Matt’s
Matt’s analysis
matt <- read.csv("EW_CW_Data copy.csv",header = T)
names(matt)## [1] "Male.Bird.ID" "Habitat" "Ranking" "Location"summary(aov(matt$Ranking~matt$Habitat*matt$Location))## Df Sum Sq Mean Sq F value Pr(>F)
## matt$Habitat 6 526.4 87.73 6.363 7.85e-06 ***
## matt$Location 1 57.8 57.78 4.191 0.04285 *
## matt$Habitat:matt$Location 6 374.6 62.43 4.528 0.00036 ***
## Residuals 119 1640.6 13.79
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1TukeyHSD(aov(matt$Ranking~matt$Habitat*matt$Location))## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = matt$Ranking ~ matt$Habitat * matt$Location)
##
## $`matt$Habitat`
## diff lwr upr
## Forested-Agriculture -2.6352632 -6.2484944 0.977968084
## Grassland-Agriculture -2.3257895 -5.9390207 1.287441768
## Herbaceous Wetland-Agriculture 2.5394737 -1.0737576 6.152704926
## Open Water-Agriculture 1.6531579 -1.9600733 5.266389136
## Shrub & Scrub-Agriculture -2.8568421 -6.4700733 0.756389136
## Woody Wetland-Agriculture -1.0821053 -4.6953365 2.531125978
## Grassland-Forested 0.3094737 -3.3037576 3.922704926
## Herbaceous Wetland-Forested 5.1747368 1.5615056 8.787968084
## Open Water-Forested 4.2884211 0.6751898 7.901652294
## Shrub & Scrub-Forested -0.2215789 -3.8348102 3.391652294
## Woody Wetland-Forested 1.5531579 -2.0600733 5.166389136
## Herbaceous Wetland-Grassland 4.8652632 1.2520319 8.478494399
## Open Water-Grassland 3.9789474 0.3657161 7.592178610
## Shrub & Scrub-Grassland -0.5310526 -4.1442839 3.082178610
## Woody Wetland-Grassland 1.2436842 -2.3695470 4.856915452
## Open Water-Herbaceous Wetland -0.8863158 -4.4995470 2.726915452
## Shrub & Scrub-Herbaceous Wetland -5.3963158 -9.0095470 -1.783084548
## Woody Wetland-Herbaceous Wetland -3.6215789 -7.2348102 -0.008347706
## Shrub & Scrub-Open Water -4.5100000 -8.1232312 -0.896768758
## Woody Wetland-Open Water -2.7352632 -6.3484944 0.877968084
## Woody Wetland-Shrub & Scrub 1.7747368 -1.8384944 5.387968084
## p adj
## Forested-Agriculture 0.3101094
## Grassland-Agriculture 0.4644140
## Herbaceous Wetland-Agriculture 0.3547870
## Open Water-Agriculture 0.8153740
## Shrub & Scrub-Agriculture 0.2200030
## Woody Wetland-Agriculture 0.9721871
## Grassland-Forested 0.9999753
## Herbaceous Wetland-Forested 0.0006944
## Open Water-Forested 0.0093814
## Shrub & Scrub-Forested 0.9999966
## Woody Wetland-Forested 0.8556038
## Herbaceous Wetland-Grassland 0.0018060
## Open Water-Grassland 0.0209611
## Shrub & Scrub-Grassland 0.9994222
## Woody Wetland-Grassland 0.9454704
## Open Water-Herbaceous Wetland 0.9900503
## Shrub & Scrub-Herbaceous Wetland 0.0003406
## Woody Wetland-Herbaceous Wetland 0.0490684
## Shrub & Scrub-Open Water 0.0050922
## Woody Wetland-Open Water 0.2670539
## Woody Wetland-Shrub & Scrub 0.7600250
##
## $`matt$Location`
## diff lwr upr p adj
## Eastern Wisconsin-Central Wisconsin 1.366344 0.04474772 2.687939 0.0428459
##
## $`matt$Habitat:matt$Location`
## diff
## Forested:Central Wisconsin-Agriculture:Central Wisconsin -1.05000000
## Grassland:Central Wisconsin-Agriculture:Central Wisconsin 0.60833333
## Herbaceous Wetland:Central Wisconsin-Agriculture:Central Wisconsin 3.91916667
## Open Water:Central Wisconsin-Agriculture:Central Wisconsin 4.40333333
## Shrub & Scrub:Central Wisconsin-Agriculture:Central Wisconsin -3.74416667
## Woody Wetland:Central Wisconsin-Agriculture:Central Wisconsin 0.64916667
## Agriculture:Eastern Wisconsin-Agriculture:Central Wisconsin 5.04738095
## Forested:Eastern Wisconsin-Agriculture:Central Wisconsin -0.30547619
## Grassland:Eastern Wisconsin-Agriculture:Central Wisconsin -2.30833333
## Herbaceous Wetland:Eastern Wisconsin-Agriculture:Central Wisconsin 5.22166667
## Open Water:Eastern Wisconsin-Agriculture:Central Wisconsin 1.98595238
## Shrub & Scrub:Eastern Wisconsin-Agriculture:Central Wisconsin 3.71166667
## Woody Wetland:Eastern Wisconsin-Agriculture:Central Wisconsin 0.99738095
## Grassland:Central Wisconsin-Forested:Central Wisconsin 1.65833333
## Herbaceous Wetland:Central Wisconsin-Forested:Central Wisconsin 4.96916667
## Open Water:Central Wisconsin-Forested:Central Wisconsin 5.45333333
## Shrub & Scrub:Central Wisconsin-Forested:Central Wisconsin -2.69416667
## Woody Wetland:Central Wisconsin-Forested:Central Wisconsin 1.69916667
## Agriculture:Eastern Wisconsin-Forested:Central Wisconsin 6.09738095
## Forested:Eastern Wisconsin-Forested:Central Wisconsin 0.74452381
## Grassland:Eastern Wisconsin-Forested:Central Wisconsin -1.25833333
## Herbaceous Wetland:Eastern Wisconsin-Forested:Central Wisconsin 6.27166667
## Open Water:Eastern Wisconsin-Forested:Central Wisconsin 3.03595238
## Shrub & Scrub:Eastern Wisconsin-Forested:Central Wisconsin 4.76166667
## Woody Wetland:Eastern Wisconsin-Forested:Central Wisconsin 2.04738095
## Herbaceous Wetland:Central Wisconsin-Grassland:Central Wisconsin 3.31083333
## Open Water:Central Wisconsin-Grassland:Central Wisconsin 3.79500000
## Shrub & Scrub:Central Wisconsin-Grassland:Central Wisconsin -4.35250000
## Woody Wetland:Central Wisconsin-Grassland:Central Wisconsin 0.04083333
## Agriculture:Eastern Wisconsin-Grassland:Central Wisconsin 4.43904762
## Forested:Eastern Wisconsin-Grassland:Central Wisconsin -0.91380952
## Grassland:Eastern Wisconsin-Grassland:Central Wisconsin -2.91666667
## Herbaceous Wetland:Eastern Wisconsin-Grassland:Central Wisconsin 4.61333333
## Open Water:Eastern Wisconsin-Grassland:Central Wisconsin 1.37761905
## Shrub & Scrub:Eastern Wisconsin-Grassland:Central Wisconsin 3.10333333
## Woody Wetland:Eastern Wisconsin-Grassland:Central Wisconsin 0.38904762
## Open Water:Central Wisconsin-Herbaceous Wetland:Central Wisconsin 0.48416667
## Shrub & Scrub:Central Wisconsin-Herbaceous Wetland:Central Wisconsin -7.66333333
## Woody Wetland:Central Wisconsin-Herbaceous Wetland:Central Wisconsin -3.27000000
## Agriculture:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 1.12821429
## Forested:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -4.22464286
## Grassland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -6.22750000
## Herbaceous Wetland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 1.30250000
## Open Water:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -1.93321429
## Shrub & Scrub:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -0.20750000
## Woody Wetland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -2.92178571
## Shrub & Scrub:Central Wisconsin-Open Water:Central Wisconsin -8.14750000
## Woody Wetland:Central Wisconsin-Open Water:Central Wisconsin -3.75416667
## Agriculture:Eastern Wisconsin-Open Water:Central Wisconsin 0.64404762
## Forested:Eastern Wisconsin-Open Water:Central Wisconsin -4.70880952
## Grassland:Eastern Wisconsin-Open Water:Central Wisconsin -6.71166667
## Herbaceous Wetland:Eastern Wisconsin-Open Water:Central Wisconsin 0.81833333
## Open Water:Eastern Wisconsin-Open Water:Central Wisconsin -2.41738095
## Shrub & Scrub:Eastern Wisconsin-Open Water:Central Wisconsin -0.69166667
## Woody Wetland:Eastern Wisconsin-Open Water:Central Wisconsin -3.40595238
## Woody Wetland:Central Wisconsin-Shrub & Scrub:Central Wisconsin 4.39333333
## Agriculture:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 8.79154762
## Forested:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 3.43869048
## Grassland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 1.43583333
## Herbaceous Wetland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 8.96583333
## Open Water:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 5.73011905
## Shrub & Scrub:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 7.45583333
## Woody Wetland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 4.74154762
## Agriculture:Eastern Wisconsin-Woody Wetland:Central Wisconsin 4.39821429
## Forested:Eastern Wisconsin-Woody Wetland:Central Wisconsin -0.95464286
## Grassland:Eastern Wisconsin-Woody Wetland:Central Wisconsin -2.95750000
## Herbaceous Wetland:Eastern Wisconsin-Woody Wetland:Central Wisconsin 4.57250000
## Open Water:Eastern Wisconsin-Woody Wetland:Central Wisconsin 1.33678571
## Shrub & Scrub:Eastern Wisconsin-Woody Wetland:Central Wisconsin 3.06250000
## Woody Wetland:Eastern Wisconsin-Woody Wetland:Central Wisconsin 0.34821429
## Forested:Eastern Wisconsin-Agriculture:Eastern Wisconsin -5.35285714
