam" ) if (class(fittedModel$family)[1] == "extended.family") stop("It seems you are trying to fit a model from mgcv that was fit with an extended.family. Simulation functions for these families are not yet implemented in DHARMa. See issue https://github.com/florianhartig/DHARMa/issues/11 for updates about this")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1776
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1777 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1778
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1779
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1780
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1781 #' Check simulated data
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1782 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1783 #' The function checks if the simulated data seems fine
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1784 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1785 #' @param simulatedResponse the simulated response
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1786 #' @param nObs number of observations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1787 #' @param nSim number of simulations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1788 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1789 #' @keywords internal
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1790 checkSimulations <- function(simulatedResponse, nObs, nSim){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1791
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1792 if(!inherits(simulatedResponse, "matrix")) securityAssertion("Simulation from the model produced wrong class", stop = T)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1793
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1794 if(any(dim(simulatedResponse) != c(nObs, nSim) )) securityAssertion("Simulation from the model produced wrong dimension", stop = T)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1795
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1796 if(any(!is.finite(simulatedResponse))) message("Simulations from your fitted model produce infinite values. Consider if this is sensible")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1797
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1798 if(any(is.nan(simulatedResponse))) securityAssertion("Simulations from your fitted model produce NaN values. DHARMa cannot calculated residuals for this. This is nearly certainly an error of the regression package you are using", stop = T)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1799 if(any(is.na(simulatedResponse))) securityAssertion("Simulations from your fitted model produce NA values. DHARMa cannot calculated residuals for this. This is nearly certainly an error of the regression package you are using", stop = T)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1800
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1801 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1802
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1803
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1804
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1805
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1806 #' Recalculate residuals with grouping
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1807 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1808 #' The purpose of this function is to recalculate scaled residuals per group, based on the simulations done by \code{\link{simulateResiduals}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1809 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1810 #' @param simulationOutput an object with simulated residuals created by \code{\link{simulateResiduals}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1811 #' @param group group of each data point
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1812 #' @param aggregateBy function for the aggregation. Default is sum. This should only be changed if you know what you are doing. Note in particular that the expected residual distribution might not be flat any more if you choose general functions, such as sd etc.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1813 #' @param seed the random seed to be used within DHARMa. The default setting, recommended for most users, is keep the random seed on a fixed value 123. This means that you will always get the same randomization and thus teh same result when running the same code. NULL = no new seed is set, but previous random state will be restored after simulation. FALSE = no seed is set, and random state will not be restored. The latter two options are only recommended for simulation experiments. See vignette for details.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1814 #' @param method the quantile randomization method used. The two options implemented at the moment are probability integral transform (PIT-) residuals (current default), and the "traditional" randomization procedure, that was used in DHARMa until version 0.3.0. For details, see \code{\link{getQuantile}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1815 #' @return an object of class DHARMa, similar to what is returned by \code{\link{simulateResiduals}}, but with additional outputs for the new grouped calculations. Note that the relevant outputs are 2x in the object, the first is the grouped calculations (which is returned by $name access), and later another time, under identical name, the original output. Moreover, there is a function 'aggregateByGroup', which can be used to aggregate predictor variables in the same way as the variables calculated here
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1816 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1817 #' @example inst/examples/simulateResidualsHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1818 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1819 recalculateResiduals <- function(simulationOutput, group = NULL, aggregateBy = sum, seed = 123, method = c("PIT", "traditional")){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
1820
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1821 randomState <-getRandomState(seed)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1822 on.exit({randomState$restoreCurrent()})
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1823 match.arg(method)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1824
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1825 if(!is.null(simulationOutput$original)) simulationOutput = simulationOutput$original
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
1826
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
1827 out = list()
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
1828 out$original = simulationOutput
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1829
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1830 if(is.null(group)) return(simulationOutput)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
1831 else group =as.factor(group)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1832 out$nGroups = nlevels(group)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
1833
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1834 aggregateByGroup <- function(x) aggregate(x, by=list(group), FUN=aggregateBy)[,2]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1835
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
1836 out$observedResponse = aggregateByGroup(simulationOutput$observedResponse)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1837 out$fittedPredictedResponse = aggregateByGroup(simulationOutput$fittedPredictedResponse)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1838
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1839 if (simulationOutput$refit == F){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1840
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1841 out$simulatedResponse = apply(simulationOutput$simulatedResponse, 2, aggregateByGroup)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1842 out$scaledResiduals = getQuantile(simulations = out$simulatedResponse , observed = out$observedResponse , integerResponse = simulationOutput$integerResponse, method = method)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1843
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1844 ######## refit = T ##################
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1845 } else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1846
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1847 out$refittedPredictedResponse <- apply(simulationOutput$refittedPredictedResponse, 2, aggregateByGroup)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1848 out$fittedResiduals = aggregateByGroup(simulationOutput$fittedResiduals)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1849 out$refittedResiduals = apply(simulationOutput$refittedResiduals, 2, aggregateByGroup)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1850 out$refittedPearsonResiduals = apply(simulationOutput$refittedPearsonResiduals, 2, aggregateByGroup)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1851
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1852 out$scaledResiduals = getQuantile(simulations = out$refittedResiduals , observed = out$fittedResiduals , integerResponse = simulationOutput$integerResponse, method = method)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1853
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1854 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1855
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1856 # hack - the c here will result in both old and new outputs to be present resulting output, but a named access should refer to the new, grouped calculations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1857 # question to myself - what's the use of that, why not erase the old outputs? they are anyway saved in the old object
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1858
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1859 out$aggregateByGroup = aggregateByGroup
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1860 out = c(out, simulationOutput)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1861 out$randomState = randomState
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1862 class(out) = "DHARMa"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1863 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1864 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1865
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1866 ################ simulateResiduals.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1867
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1868 ################ DHARMa.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1869
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1870 #' @title DHARMa - Residual Diagnostics for HierArchical (Multi-level / Mixed) Regression Models
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1871 #' @name DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1872 #' @docType package
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1873 #' @description The 'DHARMa' package uses a simulation-based approach to create readily interpretable scaled (quantile) residuals for fitted (generalized) linear mixed models. Currently supported are linear and generalized linear (mixed) models from 'lme4' (classes 'lmerMod', 'glmerMod'), 'glmmTMB' and 'spaMM', generalized additive models ('gam' from 'mgcv'), 'glm' (including 'negbin' from 'MASS', but excluding quasi-distributions) and 'lm' model classes. Moreover, externally created simulations, e.g. posterior predictive simulations from Bayesian software such as 'JAGS', 'STAN', or 'BUGS' can be processed as well. The resulting residuals are standardized to values between 0 and 1 and can be interpreted as intuitively as residuals from a linear regression. The package also provides a number of plot and test functions for typical model misspecification problems, such as over/underdispersion, zero-inflation, and residual spatial and temporal autocorrelation.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1874 #' @details See index / vignette for details
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1875 #' @seealso \code{\link{simulateResiduals}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1876 #' @examples
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1877 #' vignette("DHARMa", package="DHARMa")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1878 NULL
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1879
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1880
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1881 #' Print simulated residuals
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1882 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1883 #' @param x an object with simulated residuals created by \code{\link{simulateResiduals}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1884 #' @param ... optional arguments for compatibility with the generic function, no function implemented
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1885 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1886 print.DHARMa <- function(x, ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1887 cat(paste("Object of Class DHARMa with simulated residuals based on", x$nSim, "simulations with refit =", x$refit , ". See ?DHARMa::simulateResiduals for help."), "\n", "\n")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1888 if (length(x$scaledResiduals) < 20) cat("Scaled residual values:", x$scaledResiduals)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1889 else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1890 cat("Scaled residual values:", x$scaledResiduals[1:20], "...")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1891 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1892 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1893
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1894 #' Return residuals of a DHARMa simulation
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1895 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1896 #' @param object an object with simulated residuals created by \code{\link{simulateResiduals}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1897 #' @param quantileFunction optional - a quantile function to transform the uniform 0/1 scaling of DHARMa to another distribution
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1898 #' @param outlierValues if a quantile function with infinite support (such as dnorm) is used, residuals that are 0/1 are mapped to -Inf / Inf. outlierValues allows to convert -Inf / Inf values to an optional min / max value.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1899 #' @param ... optional arguments for compatibility with the generic function, no function implemented
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1900 #' @details the function accesses the slot $scaledResiduals in a fitted DHARMa object, and optionally transforms the standard DHARMa quantile residuals (which have a uniform distribution) to a particular pdf.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1901 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1902 #' @note some of the papers on simulated quantile residuals transforming the residuals (which are natively uniform) back to a normal distribution. I presume this is because of the larger familiarity of most users with normal residuals. Personally, I never considered this desirable, for the reasons explained in https://github.com/florianhartig/DHARMa/issues/39, but with this function, I wanted to give users the option to plot normal residuals if they so wish.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1903 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1904 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1905 #' @example inst/examples/simulateResidualsHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1906 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1907 residuals.DHARMa <- function(object, quantileFunction = NULL, outlierValues = NULL, ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1908
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1909 if(is.null(quantileFunction)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1910 return(object$scaledResiduals)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1911 } else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1912 res = quantileFunction(object$scaledResiduals)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1913 if(!is.null(outlierValues)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1914 res = ifelse(res == -Inf, outlierValues[1], res)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1915 res = ifelse(res == Inf, outlierValues[2], res)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1916 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1917 return(res)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1918 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1919 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1920
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1921
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1922
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1923 #' Return outliers
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1924 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1925 #' Returns the outliers of a DHARMa object
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1926 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1927 #' @param object an object with simulated residuals created by \code{\link{simulateResiduals}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1928 #' @param lowerQuantile lower threshold for outliers. Default is zero = outside simulation envelope
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1929 #' @param upperQuantile upper threshold for outliers. Default is 1 = outside simulation envelope
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1930 #' @param return wheter to return an indices of outliers or a logical vector
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1931 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1932 #' @details First of all, note that the standard definition of outlier in the DHARMa plots and outlier tests is an observation that is outside the simulation envelope. How far outside that is depends a lot on how many simulations you do. If you have 100 data points and to 100 simulations, you would expect to have one "outlier" on average, even with a perfectly fitting model. This is in fact what the outlier test tests.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1933 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1934 #' Thus, keep in mind that for a small number of simulations, outliers are mostly a technical term: these are points that are outside our simulations, but we don't know how far away they are.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1935 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1936 #' If you are seriously interested in HOW FAR outside the expected distribution a data point is, you should increase the number of simulations in \code{\link{simulateResiduals}} to be sure to get the tail of the data distribution correctly. In this case, it may make sense to adjust lowerQuantile and upperQuantile, e.g. to 0.025, 0.975, which would define outliers as values outside the central 95% of the distribution.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1937 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1938 #' Also, note that outliers are particularly concerning if they have a strong influence on the model fit. One could test the influence, for example, by removing them from the data, or by some meausures of leverage, e.g. generalisations for Cook's distance as in Pinho, L. G. B., Nobre, J. S., & Singer, J. M. (2015). Cook’s distance for generalized linear mixed models. Computational Statistics & Data Analysis, 82, 126–136. doi:10.1016/j.csda.2014.08.008. At the moment, however, no such function is provided in DHARMa.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1939 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1940 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1941 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1942 outliers <- function(object, lowerQuantile = 0, upperQuantile = 1, return = c("index", "logical")){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1943
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1944 return = match.arg(return)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1945
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1946 out = residuals(object) >= upperQuantile | residuals(object) <= lowerQuantile
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1947
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1948 if(return == "logical") return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1949 else(return(which(out)))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1950 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1951
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1952
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1953
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1954 #' Create a DHARMa object from hand-coded simulations or Bayesian posterior predictive simulations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1955 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1956 #' @param simulatedResponse matrix of observations simulated from the fitted model - row index for observations and colum index for simulations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1957 #' @param observedResponse true observations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1958 #' @param fittedPredictedResponse optional fitted predicted response. For Bayesian posterior predictive simulations, using the median posterior prediction as fittedPredictedResponse is recommended. If not provided, the mean simulatedResponse will be used.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1959 #' @param integerResponse if T, noise will be added at to the residuals to maintain a uniform expectations for integer responses (such as Poisson or Binomial). Unlike in \code{\link{simulateResiduals}}, the nature of the data is not automatically detected, so this MUST be set by the user appropriately
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1960 #' @param seed the random seed to be used within DHARMa. The default setting, recommended for most users, is keep the random seed on a fixed value 123. This means that you will always get the same randomization and thus teh same result when running the same code. NULL = no new seed is set, but previous random state will be restored after simulation. FALSE = no seed is set, and random state will not be restored. The latter two options are only recommended for simulation experiments. See vignette for details.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1961 #' @param method the quantile randomization method used. The two options implemented at the moment are probability integral transform (PIT-) residuals (current default), and the "traditional" randomization procedure, that was used in DHARMa until version 0.3.0. For details, see \code{\link{getQuantile}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1962 #' @details The use of this function is to convert simulated residuals (e.g. from a point estimate, or Bayesian p-values) to a DHARMa object, to make use of the plotting / test functions in DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1963 #' @note Either scaled residuals or (simulatedResponse AND observed response) have to be provided
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1964 #' @example inst/examples/createDharmaHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1965 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1966 createDHARMa <- function(simulatedResponse , observedResponse , fittedPredictedResponse = NULL, integerResponse = F, seed = 123, method = c("PIT", "traditional")){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1967
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1968 randomState <-getRandomState(seed)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1969 on.exit({randomState$restoreCurrent()})
