Hi Listers Using mvpart to run a MV regression tree with PCA= TRUE to get a PCA plotted with sites coloured according to the tree output.
Unfortunately it wont produce the PCA, instead giving the error message.. Error in cor(xall, xx[order(tree$where), ]) : incompatible dimensions. However, when I run a PCA on the data using the rda command I have no problems producing a PCA. data is attached as a text file my code is thus... fish05.hel <- decostand(fish05,"hellinger") fish05.mrt <- mvpart(data.matrix(fish05.hel)~.,env,margin=0.08,cp=0,rsq=TRUE,xv="pick",xval=nrow(fish05),xvmult=100,which=4,pca=TRUE) The tree is produced no problem but it wont produce a PCA. I am just keen to understand what this error means as I dont see anything unusual about the dataset used, notwithstanding the data is rather messy. Andy -- Andrew Halford Ph.D Senior Coastal Fisheries Scientist Pacific Community | Communauté du Pacifique CPS – B.P. D5 | 98848 Noumea, New Caledonia | Nouméa, Nouvelle-Calédonie
CTE.STRI CHL.SORD CHA.LTUS LAB.DIMI ACA.NANS MON.GRAN ZAN.CORN GOM.VARI HAL.HORT THA.LUTE CHA.AURI CEN.FLAV ZEB.SCOP BAL.UNDU CHA.RETI NAS.LITU CHA.EPHI CHE.FASC THA.HARD HEM.MELA CEP.UROD CHL.BLEE SCA.SCHL MEL.VIDU CHE.CHLO EPB.INSI SCA.PSIT ZEB.VELI CHA.TLIS CHA.VAGA LAB.BICO HIP.LONG EPI.MERR ACA.NUDA CHA.LUNU CHA.ULIE THA.QUIN CEP.ARGU CHL.MICR SCA.NIGE HAL.TRIM LUT.FULV LUT.GIBB SCA.DIMI CHA.CITR MAC.MELE GND.AURE APH.FURC LUT.MONO PYG.DIAC ACA.TRIO RHI.ACUL CHE.TRIL THA.LUNA ACA.NCUS HEM.FASC THA.PURP SCA.GLOB SCA.SPP SIG.ARGE ACA.NRIS HEN.CHRY HAL.CHRY OXY.UNIF SCA.FORS SCA.OVIC ACA.PYRO NAS.UNIC MON.HETE CET.OCEL SCA.FREN ACA.THOM FOR.FLAV PSC.HEXA STJ.BAND SCA.FLAV PSE.PASC SIG.VULP ACA.LINE ACA.OLIV MEL.NIGE SUF.BURS CHA.KLEI CHE.UNDU COR.GAIM HAL.RICH MCR.NIGE SCA.GHOB CHA.MERT FOR.LONG HAL.MELA LUT.BOHA CEN.LORI CTE.CYAN SUF.CHRY HTY.POLY LBY.UNIL PSC.TETR THA.AMBL ACA.BLOC CHA.MELA CHA.MEYE CHE.SPP HAL.MTUS NOV.TAEN LET.HARA LUT.SEMI SCO.LINE CEN.BICO SCA.SPIN ACA.MACU ACA.SPP CHA.LINE CHA.PUNC KYP.VAIG ANA.MELE COR.BATU LAB.PECT OXY.DIGR STJ.STRI MCR.MACU SCA.ALTI SCA.RIVU PMS.AREO CTE.STRG NAS.BREV NAS.HEXA CHA.SEME HEN.MONO ANA.MELA ANA.TWIS COR.AYGU HAL.SPP SCO.BILI CEN.VROL PCA.IMPE SCA.FEST SIG.FUSC ACA.MATA NAS.CAES HAL.PROS HAL.SCAP LBS.MICR THA.TRIL SCA.RUBR PSE.BART SIG.PUEL DrenmeoMPA_Tr4_2011 75 41 5.5 38.5 0 3 0 1 0 2 3.5 9.5 26 0 0.5 1 0.5 2 7.5 1.5 1 0 0 0 0 0 0 0.5 3.5 0 1 2.5 1.5 0 0.5 1.5 0 0.5 0 0.5 3 0 0 0 0 0 0 0 1.5 0.5 0 0 0 0 0 0 0 21.3 2.5 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0.5 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 4.