## Grassland:Eastern Wisconsin-Agriculture:Eastern Wisconsin -7.35571429
## Herbaceous Wetland:Eastern Wisconsin-Agriculture:Eastern Wisconsin 0.17428571
## Open Water:Eastern Wisconsin-Agriculture:Eastern Wisconsin -3.06142857
## Shrub & Scrub:Eastern Wisconsin-Agriculture:Eastern Wisconsin -1.33571429
## Woody Wetland:Eastern Wisconsin-Agriculture:Eastern Wisconsin -4.05000000
## Grassland:Eastern Wisconsin-Forested:Eastern Wisconsin -2.00285714
## Herbaceous Wetland:Eastern Wisconsin-Forested:Eastern Wisconsin 5.52714286
## Open Water:Eastern Wisconsin-Forested:Eastern Wisconsin 2.29142857
## Shrub & Scrub:Eastern Wisconsin-Forested:Eastern Wisconsin 4.01714286
## Woody Wetland:Eastern Wisconsin-Forested:Eastern Wisconsin 1.30285714
## Herbaceous Wetland:Eastern Wisconsin-Grassland:Eastern Wisconsin 7.53000000
## Open Water:Eastern Wisconsin-Grassland:Eastern Wisconsin 4.29428571
## Shrub & Scrub:Eastern Wisconsin-Grassland:Eastern Wisconsin 6.02000000
## Woody Wetland:Eastern Wisconsin-Grassland:Eastern Wisconsin 3.30571429
## Open Water:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin -3.23571429
## Shrub & Scrub:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin -1.51000000
## Woody Wetland:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin -4.22428571
## Shrub & Scrub:Eastern Wisconsin-Open Water:Eastern Wisconsin 1.72571429
## Woody Wetland:Eastern Wisconsin-Open Water:Eastern Wisconsin -0.98857143
## Woody Wetland:Eastern Wisconsin-Shrub & Scrub:Eastern Wisconsin -2.71428571
## lwr
## Forested:Central Wisconsin-Agriculture:Central Wisconsin -6.24058150
## Grassland:Central Wisconsin-Agriculture:Central Wisconsin -4.58224817
## Herbaceous Wetland:Central Wisconsin-Agriculture:Central Wisconsin -1.27141484
## Open Water:Central Wisconsin-Agriculture:Central Wisconsin -0.78724817
## Shrub & Scrub:Central Wisconsin-Agriculture:Central Wisconsin -8.93474817
## Woody Wetland:Central Wisconsin-Agriculture:Central Wisconsin -4.54141484
## Agriculture:Eastern Wisconsin-Agriculture:Central Wisconsin -0.99946351
## Forested:Eastern Wisconsin-Agriculture:Central Wisconsin -6.35232065
## Grassland:Eastern Wisconsin-Agriculture:Central Wisconsin -8.35517779
## Herbaceous Wetland:Eastern Wisconsin-Agriculture:Central Wisconsin -0.82517779
## Open Water:Eastern Wisconsin-Agriculture:Central Wisconsin -4.06089208
## Shrub & Scrub:Eastern Wisconsin-Agriculture:Central Wisconsin -2.33517779
## Woody Wetland:Eastern Wisconsin-Agriculture:Central Wisconsin -5.04946351
## Grassland:Central Wisconsin-Forested:Central Wisconsin -3.53224817
## Herbaceous Wetland:Central Wisconsin-Forested:Central Wisconsin -0.22141484
## Open Water:Central Wisconsin-Forested:Central Wisconsin 0.26275183
## Shrub & Scrub:Central Wisconsin-Forested:Central Wisconsin -7.88474817
## Woody Wetland:Central Wisconsin-Forested:Central Wisconsin -3.49141484
## Agriculture:Eastern Wisconsin-Forested:Central Wisconsin 0.05053649
## Forested:Eastern Wisconsin-Forested:Central Wisconsin -5.30232065
## Grassland:Eastern Wisconsin-Forested:Central Wisconsin -7.30517779
## Herbaceous Wetland:Eastern Wisconsin-Forested:Central Wisconsin 0.22482221
## Open Water:Eastern Wisconsin-Forested:Central Wisconsin -3.01089208
## Shrub & Scrub:Eastern Wisconsin-Forested:Central Wisconsin -1.28517779
## Woody Wetland:Eastern Wisconsin-Forested:Central Wisconsin -3.99946351
## Herbaceous Wetland:Central Wisconsin-Grassland:Central Wisconsin -1.87974817
## Open Water:Central Wisconsin-Grassland:Central Wisconsin -1.39558150
## Shrub & Scrub:Central Wisconsin-Grassland:Central Wisconsin -9.54308150
## Woody Wetland:Central Wisconsin-Grassland:Central Wisconsin -5.14974817
## Agriculture:Eastern Wisconsin-Grassland:Central Wisconsin -1.60779684
## Forested:Eastern Wisconsin-Grassland:Central Wisconsin -6.96065398
## Grassland:Eastern Wisconsin-Grassland:Central Wisconsin -8.96351113
## Herbaceous Wetland:Eastern Wisconsin-Grassland:Central Wisconsin -1.43351113
## Open Water:Eastern Wisconsin-Grassland:Central Wisconsin -4.66922541
## Shrub & Scrub:Eastern Wisconsin-Grassland:Central Wisconsin -2.94351113
## Woody Wetland:Eastern Wisconsin-Grassland:Central Wisconsin -5.65779684
## Open Water:Central Wisconsin-Herbaceous Wetland:Central Wisconsin -4.70641484
## Shrub & Scrub:Central Wisconsin-Herbaceous Wetland:Central Wisconsin -12.85391484
## Woody Wetland:Central Wisconsin-Herbaceous Wetland:Central Wisconsin -8.46058150
## Agriculture:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -4.91863017
## Forested:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -10.27148732
## Grassland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -12.27434446
## Herbaceous Wetland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -4.74434446
## Open Water:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -7.98005874
## Shrub & Scrub:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -6.25434446
## Woody Wetland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -8.96863017
## Shrub & Scrub:Central Wisconsin-Open Water:Central Wisconsin -13.33808150
## Woody Wetland:Central Wisconsin-Open Water:Central Wisconsin -8.94474817
## Agriculture:Eastern Wisconsin-Open Water:Central Wisconsin -5.40279684
## Forested:Eastern Wisconsin-Open Water:Central Wisconsin -10.75565398
## Grassland:Eastern Wisconsin-Open Water:Central Wisconsin -12.75851113
## Herbaceous Wetland:Eastern Wisconsin-Open Water:Central Wisconsin -5.22851113
## Open Water:Eastern Wisconsin-Open Water:Central Wisconsin -8.46422541
## Shrub & Scrub:Eastern Wisconsin-Open Water:Central Wisconsin -6.73851113
## Woody Wetland:Eastern Wisconsin-Open Water:Central Wisconsin -9.45279684
## Woody Wetland:Central Wisconsin-Shrub & Scrub:Central Wisconsin -0.79724817
## Agriculture:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 2.74470316
## Forested:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin -2.60815398
## Grassland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin -4.61101113
## Herbaceous Wetland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 2.91898887
## Open Water:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin -0.31672541
## Shrub & Scrub:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 1.40898887
## Woody Wetland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin -1.30529684
## Agriculture:Eastern Wisconsin-Woody Wetland:Central Wisconsin -1.64863017
## Forested:Eastern Wisconsin-Woody Wetland:Central Wisconsin -7.00148732
## Grassland:Eastern Wisconsin-Woody Wetland:Central Wisconsin -9.00434446
## Herbaceous Wetland:Eastern Wisconsin-Woody Wetland:Central Wisconsin -1.47434446
## Open Water:Eastern Wisconsin-Woody Wetland:Central Wisconsin -4.71005874
## Shrub & Scrub:Eastern Wisconsin-Woody Wetland:Central Wisconsin -2.98434446
## Woody Wetland:Eastern Wisconsin-Woody Wetland:Central Wisconsin -5.69863017
## Forested:Eastern Wisconsin-Agriculture:Eastern Wisconsin -12.14892361
## Grassland:Eastern Wisconsin-Agriculture:Eastern Wisconsin -14.15178076
## Herbaceous Wetland:Eastern Wisconsin-Agriculture:Eastern Wisconsin -6.62178076
## Open Water:Eastern Wisconsin-Agriculture:Eastern Wisconsin -9.85749504
## Shrub & Scrub:Eastern Wisconsin-Agriculture:Eastern Wisconsin -8.13178076
## Woody Wetland:Eastern Wisconsin-Agriculture:Eastern Wisconsin -10.84606647
## Grassland:Eastern Wisconsin-Forested:Eastern Wisconsin -8.79892361
## Herbaceous Wetland:Eastern Wisconsin-Forested:Eastern Wisconsin -1.26892361
## Open Water:Eastern Wisconsin-Forested:Eastern Wisconsin -4.50463790
## Shrub & Scrub:Eastern Wisconsin-Forested:Eastern Wisconsin -2.77892361
## Woody Wetland:Eastern Wisconsin-Forested:Eastern Wisconsin -5.49320933
## Herbaceous Wetland:Eastern Wisconsin-Grassland:Eastern Wisconsin 0.73393353
## Open Water:Eastern Wisconsin-Grassland:Eastern Wisconsin -2.50178076
## Shrub & Scrub:Eastern Wisconsin-Grassland:Eastern Wisconsin -0.77606647
## Woody Wetland:Eastern Wisconsin-Grassland:Eastern Wisconsin -3.49035218
## Open Water:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin -10.03178076
## Shrub & Scrub:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin -8.30606647
## Woody Wetland:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin -11.02035218
## Shrub & Scrub:Eastern Wisconsin-Open Water:Eastern