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1970 match.arg(method)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1971
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1972 out = list()
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1973 out$simulatedResponse = simulatedResponse
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1974 out$refit = F
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1975 out$integerResponse = integerResponse
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1976 out$observedResponse = observedResponse
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1977
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1978 if(!is.matrix(simulatedResponse) & !is.null(observedResponse)) stop("either scaled residuals or simulations and observations have to be provided")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1979 if(ncol(simulatedResponse) < 2) stop("simulatedResponse with less than 2 simulations provided - cannot calculate residuals on that.")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1980
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1981 if(ncol(simulatedResponse) < 10) warning("simulatedResponse with less than 10 simulations provided. This rarely makes sense")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1982
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1983 out$nObs = length(observedResponse)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1984
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1985 if (out$nObs < 3) stop("warning - number of observations < 3 ... this rarely makes sense")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1986
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1987 if(! (out$nObs == nrow(simulatedResponse))) stop("dimensions of observedResponse and simulatedResponse do not match")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1988
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1989 out$nSim = ncol(simulatedResponse)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1990
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1991 out$scaledResiduals = getQuantile(simulations = simulatedResponse , observed = observedResponse , integerResponse = integerResponse, method = method)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1992
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1993
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1994 # makes sure that DHARM plots that rely on this vector won't crash
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1995 if(is.null(fittedPredictedResponse)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1996 message("No fitted predicted response provided, using the mean of the simulations")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1997 fittedPredictedResponse = apply(simulatedResponse, 1, mean)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1998 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
1999 out$fittedPredictedResponse = fittedPredictedResponse
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2000 out$randomState = randomState
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2001 class(out) = "DHARMa"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2002 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2003 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2004
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2005
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2006 #' Ensures that an object is of class DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2007 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2008 #' @param simulationOutput a DHARMa simulation output or an object that can be converted into a DHARMa simulation output
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2009 #' @param convert if TRUE, attempts to convert model + numeric to DHARMa, if "Model", converts only supported models to DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2010 #' @details The
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2011 #' @return an object of class DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2012 #' @keywords internal
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2013 ensureDHARMa <- function(simulationOutput,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2014 convert = F){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2015
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2016 if(inherits(simulationOutput, "DHARMa")){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2017 return(simulationOutput)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2018 } else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2019
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2020 if(convert == FALSE) stop("wrong argument to function, simulationOutput must be a DHARMa object!")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2021 else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2022
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2023 if (class(simulationOutput)[1] %in% getPossibleModels()){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2024 if (convert == "Model" | convert == T) return(simulateResiduals(simulationOutput))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2025 } else if(is.vector(simulationOutput, mode = "numeric") & convert == T) {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2026 out = list()
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2027 out$scaledResiduals = simulationOutput
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2028 out$nObs = length(out$scaledResiduals)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2029 class(out) = "DHARMa"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2030 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2031 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2032 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2033 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2034 stop("wrong argument to function, simulationOutput must be a DHARMa object or a numeric vector of quantile residuals!")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2035 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2036
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2037 ####################### DHARMa.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2038
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2039 ####################### tests.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2040
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2041 #' DHARMa general residual test
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2042 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2043 #' Calls both uniformity and dispersion test
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2044 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2045 #' This function is a wrapper for the various test functions implemented in DHARMa. Currently, this function calls the \code{\link{testUniformity}} and the \code{\link{testDispersion}} functions. All other tests (see list below) have to be called by hand.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2046 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2047 #' @param simulationOutput an object of class DHARMa with simulated quantile residuals, either created via \code{\link{simulateResiduals}} or by \code{\link{createDHARMa}} for simulations created outside DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2048 #' @param plot if T, plots functions of the tests are called
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2049 #' @author Florian Hartig
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2050 #' @seealso \code{\link{testUniformity}}, \code{\link{testOutliers}}, \code{\link{testDispersion}}, \code{\link{testZeroInflation}}, \code{\link{testGeneric}}, \code{\link{testTemporalAutocorrelation}}, \code{\link{testSpatialAutocorrelation}}, \code{\link{testQuantiles}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2051 #' @example inst/examples/testsHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2052 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2053 testResiduals <- function(simulationOutput, plot = T){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2054
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2055 opar = par(mfrow = c(1,3))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2056 on.exit(par(opar))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2057 out = list()
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2058 out$uniformity = testUniformity(simulationOutput, plot = plot)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2059 out$dispersion = testDispersion(simulationOutput, plot = plot)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2060 out$outliers = testOutliers(simulationOutput, plot = plot)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2061
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2062 print(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2063 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2064 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2065
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2066 #' Residual tests
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2067 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2068 #' @details Deprecated, switch your code to using the \code{\link{testResiduals}} function
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2069 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2070 #' @param simulationOutput an object of class DHARMa with simulated quantile residuals, either created via \code{\link{simulateResiduals}} or by \code{\link{createDHARMa}} for simulations created outside DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2071 #' @author Florian Hartig
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2072 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2073 testSimulatedResiduals <- function(simulationOutput){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2074 message("testSimulatedResiduals is deprecated, switch your code to using the testResiduals function")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2075 testResiduals(simulationOutput)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2076 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2077
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2078
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2079 #' Test for overall uniformity
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2080 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2081 #' This function tests the overall uniformity of the simulated residuals in a DHARMa object
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2082 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2083 #' @param simulationOutput an object of class DHARMa with simulated quantile residuals, either created via \code{\link{simulateResiduals}} or by \code{\link{createDHARMa}} for simulations created outside DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2084 #' @param alternative a character string specifying whether the test should test if observations are "greater", "less" or "two.sided" compared to the simulated null hypothesis. See \code{\link[stats]{ks.test}} for details
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2085 #' @param plot if T, plots calls \code{\link{plotQQunif}} as well
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2086 #' @details The function applies a \code{\link[stats]{ks.test}} for uniformity on the simulated residuals.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2087 #' @author Florian Hartig
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2088 #' @seealso \code{\link{testResiduals}}, \code{\link{testOutliers}}, \code{\link{testDispersion}}, \code{\link{testZeroInflation}}, \code{\link{testGeneric}}, \code{\link{testTemporalAutocorrelation}}, \code{\link{testSpatialAutocorrelation}}, \code{\link{testQuantiles}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2089 #' @example inst/examples/testsHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2090 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2091 testUniformity<- function(simulationOutput, alternative = c("two.sided", "less", "greater"), plot = T){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2092
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2093 simulationOutput = ensureDHARMa(simulationOutput, convert = T)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2094
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2095 out <- suppressWarnings(ks.test(simulationOutput$scaledResiduals, 'punif', alternative = alternative))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2096 if(plot == T) plotQQunif(simulationOutput = simulationOutput)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2097 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2098 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2099
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2100
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2101 # Experimental
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2102 testBivariateUniformity<- function(simulationOutput, alternative = c("two.sided", "less", "greater"), plot = T){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2103
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2104 simulationOutput = ensureDHARMa(simulationOutput, convert = T)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2105
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2106 #out <- suppressWarnings(ks.test(simulationOutput$scaledResiduals, 'punif', alternative = alternative))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2107 #if(plot == T) plotQQunif(simulationOutput = simulationOutput)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2108 out = NULL
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2109 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2110 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2111
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2112
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2113
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2114 #' Test for quantiles
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2115 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2116 #' This function tests
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2117 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2118 #' @param simulationOutput an object of class DHARMa with simulated quantile residuals, either created via \code{\link{simulateResiduals}} or by \code{\link{createDHARMa}} for simulations created outside DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2119 #' @param predictor an optional predictor variable to be used, instead of the predicted response (default)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2120 #' @param quantiles the quantiles to be tested
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2121 #' @param plot if T, the function will create an additional plot
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2122 #' @details The function fits quantile regressions (via package qgam) on the residuals, and compares their location to the expected location (because of the uniform distributionm, the expected location is 0.5 for the 0.5 quantile).
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2123 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2124 #' A significant p-value for the splines means the fitted spline deviates from a flat line at the expected location (p-values of intercept and spline are combined via Benjamini & Hochberg adjustment to control the FDR)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2125 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2126 #' The p-values of the splines are combined into a total p-value via Benjamini & Hochberg adjustment to control the FDR.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2127 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2128 #' @author Florian Hartig
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2129 #' @example inst/examples/testQuantilesHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2130 #' @seealso \code{\link{testResiduals}}, \code{\link{testUniformity}}, \code{\link{testDispersion}}, \code{\link{testZeroInflation}}, \code{\link{testGeneric}}, \code{\link{testTemporalAutocorrelation}}, \code{\link{testSpatialAutocorrelation}}, \code{\link{testOutliers}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2131 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2132 testQuantiles <- function(simulationOutput, predictor = NULL, quantiles = c(0.25,0.5,0.75), plot = T){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2133
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2134 if(plot == F){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2135
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2136 out = list()
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2137 out$data.name = deparse(substitute(simulationOutput))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2138
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2139 simulationOutput = ensureDHARMa(simulationOutput, convert = T)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2140 res = simulationOutput$scaledResiduals
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2141 pred = ensurePredictor(simulationOutput, predictor)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2142
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2143 dat=data.frame(res = simulationOutput$scaledResiduals , pred = pred)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2144
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2145 quantileFits <- list()
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2146 pval = rep(NA, length(quantiles))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2147 predictions = data.frame(pred = sort(dat$pred))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2148 predictions = cbind(predictions, matrix(ncol = 2 * length(quantiles), nrow = nrow(dat)))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2149 for(i in 1:length(quantiles)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2150 datTemp = dat
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2151 datTemp$res = datTemp$res - quantiles[i]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2152
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2153 # settings for k = the dimension of the basis used to represent the smooth term.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2154 # see https://github.com/mfasiolo/qgam/issues/37
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2155 dimSmooth = min(length(unique(datTemp$pred)), 10)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2156 quantResult = try(capture.output(quantileFits[[i]] <- qgam::qgam(res ~ s(pred, k = dimSmooth) , data =datTemp, qu = quantiles[i])), silent = T)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2157 if(inherits(quantResult, "try-error")){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2158 message("Unable to calculate quantile regression for quantile ", quantiles[i], ". Possibly to few (unique) data points / predictions. Will be ommited in plots and significance calculations.")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2159 } else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2160 x = summary(quantileFits[[i]])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2161 pval[i] = min(p.adjust(c(x$p.table[1,4], x$s.table[1,4]), method = "BH")) # correction for test on slope and intercept
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2162 quantPre = predict(quantileFits[[i]], newdata = predictions, se = T)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2163 predictions[, 2*i] = quantPre$fit + quantiles[i]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2164 predictions[, 2*i + 1] = quantPre$se.fit
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2165 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2166 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2167
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2168 out$method = "Test for location of quantiles via qgam"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2169 out$alternative = "both"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2170 out$pvals = pval
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2171 out$p.value = min(p.adjust(pval, method = "BH")) # correction for multiple quantile tests
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2172 out$predictions = predictions
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2173 out$qgamFits = quantileFits
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2174
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2175 class(out) = "htest"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2176
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2177 } else if(plot == T) {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2178 out <- plotResiduals(simulationOutput = simulationOutput, predictor = predictor, quantiles = quantiles)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2179 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2180 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2181 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2182
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2183
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2184 #unif.2017YMi(X, type = c("Q1", "Q2", "Q3"), lower = rep(0, ncol(X)),upper = rep(1, ncol(X)))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2185
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2186 #' Test for outliers
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2187 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2188 #' This function tests if the number of observations outside the simulatio envelope are larger or smaller than expected
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2189 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2190 #' @param simulationOutput an object of class DHARMa with simulated quantile residuals, either created via \code{\link{simulateResiduals}} or by \code{\link{createDHARMa}} for simulations created outside DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2191 #' @param alternative a character string specifying whether the test should test if observations are "greater", "less" or "two.sided" (default) compared to the simulated null hypothesis
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2192 #' @param margin whether to test for outliers only at the lower, only at the upper, or both sides (default) of the simulated data distribution
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2193 #' @param plot if T, the function will create an additional plot
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2194 #' @details DHARMa residuals are created by simulating from the fitted model, and comparing the simulated values to the observed data. It can occur that all simulated values are higher or smaller than the observed data, in which case they get the residual value of 0 and 1, respectively. I refer to these values as simulation outliers, or simply outliers.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2195 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2196 #' Because no data was simulated in the range of the observed value, we don't know "how strongly" these values deviate from the model expectation, so the term "outlier" should be used with a grain of salt - it's not a judgment about the magnitude of a deviation from an expectation, but simply that we are outside the simulated range, and thus cannot say anything more about the location of the residual.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2197 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2198 #' Note also that the number of outliers will decrease as we increase the number of simulations. Under the null hypothesis that the model is correct, we expect nData /(nSim +1) outliers at each margin of the distribution. For a reason, consider that if the data and the model distribution are identical, the probability that a given observation is higher than all simulations is 1/(nSim +1).