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 DrenmeoMPA_Tr10_2011 4.5 9 2 12.5 0 0 0 1 1 2.5 0 0.5 0 0 1 0 0 0 0.5 0 0 0 0 0 1.5 0 0 0 2 0 0 0 1 0 0 0 0 0 0 0 28 0 0 0 0 0 0 0 0 0 2.5 4.5 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4.2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2.5 0 0 0 0 0 DrenmeoMPA_Tr31_2011 37.5 27 0 11.5 0 0 0 3 0 1 0 6.5 2.5 5.5 0 8.5 0 0 20 0 1 0 0 0.5 0 1 0 0 0 0 0 0 0 0 0 0 7.8 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 84 0 0 0 0 0 0 1 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 DrenmeoMPA_Tr4_2013 68.6 72.8 14 12.5 7.5 51.5 1 9.5 2.5 5.5 8.5 5 35 1 1.5 3 3 3 13 2.5 0 6.5 1 0 0.5 0 1 0 0 3 2.5 0.5 4.5 0 0.5 0 0 0 0 2.5 2 3 14 3 0 0 0 0 5.5 1 0 0 0 4 0 2 0 9 0 1.5 13.5 1 0 0 0.5 2 0 0 5 1.7 3 0 0 3 0 0.5 0.5 4.5 0 0 0 0 0 0 0.5 6 0 0 0 0 2 0 0 0 0 0 0 1.5 5 0 0 0 0 1.5 0 0.3 0.5 0 0 0 0.5 0 0.5 0 0 0 0 0 0.5 0 0 0 0 0 0 0 2 0.5 0 0.5 0 0.5 0 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 DrenmeoMPA_Tr10_2013 43.3 27 5 10.5 0.5 10.5 0 3.5 6 0 7 2 7 0 1.5 1 1 0 13.5 1 0 0 0 0 0.5 0 26.3 0 9 2.5 0.5 2.5 2 0 0 0 1 0 0 0 64.8 0 0 0 2.5 5.5 0 0 0.5 0 1 1.8 0.5 1.5 0 0 4.5 0 0 1.5 0 0 0.5 0 0 0 0 0.5 0 0 0 0 0 3.5 0.5 0.5 0 0 0 1 0 0 0 0 4 0 0 1.5 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 2.5 0.5 0.5 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 5 0 0 0 DrenmeoMPA_Tr31_2013 44 57.3 1 7 37.3 0 2 4 4 8.5 1.5 2.5 0.5 0.5 2 8 1 0.5 0 0 4.5 3.3 3.5 2 0 0.5 1.7 0 1 0 1 0 0 0 0 0 4.5 2 0 0 0 0 5.5 0 1 2 0 1.5 0 1 0 1 0.5 6.5 0 0 13.7 0 0 0 10.5 0 11 5.5 0 0 0 0 2.5 1 0.7 0 0 0 0 2 14.1 0 1.5 0 6 0 0.5 2.5 0.5 1.5 1 1.5 0 0 2 0 0 0 0 0 0 0.5 0 0 0 0.5 0 0 0 0 0 0 0.5 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 1.2 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0.5 DrenmeoMPA_Tr4_2018 52 23 5 4 0 10 5 2 0 0 2 2 12 0 0 1 1 1 3 1 0 27 0 0 0 2 0 0 0 3 2 0 0 3 2 0 0 2 4 4 0 1 0 1 0 0 0 0 0 0 0 0 1 0 12 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 1 0 0 0 0 3 0 4 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 12 2 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 DrenmeoMPA_Tr10_2018 25 0 2 1 1 7 0 1 9 1 2 0 12 0 2 0 2 0 11 1 0 4 0 0 0 0 0 1 3 1 0 0 0 2 0 0 1 0 0 0 3 0 1 0 2 0 35 0 4 0 35 0 0 0 33 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 DrenmeoMPA_Tr31_2018 8 12 2 1 12 0 2 3 1 4 0 8 0 0 2 0 0 0 0 0 2 0 1 2 0 0 0 0 0 