1 Set up

1.1 1) Load packages

1.2 2) Import data

1.3 3) Data Wrangling

1.4 4) Depth Wrangling

Comments

2 Biological

2.1 Glucosidase

## [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        406.69  203.34     2 19.197  1.4314 0.26336  
## precip         762.23  762.23     1 29.735  5.3656 0.02762 *
## landuse:precip  55.90   27.95     2 19.197  0.1967 0.82304  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        132.975  66.488     2 11.647  1.6235 0.2388
## precip          62.711  62.711     1 29.377  1.5313 0.2257
## landuse:precip 125.403  62.701     2 10.936  1.5311 0.2593
## [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        77.959  38.980     2 21.012  4.9186 0.017694 * 
## precip         85.348  85.348     1 28.016 10.7696 0.002765 **
## landuse:precip 34.545  17.272     2 21.012  2.1795 0.137998   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "cube root"
## [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        0.63248 0.31624     2 17.563  1.6139 0.2273
## precip         0.29776 0.29776     1 29.852  1.5196 0.2273
## landuse:precip 0.09193 0.04596     2 17.563  0.2346 0.7934
## [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        0.213519 0.106759     2    30  0.8891 0.4216
## precip         0.071608 0.071608     1    30  0.5964 0.4460
## landuse:precip 0.210707 0.105354     2    30  0.8774 0.4263
## [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        0.39203 0.196014     2 20.530  4.1005 0.03175 *
## precip         0.28561 0.285609     1 29.024  5.9748 0.02082 *
## landuse:precip 0.17499 0.087494     2 20.530  1.8303 0.18558  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.2 Glucosaminidase

## [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         0.174   0.087     2 21.216  0.0105 0.98958  
## precip         48.786  48.786     1 29.692  5.8617 0.02180 *
## landuse:precip 66.237  33.118     2 21.216  3.9793 0.03408 *
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        28.497  14.248     2 24.271  7.1049  0.003724 ** 
## precip          0.013   0.013     1 28.446  0.0066  0.935626    
## landuse:precip 76.829  38.414     2 23.760 19.1554 1.111e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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         3.751  1.8756     2    30  1.5555   0.22764    
## precip          4.931  4.9309     1    30  4.0892   0.05215 .  
## landuse:precip 33.375 16.6873     2    30 13.8389 5.517e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "cube root"
## [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        0.13361 0.06680     2 20.743  1.6421 0.2177557    
## precip         0.43692 0.43692     1 29.193 10.7400 0.0027083 ** 
## landuse:precip 0.81794 0.40897     2 20.743 10.0530 0.0008863 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.42517 0.21259     2 24.121 10.1579 0.0006306 ***
## precip         0.02900 0.02900     1 28.918  1.3855 0.2487657    
## landuse:precip 0.79759 0.39880     2 23.559 19.0554 1.195e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.046635 0.023317     2    30  1.6404 0.2108235    
## precip         0.005443 0.005443     1    30  0.3829 0.5407140    
## landuse:precip 0.308225 0.154113     2    30 10.8419 0.0002861 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.3 Acid Phosphatase

## [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         9933.8  4966.9     2 19.488  2.8414 0.08263 .
## precip         13022.4 13022.4     1 29.633  7.4498 0.01057 *
## landuse:precip  9553.6  4776.8     2 19.488  2.7327 0.08992 .
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        9352.2  4676.1     2    30  6.2452 0.005401 **
## precip         4163.5  4163.5     1    30  5.5605 0.025084 * 
## landuse:precip 6416.6  3208.3     2    30  4.2849 0.023074 * 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        2692.8  1346.4     2    30  2.4621 0.102314   
## precip         7199.4  7199.4     1    30 13.1651 0.001048 **
## landuse:precip  877.1   438.5     2    30  0.8019 0.457838   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "cube root"
## [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        3.4978  1.7489     2 21.108  10.285 0.0007616 ***
## precip         4.5572  4.5572     1 27.959  26.800 1.717e-05 ***
## landuse:precip 9.0505  4.5252     2 21.108  26.612 1.698e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        4.6386  2.3193     2    30  17.233 1.040e-05 ***
## precip         3.1696  3.1696     1    30  23.551 3.528e-05 ***
## landuse:precip 6.8630  3.4315     2    30  25.497 3.389e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.6292  0.3146     2    30  1.8842  0.16949    
## precip         4.2742  4.2742     1    30 25.5980 1.97e-05 ***
## landuse:precip 1.3369  0.6685     2    30  4.0034  0.02877 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.4 Alkaline Phosphatase