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2199 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2200 #' Based on this null expectation, we can test for an excess or lack of outliers. Per default, testOutliers() looks for both, so if you get a significant p-value, you have to check if you have to many or too few outliers. An excess of outliers is to be interpreted as too many values outside the simulation envelope. This could be caused by overdispersion, or by what we classically call outliers. A lack of outliers would be caused, for example, by underdispersion.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2201 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2202 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2203 #' @author Florian Hartig
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2204 #' @seealso \code{\link{testResiduals}}, \code{\link{testUniformity}}, \code{\link{testDispersion}}, \code{\link{testZeroInflation}}, \code{\link{testGeneric}}, \code{\link{testTemporalAutocorrelation}}, \code{\link{testSpatialAutocorrelation}}, \code{\link{testQuantiles}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2205 #' @example inst/examples/testOutliersHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2206 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2207 testOutliers <- function(simulationOutput, alternative = c("two.sided", "greater", "less"), margin = c("both", "upper", "lower"), plot = T){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2208
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2209 # check inputs
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2210 alternative = match.arg(alternative)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2211 margin = match.arg(margin)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2212 data.name = deparse(substitute(simulationOutput)) # remember: needs to be called before ensureDHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2213 simulationOutput = ensureDHARMa(simulationOutput, convert = "Model")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2214
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2215 # calculation of outliers
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2216 if(margin == "both") outliers = sum(simulationOutput$scaledResiduals %in% c(0, 1))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2217 if(margin == "upper") outliers = sum(simulationOutput$scaledResiduals == 1)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2218 if(margin == "lower") outliers = sum(simulationOutput$scaledResiduals == 0)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2219
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2220 # calculations of trials and H0
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2221 outFreqH0 = 1/(simulationOutput$nSim +1) * ifelse(margin == "both", 2, 1)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2222 trials = simulationOutput$nObs
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2223
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2224 out = binom.test(outliers, trials, p = outFreqH0, alternative = alternative)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2225
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2226 # overwrite information in binom.test
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2227
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2228 out$data.name = data.name
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2229 out$margin = margin
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2230 out$method = "DHARMa outlier test based on exact binomial test"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2231
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2232 names(out$statistic) = paste("outliers at", margin, "margin(s)")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2233 names(out$parameter) = "simulations"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2234 names(out$estimate) = paste("frequency of outliers (expected:", out$null.value,")")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2235
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2236 out$interval = "tst"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2237
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2238 out$interval =
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2239
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2240 if(plot == T) {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2241
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2242 hist(simulationOutput, main = "")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2243
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2244 main = ifelse(out$p.value <= 0.05,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2245 "Outlier test significant",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2246 "Outlier test n.s.")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2247
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2248 title(main = main, cex.main = 1,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2249 col.main = ifelse(out$p.value <= 0.05, "red", "black"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2250
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2251 # legend("center", c(paste("p=", round(out$p.value, digits = 5)), paste("Deviation ", ifelse(out$p.value < 0.05, "significant", "n.s."))), text.col = ifelse(out$p.value < 0.05, "red", "black" ))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2252
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2253 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2254 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2255 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2256
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2257
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2258 #' DHARMa dispersion tests
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2259 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2260 #' This function performs a simulation-based test for over/underdispersion
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2261 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2262 #' @param simulationOutput an object of class DHARMa with simulated quantile residuals, either created via \code{\link{simulateResiduals}} or by \code{\link{createDHARMa}} for simulations created outside DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2263 #' @param plot whether to plot output
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2264 #' @param alternative a character string specifying whether the test should test if observations are "greater", "less" or "two.sided" compared to the simulated null hypothesis. Greater corresponds to overdispersion.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2265 #' @param ... arguments to pass on to \code{\link{testGeneric}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2266 #' @details The function implements two tests, depending on whether it is applied on a simulation with refit = F, or refit = T.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2267 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2268 #' If refit = F, the function tests the sd of the data against the sd of the simulated data.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2269 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2270 #' If refit = T, the function compares the approximate deviance (via squared pearson residuals) with the same quantity from the models refitted with simulated data. Applying this is much slower than the previous alternative. Given the computational cost, I would suggest that most users will be satisfied with the standard dispersion test.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2271 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2272 #' @note The results of the dispersion test can can differ depending on whether it is evaluated on conditional (= conditional on fitted random effects) or unconditional (= REs are re-simulated) simulations. You can change between conditional or unconditional simulations in \code{\link{simulateResiduals}} if this is supported by the regression package that you use. The default in DHARMa is to use unconditional simulations, but I have often found that conditional simulations are more sensitive to dispersion problems. I recommend trying both, as neither test should be positive if the dispersion is correct.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2273 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2274 #' @author Florian Hartig
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2275 #' @seealso \code{\link{testResiduals}}, \code{\link{testUniformity}}, \code{\link{testOutliers}}, \code{\link{testZeroInflation}}, \code{\link{testGeneric}}, \code{\link{testTemporalAutocorrelation}}, \code{\link{testSpatialAutocorrelation}}, \code{\link{testQuantiles}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2276 #' @example inst/examples/testsHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2277 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2278 testDispersion <- function(simulationOutput, alternative = c("two.sided", "greater", "less"), plot = T, ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2279
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2280 out = list()
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2281 out$data.name = deparse(substitute(simulationOutput))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2282
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2283 alternative <- match.arg(alternative)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2284
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2285 simulationOutput = ensureDHARMa(simulationOutput, convert = "Model")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2286
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2287 if(simulationOutput$refit == F){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2288
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2289 spread <- function(x) sd(x - simulationOutput$fittedPredictedResponse)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2290 out = testGeneric(simulationOutput, summary = spread, alternative = alternative, methodName = "DHARMa nonparametric dispersion test via sd of residuals fitted vs. simulated", plot = plot, ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2291 } else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2292
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2293 observed = tryCatch(sum(residuals(simulationOutput$fittedModel, type = "pearson")^2), error = function(e) {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2294 message(paste("DHARMa: the requested tests requires pearson residuals, but your model does not implement these calculations. Test will return NA. Error message:", e))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2295 return(NA)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2296 })
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2297 if(is.na(observed)) return(NA)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2298 expected = apply(simulationOutput$refittedPearsonResiduals^2 , 2, sum)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2299 out$statistic = c(dispersion = observed / mean(expected))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2300 out$method = "DHARMa nonparametric dispersion test via mean deviance residual fitted vs. simulated-refitted"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2301
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2302 p = getP(simulated = expected, observed = observed, alternative = alternative)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2303
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2304 out$alternative = alternative
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2305 out$p.value = p
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2306 class(out) = "htest"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2307
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2308 if(plot == T) {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2309 #plotTitle = gsub('(.{1,50})(\\s|$)', '\\1\n', out$method)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2310 xLabel = paste("Simulated values, red line = fitted model. p-value (",out$alternative, ") = ", out$p.value, sep ="")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2311
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2312 hist(expected, xlim = range(expected, observed, na.rm=T ), col = "lightgrey", main = "", xlab = xLabel, breaks = 20, cex.main = 1)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2313 abline(v = observed, lwd= 2, col = "red")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2314
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2315 main = ifelse(out$p.value <= 0.05,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2316 "Dispersion test significant",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2317 "Dispersion test n.s.")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2318
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2319 title(main = main, cex.main = 1,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2320 col.main = ifelse(out$p.value <= 0.05, "red", "black"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2321 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2322 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2323
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2324 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2325 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2326
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2327 #' Simulated overdisperstion tests
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2328 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2329 #' @details Deprecated, switch your code to using the \code{\link{testDispersion}} function
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2330 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2331 #' @param simulationOutput an object of class DHARMa with simulated quantile residuals, either created via \code{\link{simulateResiduals}} or by \code{\link{createDHARMa}} for simulations created outside DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2332 #' @param ... additional arguments to \code{\link{testDispersion}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2333 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2334 testOverdispersion <- function(simulationOutput, ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2335 message("testOverdispersion is deprecated, switch your code to using the testDispersion function")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2336 testDispersion(simulationOutput, ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2337 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2338
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2339 #' Parametric overdisperstion tests
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2340 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2341 #' @details Deprecated, switch your code to using the \code{\link{testDispersion}} function. The function will do nothing, arguments will be ignored, the parametric tests is no longer recommend
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2342 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2343 #' @param ... arguments will be ignored, the parametric tests is no longer recommend
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2344 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2345 testOverdispersionParametric <- function(...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2346 message("testOverdispersionParametric is deprecated and no longer recommended, see release notes in DHARMA 0.2.0 - switch your code to using the testDispersion function")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2347 return(0)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2348 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2349
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2350
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2351 #' Tests for zero-inflation
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2352 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2353 #' This function compares the observed number of zeros with the zeros expected from simulations.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2354 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2355 #' @param simulationOutput an object of class DHARMa with simulated quantile residuals, either created via \code{\link{simulateResiduals}} or by \code{\link{createDHARMa}} for simulations created outside DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2356 #' @param ... further arguments to \code{\link{testGeneric}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2357 #' @details The plot shows the expected distribution of zeros against the observed values, the ratioObsSim shows observed vs. simulated zeros. A value < 1 means that the observed data has less zeros than expected, a value > 1 means that it has more zeros than expected (aka zero-inflation). Per default, the function tests both sides.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2358 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2359 #' Some notes about common problems / questions:
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2360 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2361 #' * Zero-inflation tests after fitting the model are crucial to see if you have zero-inflation. Just because there are a lot of zeros doesn't mean you have zero-inflation, see Warton, D. I. (2005). Many zeros does not mean zero inflation: comparing the goodness-of-fit of parametric models to multivariate abundance data. Environmetrics 16(3), 275-289.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2362 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2363 #' * That being said, zero-inflation tests are often not a reliable guide to decide wheter to add a zi term or not. In general, model structures should be decided on ideally a priori, if that is not possible via model selection techniques (AIC, BIC, WAIC, Bayes Factor). A zero-inflation test should only be run after that decision, and to validate the decision that was taken.