0 0 0 0 0 0 0 28 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 40 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7 0 2 0 0 0 0 0 0 0 0 1 0 0 20 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 0 0 Laura1_Tr13_2011 105.4 13.5 3 23 2 0 0 22 1 7 0 2 0 0 1 0 0 0 22 1 0 3 0 0 1 0 0 0 0 1 0 0 2 0 0 0 7 0 0 0 0 0 0 1 2 5 0 0 0 0 2 1 2 3 0 0 0 7.5 1 0 2.3 1 0 0 0 0 0 0 0 0 0 0 0 8 16 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Laura1_Tr19_2011 36 10.5 2 3.5 47.1 30.5 1 2 0.5 8.5 0.5 12 4.5 6 1 37.5 0 6 1 1 1 1 0 8 0.5 2.5 0 0 0 0 1.5 0 1 0 1 2.5 0 0.5 0 0 0 2 0 0 0 0 0 0 0 2.5 0 0 0 0 0 0 0 3.5 4.5 0 0 7 0 0 0 0 0 0.5 0 0 0 0 2 0 0 0 1107.4 0 0 0 16.5 0 0 0 0 0 1 0 0 1.5 0 0 5 0 0 0 0 0 0 5.8 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 100 0 Laura1_Tr13_2013 137.7 82.2 10 14 28 4 7 12.5 8.5 5.5 12 1 0 0 0 0 12 3.5 47 5 0 1 3 0 0 0 22.8 3.2 3 1.5 0 8 8 1 0.5 0.5 1 0 0 2 6 1 0 0 0 4 0 0 0 0 24 9.5 0 6.5 0 2 2.5 12 0 8.5 22 0 6 0.5 0 0 2.5 3 2.5 0 1 0 0 0 0 0 0 0 2 0 0 0 4 0 0 2 0 2 6.5 0 0 0 0 0 0 0 0 0 0 1.5 0.5 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 10 0 0 0 0 0 0 0 0 0 Laura1_Tr19_2013 90.7 67.7 2 14 138.2 0 6 10 16 10.5 0 16 19 14 19 10 0 10 5 0 6 2 7 30.7 0 14 3 0 0 0 8 2 0 0 0 3.3 0 3 18 0 2 1 78 0 0 1 139 11 22.3 2 0 0 0 1 0 1 4 0 0 10.5 72 11 7 5 0 0 0 0 44.7 0 4.8 19 2 0 0 0 336 0 0 0 19 0 7 0 0 0 6 0 0 1 0 1 15 0 0 13 0 1 5.3 0 0 1 0 0 0 0 0 0 0 0 0 0 1 3 0 0 0 0 0 0 1 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 40 0 Laura1_Tr43_2013 152 182.8 13 20 27.8 40.3 14 13.7 14.6 0 12 8 14 2 0 2 4 2 21 1 6 2 12 0 2 2 31.6 1 6 0 2 6 13.4 0 2 0 2 2 7.5 1 33 0 4 0 0 4.5 37 0 0 0 0 3 8 4 0 2 6 0 0 18 2 3 10 2 1 0 15 3 2 0 0 1 0 6 0 1 0 0 0 0 0 2 1 0 0 2 0 0 4.3 0 0 0 0 0 1 0 0 1 59 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 1 0 0 1 0 0 0 0 0 0 12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Laura1_Tr13_2018 57 24 6 3 0 11 10 6 1 4 3 5 0 0 0 0 2 5 19 1 1 2 4 0 0 0 7 5 0 0 1 7 0 3 0 1 1 1 1 2 0 0 0 0 0 1 0 0 0 0 0 0 3 0 12 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 1 0 0 0 0 2 0 51 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Laura1_Tr19_2018 1 11 4 1 18 3 0 1 5 5 0 1 12 6 4 0 0 2 0 0 0 0 8 6 0 4 0 0 0 0 5 0 0 0 0 0 0 0 5 1 0 0 20 0 0 0 11 1 0 0 0 0 0 0 9 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 7 0 0 0 0 40 0 0 0 0 0 6 0 0 0 0 0 0 0 0 0 5 37 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2 0 0 2 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 