## [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        6274.1 3137.06     2 21.902 14.7820 8.645e-05 ***
## precip          758.2  758.22     1 21.925  3.5728   0.07203 .  
## landuse:precip 2161.8 1080.88     2 21.902  5.0932   0.01526 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        3576.4 1788.18     2    30  29.544 8.119e-08 ***
## precip          694.9  694.92     1    30  11.481  0.001983 ** 
## landuse:precip 3048.8 1524.40     2    30  25.186 3.804e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        2020.8 1010.39     2    30 10.4876 0.0003519 ***
## precip          424.9  424.90     1    30  4.4103 0.0442347 *  
## landuse:precip 1790.5  895.26     2    30  9.2926 0.0007232 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "cube root"
## [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        6.3343  3.1672     2    30 17.5747 8.875e-06 ***
## precip         2.0121  2.0121     1    30 11.1654  0.002243 ** 
## landuse:precip 2.6598  1.3299     2    30  7.3797  0.002475 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        5.5891  2.7945     2    30  28.547 1.140e-07 ***
## precip         1.1091  1.1091     1    30  11.330  0.002103 ** 
## landuse:precip 4.7751  2.3876     2    30  24.389 5.137e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        2.9616  1.4808     2    30  9.9529 0.0004837 ***
## precip         1.1288  1.1288     1    30  7.5871 0.0098918 ** 
## landuse:precip 3.1632  1.5816     2    30 10.6306 0.0003236 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.5 Arylsulfatase

## [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        707.48  353.74     2    30 11.2066 0.0002319 ***
## precip         245.16  245.16     1    30  7.7669 0.0091407 ** 
## landuse:precip  17.44    8.72     2    30  0.2762 0.7605832    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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         42.16   21.08     2 21.883  2.8845   0.07729 .  
## precip         423.76  423.76     1 29.445 57.9862 1.939e-08 ***
## landuse:precip 547.18  273.59     2 21.142 37.4374 1.129e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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         24.141  12.070     2 24.486  1.4358 0.2572630    
## precip          68.493  68.493     1 23.836  8.1474 0.0087831 ** 
## landuse:precip 178.201  89.101     2 24.486 10.5988 0.0004832 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "cube root"
## [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        4.7513 2.37563     2    30 16.7775 1.287e-05 ***
## precip         2.3704 2.37041     1    30 16.7407 0.0002967 ***
## landuse:precip 0.5598 0.27991     2    30  1.9768 0.1561442    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        1.11951 0.55975     2 24.929  7.4378   0.00293 ** 
## precip         2.37842 2.37842     1 29.914 31.6034 4.069e-06 ***
## landuse:precip 0.31495 0.15747     2 24.363  2.0925   0.14500    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.33167 0.165833     2    30  5.5769 0.008723 **
## precip         0.09047 0.090473     1    30  3.0426 0.091345 . 
## landuse:precip 0.29784 0.148922     2    30  5.0082 0.013282 * 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.6 Phosphodiesterase

