In: Statistics and Probability
Motorists travelling at higher rates of speed or driving too fast for conditions have less time to react, take longer to stop in an emergency, and don’t always see warning and advisory signs. The faster your speed, the more distance you need to stop. It increases even more in wet or icy road conditions. Following tables shows the speed of a vehicle and total stopping distance (reaction + braking) in ideal weather condition. It is determined that approximately 98.77% of the variation in the total stopping distance can be explained by the variation in the speed.
Speed (km/h) |
Total Stopping Distance (meter) |
30 |
21 |
40 |
25.70 |
50 |
34.80 |
60 |
45.20 |
70 |
56.70 |
80 |
72.00 |
90 |
83.00 |
100 |
100.90 |
110 |
113.94 |
120 |
135 |
(a) Determine the five-number summary of the Total Stopping Distance. (1 mark)
(b) Determine if the Total Stopping Distance contains outliers .
(c) Calculate the least squares regression equation for predicting the Total Stopping Distance from the speed of a vehicle.
(d) Calculate the residual if the speed of your vehicle is 70 km/h. (1 mark)
a) five-number summary of the Total Stopping Distance
Statistics | |||||
Variable | Minimum | Q1 | Median | Q3 | Maximum |
Total Stopping Distance (meter) | 21 | 32.5 | 64.3 | 104.2 | 135 |
b)
Determine if the Total Stopping Distance contains outliers
we will draw boxplot to check is their any outliers present or not
so from above boxplot we can see that their is no point outside of boxplot. So Total Stopping Distance do not have any outliers.
c)the least squares regression equation for predicting the Total Stopping Distance from the speed of a vehicle
Regression Equation
Total Stopping Distance (meter) = -26.76 + 1.2745 Speed (km/h)
(d) Calculate the residual if the speed of your vehicle is 70 km/h.
Total Stopping Distance (meter) = -26.76 + 1.2745 Speed (km/h)
Total Stopping Distance (meter) = -26.76 + 1.2745*70
Total Stopping Distance (meter) = 62.46 meter
Residual = Observed value of Total Stopping Distance (meter) when speed is 70(km/h) -
Fitted value of Total Stopping Distance (meter) when speed is 70(km/h) using regression equation.
Residual = 56.70 - 62.46 = - 5.76