Laura1_Tr43_2018 45 13 5 3 2 3 3 1 1 7 1 1 8 1 0 0 0 3 3 0 2 0 6 0 2 0 0 1 0 0 3 1 2 0 0 1 1 0 1 1 0 0 0 0 0 1 21 0 0 0 0 0 1 0 8 0 0 0 0 0 0 2 0 0 1 0 2 0 0 0 0 0 0 0 4 0 0 0 0 1 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 17 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Laura2_Tr16_2011 72 45 13.5 0.8 4.5 0.8 0.8 1.5 3 6.8 2.3 0 0 0 0 3 0.8 0.8 4.5 3 0 0 0 0 1.5 0 0 0 0 0 0 0 0 0 1.5 0 13.5 0 0 0 0 1.5 0 0 0 0 0 0 0 0 1.5 1.5 0 0 0 0 0 0 12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 39 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Laura2_Tr22_2011 80.8 28.5 4 16 31.8 0 6 0 6.5 11.2 2 17.5 3 6 5 27.5 1.5 0 1.5 2 1 0 2 2 0.5 1.5 0 0 6.5 0 0 0 1 0 0.5 1 0 0 0 0 0 0 0 0 0 0 0 0.5 0 1 0 0 0 0 0 0 0 3 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 797.5 0 0 0 6.5 0 0 0 0 0 0 0 0 0.5 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2.5 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 85 0 Laura2_Tr16_2013 135.1 105.8 6 4 15.4 3 4.5 7.5 1.5 4 3 0 0 0 0 0 5.5 0.5 14 5 0 1 0 0 0.5 0 14 1 2 0.5 1.5 15.9 1 2.3 0 0 4 0 2 0 2.5 6.5 21 1.5 1.5 1 0 0 0 0.5 6.5 0.5 0.5 2.5 0 2 7 10.5 0 8.1 17 0 4 1.5 0 0.5 0 0 0.5 0.5 0 0.5 0 1 0 0 0 0 3 0 0 0 0 0 0 4.5 0 1.5 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0 0 3.5 0 1 2 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 Laura2_Tr22_2013 83.5 13 4 8 46.5 1.5 3.5 2 7.5 7 3 1.5 4 3 3 9.5 2.5 0 4.5 0.5 1 0 0.5 10.5 0.5 4.5 2 0 7.5 2 0.5 0 0 0 0 2.5 1 0 2 9.5 2 0 0 0 0 0 19 4.5 1.5 1 3 0.5 2 0 0 4.5 1 0 0 0 13.5 0 0.5 2.5 0.5 1 1.5 1.5 1.5 1.5 0 2.5 0.5 0 0 0 3.5 0 0 0 0.5 0.5 2 0 0.5 0 0.5 0 0 0 0 0 1 0 0 2 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 1.5 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0.5 0 0 0 1 0 0 2 0 0 0 0 0 0 0 0 Laura2_Tr28_2013 74.5 68 5.7 2.5 15 1 4 3.5 0 0.5 6.5 0 2 1 0 0.5 2 8 1 7 0 2.5 3 0.5 1 1.5 1 8.5 0 1 0 2 1 0 0 2.5 0 2 0 0 0 0.5 1.5 1.5 0 0.5 0 0 0 0 0 0 0 0.5 0 0.5 0 0 0 3.5 2.5 0 1 1 0 2.5 0 0 0.5 0.5 0 0.5 0 2 0 1 0 8.5 0 0 0 0 0.5 0 0 1.5 0 0.5 0 0 1 0.5 0 0 0 0 0 0 0 2 0 0 0 0 0 0.5 0 1 0 0 3 0 0 0 0 1 1.5 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 1 Laura2_Tr16_2018 61 23 1 7 1 3 2 0 0 2 8 0 2 0 0 0 5 1 0 6 0 9 0 0 3 1 0 2 0 0 0 1 0 3 2 0 1 0 0 0 0 12 0 1 0 0 1 0 3 0 1 0 0 0 8 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 17 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 Laura2_Tr22_2018 21 8 0 2 25 10 1 0 4 7 0 1 0 3 2 9 0 0 0 0 0 0 4 3 0 5 0 8 0 1 1 0 0 15 3 2 0 1 7 1 0 5 10 0 0 0 20 1 