run precip as factor

1 Set up

1.1 1) Load packages

1.2 2) Import data

1.3 3) Data Wrangling

1.4 4) Depth Wrangling

1.5 5) Theme James

1.6 Comments

2 Correlation graph

##  [1] "sample_name"       "location"          "treatment"        
##  [4] "depth"             "replication"       "bdepth"           
##  [7] "nhorizon"          "blk"               "horizon"          
## [10] "thorizon"          "rlanduse"          "landuse"          
## [13] "elevation"         "clay"              "temp"             
## [16] "precip"            "prec"              "ag"               
## [19] "tillage"           "nh4"               "no3"              
## [22] "t_np"              "t_nm"              "to_cp"            
## [25] "to_cg"             "ca"                "cu"               
## [28] "mg"                "mn"                "na"               
## [31] "p"                 "p_h"               "carbonate"        
## [34] "k"                 "zn"                "fe"               
## [37] "cec"               "gwc"               "odad"             
## [40] "bd"                "ac"                "x20wsa2000"       
## [43] "x20wsa250"         "x20wsa53"          "x20wsa20"         
## [46] "x20mwd"            "x5wsa2000"         "x5wsa250"         
## [49] "x5wsa53"           "x5wsa20"           "x5mwd"            
## [52] "nagg"              "respiration"       "mb"               
## [55] "gramp"             "gramn"             "actin"            
## [58] "amf"               "fungi"             "fb"               
## [61] "glucosidase"       "glucosaminidase"   "acidphosphotase"  
## [64] "alkphosphatase"    "arylsulfatase"     "phosphodiesterase"
## [67] "protein"           "socstock"          "tnstock"          
## [70] "pgrmp"             "pgrmn"             "pactin"           
## [73] "pamf"              "pfungi"
## Warning in bdepth == c("5", "10", "15"): longer object length is not a multiple
## of shorter object length
##  [1] "t_np"              "to_cp"             "p"                
##  [4] "x20mwd"            "respiration"       "mb"               
##  [7] "gramp"             "gramn"             "actin"            
## [10] "amf"               "fungi"             "fb"               
## [13] "glucosidase"       "glucosaminidase"   "acidphosphotase"  
## [16] "alkphosphatase"    "arylsulfatase"     "phosphodiesterase"
## [19] "protein"           "ac"                "p_h"              
## [22] "bd"

## Warning: `guides(<scale> = FALSE)` is deprecated. Please use `guides(<scale> =
## "none")` instead.

3 Biological Graphs

3.1 B-Glucosidase

3.1.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        2919.0 1459.50     2    27 29.2361 1.753e-07 ***
## precip         2990.0 1495.00     2    27 29.9472 1.403e-07 ***
## landuse:precip 1979.9  494.98     4    27  9.9152 4.539e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.1.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF   DenDF F value Pr(>F)
## landuse        163.01  81.507     2 19.4401  2.3367 0.1232
## precip         117.35  58.674     2  8.0207  1.6821 0.2454
## landuse:precip 219.61  54.903     4 15.4087  1.5740 0.2310
## Warning: Ignoring unknown parameters: font

3.1.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        165.906  82.953     2    27 13.9815 6.799e-05 ***
## precip         214.256 107.128     2    27 18.0562 1.052e-05 ***
## landuse:precip  88.463  22.116     4    27  3.7275   0.01534 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.2 Glucosaminidase

3.2.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        1021.33  510.66     2 19.493 67.2371 1.786e-09 ***
## precip           61.41   30.71     2  6.888  4.0429   0.06895 .  
## landuse:precip   96.68   24.17     4 19.493  3.1823   0.03617 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.2.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF   DenDF F value   Pr(>F)    
## landuse        316.19 158.094     2 19.0440 72.1280  1.3e-09 ***
## precip           0.05   0.025     2  9.1102  0.0114 0.988725    
## landuse:precip  69.00  17.250     4 15.9060  7.8700 0.001066 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.2.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF  F value    Pr(>F)    
## landuse        265.143 132.571     2    27 127.5786 1.745e-14 ***
## precip          10.113   5.057     2    27   4.8662 0.0156764 *  
## landuse:precip  36.310   9.078     4    27   8.7357 0.0001166 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.3 Acid Phosphatase

3.3.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        265172  132586     2 20.2421 355.867 < 2.2e-16 ***
## precip          32076   16038     2  8.2925  43.047 4.175e-05 ***
## landuse:precip  39710    9927     4 20.2421  26.646 8.166e-08 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.3.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse         85297   42649     2    27 97.4347 4.478e-13 ***
## precip           7908    3954     2    27  9.0333 0.0009917 ***
## landuse:precip  13316    3329     4    27  7.6056 0.0003070 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.3.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse         33885 16942.6     2    27 59.8329 1.197e-10 ***
## precip           9346  4673.0     2    27 16.5026 2.079e-05 ***
## landuse:precip   7491  1872.6     4    27  6.6132 0.0007607 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.4 Alkaline Phosphatase