Wisconsin -5.07035218
## Woody Wetland:Eastern Wisconsin-Open Water:Eastern Wisconsin -7.78463790
## Woody Wetland:Eastern Wisconsin-Shrub & Scrub:Eastern Wisconsin -9.51035218
## upr
## Forested:Central Wisconsin-Agriculture:Central Wisconsin 4.1405815
## Grassland:Central Wisconsin-Agriculture:Central Wisconsin 5.7989148
## Herbaceous Wetland:Central Wisconsin-Agriculture:Central Wisconsin 9.1097482
## Open Water:Central Wisconsin-Agriculture:Central Wisconsin 9.5939148
## Shrub & Scrub:Central Wisconsin-Agriculture:Central Wisconsin 1.4464148
## Woody Wetland:Central Wisconsin-Agriculture:Central Wisconsin 5.8397482
## Agriculture:Eastern Wisconsin-Agriculture:Central Wisconsin 11.0942254
## Forested:Eastern Wisconsin-Agriculture:Central Wisconsin 5.7413683
## Grassland:Eastern Wisconsin-Agriculture:Central Wisconsin 3.7385111
## Herbaceous Wetland:Eastern Wisconsin-Agriculture:Central Wisconsin 11.2685111
## Open Water:Eastern Wisconsin-Agriculture:Central Wisconsin 8.0327968
## Shrub & Scrub:Eastern Wisconsin-Agriculture:Central Wisconsin 9.7585111
## Woody Wetland:Eastern Wisconsin-Agriculture:Central Wisconsin 7.0442254
## Grassland:Central Wisconsin-Forested:Central Wisconsin 6.8489148
## Herbaceous Wetland:Central Wisconsin-Forested:Central Wisconsin 10.1597482
## Open Water:Central Wisconsin-Forested:Central Wisconsin 10.6439148
## Shrub & Scrub:Central Wisconsin-Forested:Central Wisconsin 2.4964148
## Woody Wetland:Central Wisconsin-Forested:Central Wisconsin 6.8897482
## Agriculture:Eastern Wisconsin-Forested:Central Wisconsin 12.1442254
## Forested:Eastern Wisconsin-Forested:Central Wisconsin 6.7913683
## Grassland:Eastern Wisconsin-Forested:Central Wisconsin 4.7885111
## Herbaceous Wetland:Eastern Wisconsin-Forested:Central Wisconsin 12.3185111
## Open Water:Eastern Wisconsin-Forested:Central Wisconsin 9.0827968
## Shrub & Scrub:Eastern Wisconsin-Forested:Central Wisconsin 10.8085111
## Woody Wetland:Eastern Wisconsin-Forested:Central Wisconsin 8.0942254
## Herbaceous Wetland:Central Wisconsin-Grassland:Central Wisconsin 8.5014148
## Open Water:Central Wisconsin-Grassland:Central Wisconsin 8.9855815
## Shrub & Scrub:Central Wisconsin-Grassland:Central Wisconsin 0.8380815
## Woody Wetland:Central Wisconsin-Grassland:Central Wisconsin 5.2314148
## Agriculture:Eastern Wisconsin-Grassland:Central Wisconsin 10.4858921
## Forested:Eastern Wisconsin-Grassland:Central Wisconsin 5.1330349
## Grassland:Eastern Wisconsin-Grassland:Central Wisconsin 3.1301778
## Herbaceous Wetland:Eastern Wisconsin-Grassland:Central Wisconsin 10.6601778
## Open Water:Eastern Wisconsin-Grassland:Central Wisconsin 7.4244635
## Shrub & Scrub:Eastern Wisconsin-Grassland:Central Wisconsin 9.1501778
## Woody Wetland:Eastern Wisconsin-Grassland:Central Wisconsin 6.4358921
## Open Water:Central Wisconsin-Herbaceous Wetland:Central Wisconsin 5.6747482
## Shrub & Scrub:Central Wisconsin-Herbaceous Wetland:Central Wisconsin -2.4727518
## Woody Wetland:Central Wisconsin-Herbaceous Wetland:Central Wisconsin 1.9205815
## Agriculture:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 7.1750587
## Forested:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 1.8222016
## Grassland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -0.1806555
## Herbaceous Wetland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 7.3493445
## Open Water:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 4.1136302
## Shrub & Scrub:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 5.8393445
## Woody Wetland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 3.1250587
## Shrub & Scrub:Central Wisconsin-Open Water:Central Wisconsin -2.9569185
## Woody Wetland:Central Wisconsin-Open Water:Central Wisconsin 1.4364148
## Agriculture:Eastern Wisconsin-Open Water:Central Wisconsin 6.6908921
## Forested:Eastern Wisconsin-Open Water:Central Wisconsin 1.3380349
## Grassland:Eastern Wisconsin-Open Water:Central Wisconsin -0.6648222
## Herbaceous Wetland:Eastern Wisconsin-Open Water:Central Wisconsin 6.8651778
## Open Water:Eastern Wisconsin-Open Water:Central Wisconsin 3.6294635
## Shrub & Scrub:Eastern Wisconsin-Open Water:Central Wisconsin 5.3551778
## Woody Wetland:Eastern Wisconsin-Open Water:Central Wisconsin 2.6408921
## Woody Wetland:Central Wisconsin-Shrub & Scrub:Central Wisconsin 9.5839148
## Agriculture:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 14.8383921
## Forested:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 9.4855349
## Grassland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 7.4826778
## Herbaceous Wetland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 15.0126778
## Open Water:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 11.7769635
## Shrub & Scrub:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 13.5026778
## Woody Wetland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 10.7883921
## Agriculture:Eastern Wisconsin-Woody Wetland:Central Wisconsin 10.4450587
## Forested:Eastern Wisconsin-Woody Wetland:Central Wisconsin 5.0922016
## Grassland:Eastern Wisconsin-Woody Wetland:Central Wisconsin 3.0893445
## Herbaceous Wetland:Eastern Wisconsin-Woody Wetland:Central Wisconsin 10.6193445
## Open Water:Eastern Wisconsin-Woody Wetland:Central Wisconsin 7.3836302
## Shrub & Scrub:Eastern Wisconsin-Woody Wetland:Central Wisconsin 9.1093445
## Woody Wetland:Eastern Wisconsin-Woody Wetland:Central Wisconsin 6.3950587
## Forested:Eastern Wisconsin-Agriculture:Eastern Wisconsin 1.4432093
## Grassland:Eastern Wisconsin-Agriculture:Eastern Wisconsin -0.5596478
## Herbaceous Wetland:Eastern Wisconsin-Agriculture:Eastern Wisconsin 6.9703522
## Open Water:Eastern Wisconsin-Agriculture:Eastern Wisconsin 3.7346379
## Shrub & Scrub:Eastern Wisconsin-Agriculture:Eastern Wisconsin 5.4603522
## Woody Wetland:Eastern Wisconsin-Agriculture:Eastern Wisconsin 2.7460665
## Grassland:Eastern Wisconsin-Forested:Eastern Wisconsin 4.7932093
## Herbaceous Wetland:Eastern Wisconsin-Forested:Eastern Wisconsin 12.3232093
## Open Water:Eastern Wisconsin-Forested:Eastern Wisconsin 9.0874950
## Shrub & Scrub:Eastern Wisconsin-Forested:Eastern Wisconsin 10.8132093
## Woody Wetland:Eastern Wisconsin-Forested:Eastern Wisconsin 8.0989236
## Herbaceous Wetland:Eastern Wisconsin-Grassland:Eastern Wisconsin 14.3260665
## Open Water:Eastern Wisconsin-Grassland:Eastern Wisconsin 11.0903522
## Shrub & Scrub:Eastern Wisconsin-Grassland:Eastern Wisconsin 12.8160665
## Woody Wetland:Eastern Wisconsin-Grassland:Eastern Wisconsin 10.1017808
## Open Water:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin 3.5603522
## Shrub & Scrub:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin 5.2860665
## Woody Wetland:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin 2.5717808
## Shrub & Scrub:Eastern Wisconsin-Open Water:Eastern Wisconsin 8.5217808
## Woody Wetland:Eastern Wisconsin-Open Water:Eastern Wisconsin 5.8074950
## Woody Wetland:Eastern Wisconsin-Shrub & Scrub:Eastern Wisconsin 4.0817808
## p adj
## Forested:Central Wisconsin-Agriculture:Central Wisconsin 0.9999870
## Grassland:Central Wisconsin-Agriculture:Central Wisconsin 1.0000000
## Herbaceous Wetland:Central Wisconsin-Agriculture:Central Wisconsin 0.3609943
## Open Water:Central Wisconsin-Agriculture:Central Wisconsin 0.1905484
## Shrub & Scrub:Central Wisconsin-Agriculture:Central Wisconsin 0.4375196
## Woody Wetland:Central Wisconsin-Agriculture:Central Wisconsin 1.0000000
## Agriculture:Eastern Wisconsin-Agriculture:Central Wisconsin 0.2111527
## Forested:Eastern Wisconsin-Agriculture:Central Wisconsin 1.0000000
## Grassland:Eastern Wisconsin-Agriculture:Central Wisconsin 0.9891353
## Herbaceous Wetland:Eastern Wisconsin-Agriculture:Central Wisconsin 0.1692964
## Open Water:Eastern Wisconsin-Agriculture:Central Wisconsin 0.9973793
## Shrub & Scrub:Eastern Wisconsin-Agriculture:Central Wisconsin 0.6984785
## Woody Wetland:Eastern Wisconsin-Agriculture:Central Wisconsin 0.9999989
## Grassland:Central Wisconsin-Forested:Central Wisconsin 0.9980100
## Herbaceous Wetland:Central Wisconsin-Forested:Central Wisconsin 0.0753589
## Open Water:Central Wisconsin-Forested:Central Wisconsin 0.0297859
## Shrub & Scrub:Central Wisconsin-Forested:Central Wisconsin 0.8817340
## Woody Wetland:Central Wisconsin-Forested:Central Wisconsin 0.9974629