1 1 0 0 0 0 17 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 2 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 3 0 16 0 8 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 2 0 0 Laura2_Tr28_2018 58 9 13 1 5 1 1 6 1 1 2 0 0 2 0 0 0 4 1 0 0 9 0 0 0 0 0 8 0 0 0 0 1 4 0 2 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 10 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16 0 5 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 1 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 3 0 4 0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Majuro_Tr1_2011 50.2 53.5 10.5 3.5 4 2 1 1 3.5 4 1 6.5 8.5 1 4.5 0 0 1 0 0 0 0 0 0 2.5 0 0 0 4.5 0 0 0 0.5 0 2 4.5 0 0 0 0 0 0 50 0.5 0 0 0 0 0 0 0 1 0 0.5 0 0 0 6 8 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 9.4 0 0 0 0 0 0 1 0 0 0 0 0.5 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 2 0 0 3.5 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Majuro_Tr7_2011 83.8 13.5 0 14.5 25 0 0 1 11 12 0 6 0.5 0 1 0 0 1.5 0 1 2 5 0 2.5 0 0 0 0.5 0 0 0 0 4 1 0 0 0 0 0 0 54.7 0 0 0 2 27 0 0 0 0 2 2 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 1.5 1.5 1 0 0 22.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 7 0 0 0 0 132.8 0 0 0 0 0 0 0 11.5 0 0 0 0 0 0 0 2.5 15 0 0 0 0 0 Majuro_Tr34_2011 70.5 12 0 3 0 0 0 0 1 5 0 7 1 2 0 0 0 0 0 0 0 3 0 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 0 0 0 1 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 60.5 0 0 0 0 0 0 0 33 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 5 0 0 0 0 0 Majuro_Tr1_2013 30.6 44.5 13.5 6.5 4 8.5 1.5 11.5 2.5 4 0.3 6.5 20.5 2.5 2 3 2 3 8.3 0 0.5 1.5 2.5 0.3 0 1 0.5 0.5 1.5 1 5 0 1 0.5 0 8.5 3 0 0 3 3 0 0 0.5 0 0 17 0 0.5 4.5 0 0 0 1.5 0 0.5 1 0 0 0 1.5 0 0.5 1 0 1 0.5 0 3 0 2.2 0.5 0 0 0 0 7.4 1 0.5 0 0 0 0 0 0 1 0.5 0 2 0 1 0 0.5 0 0 0 0 0.5 0 0 0 0 0 0 0 0 0 0 2.5 0.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0.5 0 0 0.5 3 0 0 1 0 0 0 0.5 Majuro_Tr7_2013 20.3 15.5 4 13 0 6.9 6 0.5 2.5 1.5 2.5 2 1.5 0.5 0 3.5 1 0 1 0 2 0 0 1.5 0 0 6.7 0 5 1 0.5 2.8 0.5 1.5 1 0.5 0.5 0.5 0 0 83.5 12 0 8 0.5 0 54.5 1 0 0 4 0 0 1 0 0 4 0 0 6 0 1 3.5 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 7 0 1.5 0 0 7 0 1 0 0 0 0 0 0 0 10 0 0 0 1 0 0 0 0 0 2 0 0.5 0 0 0.5 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0.5 0 0 0 0 0 0 0 10 1.3 0 1 0 0 2 0 0 0 Majuro_Tr34_2013 139 64.1 2 2 11 1.2 4.5 3 6 8 0 7 0 6 0.5 26 1 0 0 0 5.5 0 6 10.6 0.5 1 8.5 0.5 12 0 0.5 4.5 0 1 0 0 5.5 0.5 11.5 1 3.8 0 0 0.5 4 1.5 0 1 0 0.5 0 1 0 8 0 0.5 7 0 0 0 1 0 4.5 2 4 0 0.5 0 0 1.3 3 0 0 11.5 0 0 0 0 0 1.8 0 6 3.5 0 0 0 1 0 0 0.5 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 3.