Biologists have observed that there is a linear relationship
between the ambient temperature and the frequency at which a
cricket chirps. Suppose that the follow data was measured for a
particular species of cricket.
Temperature ∘∘F (x)(x) | Chirps per Second (y)(y) | ||||||||
92.0 | 20.2 | ||||||||
85.0 | 18.6 | ||||||||
89.1 | 19.3 | ||||||||
88.4 | 19.9 | ||||||||
77.5 | 15.9 | ||||||||
88.0 | 18.4 | ||||||||
83.6 | 18.1 | ||||||||
86.7 | 19.4 | ||||||||
84.9 | 18.6 | ||||||||
78.9 | 16.8 | ||||||||
72.9 | 15.5 | ||||||||
90.6 | 20 | ||||||||
90.6 | 20.1 | ||||||||
96.5 | 20.9 | ||||||||
75.5 | 15 | ||||||||
a) What is the equation for the least squares line for this
data?
y=
b) How many chirps per second would you expect to hear from this
cricket if the ambient temperature was 55∘55∘F?
c) What is the ambient temperature if the cricket chirps 17.2 times
per second?
d) What is the correlation coefficient?
r=
data -> data analysis -> regression in excel
SUMMARY OUTPUT | |||||
Regression Statistics | |||||
Multiple R | 0.969573574 | ||||
R Square | 0.940072915 | ||||
Adjusted R Square | 0.935463139 | ||||
Standard Error | 0.469987406 | ||||
Observations | 15 | ||||
ANOVA | |||||
df | SS | MS | F | Significance F | |
Regression | 1 | 45.04578723 | 45.04578723 | 203.9302916 | 2.52793E-09 |
Residual | 13 | 2.871546102 | 0.220888162 | ||
Total | 14 | 47.91733333 | |||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | |
Intercept | -4.66049409 | 1.62264531 | -2.872158236 | 0.013088823 | -8.166006157 |
Temperature ∘∘F (x)(x) | 0.270744736 | 0.018959163 | 14.28041637 | 2.52793E-09 | 0.229785956 |
a)
y^= -4.6605 + 0.2707 * x
b)
when x = 55
y^= -4.6605 + 0.2707 * 55
10.2304664 |
c)
17.2 = -4.6605 + 0.2707 * x
x = 80.7554
d)
r = 0.969573574
Biologists have observed that there is a linear relationship between the ambient temperature and the frequency...
Biologists have noticed that the chirping rate of crickets of certain species is related to temperature, and the relationship appears to be very nearly linear. A cricket produces 113 chirps per minute at 70 degrees Fahrenheit and 173 chirps per minute at 80 degrees Fahrenheit. What is the slope of the graph of a linear equation that models the temperature T as a function of the number of chirps per minute N?
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