3.4.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF  DenDF  F value    Pr(>F)    
## landuse        26411.8 13205.9     2 21.808 128.5598 8.521e-13 ***
## precip          1347.3   673.7     2 10.606   6.5582     0.014 *  
## landuse:precip  4519.6  1129.9     4 21.808  10.9997 4.880e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.4.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        5806.7 2903.36     2    27 48.8669 1.066e-09 ***
## precip          697.6  348.80     2    27  5.8708  0.007639 ** 
## landuse:precip 3257.7  814.43     4    27 13.7078 3.170e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.5 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        2738.95 1369.48     2    27 16.6134 1.978e-05 ***
## precip          433.98  216.99     2    27  2.6323 0.0902803 .  
## landuse:precip 2446.00  611.50     4    27  7.4182 0.0003628 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.6 Arylsulfatase

3.6.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF  DenDF  F value    Pr(>F)    
## landuse        15832.6  7916.3     2 21.560 1021.497 < 2.2e-16 ***
## precip           252.5   126.2     2 10.372   16.289 0.0006306 ***
## landuse:precip   705.4   176.4     4 21.560   22.757 1.774e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.6.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        5991.2 2995.61     2 22.867 480.154 < 2.2e-16 ***
## precip          674.0  336.98     2 16.466  54.013 5.846e-08 ***
## landuse:precip  642.1  160.52     4 21.095  25.729 7.502e-08 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.6.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF  F value    Pr(>F)    
## landuse        4219.7 2109.87     2 21.467 283.6221 3.663e-16 ***
## precip           65.5   32.73     2 10.466   4.3998 0.0410429 *  
## landuse:precip  220.3   55.08     4 21.467   7.4043 0.0006567 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.7 Phosphodiesterase

3.7.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF   DenDF  F value    Pr(>F)    
## landuse        14835.3  7417.6     2 20.4399 359.6981 < 2.2e-16 ***
## precip          1377.0   688.5     2  8.9759  33.3867 6.963e-05 ***
## landuse:precip   307.1    76.8     4 20.4399   3.7232   0.01975 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.7.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        3484.2 1742.10     2 24.626 107.858 6.563e-13 ***
## precip         1652.1  826.06     2 21.224  51.144 7.640e-09 ***
## landuse:precip  766.1  191.52     4 23.732  11.858 1.953e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.7.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        1749.81  874.90     2    27 31.2774 9.337e-08 ***
## precip          281.36  140.68     2    27  5.0292 0.0139137 *  
## landuse:precip  874.60  218.65     4    27  7.8166 0.0002549 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.8 Protein

3.8.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        217.444 108.722     2 19.1466  72.152 1.215e-09 ***
## precip          44.081  22.041     2  7.0513  14.627  0.003096 ** 
## landuse:precip  90.177  22.544     4 19.1466  14.961 1.058e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.8.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        28.6485 14.3242     2 21.0171 22.3799 6.209e-06 ***
## precip          8.0651  4.0325     2  9.6116  6.3003   0.01785 *  
## landuse:precip 11.6571  2.9143     4 17.1425  4.5532   0.01094 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.8.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        28.8113 14.4056     2 18.3233 33.9912 6.821e-07 ***
## precip          0.2179  0.1090     2  6.4544  0.2571    0.7809    
## landuse:precip  1.2661  0.3165     4 18.3233  0.7469    0.5725    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.9 Permanganate Oxidizable Organic Carbon

3.9.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse         11652  5825.9     2    27  14.275 5.891e-05 ***
## precip          34811 17405.3     2    27  42.648 4.401e-09 ***
## landuse:precip  39551  9887.7     4    27  24.228 1.347e-08 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.9.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse         14172    7086     2    27  32.198 7.094e-08 ***
## precip          40129   20065     2    27  91.171 9.814e-13 ***
## landuse:precip  64376   16094     4    27  73.129 4.350e-14 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.9.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse         19507  9753.3     2 21.532  68.081 4.901e-10 ***
## precip          56085 28042.4     2 10.929 195.744 2.769e-09 ***
## landuse:precip  44618 11154.5     4 21.532  77.862 1.736e-12 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.10 Soil Respiration

3.10.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        57.712 28.8558     2 22.596  31.407 2.990e-07 ***
## precip         44.808 22.4038     2 12.325  24.385 5.196e-05 ***
## landuse:precip 38.296  9.5739     4 22.596  10.420 6.178e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.10.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        11.8739  5.9369     2 24.564  42.896 9.682e-09 ***
## precip         12.2047  6.1023     2 23.306  44.091 1.199e-08 ***
## landuse:precip  7.5323  1.8831     4 24.093  13.606 6.169e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.10.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        9.2111  4.6055     2    27  75.650 8.567e-12 ***
## precip         7.8223  3.9112     2    27  64.244 5.438e-11 ***
## landuse:precip 7.4452  1.8613     4    27  30.574 1.135e-09 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.11 Microbial Biomass

