Question

In: Statistics and Probability

The contingency table to the right shows counts of the types of gasoline bought during the...

The contingency table to the right shows counts of the types of gasoline bought during the week and during weekends.

​(a) Find the value of​ chi-squared and​ Cramer's V for this table.

​(b) Interpret these values. What do these tell you about the association in the​ table?

Weekday

Weekend

Total

  Premium

127127

124124

251251

  Plus

100100

203203

303303

  Regular

487487

128128

615615

  Total

714714

455455

11691169

​(a)

chiχsquared2equals=nothing

​(Round to two decimal places as​ needed.)

Vequals=nothing

​(Round to two decimal places as​ needed.)

​(b) Interpret the values from part​ (a). What do they indicate about the​ association?

Since

Upper VV

chi squaredχ2

is

somewhat large

rather small

large

​, there is

strong

weak

moderate

association between the two variables.

chart with given information

Premium - Weekday 127 Weekend 124 Total 251

Plus- Weekday 100 Weekend 203 Total 303

Regular-Weekday 487 Weekend 128 Total 615

Total-Weekday 714 Weekend 455 Total 1169

Since V or X to the second is somewhat large rather small or large there is strong weak or moderate association between the two variables.

Solutions

Expert Solution

a)

Applying chi square test of independence:
Observed weekday weekend Total
Premium 127 124 251
Plus 100 203 303
regular 487 128 615
total 714 455 1169
Expected Ei=row total*column total/grand total weekday weekend Total
Premium 153.305 97.695 251.00
Plus 185.066 117.934 303.00
regular 375.629 239.371 615.00
total 714.00 455.00 1169.00
chi square    χ2 =(Oi-Ei)2/Ei weekday weekend Total
Premium 4.514 7.083 11.5967
Plus 39.101 61.358 100.4587
regular 33.021 51.817 84.8380
total 76.6352 120.2583 196.893
test statistic X2 = 196.89
Cramer V=φc=√(X2/(n*(k-1)))=sqrt(196.89/(1169*(2-1)) = 0.41 (here k =minimum of number of rows and columns)

  b)

Since V is somewhat large   there is strong association between the two variables.


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