TABLE 5.
Data set (total no. of samples)c | Root node split criterion | Secondary split criteriond | Median E. coli density (CFU 100 ml−1) ± MAD | No. of samples |
---|---|---|---|---|
E. coli densities for spring (595) | NUD_CATTLE BARN, >2.29 km | DPAST_2K, >1.26 obs. km−2 | 58 ± 1,040 | 190 |
NUD_CATTLE BARN, >2.29 km | DPAST_2K, ≤1.26 obs. km−2 | 20 ± 206 | 315 | |
NUD_CATTLE BARN, ≤2.29 km | SHREVE, >5.0 | 108 ± 258 | 61 | |
NUD_CATTLE BARN, ≤2.29 km | SHREVE, ≤5.0 | 230 ± 516 | 29 | |
E. coli densities for summer (750) | SHREVE, >15.5 | NUD_CATTLE BARN, ≤3.65 km | 112 ± 114 | 87 |
SHREVE, >15.5 | NUD_CATTLE BARN, >3.65 km | 20 ± 88 | 383 | |
SHREVE, ≤15.5 | NUD_PAST, ≤1.16 km | 468 ± 3,650 | 141 | |
SHREVE, ≤15.5 | NUD_PAST, >1.16 km | 174 ± 521 | 139 | |
E. coli densities for fall (575) | FORAGEP_2K, >0.39 km2 km−2 | NA | 230 ± 608 | 64 |
FORAGEP_2K, ≤0.39 km2 km−2 | NUD_FORAGE, >2.95 km | 24 ± 84 | 73 | |
FORAGEP_2K, ≤0.39 km2 km−2 | NUD_FORAGE, ≤2.95 km | 78 ± 526 | 438 |
Root node split criterion, the variable and condition by which all the data were divided into two nodal groupings (child nodes); secondary split criterion, the variable and condition by which the child nodes derived from the root nodal split were divided (for purposes of brevity, we present only results up to this tree level in this study). The variables that define the E. coli split criteria are described in Table 1.
Terminal nodes are data groupings where no further splitting occurs.
All data sets are for 2004 to 2007. Note that winter data are not included, since CART could not cross-validate that seasonal data set, as a result of lack of data structure.
obs., observations; NA, not applicable, since there was no terminal node of data at that level in the tree model.