3.11.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        20569.9 10285.0     2 18.5851 98.9978  1.23e-10 ***
## precip          2016.9  1008.4     2  7.6531  9.7066 0.0079577 ** 
## landuse:precip  3417.3   854.3     4 18.5620  8.2234 0.0005386 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.11.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        8285.9  4142.9     2 14.9326 44.6757 4.987e-07 ***
## precip         1362.7   681.3     2  8.7923  7.3473  0.013306 *  
## landuse:precip 2413.4   603.4     4 14.1330  6.5063  0.003481 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.11.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        4955.6 2477.79     2 20.6683  41.807 5.446e-08 ***
## precip         2565.5 1282.73     2  8.9024  21.643 0.0003812 ***
## landuse:precip 3014.7  753.68     4 20.6683  12.717 2.235e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.12 Gram Positive Bacteria

3.12.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        1390.00  695.00     2 18.535 65.9953 3.716e-09 ***
## precip          137.74   68.87     2  7.589  6.5398  0.022331 *  
## landuse:precip  248.19   62.05     4 18.512  5.8917  0.003094 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.12.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        947.57  473.79     2 14.1828 65.6542 6.762e-08 ***
## precip         115.41   57.71     2  8.7816  7.9967  0.010525 *  
## landuse:precip 277.80   69.45     4 13.8634  9.6240  0.000609 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.12.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        890.17  445.08     2 20.1911  81.588 2.123e-10 ***
## precip         235.03  117.52     2  7.6771  21.542 0.0007098 ***
## landuse:precip 531.44  132.86     4 20.1911  24.354 1.760e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.13 Gram Negative Bacteria

3.13.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        120.571  60.286     2 17.8605 62.4002 8.735e-09 ***
## precip          20.725  10.362     2  6.7766 10.7257   0.00795 ** 
## landuse:precip  14.647   3.662     4 17.8354  3.7903   0.02112 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.13.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        51.857 25.9286     2 14.6677 22.1820 3.673e-05 ***
## precip          8.191  4.0955     2  8.7899  3.5037   0.07604 .  
## landuse:precip 16.143  4.0359     4 14.0384  3.4527   0.03658 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.13.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        27.7142 13.8571     2 17.5098 30.6316 1.915e-06 ***
## precip          4.9768  2.4884     2  7.5285  5.5007 0.0336944 *  
## landuse:precip 14.1746  3.5436     4 17.5674  7.8333 0.0008243 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.14 Actinomycetes

3.14.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        1.3825 0.69127     2 21.325 11.2296 0.0004664 ***
## precip         3.1010 1.55049     2 12.731 25.1874 3.756e-05 ***
## landuse:precip 1.5151 0.37877     4 21.300  6.1531 0.0018809 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.14.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        1.4104 0.70520     2    27  25.718 5.590e-07 ***
## precip         2.8343 1.41714     2    27  51.682 5.872e-10 ***
## landuse:precip 1.3386 0.33465     4    27  12.204 8.569e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.14.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        1.0504 0.52521     2    27  20.720 3.521e-06 ***
## precip         1.6279 0.81396     2    27  32.112 7.277e-08 ***
## landuse:precip 1.8102 0.45255     4    27  17.854 2.821e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.15 Arbuscular Mycorrhizal Fungi

3.15.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        244.28 122.142     2    25  85.559 6.573e-12 ***
## precip         320.02 160.008     2    25 112.084 3.297e-13 ***
## landuse:precip  85.27  21.318     4    25  14.933 2.319e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.15.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        131.575  65.787     2    27 119.004 4.068e-14 ***
## precip         157.225  78.612     2    27 142.204 4.607e-15 ***
## landuse:precip  95.673  23.918     4    27  43.266 2.294e-11 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.15.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        118.707  59.354     2    27  93.399 7.385e-13 ***
## precip          80.685  40.343     2    27  63.483 6.211e-11 ***
## landuse:precip  73.818  18.454     4    27  29.040 1.983e-09 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

## Saprophytic Fungi

3.15.4 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        13.0833  6.5416     2 15.5262 21.6886 3.196e-05 ***
## precip          3.5098  1.7549     2  5.5028  5.8183  0.043897 *  
## landuse:precip  7.4228  1.8557     4 15.3225  6.1525  0.003719 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.15.5 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        4.6926 2.34632     2 13.2577 30.5984 1.077e-05 ***
## precip         0.8777 0.43883     2  6.6477  5.7228   0.03586 *  
## landuse:precip 1.6742 0.41854     4 11.7489  5.4582   0.01008 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.15.6 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        6.0142 3.00710     2 20.1907 120.838 5.815e-12 ***
## precip         1.8528 0.92638     2  7.6639  37.226  0.000113 ***
## landuse:precip 3.4034 0.85086     4 20.1907  34.191 9.998e-09 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.16 Fungi to Bacteria ratio

3.16.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq  Mean Sq NumDF   DenDF F value   Pr(>F)   
## landuse        0.037308 0.018654     2 17.3899  6.6136 0.007310 **
## precip         0.072335 0.036167     2  6.2649 12.8230 0.006099 **
## landuse:precip 0.025567 0.006392     4 17.3668  2.2662 0.103705   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

3.16.2 5-10 cm no effects

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq   Mean Sq NumDF   DenDF F value Pr(>F)
## landuse        0.013176 0.0065880     2 16.7961  1.1473 0.3412
## precip         0.023826 0.0119128     2  8.8916  2.0745 0.1822
## landuse:precip 0.033426 0.0083565     4 14.8765  1.4552 0.2651
## Warning: Ignoring unknown parameters: font