## [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         819.72  409.86     2    30  14.433 4.062e-05 ***
## precip         1582.48 1582.48     1    30  55.727 2.549e-08 ***
## landuse:precip   74.62   37.31     2    30   1.314    0.2838    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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         205.01  102.50     2 25.987  3.7910  0.035922 *  
## precip         1638.23 1638.23     1 29.954 60.5880 1.112e-08 ***
## landuse:precip  420.44  210.22     2 25.483  7.7748  0.002312 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        327.34  163.67     2    30  3.7784 0.03440 *
## precip         254.75  254.75     1    30  5.8810 0.02154 *
## landuse:precip 356.95  178.47     2    30  4.1201 0.02624 *
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "cube root"
## [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        2.38553 1.19276     2 17.828 19.1179 3.670e-05 ***
## precip         2.37058 2.37058     1 18.096 37.9963 7.879e-06 ***
## landuse:precip 0.41083 0.20542     2 17.828  3.2925   0.06069 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.73438 0.36719     2 26.257  5.8824  0.007746 ** 
## precip         3.15717 3.15717     1 29.955 50.5783 6.613e-08 ***
## landuse:precip 0.58258 0.29129     2 25.782  4.6665  0.018635 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.91314 0.45657     2    30  4.3972 0.02115 *
## precip         0.44317 0.44317     1    30  4.2681 0.04756 *
## landuse:precip 0.87616 0.43808     2    30  4.2191 0.02429 *
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.7 Protein

## [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         9.860   4.930     2    30  1.0907 0.348949   
## precip         55.397  55.397     1    30 12.2561 0.001473 **
## landuse:precip  7.114   3.557     2    30  0.7869 0.464425   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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         9.2553  4.6276     2 22.952  5.9863 0.008087 ** 
## precip          1.9296  1.9296     1 29.178  2.4961 0.124910    
## landuse:precip 16.7774  8.3887     2 22.286 10.8516 0.000512 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.51448 0.257239     2 20.736  0.6189 0.5482
## precip         0.02700 0.026997     1 21.355  0.0650 0.8013
## landuse:precip 0.52772 0.263862     2 20.736  0.6349 0.5400

2.8 Permanganate Oxidizable Organic Carbon

## [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        21874.6 10937.3     2 21.585  12.794 0.0002165 ***
## precip          9475.2  9475.2     1 26.513  11.084 0.0025662 ** 
## landuse:precip 30249.6 15124.8     2 21.585  17.693 2.825e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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         38797 19398.5     2    30 10.6366 0.0003224 ***
## precip           1674  1674.1     1    30  0.9179 0.3456774    
## landuse:precip  54061 27030.3     2    30 14.8213 3.338e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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         23205   11602     2 22.612  23.518 2.994e-06 ***
## precip          19448   19448     1 24.069  39.421 1.702e-06 ***
## landuse:precip  36378   18189     2 22.612  36.869 7.633e-08 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2.9 Soil Respiration

## [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        3.0520  1.5260     2 19.819  0.6252 0.5454
## precip         4.5394  4.5394     1 29.553  1.8598 0.1829
## landuse:precip 5.4906  2.7453     2 19.819  1.1248 0.3446
## [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        6.1095 3.05476     2 22.985 16.4145 3.732e-05 ***
## precip         0.0704 0.07043     1 24.556  0.3785    0.5441    
## landuse:precip 6.2650 3.13250     2 22.754 16.8322 3.261e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        1.8994  0.9497     2    30  3.0116 0.064279 . 
## precip         3.8505  3.8505     1    30 12.2102 0.001499 **
## landuse:precip 3.6003  1.8002     2    30  5.7085 0.007927 **
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

3 Chemical

3.1 NH4+

## [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        1.2012  0.6006     2    29  1.8387 0.1770834    
## precip         4.3932  4.3932     1    29 13.4495 0.0009791 ***
## landuse:precip 0.8080  0.4040     2    29  1.2368 0.3051679    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.278002 0.139001     2 21.341  8.0597 0.002469 **
## precip         0.045177 0.045177     1 29.873  2.6195 0.116071   
## landuse:precip 0.191443 0.095722     2 20.564  5.5502 0.011817 * 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.055792 0.027896     2    30  3.8259 0.03311 *
## precip         0.016342 0.016342     1    30  2.2413 0.14482  
## landuse:precip 0.033857 0.016929     2    30  2.3217 0.11548  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

3.2 NO3-

## [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        259.52  129.76     2    29  2.4548 0.1035391    
## precip         959.70  959.70     1    29 18.1552 0.0001962 ***
## landuse:precip 149.18   74.59     2    29  1.4111 0.2601302    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        17.358   8.679     2 18.754  9.1407 0.001694 ** 
## precip         36.235  36.235     1 29.846 38.1636 8.68e-07 ***
## landuse:precip  8.841   4.421     2 17.913  4.6559 0.023536 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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         4.7669  2.3834     2    30  4.5836   0.01832 *  
## precip         15.9468 15.9468     1    30 30.6675 5.104e-06 ***
## landuse:precip  1.9554  0.9777     2    30  1.8802   0.17010    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