## Agriculture:Eastern Wisconsin-Forested:Central Wisconsin 0.0460061
## Forested:Eastern Wisconsin-Forested:Central Wisconsin 1.0000000
## Grassland:Eastern Wisconsin-Forested:Central Wisconsin 0.9999819
## Herbaceous Wetland:Eastern Wisconsin-Forested:Central Wisconsin 0.0342860
## Open Water:Eastern Wisconsin-Forested:Central Wisconsin 0.9049809
## Shrub & Scrub:Eastern Wisconsin-Forested:Central Wisconsin 0.2942005
## Woody Wetland:Eastern Wisconsin-Forested:Central Wisconsin 0.9964660
## Herbaceous Wetland:Central Wisconsin-Grassland:Central Wisconsin 0.6414298
## Open Water:Central Wisconsin-Grassland:Central Wisconsin 0.4146664
## Shrub & Scrub:Central Wisconsin-Grassland:Central Wisconsin 0.2052148
## Woody Wetland:Central Wisconsin-Grassland:Central Wisconsin 1.0000000
## Agriculture:Eastern Wisconsin-Grassland:Central Wisconsin 0.4078107
## Forested:Eastern Wisconsin-Grassland:Central Wisconsin 0.9999996
## Grassland:Eastern Wisconsin-Grassland:Central Wisconsin 0.9280126
## Herbaceous Wetland:Eastern Wisconsin-Grassland:Central Wisconsin 0.3440833
## Open Water:Eastern Wisconsin-Grassland:Central Wisconsin 0.9999484
## Shrub & Scrub:Eastern Wisconsin-Grassland:Central Wisconsin 0.8900822
## Woody Wetland:Eastern Wisconsin-Grassland:Central Wisconsin 1.0000000
## Open Water:Central Wisconsin-Herbaceous Wetland:Central Wisconsin 1.0000000
## Shrub & Scrub:Central Wisconsin-Herbaceous Wetland:Central Wisconsin 0.0001331
## Woody Wetland:Central Wisconsin-Herbaceous Wetland:Central Wisconsin 0.6603740
## Agriculture:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 0.9999950
## Forested:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 0.4919524
## Grassland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 0.0369754
## Herbaceous Wetland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 0.9999729
## Open Water:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 0.9979963
## Shrub & Scrub:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 1.0000000
## Woody Wetland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 0.9271106
## Shrub & Scrub:Central Wisconsin-Open Water:Central Wisconsin 0.0000335
## Woody Wetland:Central Wisconsin-Open Water:Central Wisconsin 0.4329886
## Agriculture:Eastern Wisconsin-Open Water:Central Wisconsin 1.0000000
## Forested:Eastern Wisconsin-Open Water:Central Wisconsin 0.3114751
## Grassland:Eastern Wisconsin-Open Water:Central Wisconsin 0.0155971
## Herbaceous Wetland:Eastern Wisconsin-Open Water:Central Wisconsin 0.9999999
## Open Water:Eastern Wisconsin-Open Water:Central Wisconsin 0.9836827
## Shrub & Scrub:Eastern Wisconsin-Open Water:Central Wisconsin 1.0000000
## Woody Wetland:Eastern Wisconsin-Open Water:Central Wisconsin 0.8065607
## Woody Wetland:Central Wisconsin-Shrub & Scrub:Central Wisconsin 0.1933726
## Agriculture:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 0.0001841
## Forested:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 0.7959941
## Grassland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 0.9999174
## Herbaceous Wetland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 0.0001214
## Open Water:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 0.0824523
## Shrub & Scrub:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 0.0036049
## Woody Wetland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 0.3007084
## Agriculture:Eastern Wisconsin-Woody Wetland:Central Wisconsin 0.4234216
## Forested:Eastern Wisconsin-Woody Wetland:Central Wisconsin 0.9999993
## Grassland:Eastern Wisconsin-Woody Wetland:Central Wisconsin 0.9206040
## Herbaceous Wetland:Eastern Wisconsin-Woody Wetland:Central Wisconsin 0.3585525
## Open Water:Eastern Wisconsin-Woody Wetland:Central Wisconsin 0.9999634
## Shrub & Scrub:Eastern Wisconsin-Woody Wetland:Central Wisconsin 0.8992750
## Woody Wetland:Eastern Wisconsin-Woody Wetland:Central Wisconsin 1.0000000
## Forested:Eastern Wisconsin-Agriculture:Eastern Wisconsin 0.2938558
## Grassland:Eastern Wisconsin-Agriculture:Eastern Wisconsin 0.0211825
## Herbaceous Wetland:Eastern Wisconsin-Agriculture:Eastern Wisconsin 1.0000000
## Open Water:Eastern Wisconsin-Agriculture:Eastern Wisconsin 0.9566295
## Shrub & Scrub:Eastern Wisconsin-Agriculture:Eastern Wisconsin 0.9999907
## Woody Wetland:Eastern Wisconsin-Agriculture:Eastern Wisconsin 0.7389201
## Grassland:Eastern Wisconsin-Forested:Eastern Wisconsin 0.9991304
## Herbaceous Wetland:Eastern Wisconsin-Forested:Eastern Wisconsin 0.2466063
## Open Water:Eastern Wisconsin-Forested:Eastern Wisconsin 0.9966074
## Shrub & Scrub:Eastern Wisconsin-Forested:Eastern Wisconsin 0.7494786
## Woody Wetland:Eastern Wisconsin-Forested:Eastern Wisconsin 0.9999931
## Herbaceous Wetland:Eastern Wisconsin-Grassland:Eastern Wisconsin 0.0159429
## Open Water:Eastern Wisconsin-Grassland:Eastern Wisconsin 0.6558413
## Shrub & Scrub:Eastern Wisconsin-Grassland:Eastern Wisconsin 0.1414153
## Woody Wetland:Eastern Wisconsin-Grassland:Eastern Wisconsin 0.9236053
## Open Water:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin 0.9344169
## Shrub & Scrub:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin 0.9999612
## Woody Wetland:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin 0.6803489
## Shrub & Scrub:Eastern Wisconsin-Open Water:Eastern Wisconsin 0.9998251
## Woody Wetland:Eastern Wisconsin-Open Water:Eastern Wisconsin 0.9999998
## Woody Wetland:Eastern Wisconsin-Shrub & Scrub:Eastern Wisconsin 0.9838181summary(aov(matt$Ranking[matt$Location == "Eastern Wisconsin"]~matt$Habitat[matt$Location == "Eastern Wisconsin"]))## Df Sum Sq Mean Sq
## matt$Habitat[matt$Location == "Eastern Wisconsin"] 6 332.2 55.37
## Residuals 42 918.4 21.87
## F value Pr(>F)
## matt$Habitat[matt$Location == "Eastern Wisconsin"] 2.532 0.0349 *
## Residuals
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1summary(aov(matt$Ranking[matt$Location == "Central Wisconsin"]~matt$Habitat[matt$Location == "Central Wisconsin"]))## Df Sum Sq Mean Sq
## matt$Habitat[matt$Location == "Central Wisconsin"] 6 568.7 94.78
## Residuals 77 722.2 9.38
## F value Pr(>F)
## matt$Habitat[matt$Location == "Central Wisconsin"] 10.11 3.22e-08 ***
## Residuals
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1TukeyHSD(aov(matt$Ranking[matt$Location == "Central Wisconsin"]~matt$Habitat[matt$Location == "Central Wisconsin"]))## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = matt$Ranking[matt$Location == "Central Wisconsin"] ~ matt$Habitat[matt$Location == "Central Wisconsin"])
##
## $`matt$Habitat[matt$Location == "Central Wisconsin"]`
## diff lwr upr
## Forested-Agriculture -1.05000000 -4.835380114 2.73538011
## Grassland-Agriculture 0.60833333 -3.177046781 4.39371345
## Herbaceous Wetland-Agriculture 3.91916667 0.133786552 7.70454678
## Open Water-Agriculture 4.40333333 0.617953219 8.18871345
## Shrub & Scrub-Agriculture -3.74416667 -7.529546781 0.04121345
## Woody Wetland-Agriculture 0.64916667 -3.136213448 4.43454678
## Grassland-Forested 1.65833333 -2.127046781 5.44371345
## Herbaceous Wetland-Forested 4.96916667 1.183786552 8.75454678
## Open Water-Forested 5.45333333 1.667953219 9.23871345
## Shrub & Scrub-Forested -2.69416667 -6.479546781 1.09121345
## Woody Wetland-Forested 1.69916667 -2.086213448 5.48454678
## Herbaceous Wetland-Grassland 3.31083333 -0.474546781 7.09621345
## Open Water-Grassland 3.79500000 0.009619886 7.58038011
## Shrub & Scrub-Grassland -4.35250000 -8.137880114 -0.56711989
## Woody Wetland-Grassland 0.04083333 -3.744546781 3.82621345
## Open Water-Herbaceous Wetland 0.48416667 -3.301213448 4.26954678
## Shrub & Scrub-Herbaceous Wetland -7.66333333 -11.448713448 -3.87795322
## Woody Wetland-Herbaceous Wetland -3.27000000 -7.055380114 0.51538011
## Shrub & Scrub-Open Water -8.14750000 -11.932880114 -4.36211989
## Woody Wetland-Open Water -3.75416667 -7.539546781 0.03121345
## Woody Wetland-Shrub & Scrub 4.39333333 0.607953219 8.17871345
## p adj
## Forested-Agriculture 0.9798744
## Grassland-Agriculture 0.9989611
## Herbaceous Wetland-Agriculture 0.0375632
## Open Water-Agriculture 0.0122959
## Shrub & Scrub-Agriculture 0.0544896
## Woody Wetland-Agriculture 0.9984996
## Grassland-Forested 0.8374848
## Herbaceous Wetland-Forested 0.0028911
## Open Water-Forested 0.0007561
## Shrub & Scrub-Forested 0.3320870
## Woody Wetland-Forested 0.8214055
## Herbaceous Wetland-Grassland 0.1261714
## Open Water-Grassland 0.0489993
## Shrub & Scrub-Grassland 0.0139039
## Woody Wetland-Grassland 1.0000000
## Open Water-Herbaceous Wetland 0.9997199
## Shrub & Scrub-Herbaceous Wetland 0.0000007
## Woody Wetland-Herbaceous Wetland 0.1356874
## Shrub & Scrub-Open Water 0.0000001
## Woody Wetland-Open Water 0.0533695
## Woody Wetland-Shrub & Scrub 0.0125980plot(matt$Ranking[matt$Location == "Eastern Wisconsin"]~matt$Habitat[matt$Location == "Eastern Wisconsin"], ylim=c(0,25), boxwex = 0.25, xlim = c(0,7.5), at=1:7-0.2, col="blue")
par(new=T)