3.16.3 10-15 cm P

Manhattan>Hays>Tribune

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq  Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        0.091051 0.045526     2 19.3841 11.4501 0.0005212 ***
## precip         0.033189 0.016594     2  7.6208  4.1736 0.0596901 .  
## landuse:precip 0.041191 0.010298     4 19.3761  2.5900 0.0690034 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4 Chemical

4.1 Total Nitrogen

4.1.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        3363.5 1681.75     2 22.061 58.5860 1.494e-09 ***
## precip          212.2  106.11     2 11.550  3.6965  0.057429 .  
## landuse:precip  539.3  134.83     4 22.061  4.6971  0.006794 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.1.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        807.06  403.53     2    27 74.4974 1.021e-11 ***
## precip          26.72   13.36     2    27  2.4667   0.10378    
## landuse:precip  69.61   17.40     4    27  3.2128   0.02793 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.1.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        370.06 185.028     2    27 41.9811 5.171e-09 ***
## precip          18.39   9.194     2    27  2.0861  0.143727    
## landuse:precip  86.78  21.694     4    27  4.9223  0.004117 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.2 Soil Organic Carbon

4.2.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        6819.7  3409.8     2 22.001 74.8600 1.525e-10 ***
## precip          144.2    72.1     2 10.953  1.5827  0.249007    
## landuse:precip  866.7   216.7     4 22.001  4.7568  0.006431 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.2.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        1438.07  719.03     2    27 130.536 1.319e-14 ***
## precip          242.70  121.35     2    27  22.030 2.120e-06 ***
## landuse:precip  154.96   38.74     4    27   7.033 0.0005146 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.2.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        696.14  348.07     2 22.464 64.6753 4.780e-10 ***
## precip         306.41  153.21     2 12.489 28.4674 2.228e-05 ***
## landuse:precip 166.07   41.52     4 22.464  7.7142 0.0004555 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

## Extractable Ca Content (mg/kg)

4.2.4 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq  Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse         7009233  3504617     2    27  49.290 9.728e-10 ***
## precip         31173574 15586787     2    27 219.216 < 2.2e-16 ***
## landuse:precip 15354522  3838631     4    27  53.987 1.710e-12 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.2.5 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq  Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse         9036133  4518066     2 24.347  62.697 2.491e-10 ***
## precip         21699428 10849714     2 22.878 150.561 6.797e-14 ***
## landuse:precip 17326979  4331745     4 23.817  60.111 4.237e-12 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.2.6 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        7358980 3679490     2    27 12.6716 0.0001315 ***
## precip         5663302 2831651     2    27  9.7518 0.0006491 ***
## landuse:precip 7035408 1758852     4    27  6.0572 0.0012981 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.3 Extractable Cu Content (mg/kg)

4.3.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        0.35389 0.17694     2    27   9.800 0.0006312 ***
## precip         0.75056 0.37528     2    27  20.785 3.433e-06 ***
## landuse:precip 0.74444 0.18611     4    27  10.308 3.361e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.3.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        0.37167 0.18583     2    27  7.8093  0.002108 ** 
## precip         0.78167 0.39083     2    27 16.4241 2.154e-05 ***
## landuse:precip 0.93167 0.23292     4    27  9.7879 5.010e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.3.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        0.06056 0.03028     2 22.025  0.3403 0.7152350    
## precip         2.48820 1.24410     2 11.788 13.9826 0.0007733 ***
## landuse:precip 0.36444 0.09111     4 22.025  1.0240 0.4167914    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.4 Extractable Mg Content (mg/kg)

4.4.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse         57111   28555     2    27  16.242 2.338e-05 ***
## precip          39459   19730     2    27  11.222 0.0002836 ***
## landuse:precip 241814   60453     4    27  34.386 3.111e-10 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.4.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse         46535   23268     2    27  28.783 2.024e-07 ***
## precip          54057   27028     2    27  33.435 4.946e-08 ***
## landuse:precip 329907   82477     4    27 102.028 6.884e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.4.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse         57111   28555     2    27  16.242 2.338e-05 ***
## precip          39459   19730     2    27  11.222 0.0002836 ***
## landuse:precip 241814   60453     4    27  34.386 3.111e-10 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##   landuse precip  lsmean       SE df lower.CL upper.CL  .group
## 7      NP    850 477.550 20.96458 27 434.5342 520.5658  a     
## 1      AG    579 466.375 20.96458 27 423.3592 509.3908  a     
## 2      EA    850 422.150 20.96458 27 379.1342 465.1658  ab    
## 6      NP    472 377.675 20.96458 27 334.6592 420.6908   bc   
## 5      EA    579 377.500 20.96458 27 334.4842 420.5158   bc   
## 3      NP    579 320.250 20.96458 27 277.2342 363.2658    cd  
## 8      EA    472 285.225 20.96458 27 242.2092 328.2408     de 
## 4      AG    472 259.075 20.96458 27 216.0592 302.0908      e 
## 9      AG    850 163.700 20.96458 27 120.6842 206.7158       f
## Warning: Ignoring unknown parameters: font