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diff changeset
2364 #'
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diff changeset
2365 #' @note This function is a wrapper for \code{\link{testGeneric}}, where the summary argument is set to function(x) sum(x == 0)
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parents:
diff changeset
2366 #' @author Florian Hartig
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diff changeset
2367 #' @example inst/examples/testsHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2368 #' @seealso \code{\link{testResiduals}}, \code{\link{testUniformity}}, \code{\link{testOutliers}}, \code{\link{testDispersion}}, \code{\link{testGeneric}}, \code{\link{testTemporalAutocorrelation}}, \code{\link{testSpatialAutocorrelation}}, \code{\link{testQuantiles}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2369 #' @export
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diff changeset
2370 testZeroInflation <- function(simulationOutput, ...){
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diff changeset
2371 countZeros <- function(x) sum( x == 0)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2372 testGeneric(simulationOutput = simulationOutput, summary = countZeros, methodName = "DHARMa zero-inflation test via comparison to expected zeros with simulation under H0 = fitted model", ... )
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diff changeset
2373 }
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diff changeset
2374
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ecology
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diff changeset
2375
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ecology
parents:
diff changeset
2376 #' Generic simulation test of a summary statistic
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2377 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2378 #' This function tests if a user-defined summary differs when applied to simulated / observed data.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2379 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
2380 #' @param simulationOutput an object of class DHARMa with simulated quantile residuals, either created via \code{\link{simulateResiduals}} or by \code{\link{createDHARMa}} for simulations created outside DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
2381 #' @param summary a function that can be applied to simulated / observed data. See examples below
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parents:
diff changeset
2382 #' @param alternative a character string specifying whether the test should test if observations are "greater", "less" or "two.sided" compared to the simulated null hypothesis
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
2383 #' @param plot whether to plot the simulated summary
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
2384 #' @param methodName name of the test (will be used in plot)
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diff changeset
2385 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2386 #' @details This function tests if a user-defined summary differs when applied to simulated / observed data. the function can easily be remodeled to apply summaries on the residuals, by simply defining f = function(x) summary (x - predictions), as done in \code{\link{testDispersion}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2387 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2388 #' @note The function that you supply is applied on the data as it is represented in your fitted model, which may not always correspond to how you think. This is important in particular when you use k/n binomial data, and want to test for 1-inflation. As an example, if have k/20 observations, and you provide your data via cbind (y, y-20), you have to test for 20-inflation (because this is how the data is represented in the model). However, if you provide data via y/20, and weights = 20, you should test for 1-inflation. In doubt, check how the data is internally represented in model.frame(model), or via simulate(model)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2389 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2390 #' @export
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ecology
parents:
diff changeset
2391 #' @author Florian Hartig
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
2392 #' @example inst/examples/testsHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
2393 #' @seealso \code{\link{testResiduals}}, \code{\link{testUniformity}}, \code{\link{testOutliers}}, \code{\link{testDispersion}}, \code{\link{testZeroInflation}}, \code{\link{testTemporalAutocorrelation}}, \code{\link{testSpatialAutocorrelation}}, \code{\link{testQuantiles}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2394 testGeneric <- function(simulationOutput, summary, alternative = c("two.sided", "greater", "less"), plot = T, methodName = "DHARMa generic simulation test"){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2395
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2396 out = list()
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2397 out$data.name = deparse(substitute(simulationOutput))
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diff changeset
2398
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2399 simulationOutput = ensureDHARMa(simulationOutput, convert = "Model")
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diff changeset
2400
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ecology
parents:
diff changeset
2401 alternative <- match.arg(alternative)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
2402
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parents:
diff changeset
2403 observed = summary(simulationOutput$observedResponse)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
2404
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2405 simulated = apply(simulationOutput$simulatedResponse, 2, summary)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
2406
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2407 p = getP(simulated = simulated, observed = observed, alternative = alternative)
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parents:
diff changeset
2408
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2409 out$statistic = c(ratioObsSim = observed / mean(simulated))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2410 out$method = methodName
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parents:
diff changeset
2411 out$alternative = alternative
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2412 out$p.value = p
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diff changeset
2413
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diff changeset
2414
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2415 class(out) = "htest"
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diff changeset
2416
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parents:
diff changeset
2417 if(plot == T) {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2418 plotTitle = gsub('(.{1,50})(\\s|$)', '\\1\n', methodName)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2419 xLabel = paste("Simulated values, red line = fitted model. p-value (",out$alternative, ") = ", out$p.value, sep ="")
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parents:
diff changeset
2420 hist(simulated, xlim = range(simulated, observed, na.rm=T ), col = "lightgrey", main = plotTitle, xlab = xLabel, breaks = max(round(simulationOutput$nSim / 5), 20), cex.main = 0.8)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2421 abline(v = observed, lwd= 2, col = "red")
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diff changeset
2422 }
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diff changeset
2423 return(out)
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diff changeset
2424 }
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parents:
diff changeset
2425
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parents:
diff changeset
2426
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parents:
diff changeset
2427 #' Test for temporal autocorrelation
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parents:
diff changeset
2428 #'
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parents:
diff changeset
2429 #' This function performs a standard test for temporal autocorrelation on the simulated residuals
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parents:
diff changeset
2430 #'
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parents:
diff changeset
2431 #' @param simulationOutput an object with simulated residuals created by \code{\link{simulateResiduals}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2432 #' @param time the time, in the same order as the data points. If not provided, random values will be created
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2433 #' @param alternative a character string specifying whether the test should test if observations are "greater", "less" or "two.sided" compared to the simulated null hypothesis
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2434 #' @param plot whether to plot output
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2435 #' @details The function performs a Durbin-Watson test on the uniformly scaled residuals, and plots the residuals against time. The DB test was originally be designed for normal residuals. In simulations, I didn't see a problem with this setting though. The alternative is to transform the uniform residuals to normal residuals and perform the DB test on those.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2436 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2437 #' If no time values are provided, random values will be created. The sense of being able to run the test with time = NULL (random values) is to test the rate of false positives under the current residual structure (random time corresponds to H0: no spatial autocorrelation), e.g. to check if the test has noninal error rates for particular residual structures (note that Durbin-Watson originally assumes normal residuals, error rates seem correct for uniform residuals, but may not be correct if there are still other residual problems).
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parents:
diff changeset
2438 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2439 #' Testing for temporal autocorrelation requires unique time values - if you have several observations per time value, either use the recalculateResiduals function to aggregate residuals per time step, or extract the residuals from the fitted object, and plot / test each of them independently for temporally repeated subgroups (typical choices would be location / subject etc.). Note that the latter must be done by hand, outside testSpatialAutocorrelation.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2440 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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parents:
diff changeset
2441 #' @note Important to note for all autocorrelation tests (spatial / temporal): the autocorrelation tests are valid to check for residual autocorrelation in models that don't assume such a correlation (in this case, you can use conditional or unconditional simulations), or if there is remaining residual autocorrelation after accounting for it in a spatial/temporal model (in that case, you have to use conditional simulations), but if checking unconditional simulations from a model with an autocorrelation structure on data that corresponds to this model, they will be significant, even if the model fully accounts for this structure.
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parents:
diff changeset
2442 #'
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ecology
parents:
diff changeset
2443 #' This behavior is not really a bug, but rather originates from the definition of the quantile residuals: quantile residuals are calculated independently per data point, i.e. without consideratin of any correlation structure between data points that may exist in the simulations. As a result, the simulated distributions from a unconditional simulaton will typically not reflect the correlation structure that is present in each single simulation, and the same is true for the subsequently calculated quantile residuals.
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parents:
diff changeset
2444 #'
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parents:
diff changeset
2445 #' The bottomline here is that spatial / temporal / other autoregressive models should either be tested based on conditional simulations, or (ideally) custom tests should be used that are not based on quantile residuals, but rather compare the correlation structure in the simulated data with the correlation structure in the observed data.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2446 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2447 #' @author Florian Hartig
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2448 #' @seealso \code{\link{testResiduals}}, \code{\link{testUniformity}}, \code{\link{testOutliers}}, \code{\link{testDispersion}}, \code{\link{testZeroInflation}}, \code{\link{testGeneric}}, \code{\link{testSpatialAutocorrelation}}, \code{\link{testQuantiles}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2449 #' @example inst/examples/testTemporalAutocorrelationHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2450 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2451 testTemporalAutocorrelation <- function(simulationOutput, time = NULL , alternative = c("two.sided", "greater", "less"), plot = T){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2452
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2453 simulationOutput = ensureDHARMa(simulationOutput, convert = T)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2454
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2455 # actually not sure if this is neccessary for dwtest, but seems better to aggregate
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2456 if(any(duplicated(time))) stop("testing for temporal autocorrelation requires unique time values - if you have several observations per time value, either use the recalculateResiduals function to aggregate residuals per time step, or extract the residuals from the fitted object, and plot / test each of them independently for temporally repeated subgroups (typical choices would be location / subject etc.). Note that the latter must be done by hand, outside testSpatialAutocorrelation.")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2457
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2458 alternative <- match.arg(alternative)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2459
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2460 if(is.null(time)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2461 time = sample.int(simulationOutput$nObs, simulationOutput$nObs)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2462 message("DHARMa::testTemporalAutocorrelation - no time argument provided, using random times for each data point")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2463 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2464
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2465 out = lmtest::dwtest(simulationOutput$scaledResiduals ~ 1, order.by = time, alternative = alternative)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2466
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2467 if(plot == T) {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2468 oldpar <- par(mfrow = c(1,2))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2469 on.exit(par(oldpar))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2470
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2471 plot(simulationOutput$scaledResiduals[order(time)] ~ time[order(time)],
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2472 type = "l", ylab = "Scaled residuals", xlab = "Time", main = "Residuals vs. time")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2473 acf(simulationOutput$scaledResiduals[order(time)], main = "Autocorrelation")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2474 legend("topright",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2475 c(paste(out$method, " p=", round(out$p.value, digits = 5)),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2476 paste("Deviation ", ifelse(out$p.value < 0.05, "significant", "n.s."))),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2477 text.col = ifelse(out$p.value < 0.05, "red", "black" ), bty="n")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2478
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2479 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2480
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2481 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2482 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2483
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2484
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2485 #' Test for spatial autocorrelation
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2486 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2487 #' This function performs a standard test for spatial autocorrelation on the simulated residuals
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2488 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2489 #' @param simulationOutput an object of class DHARMa with simulated quantile residuals, either created via \code{\link{simulateResiduals}} or by \code{\link{createDHARMa}} for simulations created outside DHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2490 #' @param x the x coordinate, in the same order as the data points. If not provided, random values will be created
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2491 #' @param y the y coordinate, in the same order as the data points. If not provided, random values will be created
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2492 #' @param distMat optional distance matrix. If not provided, a distance matrix will be calculated based on x and y. See details for explanation
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2493 #' @param alternative a character string specifying whether the test should test if observations are "greater", "less" or "two.sided" compared to the simulated null hypothesis
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2494 #' @param plot whether to plot output
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2495 #' @details The function performs Moran.I test from the package ape, based on the provided distance matrix of the data points.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2496 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2497 #' There are several ways to specify this distance. If a distance matrix (distMat) is provided, calculations will be based on this distance matrix, and x,y coordinates will only used for the plotting (if provided)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2498 #' If distMat is not provided, the function will calculate the euclidian distances between x,y coordinates, and test Moran.I based on these distances.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2499 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2500 #' If no x/y values are provided, random values will be created. The sense of being able to run the test with x/y = NULL (random values) is to test the rate of false positives under the current residual structure (random x/y corresponds to H0: no spatial autocorrelation), e.g. to check if the test has nominal error rates for particular residual structures.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2501 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2502 #' Testing for spatial autocorrelation requires unique x,y values - if you have several observations per location, either use the recalculateResiduals function to aggregate residuals per location, or extract the residuals from the fitted object, and plot / test each of them independently for spatially repeated subgroups (a typical scenario would repeated spatial observation, in which case one could plot / test each time step separately for temporal autocorrelation). Note that the latter must be done by hand, outside testSpatialAutocorrelation.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2503 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2504 #' @note Important to note for all autocorrelation tests (spatial / temporal): the autocorrelation tests are valid to check for residual autocorrelation in models that don't assume such a correlation (in this case, you can use conditional or unconditional simulations), or if there is remaining residual autocorrelation after accounting for it in a spatial/temporal model (in that case, you have to use conditional simulations), but if checking unconditional simulations from a model with an autocorrelation structure on data that corresponds to this model, they will be significant, even if the model fully accounts for this structure.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2505 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2506 #' This behavior is not really a bug, but rather originates from the definition of the quantile residuals: quantile residuals are calculated independently per data point, i.e. without consideratin of any correlation structure between data points that may exist in the simulations. As a result, the simulated distributions from a unconditional simulaton will typically not reflect the correlation structure that is present in each single simulation, and the same is true for the subsequently calculated quantile residuals.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2507 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2508 #' The bottomline here is that spatial / temporal / other autoregressive models should either be tested based on conditional simulations, or (ideally) custom tests should be used that are not based on quantile residuals, but rather compare the correlation structure in the simulated data with the correlation structure in the observed data.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2509 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2510 #' @author Florian Hartig
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2511 #' @seealso \code{\link{testResiduals}}, \code{\link{testUniformity}}, \code{\link{testOutliers}}, \code{\link{testDispersion}}, \code{\link{testZeroInflation}}, \code{\link{testGeneric}}, \code{\link{testTemporalAutocorrelation}}, \code{\link{testQuantiles}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2512 #' @import grDevices