plot(matt$Ranking[matt$Location == "Central Wisconsin"]~matt$Habitat[matt$Location == "Central Wisconsin"], ylim=c(0,25), boxwex = 0.25, xlim = c(0,7.5), at=1:7+0.2, col="red")
plot(indiv\(prop.indiv[indiv\)Week == “1st”]~indiv\(Treatment[indiv\)Week == “1st”], boxwex = 0.25, xlim = c(0.5, 3.5), at=1:3-0.2, col = “blue”)
Matt’s code:
EWCW<-read.csv("EW_CW_Data.csv", header=T)
attach(EWCW)
names(EWCW)## [1] "Male.Bird.ID" "Habitat" "Ranking" "Location"summary(as1<-aov(lm(EWCW$Ranking~EWCW$Habitat*EWCW$Location)))## Df Sum Sq Mean Sq F value Pr(>F)
## EWCW$Habitat 6 526.4 87.73 6.363 7.85e-06 ***
## EWCW$Location 1 57.8 57.78 4.191 0.04285 *
## EWCW$Habitat:EWCW$Location 6 374.6 62.43 4.528 0.00036 ***
## Residuals 119 1640.6 13.79
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1TukeyHSD(as1)## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = lm(EWCW$Ranking ~ EWCW$Habitat * EWCW$Location))
##
## $`EWCW$Habitat`
## diff lwr upr
## Forested-Agriculture -2.6352632 -6.2484944 0.977968084
## Grassland-Agriculture -2.3257895 -5.9390207 1.287441768
## Herbaceous Wetland-Agriculture 2.5394737 -1.0737576 6.152704926
## Open Water-Agriculture 1.6531579 -1.9600733 5.266389136
## Shrub & Scrub-Agriculture -2.8568421 -6.4700733 0.756389136
## Woody Wetland-Agriculture -1.0821053 -4.6953365 2.531125978
## Grassland-Forested 0.3094737 -3.3037576 3.922704926
## Herbaceous Wetland-Forested 5.1747368 1.5615056 8.787968084
## Open Water-Forested 4.2884211 0.6751898 7.901652294
## Shrub & Scrub-Forested -0.2215789 -3.8348102 3.391652294
## Woody Wetland-Forested 1.5531579 -2.0600733 5.166389136
## Herbaceous Wetland-Grassland 4.8652632 1.2520319 8.478494399
## Open Water-Grassland 3.9789474 0.3657161 7.592178610
## Shrub & Scrub-Grassland -0.5310526 -4.1442839 3.082178610
## Woody Wetland-Grassland 1.2436842 -2.3695470 4.856915452
## Open Water-Herbaceous Wetland -0.8863158 -4.4995470 2.726915452
## Shrub & Scrub-Herbaceous Wetland -5.3963158 -9.0095470 -1.783084548
## Woody Wetland-Herbaceous Wetland -3.6215789 -7.2348102 -0.008347706
## Shrub & Scrub-Open Water -4.5100000 -8.1232312 -0.896768758
## Woody Wetland-Open Water -2.7352632 -6.3484944 0.877968084
## Woody Wetland-Shrub & Scrub 1.7747368 -1.8384944 5.387968084
## p adj
## Forested-Agriculture 0.3101094
## Grassland-Agriculture 0.4644140
## Herbaceous Wetland-Agriculture 0.3547870
## Open Water-Agriculture 0.8153740
## Shrub & Scrub-Agriculture 0.2200030
## Woody Wetland-Agriculture 0.9721871
## Grassland-Forested 0.9999753
## Herbaceous Wetland-Forested 0.0006944
## Open Water-Forested 0.0093814
## Shrub & Scrub-Forested 0.9999966
## Woody Wetland-Forested 0.8556038
## Herbaceous Wetland-Grassland 0.0018060
## Open Water-Grassland 0.0209611
## Shrub & Scrub-Grassland 0.9994222
## Woody Wetland-Grassland 0.9454704
## Open Water-Herbaceous Wetland 0.9900503
## Shrub & Scrub-Herbaceous Wetland 0.0003406
## Woody Wetland-Herbaceous Wetland 0.0490684
## Shrub & Scrub-Open Water 0.0050922
## Woody Wetland-Open Water 0.2670539
## Woody Wetland-Shrub & Scrub 0.7600250
##
## $`EWCW$Location`
## diff lwr upr p adj
## Eastern Wisconsin-Central Wisconsin 1.366344 0.04474772 2.687939 0.0428459
##
## $`EWCW$Habitat:EWCW$Location`
## diff
## Forested:Central Wisconsin-Agriculture:Central Wisconsin -1.05000000
## Grassland:Central Wisconsin-Agriculture:Central Wisconsin 0.60833333
## Herbaceous Wetland:Central Wisconsin-Agriculture:Central Wisconsin 3.91916667
## Open Water:Central Wisconsin-Agriculture:Central Wisconsin 4.40333333
## Shrub & Scrub:Central Wisconsin-Agriculture:Central Wisconsin -3.74416667
## Woody Wetland:Central Wisconsin-Agriculture:Central Wisconsin 0.64916667
## Agriculture:Eastern Wisconsin-Agriculture:Central Wisconsin 5.04738095
## Forested:Eastern Wisconsin-Agriculture:Central Wisconsin -0.30547619
## Grassland:Eastern Wisconsin-Agriculture:Central Wisconsin -2.30833333
## Herbaceous Wetland:Eastern Wisconsin-Agriculture:Central Wisconsin 5.22166667
## Open Water:Eastern Wisconsin-Agriculture:Central Wisconsin 1.98595238
## Shrub & Scrub:Eastern Wisconsin-Agriculture:Central Wisconsin 3.71166667
## Woody Wetland:Eastern Wisconsin-Agriculture:Central Wisconsin 0.99738095
## Grassland:Central Wisconsin-Forested:Central Wisconsin 1.65833333
## Herbaceous Wetland:Central Wisconsin-Forested:Central Wisconsin 4.96916667
## Open Water:Central Wisconsin-Forested:Central Wisconsin 5.45333333
## Shrub & Scrub:Central Wisconsin-Forested:Central Wisconsin -2.69416667
## Woody Wetland:Central Wisconsin-Forested:Central Wisconsin 1.69916667
## Agriculture:Eastern Wisconsin-Forested:Central Wisconsin 6.09738095
## Forested:Eastern Wisconsin-Forested:Central Wisconsin 0.74452381
## Grassland:Eastern Wisconsin-Forested:Central Wisconsin -1.25833333
## Herbaceous Wetland:Eastern Wisconsin-Forested:Central Wisconsin 6.27166667
## Open Water:Eastern Wisconsin-Forested:Central Wisconsin 3.03595238
## Shrub & Scrub:Eastern Wisconsin-Forested:Central Wisconsin 4.76166667
## Woody Wetland:Eastern Wisconsin-Forested:Central Wisconsin 2.04738095
## Herbaceous Wetland:Central Wisconsin-Grassland:Central Wisconsin 3.31083333
## Open Water:Central Wisconsin-Grassland:Central Wisconsin 3.79500000
## Shrub & Scrub:Central Wisconsin-Grassland:Central Wisconsin -4.35250000
## Woody Wetland:Central Wisconsin-Grassland:Central Wisconsin 0.04083333
## Agriculture:Eastern Wisconsin-Grassland:Central Wisconsin 4.43904762
## Forested:Eastern Wisconsin-Grassland:Central Wisconsin -0.91380952
## Grassland:Eastern Wisconsin-Grassland:Central Wisconsin -2.91666667
## Herbaceous Wetland:Eastern Wisconsin-Grassland:Central Wisconsin 4.61333333
## Open Water:Eastern Wisconsin-Grassland:Central Wisconsin 1.37761905
## Shrub & Scrub:Eastern Wisconsin-Grassland:Central Wisconsin 3.10333333
## Woody Wetland:Eastern Wisconsin-Grassland:Central Wisconsin 0.38904762
## Open Water:Central Wisconsin-Herbaceous Wetland:Central Wisconsin 0.48416667
## Shrub & Scrub:Central Wisconsin-Herbaceous Wetland:Central Wisconsin -7.66333333
## Woody Wetland:Central Wisconsin-Herbaceous Wetland:Central Wisconsin -3.27000000
## Agriculture:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 1.12821429
## Forested:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -4.22464286
## Grassland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -6.22750000
## Herbaceous Wetland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 1.30250000
## Open Water:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -1.93321429
## Shrub & Scrub:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -0.20750000
## Woody Wetland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -2.92178571
## Shrub & Scrub:Central Wisconsin-Open Water:Central Wisconsin -8.14750000
## Woody Wetland:Central Wisconsin-Open Water:Central Wisconsin -3.75416667
## Agriculture:Eastern Wisconsin-Open Water:Central Wisconsin 0.64404762
## Forested:Eastern Wisconsin-Open Water:Central Wisconsin -4.70880952
## Grassland:Eastern Wisconsin-Open Water:Central Wisconsin -6.71166667
## Herbaceous Wetland:Eastern Wisconsin-Open Water:Central Wisconsin 0.81833333
## Open Water:Eastern Wisconsin-Open Water:Central Wisconsin -2.41738095
## Shrub & Scrub:Eastern Wisconsin-Open Water:Central Wisconsin -0.69166667
## Woody Wetland:Eastern Wisconsin-Open Water:Central Wisconsin -3.40595238
## Woody Wetland:Central Wisconsin-Shrub & Scrub:Central Wisconsin 4.39333333
## Agriculture:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 8.79154762
## Forested:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 3.43869048
## Grassland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 1.43583333
## Herbaceous