4.5 Extractable Mn Content (mg/kg)

4.5.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse         242.6   121.3     2    27  0.6326  0.538894    
## precip         7248.9  3624.5     2    27 18.9060 7.346e-06 ***
## landuse:precip 4656.5  1164.1     4    27  6.0723  0.001279 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.5.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse         182.81   91.41     2 20.868  1.7656  0.195694    
## precip         1554.28  777.14     2  9.467 15.0116  0.001159 ** 
## landuse:precip 2685.85  671.46     4 16.975 12.9702 5.099e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.5.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF F value   Pr(>F)   
## landuse         353.51  176.75     2    27  2.7892 0.079227 . 
## precip          429.43  214.71     2    27  3.3882 0.048657 * 
## landuse:precip 1488.64  372.16     4    27  5.8727 0.001557 **
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.6 Extractable Na Content (mg/kg)

4.6.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse         29.40   14.70     2 22.427  1.9051 0.1721177    
## precip         989.15  494.57     2 11.629 64.1072 5.246e-07 ***
## landuse:precip 220.04   55.01     4 22.427  7.1306 0.0007342 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.6.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse         721.38  360.69     2    27  6.0314 0.0068328 ** 
## precip         2068.41 1034.21     2    27 17.2938 1.463e-05 ***
## landuse:precip 1545.63  386.41     4    27  6.4614 0.0008785 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.6.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF  DenDF F value   Pr(>F)   
## landuse         3773.7  1886.9     2 23.033  3.5038 0.046932 * 
## precip          7890.5  3945.2     2 13.932  7.3262 0.006696 **
## landuse:precip 11474.1  2868.5     4 23.033  5.3268 0.003462 **
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.7 Extractable P Content (mg/kg)

4.7.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF  F value    Pr(>F)    
## landuse         21336   10668     2    27  40.5810 7.301e-09 ***
## precip          73716   36858     2    27 140.2049 5.486e-15 ***
## landuse:precip   8487    2122     4    27   8.0712 0.0002044 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.7.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse         15284  7641.9     2    27  34.241 3.931e-08 ***
## precip          62416 31208.2     2    27 139.834 5.667e-15 ***
## landuse:precip  14130  3532.4     4    27  15.828 8.723e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.7.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse         5499.4  2749.7     2 19.3987  8.2129 0.0026063 ** 
## precip         17013.2  8506.6     2  7.2177 25.4077 0.0005407 ***
## landuse:precip  6094.0  1523.5     4 19.3987  4.5505 0.0092835 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.8 Extractable K Content (mg/kg)

4.8.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF  F value    Pr(>F)    
## landuse          34783   17392     2    27   1.8390 0.1783388    
## precip         2056627 1028313     2    27 108.7343 1.209e-13 ***
## landuse:precip  289676   72419     4    27   7.6576 0.0002932 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.8.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF   DenDF  F value    Pr(>F)    
## landuse         32762   16381     2 15.7489   5.4118 0.0162582 *  
## precip         629971  314985     2  8.8449 104.0603 7.147e-07 ***
## landuse:precip 120576   30144     4 14.4615   9.9585 0.0004418 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.8.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse          53430   26715     2 18.193  4.8484   0.02052 *  
## precip         1071859  535929     2  6.321 97.2625 1.789e-05 ***
## landuse:precip   65962   16490     4 18.193  2.9927   0.04637 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.9 Extractable Zn Content (mg/kg)

4.9.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        77.176  38.588     2 22.482 32.9865 2.055e-07 ***
## precip         11.203   5.602     2 11.707  4.7884   0.03023 *  
## landuse:precip 16.711   4.178     4 22.482  3.5713   0.02130 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.9.2 5-10 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        3.5473 1.77366     2 23.297 11.6378 0.0003132 ***
## precip         0.5015 0.25077     2 14.874  1.6454 0.2261800    
## landuse:precip 4.6864 1.17161     4 20.913  7.6874 0.0005648 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.9.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF   DenDF F value Pr(>F)
## landuse        0.34667 0.17333     2 20.0654  2.5728 0.1012
## precip         0.32207 0.16104     2  8.8917  2.3903 0.1477
## landuse:precip 0.51667 0.12917     4 20.0654  1.9172 0.1467
## Warning: Ignoring unknown parameters: font

4.10 Extractable Fe Content (mg/kg)

4.10.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        4841.8  2420.9     2    27 16.6676 1.931e-05 ***
## precip           53.0    26.5     2    27  0.1824 0.8342736    
## landuse:precip 4415.3  1103.8     4    27  7.5997 0.0003086 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.10.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        3358.8  1679.4     2 23.559 10.2025 0.0006433 ***
## precip         3249.6  1624.8     2 17.795  9.8709 0.0013055 ** 
## landuse:precip 9292.7  2323.2     4 22.012 14.1134 7.495e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.10.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        2495.1  1247.5     2 21.984  7.6293  0.003045 ** 
## precip         9160.5  4580.2     2 11.360 28.0105 4.059e-05 ***
## landuse:precip 6773.5  1693.4     4 21.984 10.3558 7.180e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.11 pH