3.3 Total Nitrogen

## [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        0.032787 0.0163936     2    30  3.2473 0.05289 .
## precip         0.003716 0.0037165     1    30  0.7362 0.39769  
## landuse:precip 0.002981 0.0014904     2    30  0.2952 0.74650  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.0057792 0.0028896     2    30  4.0590 0.02753 *
## precip         0.0026554 0.0026554     1    30  3.7300 0.06294 .
## landuse:precip 0.0002458 0.0001229     2    30  0.1726 0.84228  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.0022613 0.0011306     2    30  2.1009 0.13998  
## precip         0.0017053 0.0017053     1    30  3.1687 0.08519 .
## landuse:precip 0.0045665 0.0022832     2    30  4.2427 0.02384 *
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

3.4 Total Organic Carbon

## [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        3.6739 1.83695     2 24.041  2.5457 0.09936 .
## precip         0.0401 0.04007     1 24.088  0.0555 0.81569  
## landuse:precip 1.8953 0.94766     2 24.041  1.3133 0.28754  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.16035 0.08017     2    30  0.7959 0.4604606    
## precip         1.69163 1.69163     1    30 16.7939 0.0002915 ***
## landuse:precip 0.75036 0.37518     2    30  3.7247 0.0359050 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.3615 0.18075     2 23.085  2.4825  0.105551    
## precip         2.7765 2.77650     1 22.620 38.1335 2.872e-06 ***
## landuse:precip 1.2321 0.61602     2 23.085  8.4607  0.001752 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

3.5 Extractable Ca Content (mg/kg)

## [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        10526795  5263397     2 22.781  60.384 7.837e-10 ***
## precip         29875092 29875092     1 21.561 342.742 1.014e-14 ***
## landuse:precip 15040461  7520230     2 22.781  86.276 2.347e-11 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        10832552  5416276     2 26.715  62.460 8.467e-11 ***
## precip         21485011 21485011     1 29.995 247.765 4.855e-16 ***
## landuse:precip 17045109  8522555     2 26.262  98.282 6.399e-13 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        2916289 1458145     2    30  4.7086 0.0166551 *  
## precip         5287323 5287323     1    30 17.0735 0.0002653 ***
## landuse:precip 5961045 2980522     2    30  9.6245 0.0005900 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

3.6 Extractable Cu Content (mg/kg)

## [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        0.80480 0.40240     2 21.599  19.063 1.697e-05 ***
## precip         0.26667 0.26667     1 26.774  12.633  0.001433 ** 
## landuse:precip 0.64562 0.32281     2 21.599  15.293 7.289e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.35934 0.179670     2 23.054  9.0448 0.001260 **
## precip         0.04352 0.043516     1 25.197  2.1907 0.151244   
## landuse:precip 0.32113 0.160566     2 22.752  8.0831 0.002228 **
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.23902 0.11951     2 19.288  1.2545 0.3075  
## precip         0.40712 0.40712     1 29.123  4.2733 0.0477 *
## landuse:precip 0.22971 0.11486     2 19.288  1.2056 0.3211  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

3.7 Extractable Mg Content (mg/kg)

## [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         73281   36640     2    30  5.2138 0.011393 * 
## precip           5291    5291     1    30  0.7529 0.392456   
## landuse:precip 112623   56312     2    30  8.0130 0.001628 **
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        110597   55299     2    30  7.1464 0.0028962 ** 
## precip          16017   16017     1    30  2.0700 0.1605757    
## landuse:precip 157633   78816     2    30 10.1856 0.0004208 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        128756   64378     2 18.657  7.7128 0.003621 **
## precip           8519    8519     1 23.553  1.0206 0.322647   
## landuse:precip 154460   77230     2 18.657  9.2525 0.001616 **
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