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2513 #' @example inst/examples/testSpatialAutocorrelationHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2514 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2515 testSpatialAutocorrelation <- function(simulationOutput, x = NULL, y = NULL, distMat = NULL, alternative = c("two.sided", "greater", "less"), plot = T){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2516
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2517 alternative <- match.arg(alternative)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2518 data.name = deparse(substitute(simulationOutput)) # needs to be before ensureDHARMa
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2519 simulationOutput = ensureDHARMa(simulationOutput, convert = T)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2520
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2521 if(any(duplicated(cbind(x,y)))) stop("testing for spatial autocorrelation requires unique x,y values - if you have several observations per location, either use the recalculateResiduals function to aggregate residuals per location, or extract the residuals from the fitted object, and plot / test each of them independently for spatially repeated subgroups (a typical scenario would repeated spatial observation, in which case one could plot / test each time step separately for temporal autocorrelation). Note that the latter must be done by hand, outside testSpatialAutocorrelation.")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2522
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2523 if( (!is.null(x) | !is.null(y)) & !is.null(distMat) ) message("both coordinates and distMat provided, calculations will be done based on the distance matrix, coordinates will only be used for plotting")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2524 # if not provided, fill x and y with random numbers (Null model)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2525 if(is.null(x)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2526 x = runif(simulationOutput$nObs, -1,1)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2527 message("DHARMa::testSpatialAutocorrelation - no x coordinates provided, using random values for each data point")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2528 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2529
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2530 if(is.null(y)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2531 y = runif(simulationOutput$nObs, -1,1)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2532 message("DHARMa::testSpatialAutocorrelation - no x coordinates provided, using random values for each data point")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2533 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2534
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2535 # if not provided, create distance matrix based on x and y
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2536 if(is.null(distMat)) distMat <- as.matrix(dist(cbind(x, y)))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2537
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2538 invDistMat <- 1/distMat
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2539 diag(invDistMat) <- 0
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2540
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2541 MI = ape::Moran.I(simulationOutput$scaledResiduals, weight = invDistMat, alternative = alternative)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2542
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2543 out = list()
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2544 out$statistic = c(observed = MI$observed, expected = MI$expected, sd = MI$sd)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2545 out$method = "DHARMa Moran's I test for spatial autocorrelation"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2546 out$alternative = "Spatial autocorrelation"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2547 out$p.value = MI$p.value
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2548 out$data.name = data.name
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2549
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2550 class(out) = "htest"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2551
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2552
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2553
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2554 if(plot == T) {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2555 opar <- par(mfrow = c(1,1))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2556 on.exit(par(opar))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2557
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2558 col = colorRamp(c("red", "white", "blue"))(simulationOutput$scaledResiduals)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2559 plot(x,y, col = rgb(col, maxColorValue = 255), main = out$method, cex.main = 0.8 )
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2560
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2561 # TODO implement correlogram
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2562 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2563
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2564 if(plot == T) {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2565
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2566
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2567 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2568 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2569 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2570
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2571
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2572 getP <- function(simulated, observed, alternative){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2573
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2574 if(alternative == "greater") p = mean(simulated >= observed)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2575 if(alternative == "less") p = mean(simulated <= observed)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2576 if(alternative == "two.sided") p = min(min(mean(simulated <= observed), mean(simulated >= observed) ) * 2,1)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2577
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2578 return(p)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2579 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2580
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2581
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2582
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2583 ####################### tests.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2584
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2585 ####################### compatibility.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2586
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2587
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2588 # New S3 methods
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2589
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2590 #' Get model response
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2591 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2592 #' Extract the response of a fitted model
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2593 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2594 #' The purpose of this function is to savely extract the response (dependent variable) of the fitted model classes
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2595 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2596 #' @param object a fitted model
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2597 #' @param ... additional parameters
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2598 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2599 #' @example inst/examples/wrappersHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2600 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2601 #' @seealso \code{\link{getRefit}}, \code{\link{getSimulations}}, \code{\link{getFixedEffects}}, \code{\link{getFitted}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2602 #' @author Florian Hartig
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2603 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2604 getObservedResponse <- function (object, ...) {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2605 UseMethod("getObservedResponse", object)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2606 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2607
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2608 #' @rdname getObservedResponse
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2609 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2610 getObservedResponse.default <- function (object, ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2611 out = model.frame(object)[,1]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2612
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2613 # check for weights in k/n case
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2614 if(family(object)$family %in% c("binomial", "betabinomial") & "(weights)" %in% colnames(model.frame(object))){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2615 x = model.frame(object)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2616 out = out * x$`(weights)`
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2617 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2618
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2619 # check for k/n binomial
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2620 if(is.matrix(out)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2621 if(!(ncol(out) == 2)) securityAssertion("nKcase - wrong dimensions of response")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2622 if(!(family(object)$family %in% c("binomial", "betabinomial"))) securityAssertion("nKcase - wrong family")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2623
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2624 out = out[,1]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2625 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2626
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2627 # observation is factor - unlike lme4 and older, glmmTMB simulates nevertheless as numeric
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2628 if(is.factor(out)) out = as.numeric(out) - 1
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2629
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2630 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2631 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2632
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2633 weightsWarning = "Model was fit with prior weights. These will be ignored in the simulation. See ?getSimulations for details"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2634
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2635 #' Get model simulations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2636 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2637 #' Wrapper to simulate from a fitted model
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2638 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2639 #' The purpose of this wrapper for for the simulate function is to return the simulations from a model in a standardized way
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2640 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2641 #' @param object a fitted model
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2642 #' @param nsim number of simulations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2643 #' @param type if simulations should be prepared for getQuantile or for refit
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2644 #' @param ... additional parameters to be passed on, usually to the simulate function of the respective model class
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2645 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2646 #' @return a matrix with simulations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2647 #' @example inst/examples/wrappersHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2648 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2649 #' @seealso \code{\link{getObservedResponse}}, \code{\link{getRefit}}, \code{\link{getFixedEffects}}, \code{\link{getFitted}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2650 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2651 #' @details The function is a wrapper for for the simulate function is to return the simulations from a model in a standardized way.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2652 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2653 #' Note: if the model was fit with weights, the function will throw a warning if used with a model class whose simulate function does not include the weightsi in the simulations. Note that the results may or may not be appropriate in this case, depending on how you use the weights.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2654 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2655 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2656 #' @author Florian Hartig
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2657 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2658 getSimulations <- function (object, nsim = 1 , type = c("normal", "refit"), ...) {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2659 UseMethod("getSimulations", object)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2660 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2661
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2662 #' @rdname getSimulations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2663 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2664 getSimulations.default <- function (object, nsim = 1, type = c("normal", "refit"), ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2665
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2666 type <- match.arg(type)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2667
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2668 out = simulate(object, nsim = nsim , ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2669
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2670 if (type == "normal"){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2671 if(family(object)$family %in% c("binomial", "betabinomial")){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2672 if("(weights)" %in% colnames(model.frame(object))){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2673 x = model.frame(object)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2674 out = out * x$`(weights)`
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2675 } else if (is.matrix(out[[1]])){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2676 # this is for the k/n binomial case
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2677 out = as.matrix(out)[,seq(1, (2*nsim), by = 2)]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2678 } else if(is.factor(out[[1]])){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2679 if(nlevels(out[[1]]) != 2){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2680 warning("The fitted model has a factorial response with number of levels not equal to 2 - there is currently no sensible application in DHARMa that would lead to this situation. Likely, you are trying something that doesn't work.")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2681 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2682 else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2683 out = data.matrix(out) - 1
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2684 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2685 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2686 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2687
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2688 if(!is.matrix(out)) out = data.matrix(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2689 } else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2690 if(family(object)$family %in% c("binomial", "betabinomial")){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2691 if (!is.matrix(out[[1]]) & !is.numeric(out)) data.frame(data.matrix(out)-1)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2692 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2693 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2694
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2695 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2696 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2697
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2698
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2699 #' Extract fixed effects of a supported model
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2700 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2701 #' A wrapper to extract fixed effects of a supported model
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2702 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2703 #' @param fittedModel a fitted model
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2704 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2705 #' @example inst/examples/wrappersHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2706 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2707 #' @importFrom lme4 fixef
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2708 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2709 #' @seealso \code{\link{getObservedResponse}}, \code{\link{getSimulations}}, \code{\link{getRefit}}, \code{\link{getFitted}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2710 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2711 getFixedEffects <- function(fittedModel){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2712
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2713 if(class(fittedModel)[1] %in% c("glm", "lm", "gam", "bam", "negbin") ){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2714 out = coef(fittedModel)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2715 } else if(class(fittedModel)[1] %in% c("glmerMod", "lmerMod", "HLfit")){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2716 out = fixef(fittedModel)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2717 } else if(class(fittedModel)[1] %in% c("glmmTMB")){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2718 out = glmmTMB::fixef(fittedModel)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2719 out = out$cond
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2720 } else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2721 out = coef(fittedModel)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2722 if(is.null(out)) out = fixef(fittedModel)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2723 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2724 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2725 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2726
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2727 #' Get model refit
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2728 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2729 #' Wrapper to refit a fitted model
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2730 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2731 #' @param object a fitted model
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2732 #' @param newresp the new response that should be used to refit the model
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2733 #' @param ... additional parameters to be passed on to the refit or update class that is used to refit the model
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2734 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2735 #' @details The purpose of this wrapper is to standardize the refit of a model. The behavior of this function depends on the supplied model. When available, it uses the refit method, otherwise it will use update. For glmmTMB: since version 1.0, glmmTMB has a refit function, but this didn't work, so I switched back to this implementation, which is a hack based on the update function.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2736 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2737 #' @example inst/examples/wrappersHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2738 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2739 #' @seealso \code{\link{getObservedResponse}}, \code{\link{getSimulations}}, \code{\link{getFixedEffects}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2740 #' @author Florian Hartig
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2741 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2742 getRefit <- function (object, newresp, ...) {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2743 UseMethod("getRefit", object)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2744 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2745
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2746 #' @rdname getRefit
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2747 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2748 #' @importFrom lme4 refit
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2749 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2750 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2751 getRefit.default <- function (object, newresp, ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2752 refit(object, newresp, ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2753 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2754
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2755 #' Get model fitted
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2756 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2757 #' Wrapper to get the fitted value a fitted model
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2758 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2759 #' The purpose of this wrapper is to standardize extract the fitted values
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2760 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2761 #' @param object a fitted model
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2762 #' @param ... additional parameters to be passed on, usually to the simulate function of the respective model class