4.11.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse         2.4267  1.2133     2    27  13.537 8.473e-05 ***
## precip         11.7950  5.8975     2    27  65.799 4.163e-11 ***
## landuse:precip  6.3683  1.5921     4    27  17.763 2.961e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.11.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        1.2084 0.60418     2 20.755  4.7937  0.019430 *  
## precip         2.5870 1.29348     2 10.673 10.2627  0.003266 ** 
## landuse:precip 9.8712 2.46781     4 17.537 19.5801 2.778e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.11.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        0.6350 0.31750     2 17.6191  1.7504 0.2025847    
## precip         0.3108 0.15539     2  5.3252  0.8567 0.4758018    
## landuse:precip 7.2183 1.80458     4 17.6191  9.9490 0.0002148 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

# Physical

4.12 Clay

4.12.1 0-5 cm

## [1] "0-5 cm"
## Warning in checkConv(attr(opt, "derivs"), opt$par, ctrl = control$checkConv, :
## Model failed to converge with max|grad| = 0.67865 (tol = 0.002, component 1)
## Warning in checkConv(attr(opt, "derivs"), opt$par, ctrl = control$checkConv, : Model is nearly unidentifiable: very large eigenvalue
##  - Rescale variables?
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF    DenDF    F value Pr(>F)
## landuse        32.889  16.444     2 4.87e-17 1.6471e+30      1
## precip         68.837  34.419     2 4.87e-17 3.4473e+30      1
## landuse:precip 28.444   7.111     4 4.87e-17 7.1225e+29      1
## Warning: Ignoring unknown parameters: font

4.12.2 5-10 cm

## [1] "5-10 cm"
## Warning in checkConv(attr(opt, "derivs"), opt$par, ctrl = control$checkConv, :
## Model failed to converge with max|grad| = 4.50873 (tol = 0.002, component 1)
## Warning in checkConv(attr(opt, "derivs"), opt$par, ctrl = control$checkConv, : Model is nearly unidentifiable: very large eigenvalue
##  - Rescale variables?
## Warning: Model failed to converge with 1 negative eigenvalue: -3.3e+10
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF      DenDF    F value Pr(>F)
## landuse         32.889  16.444     2 1.0011e-16 7.9833e+29      1
## precip         123.548  61.774     2 1.0011e-16 2.9990e+30      1
## landuse:precip  28.444   7.111     4 1.0011e-16 3.4522e+29      1
## Warning: Ignoring unknown parameters: font

4.12.3 10-15 cm

## [1] "10-15 cm"
## Warning in checkConv(attr(opt, "derivs"), opt$par, ctrl = control$checkConv, :
## Model failed to converge with max|grad| = 0.697761 (tol = 0.002, component 1)
## Warning in checkConv(attr(opt, "derivs"), opt$par, ctrl = control$checkConv, : Model is nearly unidentifiable: very large eigenvalue
##  - Rescale variables?
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF      DenDF    F value Pr(>F)
## landuse         16.889   8.444     2 1.8773e-16 2.1379e+29      1
## precip         109.447  54.724     2 1.8773e-16 1.3854e+30      1
## landuse:precip 313.778  78.444     4 1.8773e-16 1.9860e+30      1
## Warning: Ignoring unknown parameters: font

4.13 20 minute MWD

###0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        10.6851  5.3426     2    27 46.2074 1.919e-09 ***
## precip          0.0037  0.0018     2    27  0.0160    0.9842    
## landuse:precip  0.5627  0.1407     4    27  1.2166    0.3269    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.13.1 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        7.1641  3.5821     2    27 75.8257 8.343e-12 ***
## precip         0.0123  0.0062     2    27  0.1303  0.878362    
## landuse:precip 1.0749  0.2687     4    27  5.6882  0.001871 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.13.2 10-15 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF  F value    Pr(>F)    
## landuse        9.7626  4.8813     2    27 103.8567 2.095e-13 ***
## precip         0.1300  0.0650     2    27   1.3833    0.2680    
## landuse:precip 0.1675  0.0419     4    27   0.8908    0.4828    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.14 20 minute 8-2 mm

4.14.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        3614.3 1807.14     2    27 36.3110 2.216e-08 ***
## precip           17.6    8.80     2    27  0.1769    0.8388    
## landuse:precip  210.9   52.71     4    27  1.0592    0.3957    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.14.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        2616.00 1308.00     2    27 75.5924 8.643e-12 ***
## precip           12.68    6.34     2    27  0.3665  0.696579    
## landuse:precip  311.07   77.77     4    27  4.4944  0.006514 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.14.3 10-15 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF  F value    Pr(>F)    
## landuse        3708.8 1854.41     2    27 128.1703 1.649e-14 ***
## precip           46.3   23.17     2    27   1.6012    0.2202    
## landuse:precip   41.8   10.45     4    27   0.7222    0.5844    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.15 20 minute 2-0.25 mm

4.15.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        1511.80  755.90     2 20.3129 30.6394 7.358e-07 ***
## precip          330.72  165.36     2  8.5003  6.7026   0.01789 *  
## landuse:precip  117.76   29.44     4 20.3129  1.1933   0.34379    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.15.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        665.80  332.90     2 22.995  8.9628 0.0013246 ** 
## precip         766.37  383.18     2 22.062 10.3166 0.0006871 ***
## landuse:precip 869.98  217.49     4 22.514  5.8557 0.0021993 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.15.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value  Pr(>F)  
## landuse        832.09  416.05     2 22.322  4.4308 0.02396 *
## precip         253.13  126.56     2 11.356  1.3479 0.29837  
## landuse:precip 396.69   99.17     4 22.322  1.0562 0.40112  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.16 20 minute 0.053 mm

