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Homework answers / question archive / In a study of air quality in New York City, researchers collected data over 153 consecutive days between May and September 1973
In a study of air quality in New York City, researchers collected data over 153 consecutive days between May and September 1973. The response of interest is the measurements of ozone level, in parts per billion particles. Three independent variables were
considered:
• Solar radiation (Langleys) from 8:00am to noon at Central Park;
• Average wind speed (mph) from 7:00am to 10:00am at LaGuardia Airport;
• Daily maximum temperature (degrees Fahrenheit) at LaGuardia Airport.
The R output for regressing Ozone onto the three independent variables is given below.
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) -64.34208 23.05472 -2.791 0.00623 **
Solar.R 0.05982 0.02319 2.580 0.01124 *
Wind -3.33359 0.65441 -5.094 1.52e-06 ***
Temp 1.65209 0.25353 6.516 2.42e-09 ***
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Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(a) Find the slope term associated with each of the three independent variables and
interpret. Which one(s) are positively correlated with ozone level, and which
one(s) are negatively correlated with ozone level?
(b) Under significance level of α = 0.01, which independent variable(s) are insignificant?
(c) The record for Sept. 27, 1973 is given below.
Ozone Solar.R Wind Temp Month Day
NA 145 13.2 77 9 27
The ozone level is shown as "NA", a symbol for missing data. Based on the
measurements for solar radiation, wind speed, and temperature on that day, what
is the predicted ozone level?