Table 3.
Random forest ranking of exposure components for each respiratory function outcome. Relative importance ranking of each measured component in predicting differences between exposed and control animals.
| F
|
Ti
|
Te
|
Tv
|
Mv
|
PIF
|
PEF
|
EF50
|
PAU
|
EIP
|
EEP
|
Penh
|
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Mass | 18 | 17 | 16 | 16 | 6 | 15 | 6 | 4 | 4 | 5 | 10 | 3 |
| PN | 16 | 18 | 10 | 9 | 9 | 12 | 5 | 7 | 6 | 4 | 2 | 5 |
| Total SO4 | 13 | 11 | 5 | 12 | 12 | 20 | 15 | 11 | 2 | 6 | 14 | 2 |
| Acidic SO4 | 1 | 1 | 1 | 13 | 14 | 18 | 8 | 12 | 22 | 7 | 16 | 20 |
| Neutralized SO4 | 11 | 12 | 6 | 10 | 7 | 13 | 9 | 8 | 11 | 8 | 4 | 11 |
| NH4 | 14 | 13 | 4 | 7 | 8 | 10 | 3 | 6 | 10 | 9 | 6 | 6 |
| OC | 8 | 7 | 17 | 11 | 11 | 8 | 20 | 18 | 13 | 17 | 7 | 16 |
| EC | 10 | 10 | 9 | 2 | 1 | 1 | 1 | 1 | 9 | 13 | 20 | 14 |
| TC | 7 | 6 | 12 | 14 | 2 | 2 | 12 | 2 | 14 | 15 | 8 | 13 |
| Al | 2 | 4 | 2 | 18 | 21 | 19 | 17 | 19 | 16 | 2 | 9 | 18 |
| Si | 6 | 5 | 11 | 23 | 17 | 17 | 21 | 21 | 20 | 23 | 18 | 21 |
| Fe | 3 | 2 | 14 | 8 | 20 | 6 | 19 | 15 | 3 | 16 | 12 | 12 |
| Ni | 9 | 9 | 18 | 5 | 22 | 11 | 14 | 13 | 8 | 18 | 13 | 8 |
| Zn | 20 | 20 | 22 | 3 | 16 | 16 | 16 | 16 | 19 | 11 | 17 | 9 |
| Pb | 21 | 21 | 19 | 22 | 18 | 22 | 2 | 22 | 23 | 21 | 23 | 22 |
| Mg | 19 | 19 | 20 | 6 | 19 | 4 | 11 | 10 | 18 | 1 | 21 | 19 |
| Na | 23 | 23 | 21 | 1 | 5 | 3 | 13 | 17 | 17 | 3 | 5 | 15 |
| O3 | 15 | 8 | 7 | 4 | 3 | 5 | 2 | 3 | 12 | 12 | 1 | 4 |
| NO | 4 | 15 | 3 | 15 | 10 | 9 | 18 | 20 | 5 | 22 | 22 | 7 |
| NO2 | 12 | 16 | 13 | 20 | 4 | 7 | 4 | 5 | 1 | 14 | 11 | 1 |
| NO3 | 17 | 22 | 15 | 19 | 15 | 14 | 10 | 14 | 15 | 20 | 15 | 17 |
| SO2 | 22 | 14 | 23 | 21 | 23 | 23 | 23 | 23 | 21 | 19 | 19 | 23 |
| Pinene | 5 | 3 | 8 | 17 | 13 | 21 | 7 | 9 | 7 | 10 | 3 | 10 |