4.16.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF   DenDF  F value    Pr(>F)    
## landuse        11892.9  5946.5     2 20.8198 136.2712 1.096e-12 ***
## precip            45.9    22.9     2  8.7658   0.5255   0.60879    
## landuse:precip   631.3   157.8     4 20.8198   3.6170   0.02169 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.16.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        5648.5 2824.26     2 24.246 39.1889 2.533e-08 ***
## precip           75.7   37.83     2 16.940  0.5250  0.600891    
## landuse:precip 1338.3  334.58     4 22.291  4.6426  0.007072 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.16.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        5954.3 2977.14     2 22.126 25.8975 1.601e-06 ***
## precip          236.0  117.98     2 11.493  1.0263    0.3890    
## landuse:precip  588.3  147.08     4 22.126  1.2794    0.3081    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.17 20 minute 0.02 mm

4.17.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        126.572  63.286     2    27 26.3225 4.548e-07 ***
## precip          14.220   7.110     2    27  2.9573   0.06897 .  
## landuse:precip   2.103   0.526     4    27  0.2187   0.92567    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.17.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        79.773  39.886     2    27 22.0949 2.069e-06 ***
## precip          4.560   2.280     2    27  1.2630 0.2989752    
## landuse:precip 55.436  13.859     4    27  7.6771 0.0002882 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.17.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse        157.687  78.844     2 18.9916 21.2369 1.434e-05 ***
## precip           9.154   4.577     2  6.5278  1.2328   0.35141    
## landuse:precip  50.755  12.689     4 18.9916  3.4178   0.02888 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.18 Bulk Density

4.18.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq  Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        0.44728 0.223640     2 21.053 15.2062 8.195e-05 ***
## precip         0.09899 0.049496     2  8.869  3.3654   0.08174 .  
## landuse:precip 0.14835 0.037088     4 21.053  2.5218   0.07159 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.18.2 5-10 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq  Mean Sq NumDF DenDF F value  Pr(>F)   
## landuse        0.11373 0.056865     2    27  2.6146 0.09163 . 
## precip         0.33462 0.167312     2    27  7.6928 0.00227 **
## landuse:precip 0.02260 0.005651     4    27  0.2598 0.90108   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

4.18.3 10-15 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq  Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        0.262522 0.131261     2 20.198 11.7410 0.0004141 ***
## precip         0.056662 0.028331     2  7.889  2.5342 0.1412492    
## landuse:precip 0.046748 0.011687     4 20.198  1.0454 0.4085546    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5 Ratio Graphs

5.1 Total Organic Carbon to Nitrogen

5.1.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        44.964 22.4819     2    27 26.3061 4.573e-07 ***
## precip         16.800  8.3998     2    27  9.8286 0.0006209 ***
## landuse:precip 23.213  5.8032     4    27  6.7903 0.0006442 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.1.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        20.486 10.2430     2    27 14.4440 5.428e-05 ***
## precip         31.759 15.8793     2    27 22.3919 1.849e-06 ***
## landuse:precip 15.782  3.9456     4    27  5.5638  0.002121 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.1.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        13.546   6.773     2 22.366  8.9978  0.001358 ** 
## precip         69.479  34.740     2 11.905 46.1500 2.465e-06 ***
## landuse:precip  4.047   1.012     4 22.366  1.3442  0.284713    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.2 Protein to Total Nitrogen

5.2.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse         58633   29316     2 21.762  8.1896 0.0022303 ** 
## precip          96921   48461     2 11.712 13.5374 0.0009008 ***
## landuse:precip 142519   35630     4 21.762  9.9531 9.773e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.2.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF   DenDF F value    Pr(>F)    
## landuse          1495   747.4     2 20.5823  0.8026 0.4617059    
## precip          25650 12825.2     2  9.8214 13.7729 0.0014133 ** 
## landuse:precip  41700 10425.0     4 17.0349 11.1954 0.0001224 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.2.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF   DenDF F value   Pr(>F)   
## landuse        23736.5 11868.3     2 17.2239  9.5046 0.001654 **
## precip          2351.2  1175.6     2  5.2703  0.9415 0.447093   
## landuse:precip 17312.7  4328.2     4 17.2239  3.4662 0.029937 * 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.3 Soil Respiration to Total Organic Carbon

5.3.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                   Sum Sq   Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        0.0011400 0.0005700     2 22.511  1.2587    0.3033    
## precip         0.0312701 0.0156350     2 11.831 34.5258 1.152e-05 ***
## landuse:precip 0.0021471 0.0005368     4 22.511  1.1853    0.3441    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.3.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq   Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        0.002591 0.0012956     2    27  2.6602   0.08820 .  
## precip         0.036120 0.0180599     2    27 37.0822 1.801e-08 ***
## landuse:precip 0.004779 0.0011946     4    27  2.4529   0.07001 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.3.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                   Sum Sq   Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        0.0080775 0.0040387     2 22.574  42.497 2.221e-08 ***
## precip         0.0147424 0.0073712     2 12.049  77.561 1.314e-07 ***
## landuse:precip 0.0127194 0.0031798     4 22.574  33.459 3.460e-09 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.4 Glucosidase to Glucosaminidase ratio