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2763 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2764 #' @example inst/examples/wrappersHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2765 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2766 #' @seealso \code{\link{getObservedResponse}}, \code{\link{getSimulations}}, \code{\link{getRefit}}, \code{\link{getFixedEffects}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2767 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2768 #' @author Florian Hartig
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2769 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2770 getFitted <- function (object, ...) {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2771 UseMethod("getFitted", object)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2772 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2773
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2774 #' @rdname getFitted
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2775 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2776 getFitted.default <- function (object,...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2777 fitted(object, ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2778 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2779
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2780 #' has NA
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2781 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2782 #' checks if the fitted model excluded NA values
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2783 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2784 #' @param object a fitted model
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2785 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2786 #' @details Checks if the fitted model excluded NA values
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2787 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2788 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2789
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2790
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2791 # hasNA <- function(object){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2792 # x = rownames(model.frame(object))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2793 # if(length(x) < as.numeric(x[length(x) ])) return(TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2794 # else return(FALSE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2795 # }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2796
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2797 ######### LM #############
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2798
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2799 #' @rdname getRefit
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2800 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2801 getRefit.lm <- function(object, newresp, ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2802
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2803 newData <-model.frame(object)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2804
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2805 if(is.vector(newresp)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2806 newData[,1] = newresp
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2807 } else if (is.factor(newresp)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2808 # Hack to make the factor binomial case work
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2809 newData[,1] = as.numeric(newresp) - 1
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2810 } else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2811 # Hack to make the binomial n/k case work
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2812 newData[[1]] = NULL
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2813 newData = cbind(newresp, newData)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2814 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2815
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2816 refittedModel = update(object, data = newData)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2817 return(refittedModel)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2818 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2819
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2820
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2821 hasWeigths.lm <- function(object, ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2822 if(length(unique(object$prior.weights)) != 1) return(TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2823 else return(FALSE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2824 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2825
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2826
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2827 ######### GLM #############
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2828
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2829 #' @rdname getSimulations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2830 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2831 getSimulations.negbin<- function (object, nsim = 1, type = c("normal", "refit"), ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2832 if("(weights)" %in% colnames(model.frame(object))) warning(weightsWarning)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2833 getSimulations.default(object = object, nsim = nsim, type = type, ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2834 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2835
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2836
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2837 ######## MGCV ############
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2838
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2839 # This function overwrites the standard fitted function for GAM
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2840
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2841 #' @rdname getFitted
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2842 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2843 getFitted.gam <- function(object, ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2844 class(object) = "glm"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2845 out = stats::fitted(object, ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2846 names(out) = as.character(1:length(out))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2847 out
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2848 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2849
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2850 # Check that this works
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2851 # plot(fitted(fittedModelGAM), predict(fittedModelGAM, type = "response"))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2852
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2853
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2854 ######## lme4 ############
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2855
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2856
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2857 #' @rdname getSimulations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2858 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2859 getSimulations.lmerMod <- function (object, nsim = 1, type = c("normal", "refit"), ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2860
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2861 if("(weights)" %in% colnames(model.frame(object))) warning(weightsWarning)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2862 getSimulations.default(object = object, nsim = nsim, type = type, ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2863 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2864
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2865
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2866 ######## glmmTMB ######
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2867
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2868 #' @rdname getRefit
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2869 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2870 getRefit.glmmTMB <- function(object, newresp, ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2871 newData <-model.frame(object)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2872
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2873 # hack to make update work - for some reason, glmmTMB wants the matrix embedded in the df for update to work ... should be solved ideally, see https://github.com/glmmTMB/glmmTMB/issues/549
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2874 if(is.matrix(newresp)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2875 tmp = colnames(newData[[1]])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2876 newData[[1]] = NULL
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2877 newData = cbind(newresp, newData)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2878 colnames(newData)[1:2] = tmp
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2879 } else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2880 newData[[1]] = newresp
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2881 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2882 refittedModel = update(object, data = newData)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2883 return(refittedModel)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2884 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2885
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2886
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2887 # glmmTMB simulates normal counts (and not proportions in any case, so the check for the other models is not needed), see #158
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2888 # note that if observation is factor - unlike lme4 and older, glmmTMB simulates nevertheless as numeric
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2889
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2890 #' @rdname getSimulations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2891 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2892 getSimulations.glmmTMB <- function (object, nsim = 1, type = c("normal", "refit"), ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2893
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2894 if("(weights)" %in% colnames(model.frame(object)) & ! family(object)$family %in% c("binomial", "betabinomial")) warning(weightsWarning)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2895
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2896 type <- match.arg(type)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2897
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2898 out = simulate(object, nsim = nsim, ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2899
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2900 if (type == "normal"){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2901 if (is.matrix(out[[1]])){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2902 # this is for the k/n binomial case
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2903 out = as.matrix(out)[,seq(1, (2*nsim), by = 2)]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2904 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2905 if(!is.matrix(out)) out = data.matrix(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2906 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2907
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2908 # check for weights in k/n case
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2909 if(family(object)$family %in% c("binomial", "betabinomial")){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2910 if("(weights)" %in% colnames(model.frame(object))){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2911 w = model.frame(object)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2912 w = w$`(weights)`
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2913 tmp <- function(x)x/w
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2914 out = apply(out, 2, tmp)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2915 out = as.data.frame(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2916 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2917 else if(is.matrix(out[[1]]) & !is.matrix(model.frame(object)[[1]])){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2918 out = as.data.frame(as.matrix(out)[,seq(1, (2*nsim), by = 2)])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2919 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2920 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2921
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2922
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2923
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2924
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2925
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2926
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2927 # matrixResp =
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2928 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2929 # if(matrixResp & !is.null(ncol(newresp))){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2930 # # Hack to make the factor binomial case work
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2931 # tmp = colnames(newData[[1]])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2932 # newData[[1]] = NULL
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2933 # newData = cbind(newresp, newData)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2934 # colnames(newData)[1:2] = tmp
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2935 # } else if(!is.null(ncol(newresp))){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2936 # newData[[1]] = newresp[,1]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2937 # } else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2938 # newData[[1]] = newresp
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2939 # }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2940
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2941
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2942 # if (out$modelClass == "glmmTMB" & ncol(simulations) == 2*n) simObserved = simulations[,(1+(2*(i-1))):(2+(2*(i-1)))]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2943 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2944
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2945 # else securityAssertion("Simulation results produced unsupported data structure", stop = TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2946
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2947 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2948 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2949
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2950 ####### spaMM #########
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2951
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2952 #' @rdname getObservedResponse
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2953 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2954 getObservedResponse.HLfit <- function(object, ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2955 out = spaMM::response(object, ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2956
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2957 nKcase = is.matrix(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2958 if(nKcase){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2959 if(! (family(object) %in% c("binomial", "betabinomial"))) securityAssertion("nKcase - wrong family")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2960 if(! (ncol(out)==2)) securityAssertion("nKcase - wrong dimensions of response")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2961 out = out[,1]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2962 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2963
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2964 if(!is.numeric(out)) out = as.numeric(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2965
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2966 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2967
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2968 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2969
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2970 #' @rdname getSimulations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2971 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2972 getSimulations.HLfit <- function(object, nsim = 1, type = c("normal", "refit"), ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2973
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2974 type <- match.arg(type)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2975
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2976 capture.output({out = simulate(object, nsim = nsim, ...)})
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2977
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2978 if(type == "normal"){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2979 if(!is.matrix(out)) out = data.matrix(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2980 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2981 out = as.data.frame(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2982 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2983 return(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2984 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2985
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2986 #' @rdname getRefit
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2987 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2988 getRefit.HLfit <- function(object, newresp, ...) {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2989 spaMM::update_resp(object, newresp, evaluate = TRUE)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2990 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2991
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2992 ####################### compatibility.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2993
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2994 ####################### helper.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2995
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2996 #' Modified ECDF function
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2997 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2998 #' @details ensures symmetric ECDF (standard ECDF is <), and that 0 / 1 values are only produced if the data is strictly < > than the observed data
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
2999 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3000 #' @keywords internal
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3001 DHARMa.ecdf <- function (x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3002 {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3003 x <- sort(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3004 n <- length(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3005 if (n < 1)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3006 stop(paste("DHARMa.ecdf - length vector < 1", x))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3007 vals <- unique(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3008 rval <- approxfun(vals, cumsum(tabulate(match(x, vals)))/ (n +1),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3009 method = "linear", yleft = 0, yright = 1, ties = "ordered")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3010 class(rval) <- c("ecdf", "stepfun", class(rval))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3011 assign("nobs", n, envir = environment(rval))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3012 attr(rval, "call") <- sys.call()
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3013 rval
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3014 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3015
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3016
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3017
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3018 #' calculate quantiles
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3019 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3020 #' calculates residual quantiles from a given simulation
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3021 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3022 #' @param simulations a matrix with simulations from a fitted model. Rows = observations, columns = replicate simulations
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3023 #' @param observed a vector with the observed data
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3024 #' @param integerResponse is the response integer-valued. Only has an effect for method = "traditional"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3025 #' @param method the quantile randomization method used. See details
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3026 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3027 #' @details The function calculates residual quantiles from the simulated data. For continous distributions, this will simply the the value of the ecdf.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3028 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3029 #' For discrete data, there are two options implemented.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3030 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3031 #' The current default (available since DHARMa 0.3.1) are probability integral transform (PIT-) residuals (Smith, 1985; Dunn & Smyth, 1996; see also see also Warton, et al., 2017).
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3032 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3033 #' Before DHARMa 0.3.1, a different randomization procedure was used, in which the a U(-0.5, 0.5) distribution was added on observations and simualtions for discrete distributions. For a completely discrete distribution, the two procedures should deliver equivalent results, but the second method has the disadvantage that a) one has to know if the distribution is discrete (DHARMa tries to recognize this automatically), and b) that it leads to inefficiencies for some distributions such as the the Tweedie, which are partly continous, partly discrte (see e.g. https://github.com/florianhartig/DHARMa/issues/168).
