Table 1 Linear models of air pollution in the New York City metropolitan area
CBSA | NYC | CRZ | |||||||
|---|---|---|---|---|---|---|---|---|---|
Predictor | M1 base | M2 +weather | M3 +demo | M4 base | M5 +weather | M6 +demo | M7 base | M8 +weather | M9 +demo |
Daily effect | <0.01*** (0.00) | <0.01*** (0.00) | <0.01*** (0.00) | <0.01*** (0.00) | <0.01* (0.00) | <0.01* (0.00) | < 0.01 (0.00) | <0.01*** (0.00) | <0.01*** (0.00) |
Treatment | −0.39*** (0.02) | −0.20*** (0.02) | −0.20*** (0.02) | −0.47*** (0.03) | −0.22*** (0.03) | −0.22*** (0.03) | −0.49*** (0.05) | −0.21*** (0.06) | −0.19*** (0.05) |
\(\sqrt{{\text{Background PM}}_{2.5}}\) | 0.91*** (0.01) | 0.80*** (0.01) | 0.79*** (0.01) | 0.91*** (0.01) | 0.75*** (0.01) | 0.77*** (0.01) | 0.86*** (0.02) | 0.67*** (0.02) | 0.66*** (0.02) |
ln(Distance from road) | −0.03*** (0.00) | −0.03*** (0.00) | <0.01 (0.00) | −0.03*** (0.00) | −0.03*** (0.00) | −0.02*** (0.00) | |||
ln(Temperature) | 0.72*** (0.03) | 0.66*** (0.03) | 0.83*** (0.04) | 0.84*** (0.04) | 0.76*** (0.08) | 0.73*** (0.07) | |||
% Humidity | < 0.01 (0.00) | <0.01*** (0.00) | 0.01*** (0.00) | 0.01*** (0.00) | 0.01*** (0.00) | 0.01*** (0.00) | |||
Windspeed (m/s) | −0.02*** (0.00) | −0.02*** (0.00) | −0.02*** (0.00) | −0.02*** (0.00) | −0.03*** (0.01) | −0.03*** (0.00) | |||
Precipitation | 0.48 (0.40) | −0.54 (0.39) | −0.80 0.51) | −1.01* (0.51) | −3.17** (1.01) | −2.92** (0.93) | |||
% Cloud cover | <0.01 (0.00) | <0.01*** (0.00) | <0.01*** (0.00) | <0.01*** (0.00) | <0.01*** (0.00) | <0.01*** (0.00) | |||
ln(Pop. density) | 0.07*** (0.00) | 0.07*** (0.01) | −1.21*** (0.06) | ||||||
ln(Median income) | −0.09*** (0.02) | 0.13*** (0.03) | 0.10** (0.03) | ||||||
% Non-White | −0.03 (0.03) | 0.07 (0.05) | |||||||
% Hispanic/Latino | −0.36*** (0.03) | −0.14** (0.04) | |||||||
Constant | 0.74*** (0.04) | −1.36*** (0.12) | −0.89** (0.28) | 0.80*** (0.05) | −1.76*** (0.15) | −4.10*** (0.39) | 0.82*** (0.08) | −1.70*** (0.28) | 10.01*** (0.78) |
R2 | 0.54 | 0.56 | 0.58 | 0.54 | 0.57 | 0.58 | 0.58 | 0.62 | 0.68 |
Max VIF | 6.5 | 7.0 | 7.0 | 6.8 | 7.4 | 7.4 | 7.3 | 7.9 | 8.0 |
F (df) | 336.4*** (62) | 335.1*** (67) | 338.7*** (71) | 207.3*** (62) | 218.3*** (67) | 214.0*** (71) | 59.1***(61) | 64.8***(66) | 79.2***(68) |
RMSE (μg/m3) | 0.55 | 0.54 | 0.53 | 0.56 | 0.54 | 0.53 | 0.50 | 0.48 | 0.44 |
MAE (μg/m3) | 0.42 | 0.41 | 0.41 | 0.43 | 0.42 | 0.41 | 0.39 | 0.37 | 0.34 |
%MAE/Range | 9% | 9% | 9% | 10% | 9% | 9% | 12% | 11% | 10% |
Range (μg/m3) | 0.3–5.0 | 0.3–5.0 | 0.3–5.0 | 0.5–5.0 | 0.5–5.0 | 0.5–5.0 | 1.8–5.0 | 1.8–5.0 | 1.8–5.0 |
N obs | 17,758 | 17,667 | 17,667 | 11,228 | 11,193 | 11,193 | 2651 | 2651 | 2651 |
N treated | 5469 | 5412 | 5412 | 3608 | 3589 | 3589 | 882 | 882 | 882 |
N control | 12,289 | 12,255 | 12,255 | 7620 | 7604 | 7604 | 1769 | 1769 | 1769 |