Table 5 Multivariate regression
| Â | Natural Neighbourhood (n = 95) | Aggregated (n = 95) | Census Tract (n = 184) |
|---|---|---|---|
| Â | Multivariate OLS | Multivariate OLS | Multivariate OLS |
R-squared | 0.4306 | 0.3947 | 0.4341 |
Adjusted R-squared | 0.3848 | 0.3678 | 0.4150 |
Sum squared residual | 32783700.0000 | 576190000000.0000 | 252486000.0000 |
Sigma-square | 376824.0000 | 841798.0000 | 1426470.0000 |
S.E. of regression | 613.8600 | 917.4960 | 1194.3500 |
Sigma-square ML | 345091.0000 | 797493.0000 | 1372210.0000 |
S.E of regression ML | 587.4450 | 893.0250 | 1171.4100 |
F-statistic | 9.3999 | 14.6759 | 22.6379 |
Prob(F-statistic) | 0.0000 | 0.0000 | 0.0000 |
Log likelihood | -740.4980 | -780.2880 | -1561.2200 |
Akaike | 1497.0000 | 1570.5800 | 3136.4400 |
Schwarz criterion | 1517.4300 | 1583.3400 | 3158.9500 |
Variables | n.a. | n.a. | n.a. |
| Â | Intercept 5327.4610 (0.0001) | Intercept 738.3682 (0.0192) | Intercept -1013.495 (0.0905) |
| Â | Mean NO2 concentration -18.0183 (0.6855) | Mean NO2 concentration 36.4373 (0.5349) | Mean NO2 concentration 30.9425 (0.5706) |
| Â | Educational Attainment 78.4534 (0.0002) | % Occupied private dwellings in need of major repairs 179.7687 (0.0007) | % Occupied private dwellings in need of major repairs 177.3213 (< 0.0001) |
| Â | Participation Rate -53.0824 (0.0003) | % Occupied private dwellings built before 1946 -29.6505 (0.0118) | % Occupied private dwellings built before 1946 -20.91902 (0.0163) |
| Â | % Management occupations -84.1282 (0.004) | Educational Attainment 73.4928 (0.0111) | Educational Attainment 113.1868 (< 0.0001) |
| Â | % Walk - mode of transportation to work 40.1355 (< 0.0001) | Â | Average income 0.0151 (0.0442) |
| Â | % Occupied private dwellings of type apartment -16.7916 (0.0015) | Â | % Retail trade industry 73.8654 (0.0161) |
| Â | % Lone-parent families -34.7820 (0.0157) | Â | Â |
Jarque-Bera | 0.9239 (0.6300) | 44.1697 (< 0.0001) | 1173.241 (< 0.0001) |
Breusch-Pagan Test | 3.0898 (0.8765) | 8.5867 (0.0723) | 149.1566 (< 0.0001) |
Koenker-Bassett test | 3.1269 (0.8730) | 3.8557 (0.4258) | 21.8956 (0.0012) |
Moran's I (error) | 0.0498 (0.2527) | 0.1892 (0.0006) | 0.1091 (0.0051) |
Lagrange Multiplier (lag) | 0.1953 (0.6584) | 7.8384 (0.0051) | 2.7432 (0.0976) |
Robust LM (lag) | 3.4593 (0.0628) | 0.6030 (0.4374) | 0.2288 (0.6324) |
Lagrange Multiplier (error) | 0.4047 (0.0554) | 7.8074 (0.0052) | 5.5355 (0.0186) |
Robust LM (error) | 3.6687 (0.0628) | 0.5720 (0.4494) | 3.0211 (0.0821) |