Species Matrix Function

Stress Runs

## Running for rarity threshold: 0 %
## Running for rarity threshold: 1 %
## Running for rarity threshold: 3 %
## Running for rarity threshold: 5 %
## Running for rarity threshold: 10 %
##    rarity k     stress num_species
## 1       0 1 0.38520883         548
## 2       0 2 0.24220372         548
## 3       0 3 0.16074765         548
## 4       0 4 0.11950969         548
## 5       0 5 0.09863375         548
## 6       0 6 0.08297024         548
## 7       0 7 0.07216692         548
## 8       0 8 0.06467785         548
## 9       1 1 0.38718256         356
## 10      1 2 0.24139698         356
## 11      1 3 0.16038761         356
## 12      1 4 0.11919702         356
## 13      1 5 0.09823081         356
## 14      1 6 0.08250165         356
## 15      1 7 0.07174312         356
## 16      1 8 0.06427810         356
## 17      3 1 0.38997907         206
## 18      3 2 0.24013265         206
## 19      3 3 0.16012555         206
## 20      3 4 0.11871262         206
## 21      3 5 0.09759422         206
## 22      3 6 0.08173536         206
## 23      3 7 0.07084584         206
## 24      3 8 0.06339472         206
## 25      5 1 0.38929924         152
## 26      5 2 0.23834690         152
## 27      5 3 0.15961936         152
## 28      5 4 0.11818930         152
## 29      5 5 0.09697712         152
## 30      5 6 0.08100495         152
## 31      5 7 0.07024635         152
## 32      5 8 0.06279613         152
## 33     10 1 0.38896436          80
## 34     10 2 0.23718302          80
## 35     10 3 0.15898442          80
## 36     10 4 0.11673687          80
## 37     10 5 0.09549772          80
## 38     10 6 0.07955317          80
## 39     10 7 0.06914362          80
## 40     10 8 0.06160368          80

Scree Plots

Final NMDS

## Run 0 stress 0.1195121 
## Run 1 stress 0.1195097 
## ... New best solution
## ... Procrustes: rmse 0.0009303014  max resid 0.01120289 
## Run 2 stress 0.1195105 
## ... Procrustes: rmse 0.0005461896  max resid 0.00412627 
## ... Similar to previous best
## Run 3 stress 0.1195677 
## ... Procrustes: rmse 0.004893949  max resid 0.06161007 
## Run 4 stress 0.1199193 
## ... Procrustes: rmse 0.006825636  max resid 0.0687013 
## Run 5 stress 0.1195099 
## ... Procrustes: rmse 0.0005013257  max resid 0.004357373 
## ... Similar to previous best
## Run 6 stress 0.1195661 
## ... Procrustes: rmse 0.003106919  max resid 0.03160956 
## Run 7 stress 0.1195537 
## ... Procrustes: rmse 0.004039909  max resid 0.03446183 
## Run 8 stress 0.1195222 
## ... Procrustes: rmse 0.002448576  max resid 0.03094683 
## Run 9 stress 0.1195227 
## ... Procrustes: rmse 0.002430515  max resid 0.03090869 
## Run 10 stress 0.1199253 
## ... Procrustes: rmse 0.007076496  max resid 0.06870056 
## Run 11 stress 0.1195662 
## ... Procrustes: rmse 0.004914426  max resid 0.06253942 
## Run 12 stress 0.1198714 
## ... Procrustes: rmse 0.005572213  max resid 0.06915403 
## Run 13 stress 0.1199073 
## ... Procrustes: rmse 0.005354754  max resid 0.06864509 
## Run 14 stress 0.119872 
## ... Procrustes: rmse 0.005466139  max resid 0.06911808 
## Run 15 stress 0.119566 
## ... Procrustes: rmse 0.004911941  max resid 0.06261103 
## Run 16 stress 0.1195923 
## ... Procrustes: rmse 0.004973774  max resid 0.05838658 
## Run 17 stress 0.1195106 
## ... Procrustes: rmse 0.0005206667  max resid 0.005465723 
## ... Similar to previous best
## Run 18 stress 0.1195228 
## ... Procrustes: rmse 0.002219364  max resid 0.03010937 
## Run 19 stress 0.1195914 
## ... Procrustes: rmse 0.004929944  max resid 0.05758632 
## Run 20 stress 0.1195921 
## ... Procrustes: rmse 0.005136055  max resid 0.05801794 
## *** Best solution repeated 3 times
## [1] 0.1195097

Justification Plot

Main Ordination Plot (Community Composition)

Ordination with Environmental Overlay

## [1] "Latitude"             "Longitude"            "BurnYear"            
## [4] "Avg_Cogongrass_Cover"

Patchwork

Plot of subplots B and C

PERMANOVA

## [1] TRUE
## Permutation test for adonis under reduced model
## Blocks:  strata 
## Permutation: free
## Number of permutations: 999
## 
## adonis2(formula = dist_matrix ~ Avg_Cogongrass_Cover, data = plot_metadata, permutations = 999, strata = plot_metadata$Site)
##           Df SumOfSqs      R2      F Pr(>F)    
## Model      1    5.949 0.15694 37.977  0.001 ***
## Residual 204   31.956 0.84306                  
## Total    205   37.905 1.00000                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Regional NMDS and PERMANOVA

Regional Groups

Run Each Region

## 
## =============================
## Region: Central FL 
## Sites: ONF, WSF 
## =============================
## Stress: 0.08978136 
## Permutation test for adonis under reduced model
## Permutation: free
## Number of permutations: 999
## 
## adonis2(formula = dist_matrix ~ Imperata_cylindrica, data = region_species_matrix, permutations = 999)
##          Df SumOfSqs      R2      F Pr(>F)    
## Model     1   1.2467 0.15382 9.0893  0.001 ***
## Residual 50   6.8580 0.84618                  
## Total    51   8.1047 1.00000                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## =============================
## Region: North FL 
## Sites: BRSF, Escambia, Jay, Howell, Hooper 
## =============================
## Stress: 0.100787 
## Permutation test for adonis under reduced model
## Permutation: free
## Number of permutations: 999
## 
## adonis2(formula = dist_matrix ~ Imperata_cylindrica, data = region_species_matrix, permutations = 999)
##          Df SumOfSqs      R2      F Pr(>F)    
## Model     1   1.7588 0.16019 13.924  0.001 ***
## Residual 73   9.2211 0.83981                  
## Total    74  10.9800 1.00000                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## =============================
## Region: South MS 
## Sites: CNF, DSNF, BCNWR 
## =============================
## Stress: 0.1075478 
## Permutation test for adonis under reduced model
## Permutation: free
## Number of permutations: 999
## 
## adonis2(formula = dist_matrix ~ Imperata_cylindrica, data = region_species_matrix, permutations = 999)
##          Df SumOfSqs      R2      F Pr(>F)    
## Model     1   3.2659 0.22467 22.312  0.001 ***
## Residual 77  11.2708 0.77533                  
## Total    78  14.5367 1.00000                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Central Florida Ordination Plot

North Florida Ordination Plot

South Mississippi Ordination Plot

Patchwork

combine the three regional NMDS plots into a single figure