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.5 0 1 0 0 0 0 0 0 0 0 0 0 1.7 0 0 0 0 0 0 0 Majuro_Tr1_2018 24 21 12 3 0 8 1 4 1 0 1 5 6 2 2 0 1 1 2 1 0 6 6 0 0 1 0 0 0 0 1 0 0 1 4 3 0 2 0 0 5 0 0 0 0 0 0 1 0 5 0 0 0 0 2 0 0 4 0 0 0 0 0 0 1 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Majuro_Tr7_2018 17 10 2 5 0 3 1 0 8 3 3 5 3 0 0 0 0 0 2 0 2 0 9 0 0 0 13 0 1 0 0 0 0 0 4 0 0 0 0 0 9 0 0 0 1 1 0 0 1 0 1 0 0 0 41 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 5 0 0 0 14 0 0 0 0 1 3 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Majuro_Tr34_2018 46 8 2 0 9 1 2 4 13 4 0 3 0 0 5 16 0 0 0 0 0 0 0 3 0 1 0 0 7 2 1 0 0 3 0 0 18 0 11 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 48 0 0 0 0 0 0 0 0 0 4 1 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0 1 0 0 WojaMPA_Tr37_2013 128.4 97 8.8 11.5 19.3 24 6 8.5 5.5 4 1 1 1 0.5 0 6.5 2.5 3.5 28 10 0.5 9.8 2.3 0 1 0.5 13.1 2.5 5.3 2.5 0 33.5 1 0.8 0 1.5 0 0.5 0 0 0 12.1 60.7 0.5 1.5 1 20.5 0.5 7.8 0 0 0 2.5 7 0 1.5 10.5 4 0 21.5 13 0 9 1 0.5 1.5 0 3 0.5 0 0 0 0 0.5 0 0 0 4 13 0 0 0 1.5 1.5 1.5 7 1 0 0 0 2.5 1.5 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0 1.5 10.3 0 0 0 0 0.5 0 2.5 0.5 0 0 0 0 2 0 0 0 0 0 0 0 0 0.5 0 0 0 0 1.5 0 0 2.5 0 0 0 0 0 0 0 0 0 WojaMPA_Tr40_2013 63 15.8 7 15 95.7 5.8 6.5 3.5 7.5 0 2 3.5 1 5 8 30.2 1 0 0.5 0 2.5 2 1 7 1 3 3 6 0 1.5 3 2.5 0 3.5 10 0 1.5 0.5 1 2.5 2 6 0 4.5 0 0 0 1 1 1.5 0 0 0.5 0 0 3.5 0 0 0 16 14.5 0 7.5 1.5 0 2 0 0.5 1 2 0 3.8 2 3 3.5 0 31.5 0 0 0 0 0 0 0.5 0 0 2 0.5 0 3 0 0 2.5 0 0 6 0.5 1.5 0 7.5 0 0 0 0 0 0 3 0 0 0 0 0 0 0 1 0 0 0 0 0 0.5 0 0 0.5 0 4.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 WojaMPA_Tr37_2018 66 12 5 5 1 10 4 2 2 3 1 0 11 2 0 0 2 1 0 11 0 10 0 0 1 2 0 1 0 0 0 1 0 0 0 0 0 0 1 3 0 1 0 1 0 0 13 0 4 0 0 0 1 0 7 0 0 0 1 0 0 0 0 0 0 1 0 2 0 0 0 0 0 0 0 3 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 1 4 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 WojaMPA_Tr40_2018 30 2 4 1 43 2 1 1 3 4 1 2 1 3 4 13 1 1 0 0 2 0 0 5 0 0 1 0 1 2 0 0 0 1 4 0 0 1 21 2 0 12 0 1 0 0 8 1 6 2 0 0 0 0 0 0 0 0 0 20 0 3 0 3 3 0 0 0 0 0 1 0 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 28 0 2 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 1 0 0