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3034 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3035 #' @references
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3036 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3037 #' Smith, J. Q. "Diagnostic checks of non-standard time series models." Journal of Forecasting 4.3 (1985): 283-291.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3038 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3039 #' Dunn, P.K., & Smyth, G.K. (1996). Randomized quantile residuals. Journal of Computational and Graphical Statistics 5, 236-244.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3040 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3041 #' Warton, David I., Loïc Thibaut, and Yi Alice Wang. "The PIT-trap—A “model-free” bootstrap procedure for inference about regression models with discrete, multivariate responses." PloS one 12.7 (2017)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3042 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3043 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3044 getQuantile <- function(simulations, observed, integerResponse, method = c("PIT", "traditional")){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3045
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3046 method = match.arg(method)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3047
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3048 n = length(observed)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3049 if (nrow(simulations) != n) stop("DHARMa::getquantile: wrong dimension of simulations")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3050 nSim = ncol(simulations)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3051
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3052
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3053 if(method == "traditional"){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3054
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3055 if(integerResponse == F){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3056
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3057 if(any(duplicated(observed))) message("Model family was recognized or set as continuous, but duplicate values were detected in the response. Consider if you are fitting an appropriate model.")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3058
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3059 values = as.vector(simulations)[duplicated(as.vector(simulations))]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3060 if(length(values) > 0){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3061 if (all(values%%1==0)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3062 integerResponse = T
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3063 message("Model family was recognized or set as continuous, but duplicate values were detected in the simulation - changing to integer residuals (see ?simulateResiduals for details)")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3064 } else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3065 message("Duplicate non-integer values found in the simulation. If this is because you are fitting a non-inter valued discrete response model, note that DHARMa does not perform appropriate randomization for such cases.")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3066 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3067
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3068 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3069 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3070
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3071 scaledResiduals = rep(NA, n)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3072 for (i in 1:n){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3073 if(integerResponse == T){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3074 scaledResiduals[i] <- DHARMa.ecdf(simulations[i,] + runif(nSim, -0.5, 0.5))(observed[i] + runif(1, -0.5, 0.5))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3075 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3076 scaledResiduals[i] <- DHARMa.ecdf(simulations[i,])(observed[i])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3077 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3078 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3079
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3080 } else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3081
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3082
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3083 scaledResiduals = rep(NA, n)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3084 for (i in 1:n){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3085 min <- sum(simulations[i,] < observed[i]) / length(simulations[i,])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3086 max <- sum(simulations[i,] <= observed[i]) / length(simulations[i,])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3087 if (min == max) scaledResiduals[i] = DHARMa.ecdf(simulations[i,])(observed[i])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3088 else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3089 scaledResiduals[i] = runif(1, min, max)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3090 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3091 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3092 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3093
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3094 return(scaledResiduals)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3095 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3096
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3097 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3098 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3099 # testData = createData(sampleSize = 200, family = gaussian(),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3100 # randomEffectVariance = 0, numGroups = 5)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3101 # fittedModel <- glmmTMB(observedResponse ~ Environment1,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3102 # data = testData)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3103 # simulationOutput <- simulateResiduals(fittedModel = fittedModel)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3104 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3105 # sims = simulationOutput$simulatedResponse
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3106 # sims[1, c(1,6,8)] = 0
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3107 # any(apply(sims, 1, anyDuplicated))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3108 # getQuantile(simulations = sims, observed = testData$observedResponse, n = 200, integerResponse = F, nSim = 250)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3109 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3110 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3111 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3112
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3113
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3114
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3115 #' Check dot operator
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3116 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3117 #' @param name variable name
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3118 #' @param default variable default
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3119 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3120 #' @details modified from https://github.com/lcolladotor/dots
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3121 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3122 #' @keywords internal
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3123 checkDots <- function(name, default, ...) {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3124 args <- list(...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3125 if(!name %in% names(args)) {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3126 ## Default value
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3127 return(default)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3128 } else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3129 ## If the argument was defined in the ... part, return it
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3130 return(args[[name]])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3131 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3132 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3133
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3134
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3135 securityAssertion <- function(context = "Not provided", stop = F){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3136 generalMessage = "Message from DHARMa: During the execution of a DHARMa function, some unexpected conditions occurred. Even if you didn't get an error, your results may not be reliable. Please check with the help if you use the functions as intended. If you think that the error is not on your side, I would be grateful if you could report the problem at https://github.com/florianhartig/DHARMa/issues \n\n Context:"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3137 if (stop == F) warning(paste(generalMessage, context))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3138 else stop(paste(generalMessage, context))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3139 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3140
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3141 ####################### helper.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3142
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3143 ####################### plot.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3144
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3145 #' DHARMa standard residual plots
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3146 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3147 #' This function creates standard plots for the simulated residuals
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3148 #' @param x an object with simulated residuals created by \code{\link{simulateResiduals}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3149 #' @param rank if T (default), the values of pred will be rank transformed. This will usually make patterns easier to spot visually, especially if the distribution of the predictor is skewed.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3150 #' @param ... further options for \code{\link{plotResiduals}}. Consider in particular parameters quantreg, rank and asFactor. xlab, ylab and main cannot be changed when using plotSimulatedResiduals, but can be changed when using plotResiduals.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3151 #' @details The function creates two plots. To the left, a qq-uniform plot to detect deviations from overall uniformity of the residuals (calling \code{\link{plotQQunif}}), and to the right, a plot of residuals against predicted values (calling \code{\link{plotResiduals}}). Outliers are highlighted in red (for more on outliers, see \code{\link{testOutliers}}). For a correctly specified model, we would expect
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3152 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3153 #' a) a straight 1-1 line in the uniform qq-plot -> evidence for an overall uniform (flat) distribution of the residuals
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3154 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3155 #' b) uniformity of residuals in the vertical direction in the res against predictor plot
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3156 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3157 #' Deviations of this can be interpreted as for a linear regression. See the vignette for detailed examples.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3158 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3159 #' To provide a visual aid in detecting deviations from uniformity in y-direction, the plot of the residuals against the predicted values also performs an (optional) quantile regression, which provides 0.25, 0.5 and 0.75 quantile lines across the plots. These lines should be straight, horizontal, and at y-values of 0.25, 0.5 and 0.75. Note, however, that some deviations from this are to be expected by chance, even for a perfect model, especially if the sample size is small. See further comments on this plot, its interpretation and options, in \code{\link{plotResiduals}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3160 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3161 #' The quantile regression can take some time to calculate, especially for larger datasets. For that reason, quantreg = F can be set to produce a smooth spline instead. This is default for n > 2000.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3162 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3163 #' @seealso \code{\link{plotResiduals}}, \code{\link{plotQQunif}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3164 #' @example inst/examples/plotsHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3165 #' @import graphics
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3166 #' @import utils
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3167 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3168 plot.DHARMa <- function(x, rank = TRUE, ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3169
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3170 oldpar <- par(mfrow = c(1,2), oma = c(0,1,2,1))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3171 on.exit(par(oldpar))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3172
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3173 plotQQunif(x)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3174 plotResiduals(x, rank = rank, ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3175
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3176 mtext("DHARMa residual diagnostics", outer = T)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3177 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3178
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3179
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3180 #' Histogram of DHARMa residuals
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3181 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3182 #' The function produces a histogram from a DHARMa output
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3183 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3184 #' @param x a DHARMa simulation output (class DHARMa)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3185 #' @param breaks breaks for hist() function
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3186 #' @param col col for hist bars
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3187 #' @param main plot main
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3188 #' @param xlab plot xlab
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3189 #' @param cex.main plot cex.main
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3190 #' @param ... other arguments to be passed on to hist
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3191 #' @seealso \code{\link{plotSimulatedResiduals}}, \code{\link{plotResiduals}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3192 #' @example inst/examples/plotsHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3193 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3194 hist.DHARMa <- function(x,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3195 breaks = seq(-0.02, 1.02, len = 53),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3196 col = c("red",rep("lightgrey",50), "red"),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3197 main = "Hist of DHARMa residuals",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3198 xlab = "Residuals (outliers are marked red)",
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3199 cex.main = 1,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3200 ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3201
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3202 x = ensureDHARMa(x, convert = T)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3203
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3204 val = x$scaledResiduals
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3205 val[val == 0] = -0.01
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3206 val[val == 1] = 1.01
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3207
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3208 hist(val, breaks = breaks, col = col, main = main, xlab = xlab, cex.main = cex.main, ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3209 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3210
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3211
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3212 #' DHARMa standard residual plots
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3213 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3214 #' DEPRECATED, use plot() instead
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3215 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3216 #' @param simulationOutput an object with simulated residuals created by \code{\link{simulateResiduals}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3217 #' @param ... further options for \code{\link{plotResiduals}}. Consider in particular parameters quantreg, rank and asFactor. xlab, ylab and main cannot be changed when using plotSimulatedResiduals, but can be changed when using plotResiduals.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3218 #' @note This function is deprecated. Use \code{\link{plot.DHARMa}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3219 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3220 #' @seealso \code{\link{plotResiduals}}, \code{\link{plotQQunif}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3221 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3222 plotSimulatedResiduals <- function(simulationOutput, ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3223 message("plotSimulatedResiduals is deprecated, please switch your code to simply using the plot() function")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3224 plot(simulationOutput, ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3225 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3226
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3227
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3228 #' Quantile-quantile plot for a uniform distribution
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3229 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3230 #' The function produces a uniform quantile-quantile plot from a DHARMa output
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3231 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3232 #' @param simulationOutput a DHARMa simulation output (class DHARMa)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3233 #' @param testUniformity if T, the function \code{\link{testUniformity}} will be called and the result will be added to the plot
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3234 #' @param testOutliers if T, the function \code{\link{testOutliers}} will be called and the result will be added to the plot
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3235 #' @param testDispersion if T, the function \code{\link{testDispersion}} will be called and the result will be added to the plot
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3236 #' @param ... arguments to be passed on to \code{\link[gap]{qqunif}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3237 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3238 #' @details the function calls qqunif from the R package gap to create a quantile-quantile plot for a uniform distribution.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3239 #' @seealso \code{\link{plotSimulatedResiduals}}, \code{\link{plotResiduals}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3240 #' @example inst/examples/plotsHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3241 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3242 plotQQunif <- function(simulationOutput, testUniformity = T, testOutliers = T, testDispersion = T, ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3243
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3244 simulationOutput = ensureDHARMa(simulationOutput, convert = "Model")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3245
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3246 gap::qqunif(simulationOutput$scaledResiduals,pch=2,bty="n", logscale = F, col = "black", cex = 0.6, main = "QQ plot residuals", cex.main = 1, ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3247
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3248 if(testUniformity == TRUE){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3249 temp = testUniformity(simulationOutput, plot = F)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3250 legend("topleft", c(paste("KS test: p=", round(temp$p.value, digits = 5)), paste("Deviation ", ifelse(temp$p.value < 0.05, "significant", "n.s."))), text.col = ifelse(temp$p.value < 0.05, "red", "black" ), bty="n")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3251 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3252
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3253 if(testOutliers == TRUE){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3254 temp = testOutliers(simulationOutput, plot = F)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3255 legend("bottomright", c(paste("Outlier test: p=", round(temp$p.value, digits = 5)), paste("Deviation ", ifelse(temp$p.value < 0.05, "significant", "n.s."))), text.col = ifelse(temp$p.value < 0.05, "red", "black" ), bty="n")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3256 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3257
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3258 if(testDispersion == TRUE){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3259 temp = testDispersion(simulationOutput, plot = F)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3260 legend("center", c(paste("Dispersion test: p=", round(temp$p.value, digits = 5)), paste("Deviation ", ifelse(temp$p.value < 0.05, "significant", "n.s."))), text.col = ifelse(temp$p.value < 0.05, "red", "black" ), bty="n")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3261 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3262
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3263 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3264
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3265
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3266 #' Generic res ~ pred scatter plot with spline or quantile regression on top
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3267 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3268 #' The function creates a generic residual plot with either spline or quantile regression to highlight patterns in the residuals. Outliers are highlighted in red.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3269 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3270 #' @param simulationOutput on object, usually a DHARMa object, from which residual values can be extracted. Alternatively, a vector with residuals or a fitted model can be provided, which will then be transformed into a DHARMa object.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3271 #' @param form optional predictor against which the residuals should be plotted. Default is to used the predicted(simulationOutput)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3272 #' @param quantreg whether to perform a quantile regression on 0.25, 0.5, 0.75 on the residuals. If F, a spline will be created instead. Default NULL chooses T for nObs < 2000, and F otherwise.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3273 #' @param rank if T, the values provided in form will be rank transformed. This will usually make patterns easier to spot visually, especially if the distribution of the predictor is skewed. If form is a factor, this has no effect.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3274 #' @param asFactor should a numeric predictor provided in form be treated as a factor. Default is to choose this for < 10 unique values, as long as enough predictions are available to draw a boxplot.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3275 #' @param smoothScatter if T, a smooth scatter plot will plotted instead of a normal scatter plot. This makes sense when the number of residuals is very large. Default NULL chooses T for nObs < 10000, and F otherwise.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3276 #' @param quantiles for a quantile regression, which quantiles should be plotted
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3277 #' @param ... additional arguments to plot / boxplot.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3278 #' @details The function plots residuals against a predictor (by default against the fitted value, extracted from the DHARMa object, or any other predictor).
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3279 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3280 #' Outliers are highlighted in red (for information on definition and interpretation of outliers, see \code{\link{testOutliers}}).
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3281 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3282 #' To provide a visual aid in detecting deviations from uniformity in y-direction, the plot function calculates an (optional) quantile regression, which compares the empirical 0.25, 0.5 and 0.75 quantiles (default) in y direction (red solid lines) with the theoretical 0.25, 0.5 and 0.75 quantiles (dashed black line).
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3283 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3284 #' Asymptotically (i.e. for lots of data / residuals), if the model is correct, theoretical and the empirical quantiles should be identical (i.e. dashed and solid lines should match). A p-value for the deviation is calculated for each quantile line. Significant deviations are highlighted by red color.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3285 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3286 #' If form is a factor, a boxplot will be plotted instead of a scatter plot. The distribution for each factor level should be uniformly distributed, so the box should go from 0.25 to 0.75, with the median line at 0.5. Again, chance deviations from this will increases when the sample size is smaller. You can run null simulations to test if the deviations you see exceed what you would expect from random variation. If you want to create box plots for categorical predictors (e.g. because you only have a small number of unique numeric predictor values), you can convert your predictor with as.factor(pred)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3287 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3288 #' @return if quantile tests are performed, the function returns them invisibly.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3289 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3290 #' @note The quantile regression can take some time to calculate, especially for larger datasets. For that reason, quantreg = F can be set to produce a smooth spline instead.