3.8 Extractable Mn Content (mg/kg)

## [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        2677.4  1338.7     2    30  5.4179  0.009799 ** 
## precip         6811.9  6811.9     1    30 27.5693 1.148e-05 ***
## landuse:precip 2857.1  1428.6     2    30  5.7818  0.007519 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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         684.33  342.17     2    30  2.3057 0.1170911    
## precip         2422.07 2422.07     1    30 16.3213 0.0003421 ***
## landuse:precip  937.55  468.77     2    30  3.1589 0.0568907 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        110.197  55.099     2    30  0.5042 0.6090
## precip         261.908 261.908     1    30  2.3967 0.1321
## landuse:precip  88.779  44.390     2    30  0.4062 0.6698

3.9 Extractable Na Content (mg/kg)

## [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          66.01   33.01     2 23.510  2.5208   0.10189    
## precip         1058.94 1058.94     1 24.823 80.8761 2.779e-09 ***
## landuse:precip   93.64   46.82     2 23.510  3.5758   0.04407 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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         767.56  383.78     2    30  5.8723 0.0070437 ** 
## precip         2029.74 2029.74     1    30 31.0575 4.624e-06 ***
## landuse:precip 1238.34  619.17     2    30  9.4741 0.0006468 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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         6868.1  3434.0     2 25.879  6.4274 0.0054168 ** 
## precip          7963.3  7963.3     1 24.994 14.9046 0.0007083 ***
## landuse:precip 10154.4  5077.2     2 25.879  9.5029 0.0008044 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

3.10 Extractable P Content (mg/kg)

## [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        4022.1 2011.03     2 22.361  3.7651 0.03897 *
## precip           52.3   52.28     1 24.712  0.0979 0.75702  
## landuse:precip 2820.6 1410.30     2 22.361  2.6404 0.09345 .
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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          7677    3838     2    30  2.6693   0.08572 .  
## precip          33278   33278     1    30 23.1426 3.975e-05 ***
## landuse:precip   6154    3077     2    30  2.1399   0.13528    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        3435.1 1717.57     2 22.127  4.8386 0.018064 * 
## precip           60.7   60.66     1 25.600  0.1709 0.682762   
## landuse:precip 4844.3 2422.15     2 22.127  6.8234 0.004917 **
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

3.11 Extractable K Content (mg/kg)

## [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        243718  121859     2 20.875  11.264 0.0004809 ***
## precip         543302  543302     1 28.478  50.218 9.439e-08 ***
## landuse:precip 235695  117847     2 20.875  10.893 0.0005756 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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          52814   26407     2 21.421   2.8658   0.07891 .  
## precip         1169188 1169188     1 29.981 126.8859 2.687e-12 ***
## landuse:precip   49780   24890     2 20.649   2.7012   0.09077 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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          37264   18632     2 19.520   2.7769   0.08683 .  
## precip         1217054 1217054     1 18.019 181.3872 7.596e-11 ***
## landuse:precip   31742   15871     2 19.520   2.3654   0.12027    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

3.12 Extractable Zn Content (mg/kg)

## [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        6.5639  3.2820     2 23.060  1.8274 0.1834
## precip         3.9597  3.9597     1 25.815  2.2048 0.1497
## landuse:precip 2.1397  1.0698     2 23.060  0.5957 0.5594
## [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        0.73378 0.36689     2 26.774  1.2090 0.3143
## precip         0.66870 0.66870     1 29.985  2.2034 0.1481
## landuse:precip 0.73000 0.36500     2 26.336  1.2027 0.3163
## [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        0.36864 0.184322     2 20.070  2.6635 0.09420 .
## precip         0.07967 0.079669     1 21.808  1.1513 0.29502  
## landuse:precip 0.40302 0.201509     2 20.070  2.9119 0.07756 .
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

3.13 Extractable Fe Content (mg/kg)

## [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        2419.8 1209.92     2    30  9.0976 0.0008162 ***
## precip            0.3    0.27     1    30  0.0020 0.9645424    
## landuse:precip 4399.9 2199.96     2    30 16.5418 1.439e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        6504.4  3252.2     2 24.791  19.432 8.386e-06 ***
## precip         2731.7  2731.7     1 29.957  16.322 0.0003427 ***
## landuse:precip 9592.0  4796.0     2 24.225  28.656 4.126e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        3931.7  1965.8     2 23.996  10.479 0.0005357 ***
## precip         8960.2  8960.2     1 23.997  47.764 3.799e-07 ***
## landuse:precip 5957.0  2978.5     2 23.996  15.877 4.049e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