5.4.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq  Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        0.078563 0.039282     2    27  15.088 3.990e-05 ***
## precip         0.133757 0.066878     2    27  25.688 5.648e-07 ***
## landuse:precip 0.172844 0.043211     4    27  16.598 5.618e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.4.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq  Mean Sq NumDF  DenDF F value   Pr(>F)   
## landuse        0.110065 0.055032     2 19.926  7.1520 0.004558 **
## precip         0.002239 0.001119     2  8.189  0.1455 0.866792   
## landuse:precip 0.153454 0.038364     4 15.734  4.9857 0.008612 **
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.4.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq  Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        0.109683 0.054841     2    27 25.7118 5.602e-07 ***
## precip         0.018770 0.009385     2    27  4.4001 0.0221805 *  
## landuse:precip 0.064712 0.016178     4    27  7.5849 0.0003126 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.5 Glucosidase to Acid Phosphatase ratio

5.5.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq  Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        0.076561 0.038281     2    27  35.079 3.108e-08 ***
## precip         0.074473 0.037236     2    27  34.122 4.066e-08 ***
## landuse:precip 0.168886 0.042221     4    27  38.690 8.259e-11 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.5.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        0.07266 0.03633     2    27 11.9736 0.0001894 ***
## precip         0.02972 0.01486     2    27  4.8976 0.0153194 *  
## landuse:precip 0.12284 0.03071     4    27 10.1214 3.873e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.5.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq  Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        0.029770 0.014885     2    27 12.1211 0.0001752 ***
## precip         0.050201 0.025101     2    27 20.4398 3.935e-06 ***
## landuse:precip 0.042072 0.010518     4    27  8.5649 0.0001344 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.6 Glucosidase to Alkaline Phosphatase ratio

5.6.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq   Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        0.051416 0.0257081     2    27 24.5570 8.388e-07 ***
## precip         0.031808 0.0159040     2    27 15.1919 3.800e-05 ***
## landuse:precip 0.024029 0.0060073     4    27  5.7383   0.00178 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.6.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq  Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        0.098071 0.049036     2    27 21.8345 2.285e-06 ***
## precip         0.035142 0.017571     2    27  7.8240 0.0020882 ** 
## landuse:precip 0.068340 0.017085     4    27  7.6077 0.0003064 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.6.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq  Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        0.022719 0.011359     2    27  4.5066 0.0204733 *  
## precip         0.060156 0.030078     2    27 11.9328 0.0001935 ***
## landuse:precip 0.090574 0.022644     4    27  8.9833 9.516e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.7 Glucosidase to Arylsulfatase ratio

5.7.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                Sum Sq Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        2.2637 1.13186     2    27  9.1510 0.0009243 ***
## precip         1.6792 0.83959     2    27  6.7880 0.0040905 ** 
## landuse:precip 1.4799 0.36997     4    27  2.9912 0.0363706 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.7.2 5-10 cm

## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq  Mean Sq NumDF DenDF F value  Pr(>F)  
## landuse        0.301550 0.150775     2    27  3.0980 0.06148 .
## precip         0.066458 0.033229     2    27  0.6828 0.51373  
## landuse:precip 0.217481 0.054370     4    27  1.1171 0.36898  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.7.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq  Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        0.173416 0.086708     2    27 30.4426 1.204e-07 ***
## precip         0.079514 0.039757     2    27 13.9585 6.877e-05 ***
## landuse:precip 0.040865 0.010216     4    27  3.5869   0.01803 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.8 Glucosidase to Phosphodiesterase ratio

5.8.1 0-5 cm

## [1] "0-5 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq  Mean Sq NumDF DenDF F value   Pr(>F)   
## landuse        0.096133 0.048066     2    27  8.9888 0.001018 **
## precip         0.065483 0.032742     2    27  6.1230 0.006415 **
## landuse:precip 0.007623 0.001906     4    27  0.3564 0.837285   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.8.2 5-10 cm

## [1] "5-10 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq  Mean Sq NumDF  DenDF F value    Pr(>F)    
## landuse        0.066336 0.033168     2 20.918 11.0506 0.0005307 ***
## precip         0.102891 0.051445     2 16.669 17.1400 9.034e-05 ***
## landuse:precip 0.030904 0.007726     4 19.558  2.5741 0.0699051 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font

5.8.3 10-15 cm

## [1] "10-15 cm"
## Type III Analysis of Variance Table with Satterthwaite's method
##                  Sum Sq   Mean Sq NumDF DenDF F value    Pr(>F)    
## landuse        0.009655 0.0048277     2    27  2.0485 0.1485011    
## precip         0.045578 0.0227891     2    27  9.6697 0.0006809 ***
## landuse:precip 0.051612 0.0129030     4    27  5.4749 0.0023213 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Warning: Ignoring unknown parameters: font