Location Year MPA Reef_pos Coral Acropora CCA Macroalgae Rubble Sand DrenmeoMPA_Tr4_2011 Drenmeo 2011 Y Lagoon 53.9 0 3.5 0 7.8 16 DrenmeoMPA_Tr10_2011 Drenmeo 2011 Y Back_reef 6.8 4.8 0.4 7.2 17.5 55.7 DrenmeoMPA_Tr31_2011 Drenmeo 2011 Y Outer_reef NA NA NA NA NA NA DrenmeoMPA_Tr4_2013 Drenmeo 2013 Y Lagoon 64.1 0.4 4.1 0 7.3 13.7 DrenmeoMPA_Tr10_2013 Drenmeo 2013 Y Back_reef 17.7 6.8 0.7 0 16.2 62.9 DrenmeoMPA_Tr31_2013 Drenmeo 2013 Y Outer_reef 14 4 19.6 40.2 3.6 6.8 DrenmeoMPA_Tr4_2018 Drenmeo 2018 Y Lagoon 37.1 0.4 0 3.7 17.3 28 DrenmeoMPA_Tr10_2018 Drenmeo 2018 Y Back_reef 26.3 7.7 1.6 5 16.2 34.3 DrenmeoMPA_Tr31_2018 Drenmeo 2018 Y Outer_reef 21.7 5.2 5.2 38.1 5.6 3.2 Laura1_Tr13_2011 Laura1 2011 N Lagoon NA NA NA NA NA NA Laura1_Tr19_2011 Laura1 2011 N Outer_reef 24.4 0 23.1 32.1 0 0 Laura1_Tr13_2013 Laura1 2013 N Lagoon 36.6 19.1 1.3 2.4 7.7 13.3 Laura1_Tr19_2013 Laura1 2013 N Outer_reef 26 0.8 9.2 40 2 0.4 Laura1_Tr43_2013 Laura1 2013 N Back_reef NA NA NA NA NA NA Laura1_Tr13_2018 Laura1 2018 N Lagoon 22.7 1.6 0.4 9.8 6.4 19 Laura1_Tr19_2018 Laura1 2018 N Outer_reef 13.7 0.9 5.8 59.4 2.9 2.1 Laura1_Tr43_2018 Laura1 2018 N Back_reef NA NA NA NA NA NA Laura2_Tr16_2011 Laura2 2011 N Back_reef 19.2 9 1.2 28.4 12.7 22.3 Laura2_Tr22_2011 Laura2 2011 N Outer_reef 20.6 10.6 16.7 10.7 5.6 7.3 Laura2_Tr16_2013 Laura2 2013 N Back_reef 16.3 5.3 14.3 16.6 34.9 8.2 Laura2_Tr22_2013 Laura2 2013 N Outer_reef 6.4 4 21 11.2 4.4 3.6 Laura2_Tr28_2013 Laura2 2013 N Lagoon 52.2 1.5 5.4 2.8 9.8 11.7 Laura2_Tr16_2018 Laura2 2018 N Back_reef 44.8 0 0 25.6 15.6 8.8 Laura2_Tr22_2018 Laura2 2018 N Outer_reef 3.6 0 3.7 19 5.3 2.4 Laura2_Tr28_2018 Laura2 2018 N Lagoon 55.1 4.7 0 6.8 10 8.8 Majuro_Tr1_2011 Majuro 2011 N Lagoon 65.7 8.1 4.3 0.8 8.6 11.1 Majuro_Tr7_2011 Majuro 2011 N Back_reef 4.1 0 0 18.1 28.9 33.3 Majuro_Tr34_2011 Majuro 2011 N Outer_reef 25.2 8.8 16.9 37.7 0 1.2 Majuro_Tr1_2013 Majuro 2013 N Lagoon 74.7 4.8 16.4 0 4.9 1.2 Majuro_Tr7_2013 Majuro 2013 N Back_reef 11.9 0.8 0.8 17.2 28 36.5 Majuro_Tr34_2013 Majuro 2013 N Outer_reef 16 5.7 30.2 16.4 10.6 7.6 Majuro_Tr1_2018 Majuro 2018 N Lagoon 4.4 0.8 0 7.2 33.3 25.7 Majuro_Tr7_2018 Majuro 2018 N Back_reef 66.9 0 0 1.7 9.2 16.6 Majuro_Tr34_2018 Majuro 2018 N Outer_reef 17.2 7.2 2 9.2 6.4 5.6 WojaMPA_Tr37_2013 Woja 2013 Y Back_reef 34.9 9.7 0 44.9 8.8 5.3 WojaMPA_Tr40_2013 Woja 2013 Y Outer_reef 13.6 0 28.7 9.4 3.2 0 WojaMPA_Tr37_2018 Woja 2018 Y Back_reef 40.3 0 3.6 47.7 1.2 0.8 WojaMPA_Tr40_2018 Woja 2018 Y Outer_reef 14.9 4.5 4.4 12.8 4 1.6
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