3.14 pH

## [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         4.9834  2.4917     2    30  24.884 4.259e-07 ***
## precip         11.7672 11.7672     1    30 117.519 6.758e-12 ***
## landuse:precip  5.8123  2.9061     2    30  29.024 9.685e-08 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        7.1871  3.5936     2 21.524  24.336 2.985e-06 ***
## precip         2.0640  2.0640     1 29.999  13.977 0.0007789 ***
## landuse:precip 9.1369  4.5684     2 20.759  30.938 5.926e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        4.1797 2.08987     2    30   7.972 0.001673 ** 
## precip         0.4226 0.42259     1    30   1.612 0.213972    
## landuse:precip 5.2378 2.61891     2    30   9.990 0.000473 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

3.15 Water Moisture

## [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         710.43  355.22     2 19.605  13.056 0.0002487 ***
## precip         1737.68 1737.68     1 29.609  63.866 7.041e-09 ***
## landuse:precip 1125.78  562.89     2 19.605  20.688 1.476e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        514.37  257.19     2    30  12.184 0.0001339 ***
## precip         392.79  392.79     1    30  18.608 0.0001602 ***
## landuse:precip 662.01  331.01     2    30  15.681 2.179e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        613.55  306.77     2    30  24.011 5.938e-07 ***
## precip         175.48  175.48     1    30  13.735 0.0008506 ***
## landuse:precip 634.94  317.47     2    30  24.848 4.318e-07 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

4 Physical

4.1 Clay

## [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        12.9964  6.4982     2 22.847  57.104 1.294e-09 ***
## precip          6.5823  6.5823     1 23.428  57.843 8.948e-08 ***
## landuse:precip 25.8357 12.9179     2 22.847 113.517 1.356e-12 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        12.996   6.498     2    30  5.4125 0.0098387 ** 
## precip         90.146  90.146     1    30 75.0844 1.151e-09 ***
## landuse:precip 25.836  12.918     2    30 10.7595 0.0003001 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        149.487  74.743     2    30  12.582 0.0001076 ***
## precip          73.753  73.753     1    30  12.416 0.0013871 ** 
## landuse:precip 172.037  86.019     2    30  14.480 3.966e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

4.2 20 minute MWD

## [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        0.63493 0.31746     2    30  2.7254 0.08174 .
## precip         0.00050 0.00050     1    30  0.0043 0.94830  
## landuse:precip 0.19307 0.09653     2    30  0.8287 0.44636  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        1.06993 0.53496     2    30  8.5670 0.00114 **
## precip         0.01212 0.01212     1    30  0.1940 0.66274   
## landuse:precip 0.47723 0.23861     2    30  3.8212 0.03324 * 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.65137 0.32569     2    30  6.8321 0.003589 **
## precip         0.00811 0.00811     1    30  0.1702 0.682870   
## landuse:precip 0.12831 0.06416     2    30  1.3458 0.275587   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

4.3 20 minute 2 mm

## [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        257.872 128.936     2    30  2.5984 0.09105 .
## precip          16.078  16.078     1    30  0.3240 0.57344  
## landuse:precip  67.492  33.746     2    30  0.6801 0.51422  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        355.82 177.909     2    30  7.7613 0.001921 **
## precip           0.09   0.085     1    30  0.0037 0.951753   
## landuse:precip 103.18  51.589     2    30  2.2506 0.122835   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        227.845 113.922     2    30  7.6604 0.002053 **
## precip           3.956   3.956     1    30  0.2660 0.609815   
## landuse:precip  28.670  14.335     2    30  0.9639 0.392888   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