Wetland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 8.96583333
## Open Water:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 5.73011905
## Shrub & Scrub:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 7.45583333
## Woody Wetland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 4.74154762
## Agriculture:Eastern Wisconsin-Woody Wetland:Central Wisconsin 4.39821429
## Forested:Eastern Wisconsin-Woody Wetland:Central Wisconsin -0.95464286
## Grassland:Eastern Wisconsin-Woody Wetland:Central Wisconsin -2.95750000
## Herbaceous Wetland:Eastern Wisconsin-Woody Wetland:Central Wisconsin 4.57250000
## Open Water:Eastern Wisconsin-Woody Wetland:Central Wisconsin 1.33678571
## Shrub & Scrub:Eastern Wisconsin-Woody Wetland:Central Wisconsin 3.06250000
## Woody Wetland:Eastern Wisconsin-Woody Wetland:Central Wisconsin 0.34821429
## Forested:Eastern Wisconsin-Agriculture:Eastern Wisconsin -5.35285714
## Grassland:Eastern Wisconsin-Agriculture:Eastern Wisconsin -7.35571429
## Herbaceous Wetland:Eastern Wisconsin-Agriculture:Eastern Wisconsin 0.17428571
## Open Water:Eastern Wisconsin-Agriculture:Eastern Wisconsin -3.06142857
## Shrub & Scrub:Eastern Wisconsin-Agriculture:Eastern Wisconsin -1.33571429
## Woody Wetland:Eastern Wisconsin-Agriculture:Eastern Wisconsin -4.05000000
## Grassland:Eastern Wisconsin-Forested:Eastern Wisconsin -2.00285714
## Herbaceous Wetland:Eastern Wisconsin-Forested:Eastern Wisconsin 5.52714286
## Open Water:Eastern Wisconsin-Forested:Eastern Wisconsin 2.29142857
## Shrub & Scrub:Eastern Wisconsin-Forested:Eastern Wisconsin 4.01714286
## Woody Wetland:Eastern Wisconsin-Forested:Eastern Wisconsin 1.30285714
## Herbaceous Wetland:Eastern Wisconsin-Grassland:Eastern Wisconsin 7.53000000
## Open Water:Eastern Wisconsin-Grassland:Eastern Wisconsin 4.29428571
## Shrub & Scrub:Eastern Wisconsin-Grassland:Eastern Wisconsin 6.02000000
## Woody Wetland:Eastern Wisconsin-Grassland:Eastern Wisconsin 3.30571429
## Open Water:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin -3.23571429
## Shrub & Scrub:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin -1.51000000
## Woody Wetland:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin -4.22428571
## Shrub & Scrub:Eastern Wisconsin-Open Water:Eastern Wisconsin 1.72571429
## Woody Wetland:Eastern Wisconsin-Open Water:Eastern Wisconsin -0.98857143
## Woody Wetland:Eastern Wisconsin-Shrub & Scrub:Eastern Wisconsin -2.71428571
## lwr
## Forested:Central Wisconsin-Agriculture:Central Wisconsin -6.24058150
## Grassland:Central Wisconsin-Agriculture:Central Wisconsin -4.58224817
## Herbaceous Wetland:Central Wisconsin-Agriculture:Central Wisconsin -1.27141484
## Open Water:Central Wisconsin-Agriculture:Central Wisconsin -0.78724817
## Shrub & Scrub:Central Wisconsin-Agriculture:Central Wisconsin -8.93474817
## Woody Wetland:Central Wisconsin-Agriculture:Central Wisconsin -4.54141484
## Agriculture:Eastern Wisconsin-Agriculture:Central Wisconsin -0.99946351
## Forested:Eastern Wisconsin-Agriculture:Central Wisconsin -6.35232065
## Grassland:Eastern Wisconsin-Agriculture:Central Wisconsin -8.35517779
## Herbaceous Wetland:Eastern Wisconsin-Agriculture:Central Wisconsin -0.82517779
## Open Water:Eastern Wisconsin-Agriculture:Central Wisconsin -4.06089208
## Shrub & Scrub:Eastern Wisconsin-Agriculture:Central Wisconsin -2.33517779
## Woody Wetland:Eastern Wisconsin-Agriculture:Central Wisconsin -5.04946351
## Grassland:Central Wisconsin-Forested:Central Wisconsin -3.53224817
## Herbaceous Wetland:Central Wisconsin-Forested:Central Wisconsin -0.22141484
## Open Water:Central Wisconsin-Forested:Central Wisconsin 0.26275183
## Shrub & Scrub:Central Wisconsin-Forested:Central Wisconsin -7.88474817
## Woody Wetland:Central Wisconsin-Forested:Central Wisconsin -3.49141484
## Agriculture:Eastern Wisconsin-Forested:Central Wisconsin 0.05053649
## Forested:Eastern Wisconsin-Forested:Central Wisconsin -5.30232065
## Grassland:Eastern Wisconsin-Forested:Central Wisconsin -7.30517779
## Herbaceous Wetland:Eastern Wisconsin-Forested:Central Wisconsin 0.22482221
## Open Water:Eastern Wisconsin-Forested:Central Wisconsin -3.01089208
## Shrub & Scrub:Eastern Wisconsin-Forested:Central Wisconsin -1.28517779
## Woody Wetland:Eastern Wisconsin-Forested:Central Wisconsin -3.99946351
## Herbaceous Wetland:Central Wisconsin-Grassland:Central Wisconsin -1.87974817
## Open Water:Central Wisconsin-Grassland:Central Wisconsin -1.39558150
## Shrub & Scrub:Central Wisconsin-Grassland:Central Wisconsin -9.54308150
## Woody Wetland:Central Wisconsin-Grassland:Central Wisconsin -5.14974817
## Agriculture:Eastern Wisconsin-Grassland:Central Wisconsin -1.60779684
## Forested:Eastern Wisconsin-Grassland:Central Wisconsin -6.96065398
## Grassland:Eastern Wisconsin-Grassland:Central Wisconsin -8.96351113
## Herbaceous Wetland:Eastern Wisconsin-Grassland:Central Wisconsin -1.43351113
## Open Water:Eastern Wisconsin-Grassland:Central Wisconsin -4.66922541
## Shrub & Scrub:Eastern Wisconsin-Grassland:Central Wisconsin -2.94351113
## Woody Wetland:Eastern Wisconsin-Grassland:Central Wisconsin -5.65779684
## Open Water:Central Wisconsin-Herbaceous Wetland:Central Wisconsin -4.70641484
## Shrub & Scrub:Central Wisconsin-Herbaceous Wetland:Central Wisconsin -12.85391484
## Woody Wetland:Central Wisconsin-Herbaceous Wetland:Central Wisconsin -8.46058150
## Agriculture:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -4.91863017
## Forested:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -10.27148732
## Grassland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -12.27434446
## Herbaceous Wetland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -4.74434446
## Open Water:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -7.98005874
## Shrub & Scrub:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -6.25434446
## Woody Wetland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -8.96863017
## Shrub & Scrub:Central Wisconsin-Open Water:Central Wisconsin -13.33808150
## Woody Wetland:Central Wisconsin-Open Water:Central Wisconsin -8.94474817
## Agriculture:Eastern Wisconsin-Open Water:Central Wisconsin -5.40279684
## Forested:Eastern Wisconsin-Open Water:Central Wisconsin -10.75565398
## Grassland:Eastern Wisconsin-Open Water:Central Wisconsin -12.75851113
## Herbaceous Wetland:Eastern Wisconsin-Open Water:Central Wisconsin -5.22851113
## Open Water:Eastern Wisconsin-Open Water:Central Wisconsin -8.46422541
## Shrub & Scrub:Eastern Wisconsin-Open Water:Central Wisconsin -6.73851113
## Woody Wetland:Eastern Wisconsin-Open Water:Central Wisconsin -9.45279684
## Woody Wetland:Central Wisconsin-Shrub & Scrub:Central Wisconsin -0.79724817
## Agriculture:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 2.74470316
## Forested:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin -2.60815398
## Grassland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin -4.61101113
## Herbaceous Wetland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 2.91898887
## Open Water:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin -0.31672541
## Shrub & Scrub:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 1.40898887
## Woody Wetland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin -1.30529684
## Agriculture:Eastern Wisconsin-Woody Wetland:Central Wisconsin -1.64863017
## Forested:Eastern Wisconsin-Woody Wetland:Central Wisconsin -7.00148732
## Grassland:Eastern Wisconsin-Woody Wetland:Central Wisconsin -9.00434446
## Herbaceous Wetland:Eastern Wisconsin-Woody Wetland:Central Wisconsin -1.47434446
## Open Water:Eastern Wisconsin-Woody Wetland:Central Wisconsin -4.71005874
## Shrub & Scrub:Eastern Wisconsin-Woody Wetland:Central Wisconsin -2.98434446
## Woody Wetland:Eastern Wisconsin-Woody Wetland:Central Wisconsin -5.69863017
## Forested:Eastern Wisconsin-Agriculture:Eastern Wisconsin -12.14892361
## Grassland:Eastern Wisconsin-Agriculture:Eastern Wisconsin -14.15178076
## Herbaceous Wetland:Eastern Wisconsin-Agriculture:Eastern Wisconsin -6.62178076
## Open Water:Eastern Wisconsin-Agriculture:Eastern Wisconsin -9.85749504
## Shrub & Scrub:Eastern Wisconsin-Agriculture:Eastern Wisconsin -8.13178076
## Woody Wetland:Eastern Wisconsin-Agriculture:Eastern Wisconsin -10.84606647
## Grassland:Eastern Wisconsin-Forested:Eastern Wisconsin -8.79892361
## Herbaceous