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3291 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3292 #' @seealso \code{\link{plotQQunif}}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3293 #' @example inst/examples/plotsHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3294 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3295 plotResiduals <- function(simulationOutput, form = NULL, quantreg = NULL, rank = F, asFactor = NULL, smoothScatter = NULL, quantiles = c(0.25, 0.5, 0.75), ...){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3296
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3297
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3298 ##### Checks #####
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3299
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3300
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3301 a <- list(...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3302 a$ylab = checkDots("ylab", "Standardized residual", ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3303 if(is.null(form)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3304 a$xlab = checkDots("xlab", ifelse(rank, "Model predictions (rank transformed)", "Model predictions"), ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3305 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3306
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3307 simulationOutput = ensureDHARMa(simulationOutput, convert = T)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3308 res = simulationOutput$scaledResiduals
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3309 if(inherits(form, "DHARMa"))stop("DHARMa::plotResiduals > argument form cannot be of class DHARMa. Note that the syntax of plotResiduals has changed since DHARMa 0.3.0. See ?plotResiduals.")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3310
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3311 pred = ensurePredictor(simulationOutput, form)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3312
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3313 ##### Rank transform and factor conversion#####
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3314
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3315 if(!is.factor(pred)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3316
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3317 if (rank == T){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3318 pred = rank(pred, ties.method = "average")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3319 pred = pred / max(pred)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3320 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3321
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3322 nuniq = length(unique(pred))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3323 ndata = length(pred)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3324 if(is.null(asFactor)) asFactor = (nuniq == 1) | (nuniq < 10 & ndata / nuniq > 10)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3325 if (asFactor) pred = factor(pred)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3326 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3327
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3328 ##### Residual scatter plots #####
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3329
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3330 if(is.null(quantreg)) if (length(res) > 2000) quantreg = FALSE else quantreg = TRUE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3331
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3332 switchScatter = 10000
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3333 if(is.null(smoothScatter)) if (length(res) > switchScatter) smoothScatter = TRUE else smoothScatter = FALSE
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3334
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3335 blackcol = rgb(0,0,0, alpha = max(0.1, 1 - 3 * length(res) / switchScatter))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3336
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3337
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3338 # categorical plot
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3339 if(is.factor(pred)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3340 do.call(plot, append(list(res ~ pred, ylim = c(0,1), axes = FALSE), a))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3341 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3342 # smooth scatter
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3343 else if (smoothScatter == TRUE) {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3344 defaultCol = ifelse(res == 0 | res == 1, 2,blackcol)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3345 do.call(graphics::smoothScatter, append(list(x = pred, y = res , ylim = c(0,1), axes = FALSE, colramp = colorRampPalette(c("white", "darkgrey"))),a))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3346 points(pred[defaultCol == 2], res[defaultCol == 2], col = "red", cex = 0.5)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3347 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3348 # normal plot
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3349 else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3350 defaultCol = ifelse(res == 0 | res == 1, 2,blackcol)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3351 defaultPch = ifelse(res == 0 | res == 1, 8,1)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3352 a$col = checkDots("col", defaultCol, ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3353 a$pch = checkDots("pch", defaultPch, ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3354 do.call(plot, append(list(res ~ pred, ylim = c(0,1), axes = FALSE), a))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3355 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3356
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3357 axis(1)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3358 axis(2, at=c(0, 0.25, 0.5, 0.75, 1))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3359
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3360 ##### Quantile regressions #####
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3361
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3362 main = checkDots("main", "Residual vs. predicted", ...)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3363 out = NULL
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3364
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3365 if(is.numeric(pred)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3366 if(quantreg == F){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3367 title(main = main, cex.main = 1)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3368 abline(h = c(0.25, 0.5, 0.75), col = "black", lwd = 0.5, lty = 2)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3369 try({
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3370 lines(smooth.spline(pred, res, df = 10), lty = 2, lwd = 2, col = "red")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3371 abline(h = 0.5, col = "red", lwd = 2)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3372 }, silent = T)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3373 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3374
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3375 out = testQuantiles(simulationOutput, pred, quantiles = quantiles, plot = F)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3376
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3377
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3378 if(any(out$pvals < 0.05, na.rm = TRUE)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3379 main = paste(main, "Quantile deviations detected (red curves)", sep ="\n")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3380 if(out$p.value <= 0.05){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3381 main = paste(main, "Combined adjusted quantile test significant", sep ="\n")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3382 } else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3383 main = paste(main, "Combined adjusted quantile test n.s.", sep ="\n")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3384 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3385 maincol = "red"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3386 } else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3387 main = paste(main, "No significant problems detected", sep ="\n")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3388 maincol = "black"
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3389 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3390
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3391
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3392 title(main = main, cex.main = 0.8,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3393 col.main = maincol)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3394
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3395 for(i in 1:length(quantiles)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3396
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3397 lineCol = ifelse(out$pvals[i] <= 0.05 & !(is.na(out$pvals[i])), "red", "black")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3398 filCol = ifelse(out$pvals[i] <= 0.05 & !(is.na(out$pvals[i])), "#FF000040", "#00000020")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3399
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3400 abline(h = quantiles[i], col = lineCol, lwd = 0.5, lty = 2)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3401 polygon(c(out$predictions$pred, rev(out$predictions$pred)),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3402 c(out$predictions[,2*i] - out$predictions[,2*i+1], rev(out$predictions[,2*i] + out$predictions[,2*i+1])),
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3403 col = "#00000020", border = F)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3404 lines(out$predictions$pred, out$predictions[,2*i], col = lineCol, lwd = 2)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3405 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3406
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3407 # legend("bottomright", c(paste("Quantile test: p=", round(out$p.value, digits = 5)), paste("Deviation ", ifelse(out$p.value < 0.05, "significant", "n.s."))), text.col = ifelse(out$p.value < 0.05, "red", "black" ), bty="n")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3408
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3409 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3410 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3411 invisible(out)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3412 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3413
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3414 x = 0.01
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3415 x <= 0.05 & !(is.na(x))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3416
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3417
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3418 #' Ensures the existence of a valid predictor to plot residuals against
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3419 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3420 #' @param simulationOutput a DHARMa simulation output or an object that can be converted into a DHARMa simulation output
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3421 #' @param predictor an optional predictor. If no predictor is provided, will try to extract the fitted value
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3422 #' @keywords internal
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3423 ensurePredictor <- function(simulationOutput,
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3424 predictor = NULL){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3425 if(!is.null(predictor)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3426
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3427 if(length(predictor) != length(simulationOutput$scaledResiduals)) stop("DHARMa: residuals and predictor do not have the same length. The issue is possibly that you have NAs in your predictor that were removed during the model fit. Remove the NA values from your predictor.")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3428 } else {
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3429
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3430 predictor = simulationOutput$fittedPredictedResponse
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3431 if(is.null(predictor)) stop("DHARMa: can't extract predictor from simulationOutput, and no predictor provided")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3432 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3433 return(predictor)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3434 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3435
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3436
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3437
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3438
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3439 #plot(simulationOutput)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3440
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3441 #plot(simulationOutput$observedResponse, simulationOutput$scaledResiduals, xlab = "predicted", ylab = "Residual", main = "Residual vs. predicted")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3442
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3443 #plot(simulationOutput$observedResponse, simulationOutput$fittedPredictedResponse - simulationOutput$observedResponse)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3444
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3445 #plot(cumsum(sort(simulationOutput$scaledResiduals)))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3446
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3447
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3448 #plotConventionalResiduals(fittedModel)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3449
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3450
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3451 #' Conventional residual plot
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3452 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3453 #' Convenience function to draw conventional residual plots
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3454 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3455 #' @param fittedModel a fitted model object
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3456 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3457 plotConventionalResiduals <- function(fittedModel){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3458 opar <- par(mfrow = c(1,3), oma = c(0,1,2,1))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3459 on.exit(par(opar))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3460 plot(predict(fittedModel), resid(fittedModel, type = "deviance"), main = "Deviance" , ylab = "Residual", xlab = "Predicted")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3461 plot(predict(fittedModel), resid(fittedModel, type = "pearson") , main = "Pearson", ylab = "Residual", xlab = "Predicted")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3462 plot(predict(fittedModel), resid(fittedModel, type = "response") , main = "Raw residuals" , ylab = "Residual", xlab = "Predicted")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3463 mtext("Conventional residual plots", outer = T)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3464 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3465
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3466
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3467
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3468
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3469 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3470 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3471 # if(quantreg == F){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3472 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3473 # lines(smooth.spline(simulationOutput$fittedPredictedResponse, simulationOutput$scaledResiduals, df = 10), lty = 2, lwd = 2, col = "red")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3474 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3475 # abline(h = 0.5, col = "red", lwd = 2)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3476 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3477 # }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3478 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3479 # #library(gamlss)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3480 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3481 # # qrnn
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3482 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3483 # # http://r.789695.n4.nabble.com/Quantile-GAM-td894280.html
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3484 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3485 # #require(quantreg)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3486 # #dat <- plyr::arrange(dat,pred)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3487 # #fit<-quantreg::rqss(resid~qss(pred,constraint="N"),tau=0.5,data = dat)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3488 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3489 # probs = c(0.25, 0.50, 0.75)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3490 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3491 # w <- p <- list()
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3492 # for(i in seq_along(probs)){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3493 # capture.output(w[[i]] <- qrnn::qrnn.fit(x = as.matrix(simulationOutput$fittedPredictedResponse), y = as.matrix(simulationOutput$scaledResiduals), n.hidden = 4, tau = probs[i], iter.max = 1000, n.trials = 1, penalty = 1))
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3494 # p[[i]] <- qrnn::qrnn.predict(as.matrix(sort(simulationOutput$fittedPredictedResponse)), w[[i]])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3495 # }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3496 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3497 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3498 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3499 # #plot(simulationOutput$fittedPredictedResponse, simulationOutput$scaledResiduals, xlab = "Predicted", ylab = "Residual", main = "Residual vs. predicted\n lines should match", cex.main = 1)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3500 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3501 # #lines(sort(simulationOutput$fittedPredictedResponse), as.vector(p[[1]]), col = "red")
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3502 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3503 # matlines(sort(simulationOutput$fittedPredictedResponse), matrix(unlist(p), nrow = length(simulationOutput$fittedPredictedResponse), ncol = length(p)), col = "red", lty = 1)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3504 #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3505 # # as.vector(p[[1]])
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3506 # #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3507 # #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3508 # # lines(simulationOutput$fittedPredictedResponse,p[[1]], col = "red", lwd = 2)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3509 # # abline(h = 0.5, col = "red", lwd = 2)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3510 # #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3511 # # fit<-quantreg::rqss(resid~qss(pred,constraint="N"),tau=0.25,data = dat)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3512 # # lines(unique(dat$pred)[-1],fit$coef[1] + fit$coef[-1], col = "green", lwd = 2, lty =2)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3513 # # abline(h = 0.25, col = "green", lwd = 2, lty =2)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3514 # #
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3515 # # fit<-quantreg::rqss(resid~qss(pred,constraint="N"),tau=0.75,data = dat)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3516 # # lines(unique(dat$pred)[-1],fit$coef[1] + fit$coef[-1], col = "blue", lwd = 2, lty = 2)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3517 # # abline(h = 0.75, col = "blue", lwd = 2, lty =2)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3518 # }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3519
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3520 ####################### plot.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3521
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3522 ####################### random.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3523
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3524 #' Record and restore a random state
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3525 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3526 #' The aim of this function is to record, manipualate and restor a random state
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3527 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3528 #' @details This function is intended for two (not mutually exclusive tasks)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3529 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3530 #' a) record the current random state
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3531 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3532 #' b) change the current random state in a way that the previous state can be restored
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3533 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3534 #' @return a list with various infos about the random state that after function execution, as well as a function to restore the previous state before the function execution
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3535 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3536 #' @param seed seed argument to set.seed(). NULL = no seed, but random state will be restored. F = random state will not be restored
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3537 #' @export
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3538 #' @example inst/examples/getRandomStateHelp.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3539 #' @author Florian Hartig
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3540 #'
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3541 getRandomState <- function(seed = NULL){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
3542
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3543 # better to explicitly access the global RS?
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3544 # current = get(".Random.seed", .GlobalEnv, ifnotfound = NULL)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3545
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3546 current = mget(".Random.seed", envir = .GlobalEnv, ifnotfound = list(NULL))[[1]]
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
3547
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3548 if(is.logical(seed) & seed == F){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3549 restoreCurrent <- function(){}
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3550 }else{
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3551 restoreCurrent <- function(){
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
3552 if(is.null(current)) rm(".Random.seed", envir = .GlobalEnv) else assign(".Random.seed", current , envir = .GlobalEnv)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
3553 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
3554 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
3555
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3556 # setting seed
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3557 if(is.numeric(seed)) set.seed(seed)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
3558
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3559 # ensuring that RNG has been initialized
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3560 if (is.null(current))runif(1)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
3561
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3562 randomState = list(seed, state = get(".Random.seed", globalenv()), kind = RNGkind(), restoreCurrent = restoreCurrent)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
parents:
diff changeset
3563 return(randomState)
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
3564 }
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
3565
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
3566 ####################### random.R
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
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diff changeset
3567
ddd5b2e74b8b "planemo upload for repository https://github.com/ColineRoyaux/PAMPA-Galaxy commit 07f1028cc764f920b1e6419c151f04ab4e3600fa"
ecology
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diff changeset
3568 ######################################### Package DHARMa