4.4 20 minute 0.25 mm

## [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          3.94    1.97     2 23.092  0.0803 0.923113   
## precip         341.74  341.74     1 24.299 13.9426 0.001013 **
## landuse:precip  62.02   31.01     2 23.092  1.2652 0.301037   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        360.27 180.134     2 27.856  1.4587 0.2498
## precip          69.43  69.427     1 30.000  0.5622 0.4592
## landuse:precip 505.52 252.758     2 27.535  2.0468 0.1483
## [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        221.19 110.594     2 25.052  1.1477 0.3335
## precip         241.96 241.956     1 27.240  2.5109 0.1246
## landuse:precip 103.89  51.946     2 25.052  0.5391 0.5899

4.5 5 minute MWD

## [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        0.16741 0.08371     2 20.580  0.4895 0.6199
## precip         0.43517 0.43517     1 28.778  2.5449 0.1216
## landuse:precip 0.44009 0.22005     2 20.580  1.2869 0.2974
## [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        1.44609 0.72305     2 21.868  3.5546 0.04606 *
## precip         0.00573 0.00573     1 26.971  0.0282 0.86801  
## landuse:precip 0.13294 0.06647     2 21.277  0.3268 0.72480  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.17090 0.08545     2 18.602  0.3335 0.7206
## precip         0.60384 0.60384     1 18.081  2.3568 0.1421
## landuse:precip 0.13578 0.06789     2 18.602  0.2650 0.7701

4.6 5 minute 2 mm

## [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         25.486  12.743     2 17.893  0.1477 0.8637
## precip         144.368 144.368     1 29.716  1.6734 0.2058
## landuse:precip 138.516  69.258     2 17.893  0.8028 0.4636
## [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        262.953 131.477     2 20.208  1.5236 0.2419
## precip           0.614   0.614     1 28.249  0.0071 0.9334
## landuse:precip  17.133   8.566     2 19.442  0.0993 0.9060
## [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        204.601 102.300     2    30  0.9953 0.3815
## precip          90.142  90.142     1    30  0.8770 0.3565
## landuse:precip 184.757  92.379     2    30  0.8988 0.4177

4.7 5 minute 0.25 mm

## [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          3.94    1.97     2 23.092  0.0803 0.923113   
## precip         341.74  341.74     1 24.299 13.9426 0.001013 **
## landuse:precip  62.02   31.01     2 23.092  1.2652 0.301037   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        360.27 180.134     2 27.856  1.4587 0.2498
## precip          69.43  69.427     1 30.000  0.5622 0.4592
## landuse:precip 505.52 252.758     2 27.535  2.0468 0.1483
## [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        221.19 110.594     2 25.052  1.1477 0.3335
## precip         241.96 241.956     1 27.240  2.5109 0.1246
## landuse:precip 103.89  51.946     2 25.052  0.5391 0.5899

4.8 NRCS hand method

## [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        2093.8 1046.87     2 18.889 21.3706 1.411e-05 ***
## precip           53.8   53.80     1 27.343  1.0983 0.3038046    
## landuse:precip 1167.9  583.95     2 18.982 11.9206 0.0004431 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        1251.63  625.82     2    29  7.6618 0.0021309 ** 
## precip         1529.48 1529.48     1    29 18.7253 0.0001635 ***
## landuse:precip  928.86  464.43     2    29  5.6860 0.0082531 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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         207.53  103.76     2 16.542  1.0882 0.359743   
## precip         1155.97 1155.97     1 18.062 12.1235 0.002651 **
## landuse:precip  744.85  372.43     2 16.542  3.9059 0.040800 * 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

4.9 Bulk Density

## [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        0.112061 0.056031     2 23.669  3.2959 0.05461 .
## precip         0.106779 0.106779     1 29.171  6.2811 0.01803 *
## landuse:precip 0.060558 0.030279     2 23.669  1.7811 0.19030  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.037800 0.018900     2    30  0.7264 0.4920  
## precip         0.145961 0.145961     1    30  5.6099 0.0245 *
## landuse:precip 0.017941 0.008971     2    30  0.3448 0.7111  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [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        0.030539 0.015269     2 21.597  1.3400 0.2828
## precip         0.018907 0.018907     1 29.346  1.6592 0.2078
## landuse:precip 0.022982 0.011491     2 21.597  1.0084 0.3813