Wetland:Eastern Wisconsin-Forested:Eastern Wisconsin -1.26892361
## Open Water:Eastern Wisconsin-Forested:Eastern Wisconsin -4.50463790
## Shrub & Scrub:Eastern Wisconsin-Forested:Eastern Wisconsin -2.77892361
## Woody Wetland:Eastern Wisconsin-Forested:Eastern Wisconsin -5.49320933
## Herbaceous Wetland:Eastern Wisconsin-Grassland:Eastern Wisconsin 0.73393353
## Open Water:Eastern Wisconsin-Grassland:Eastern Wisconsin -2.50178076
## Shrub & Scrub:Eastern Wisconsin-Grassland:Eastern Wisconsin -0.77606647
## Woody Wetland:Eastern Wisconsin-Grassland:Eastern Wisconsin -3.49035218
## Open Water:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin -10.03178076
## Shrub & Scrub:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin -8.30606647
## Woody Wetland:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin -11.02035218
## Shrub & Scrub:Eastern Wisconsin-Open Water:Eastern Wisconsin -5.07035218
## Woody Wetland:Eastern Wisconsin-Open Water:Eastern Wisconsin -7.78463790
## Woody Wetland:Eastern Wisconsin-Shrub & Scrub:Eastern Wisconsin -9.51035218
## upr
## Forested:Central Wisconsin-Agriculture:Central Wisconsin 4.1405815
## Grassland:Central Wisconsin-Agriculture:Central Wisconsin 5.7989148
## Herbaceous Wetland:Central Wisconsin-Agriculture:Central Wisconsin 9.1097482
## Open Water:Central Wisconsin-Agriculture:Central Wisconsin 9.5939148
## Shrub & Scrub:Central Wisconsin-Agriculture:Central Wisconsin 1.4464148
## Woody Wetland:Central Wisconsin-Agriculture:Central Wisconsin 5.8397482
## Agriculture:Eastern Wisconsin-Agriculture:Central Wisconsin 11.0942254
## Forested:Eastern Wisconsin-Agriculture:Central Wisconsin 5.7413683
## Grassland:Eastern Wisconsin-Agriculture:Central Wisconsin 3.7385111
## Herbaceous Wetland:Eastern Wisconsin-Agriculture:Central Wisconsin 11.2685111
## Open Water:Eastern Wisconsin-Agriculture:Central Wisconsin 8.0327968
## Shrub & Scrub:Eastern Wisconsin-Agriculture:Central Wisconsin 9.7585111
## Woody Wetland:Eastern Wisconsin-Agriculture:Central Wisconsin 7.0442254
## Grassland:Central Wisconsin-Forested:Central Wisconsin 6.8489148
## Herbaceous Wetland:Central Wisconsin-Forested:Central Wisconsin 10.1597482
## Open Water:Central Wisconsin-Forested:Central Wisconsin 10.6439148
## Shrub & Scrub:Central Wisconsin-Forested:Central Wisconsin 2.4964148
## Woody Wetland:Central Wisconsin-Forested:Central Wisconsin 6.8897482
## Agriculture:Eastern Wisconsin-Forested:Central Wisconsin 12.1442254
## Forested:Eastern Wisconsin-Forested:Central Wisconsin 6.7913683
## Grassland:Eastern Wisconsin-Forested:Central Wisconsin 4.7885111
## Herbaceous Wetland:Eastern Wisconsin-Forested:Central Wisconsin 12.3185111
## Open Water:Eastern Wisconsin-Forested:Central Wisconsin 9.0827968
## Shrub & Scrub:Eastern Wisconsin-Forested:Central Wisconsin 10.8085111
## Woody Wetland:Eastern Wisconsin-Forested:Central Wisconsin 8.0942254
## Herbaceous Wetland:Central Wisconsin-Grassland:Central Wisconsin 8.5014148
## Open Water:Central Wisconsin-Grassland:Central Wisconsin 8.9855815
## Shrub & Scrub:Central Wisconsin-Grassland:Central Wisconsin 0.8380815
## Woody Wetland:Central Wisconsin-Grassland:Central Wisconsin 5.2314148
## Agriculture:Eastern Wisconsin-Grassland:Central Wisconsin 10.4858921
## Forested:Eastern Wisconsin-Grassland:Central Wisconsin 5.1330349
## Grassland:Eastern Wisconsin-Grassland:Central Wisconsin 3.1301778
## Herbaceous Wetland:Eastern Wisconsin-Grassland:Central Wisconsin 10.6601778
## Open Water:Eastern Wisconsin-Grassland:Central Wisconsin 7.4244635
## Shrub & Scrub:Eastern Wisconsin-Grassland:Central Wisconsin 9.1501778
## Woody Wetland:Eastern Wisconsin-Grassland:Central Wisconsin 6.4358921
## Open Water:Central Wisconsin-Herbaceous Wetland:Central Wisconsin 5.6747482
## Shrub & Scrub:Central Wisconsin-Herbaceous Wetland:Central Wisconsin -2.4727518
## Woody Wetland:Central Wisconsin-Herbaceous Wetland:Central Wisconsin 1.9205815
## Agriculture:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 7.1750587
## Forested:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 1.8222016
## Grassland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin -0.1806555
## Herbaceous Wetland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 7.3493445
## Open Water:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 4.1136302
## Shrub & Scrub:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 5.8393445
## Woody Wetland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 3.1250587
## Shrub & Scrub:Central Wisconsin-Open Water:Central Wisconsin -2.9569185
## Woody Wetland:Central Wisconsin-Open Water:Central Wisconsin 1.4364148
## Agriculture:Eastern Wisconsin-Open Water:Central Wisconsin 6.6908921
## Forested:Eastern Wisconsin-Open Water:Central Wisconsin 1.3380349
## Grassland:Eastern Wisconsin-Open Water:Central Wisconsin -0.6648222
## Herbaceous Wetland:Eastern Wisconsin-Open Water:Central Wisconsin 6.8651778
## Open Water:Eastern Wisconsin-Open Water:Central Wisconsin 3.6294635
## Shrub & Scrub:Eastern Wisconsin-Open Water:Central Wisconsin 5.3551778
## Woody Wetland:Eastern Wisconsin-Open Water:Central Wisconsin 2.6408921
## Woody Wetland:Central Wisconsin-Shrub & Scrub:Central Wisconsin 9.5839148
## Agriculture:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 14.8383921
## Forested:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 9.4855349
## Grassland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 7.4826778
## Herbaceous Wetland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 15.0126778
## Open Water:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 11.7769635
## Shrub & Scrub:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 13.5026778
## Woody Wetland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 10.7883921
## Agriculture:Eastern Wisconsin-Woody Wetland:Central Wisconsin 10.4450587
## Forested:Eastern Wisconsin-Woody Wetland:Central Wisconsin 5.0922016
## Grassland:Eastern Wisconsin-Woody Wetland:Central Wisconsin 3.0893445
## Herbaceous Wetland:Eastern Wisconsin-Woody Wetland:Central Wisconsin 10.6193445
## Open Water:Eastern Wisconsin-Woody Wetland:Central Wisconsin 7.3836302
## Shrub & Scrub:Eastern Wisconsin-Woody Wetland:Central Wisconsin 9.1093445
## Woody Wetland:Eastern Wisconsin-Woody Wetland:Central Wisconsin 6.3950587
## Forested:Eastern Wisconsin-Agriculture:Eastern Wisconsin 1.4432093
## Grassland:Eastern Wisconsin-Agriculture:Eastern Wisconsin -0.5596478
## Herbaceous Wetland:Eastern Wisconsin-Agriculture:Eastern Wisconsin 6.9703522
## Open Water:Eastern Wisconsin-Agriculture:Eastern Wisconsin 3.7346379
## Shrub & Scrub:Eastern Wisconsin-Agriculture:Eastern Wisconsin 5.4603522
## Woody Wetland:Eastern Wisconsin-Agriculture:Eastern Wisconsin 2.7460665
## Grassland:Eastern Wisconsin-Forested:Eastern Wisconsin 4.7932093
## Herbaceous Wetland:Eastern Wisconsin-Forested:Eastern Wisconsin 12.3232093
## Open Water:Eastern Wisconsin-Forested:Eastern Wisconsin 9.0874950
## Shrub & Scrub:Eastern Wisconsin-Forested:Eastern Wisconsin 10.8132093
## Woody Wetland:Eastern Wisconsin-Forested:Eastern Wisconsin 8.0989236
## Herbaceous Wetland:Eastern Wisconsin-Grassland:Eastern Wisconsin 14.3260665
## Open Water:Eastern Wisconsin-Grassland:Eastern Wisconsin 11.0903522
## Shrub & Scrub:Eastern Wisconsin-Grassland:Eastern Wisconsin 12.8160665
## Woody Wetland:Eastern Wisconsin-Grassland:Eastern Wisconsin 10.1017808
## Open Water:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin 3.5603522
## Shrub & Scrub:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin 5.2860665
## Woody Wetland:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin 2.5717808
## Shrub & Scrub:Eastern Wisconsin-Open Water:Eastern Wisconsin 8.5217808
## Woody Wetland:Eastern Wisconsin-Open Water:Eastern Wisconsin 5.8074950
## Woody Wetland:Eastern Wisconsin-Shrub & Scrub:Eastern Wisconsin 4.0817808
## p adj
## Forested:Central Wisconsin-Agriculture:Central Wisconsin 0.9999870
## Grassland:Central Wisconsin-Agriculture:Central Wisconsin 1.0000000
## Herbaceous Wetland:Central Wisconsin-Agriculture:Central Wisconsin 0.3609943
## Open Water:Central Wisconsin-Agriculture:Central Wisconsin 0.1905484
## Shrub & Scrub:Central Wisconsin-Agriculture:Central Wisconsin 0.4375196
## Woody Wetland:Central Wisconsin-Agriculture:Central