Table 2 Changes to particle and ozone concentrations associated with variation in the gasoline-ethanol fuel mix

From: Reduced ultrafine particle levels in São Paulo’s atmosphere during shifts from gasoline to ethanol use

Column number:

(1)

(2)

(3)

(4)

(5)

Dependent variable:

BC

PM2.5

PM 100–800 nm

UFP 7–100 nm

Ozone

Unit:

µg m−3

µg m−3

cm−3

cm−3

µg m−3

Mean over hour window:

08:00

24-h

08:00

08:00

12:00–16:00

Sample period:

Oct/2010 to Apr/2011

Nov/2008 to

Jan/2011 to

Jan/2011 to

Nov/2008 to

 

& Oct to Nov/2012

May/2013

May/2011

May/2011

May/2013

Number of sampling sites:

1

3

1

1

12

Source:

Own

CETESB

Own

Own

CETESB

Share of Gasoline E20/E25 in the flex fleet rises from 30 to 80%

−0.3 ± 1.9

0.2 ± 3.9

−1,249 ± 1,669

8,713 ± 4,559

−8.3 ± 5.0

Equivalently, share of Ethanol E100 in the flex fleet falls from 70 to 20%

    

Control variables (to correct for the influence of other determinants of particles)

Site-specific linear trend

Yes

Yes

Yes

Yes

Yes

Week-of-year fixed effects

No

Yes

No

No

Yes

Day-of-week fixed effects

Yes

Yes

Yes

Yes

Yes

Radiation (+100 W m−2)

0.5 ± 0.7

−0.4 ± 2.2

4 ± 825

235 ± 1,798

4.2 ± 0.7

Temperature (+1 oC)

0.0 ± 0.2

1.2 ± 0.5

236 ± 235

−847 ± 836

3.1 ± 0.4

Humidity (+10%)

0.1 ± 0.7

−1.0 ± 1.6

349 ± 721

−1,020 ± 1,712

−4.9 ± 1.3

Wind speed (+1 m s−1)

−3.2 ± 1.2

−6.5 ± 2.8

−2,102 ± 1,410

−4,217 ± 3,489

−13.2 ± 2.1

Other meteorological and road traffic conditions (see notes)

Yes

Yes

Yes

Yes

Yes

R 2

62.0%

73.4%

76.0%

69.8%

70.7%

Number of observations

129

511

80

80

13,203

Number of regressors

18

74

19

19

96

Mean value of dependent variable

6.0

13.8

3,577

18,659

72.2

  1. Coefficients and 95% confidence intervals, i.e., point estimate ± 2 standard errors. An observation is a date (columns 1, 3, 4) or a date-site pair (columns 2, 5). Samples exclude the colder months of June to September, and include all days of the week (columns 2, 5) or non-holiday weekdays only (columns 1, 3, 4). Radiation, temperature, humidity, and wind speed in the recorded unit. All columns additionally include several precipitation, thermal inversion and road traffic congestion indicators. Columns 1 to 4 further control for wind direction and column 5 follows Supplementary Table 4. Since the longer samples encompass 2010, columns 2, 5 include site-specific intercepts indicating the opening of the Greater São Paulo beltway’s southern section on March 31, 2010. The effect of raising the gasoline share in the flex fleet is scaled for in-sample variation from 30 to 80%. The corresponding variation in the ethanol share is one minus variation in the gasoline share. Ordinary Least Squares (OLS) estimates, with standard errors calculated by bootstrapping (200 samples each): (i) the consumer-level fuel choice data, to account for sampling variation in the predicted gasoline share in a first-step consumer demand model, and (ii) the pollutant-meterology-traffic data in the second-step particle regression, clustering by date