Wisconsin 1.0000000
## Agriculture:Eastern Wisconsin-Agriculture:Central Wisconsin 0.2111527
## Forested:Eastern Wisconsin-Agriculture:Central Wisconsin 1.0000000
## Grassland:Eastern Wisconsin-Agriculture:Central Wisconsin 0.9891353
## Herbaceous Wetland:Eastern Wisconsin-Agriculture:Central Wisconsin 0.1692964
## Open Water:Eastern Wisconsin-Agriculture:Central Wisconsin 0.9973793
## Shrub & Scrub:Eastern Wisconsin-Agriculture:Central Wisconsin 0.6984785
## Woody Wetland:Eastern Wisconsin-Agriculture:Central Wisconsin 0.9999989
## Grassland:Central Wisconsin-Forested:Central Wisconsin 0.9980100
## Herbaceous Wetland:Central Wisconsin-Forested:Central Wisconsin 0.0753589
## Open Water:Central Wisconsin-Forested:Central Wisconsin 0.0297859
## Shrub & Scrub:Central Wisconsin-Forested:Central Wisconsin 0.8817340
## Woody Wetland:Central Wisconsin-Forested:Central Wisconsin 0.9974629
## Agriculture:Eastern Wisconsin-Forested:Central Wisconsin 0.0460061
## Forested:Eastern Wisconsin-Forested:Central Wisconsin 1.0000000
## Grassland:Eastern Wisconsin-Forested:Central Wisconsin 0.9999819
## Herbaceous Wetland:Eastern Wisconsin-Forested:Central Wisconsin 0.0342860
## Open Water:Eastern Wisconsin-Forested:Central Wisconsin 0.9049809
## Shrub & Scrub:Eastern Wisconsin-Forested:Central Wisconsin 0.2942005
## Woody Wetland:Eastern Wisconsin-Forested:Central Wisconsin 0.9964660
## Herbaceous Wetland:Central Wisconsin-Grassland:Central Wisconsin 0.6414298
## Open Water:Central Wisconsin-Grassland:Central Wisconsin 0.4146664
## Shrub & Scrub:Central Wisconsin-Grassland:Central Wisconsin 0.2052148
## Woody Wetland:Central Wisconsin-Grassland:Central Wisconsin 1.0000000
## Agriculture:Eastern Wisconsin-Grassland:Central Wisconsin 0.4078107
## Forested:Eastern Wisconsin-Grassland:Central Wisconsin 0.9999996
## Grassland:Eastern Wisconsin-Grassland:Central Wisconsin 0.9280126
## Herbaceous Wetland:Eastern Wisconsin-Grassland:Central Wisconsin 0.3440833
## Open Water:Eastern Wisconsin-Grassland:Central Wisconsin 0.9999484
## Shrub & Scrub:Eastern Wisconsin-Grassland:Central Wisconsin 0.8900822
## Woody Wetland:Eastern Wisconsin-Grassland:Central Wisconsin 1.0000000
## Open Water:Central Wisconsin-Herbaceous Wetland:Central Wisconsin 1.0000000
## Shrub & Scrub:Central Wisconsin-Herbaceous Wetland:Central Wisconsin 0.0001331
## Woody Wetland:Central Wisconsin-Herbaceous Wetland:Central Wisconsin 0.6603740
## Agriculture:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 0.9999950
## Forested:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 0.4919524
## Grassland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 0.0369754
## Herbaceous Wetland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 0.9999729
## Open Water:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 0.9979963
## Shrub & Scrub:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 1.0000000
## Woody Wetland:Eastern Wisconsin-Herbaceous Wetland:Central Wisconsin 0.9271106
## Shrub & Scrub:Central Wisconsin-Open Water:Central Wisconsin 0.0000335
## Woody Wetland:Central Wisconsin-Open Water:Central Wisconsin 0.4329886
## Agriculture:Eastern Wisconsin-Open Water:Central Wisconsin 1.0000000
## Forested:Eastern Wisconsin-Open Water:Central Wisconsin 0.3114751
## Grassland:Eastern Wisconsin-Open Water:Central Wisconsin 0.0155971
## Herbaceous Wetland:Eastern Wisconsin-Open Water:Central Wisconsin 0.9999999
## Open Water:Eastern Wisconsin-Open Water:Central Wisconsin 0.9836827
## Shrub & Scrub:Eastern Wisconsin-Open Water:Central Wisconsin 1.0000000
## Woody Wetland:Eastern Wisconsin-Open Water:Central Wisconsin 0.8065607
## Woody Wetland:Central Wisconsin-Shrub & Scrub:Central Wisconsin 0.1933726
## Agriculture:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 0.0001841
## Forested:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 0.7959941
## Grassland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 0.9999174
## Herbaceous Wetland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 0.0001214
## Open Water:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 0.0824523
## Shrub & Scrub:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 0.0036049
## Woody Wetland:Eastern Wisconsin-Shrub & Scrub:Central Wisconsin 0.3007084
## Agriculture:Eastern Wisconsin-Woody Wetland:Central Wisconsin 0.4234216
## Forested:Eastern Wisconsin-Woody Wetland:Central Wisconsin 0.9999993
## Grassland:Eastern Wisconsin-Woody Wetland:Central Wisconsin 0.9206040
## Herbaceous Wetland:Eastern Wisconsin-Woody Wetland:Central Wisconsin 0.3585525
## Open Water:Eastern Wisconsin-Woody Wetland:Central Wisconsin 0.9999634
## Shrub & Scrub:Eastern Wisconsin-Woody Wetland:Central Wisconsin 0.8992750
## Woody Wetland:Eastern Wisconsin-Woody Wetland:Central Wisconsin 1.0000000
## Forested:Eastern Wisconsin-Agriculture:Eastern Wisconsin 0.2938558
## Grassland:Eastern Wisconsin-Agriculture:Eastern Wisconsin 0.0211825
## Herbaceous Wetland:Eastern Wisconsin-Agriculture:Eastern Wisconsin 1.0000000
## Open Water:Eastern Wisconsin-Agriculture:Eastern Wisconsin 0.9566295
## Shrub & Scrub:Eastern Wisconsin-Agriculture:Eastern Wisconsin 0.9999907
## Woody Wetland:Eastern Wisconsin-Agriculture:Eastern Wisconsin 0.7389201
## Grassland:Eastern Wisconsin-Forested:Eastern Wisconsin 0.9991304
## Herbaceous Wetland:Eastern Wisconsin-Forested:Eastern Wisconsin 0.2466063
## Open Water:Eastern Wisconsin-Forested:Eastern Wisconsin 0.9966074
## Shrub & Scrub:Eastern Wisconsin-Forested:Eastern Wisconsin 0.7494786
## Woody Wetland:Eastern Wisconsin-Forested:Eastern Wisconsin 0.9999931
## Herbaceous Wetland:Eastern Wisconsin-Grassland:Eastern Wisconsin 0.0159429
## Open Water:Eastern Wisconsin-Grassland:Eastern Wisconsin 0.6558413
## Shrub & Scrub:Eastern Wisconsin-Grassland:Eastern Wisconsin 0.1414153
## Woody Wetland:Eastern Wisconsin-Grassland:Eastern Wisconsin 0.9236053
## Open Water:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin 0.9344169
## Shrub & Scrub:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin 0.9999612
## Woody Wetland:Eastern Wisconsin-Herbaceous Wetland:Eastern Wisconsin 0.6803489
## Shrub & Scrub:Eastern Wisconsin-Open Water:Eastern Wisconsin 0.9998251
## Woody Wetland:Eastern Wisconsin-Open Water:Eastern Wisconsin 0.9999998
## Woody Wetland:Eastern Wisconsin-Shrub & Scrub:Eastern Wisconsin 0.9838181EW<-read.csv("EW_Data.csv", header=T)
attach(EW)## The following objects are masked from EWCW:
##
## Habitat, Location, Male.Bird.ID, Rankingnames(EW)## [1] "Male.Bird.ID" "Habitat" "Ranking" "Location"as2<-aov(lm(EW$Ranking~EW$Habitat))
summary.aov(as2)## Df Sum Sq Mean Sq F value Pr(>F)
## EW$Habitat 6 283.7 47.28 2.766 0.0234 *
## Residuals 42 717.7 17.09
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1pairwise.t.test(EW$Ranking,EW$Habitat, p.adjust.method = "none")##
## Pairwise comparisons using t tests with pooled SD
##
## data: EW$Ranking and EW$Habitat
##
## Agriculture Forested Grassland Herbaceous Wetland
## Forested 0.0282 - - -
## Grassland 0.0042 0.4529 - -
## Herbaceous Wetland 0.9365 0.0234 0.0034 -
## Open Water 0.2233 0.3060 0.0800 0.1952
## Shrub & Scrub 0.5492 0.1026 0.0196 0.4977
## Woody Wetland 0.0741 0.6615 0.2374 0.0627
## Open Water Shrub & Scrub
## Forested - -
## Grassland - -
## Herbaceous Wetland - -
## Open Water - -
## Shrub & Scrub 0.5306 -
## Woody Wetland 0.5547 0.2264
##
## P value adjustment method: noneCW<-read.csv("CW_Data.csv",header=T)
attach(CW)## The following objects are masked from EW:
##
## Habitat, Location, Ranking## The following objects are masked from EWCW:
##
## Habitat, Location, Rankingas3<-aov(lm(CW$Ranking~CW$Habitat))
pairwise.t.test(CW$Ranking,CW$Habitat, p.adjust.method = "none")##
## Pairwise comparisons using t tests with pooled SD
##
## data: CW$Ranking and CW$Habitat
##
## Agriculture Forested Grassland Herbaceous Wetland
## Forested 0.36341 - - -
## Grassland 0.57489 0.14360 - -
## Herbaceous Wetland 0.00101 4.4e-05 0.00552 -
## Open Water 0.00025 9.1e-06 0.00158 0.67507
## Shrub & Scrub 0.01229 0.10306 0.00249 6.5e-08
## Woody Wetland 0.57243 0.14264 0.99711 0.00558
## Open Water Shrub & Scrub
## Forested - -
## Grassland - -
## Herbaceous Wetland - -
## Open Water - -
## Shrub & Scrub 1.1e-08 -
## Woody Wetland 0.00160 0.00246
##
## P value adjustment method: none