Provide a complete and precise interpretation of the coefficient of PhoneServiceYes in the context of this question (PhoneService is defined as "Yes" if the customer has phone service, and "No" otherwise).

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Provide a complete and precise interpretation of the coefficient of PhoneServiceYes in
the context of this question (PhoneService is defined as "Yes" if the customer has
phone service, and "No" otherwise).
Actual
## Coefficients:
##
## (Intercept)
## genderMale
## Senior Citizen
Estimate Std. Error z value Pr(>|z|)
-2.032e-01 2.375e-01 -0.855
0.39233
0.79392
1.981e-02 7.585e-02 0.261
1.148e-01 9.822e-02 1.169
5.244e-02 9.066e-02 0.578
0.24236
## PartnerYes
0.56298
## Dependents Yes
## tenure
-2.776e-01 1.051e-01 -2.641 0.00827 **
-5.663e-02 7.150e-03 -7.920 2.37e-15 ***
## PhoneServiceYes
-8.067e-01 1.696e-01 -4.756 1.98e-06 ***
## Internet ServiceFiber optic 7.904e-01 1.585e-01 4.986 6.18e-07 ***
-2.706e-01 2.190e-01 -1.236 0.21652
-9.019e-01 1.270e-01 -7.099 1.25e-12 ***
-1.699e+00 2.025e-01 -8.391 < 2e-16 ***
4.352 1.35e-05 ***
1.816 0.06935
3.305
## Internet ServiceNo
## ContractOne year
## Contract Two year
## PaperlessBillingYes
## MonthlyCharges
3.791e-01 8.710-02
8.563e-03 4.715e-03
2.696e-04 8.158e-05
## TotalCharges
0.00095 ***
## ---
## Signif. codes: 0 ***** 0.001 *** 0.01 * 0.05
##
## (Dispersion parameter for binomial family taken to be 1)
##
##
Null deviance: 5701.5 on 4921 degrees of freedom
## Residual deviance: 4212.0 on 4908 degrees of freedom
## AIC: 4240 Predicted
Yes
No
Yes
704
367
No
606
3245
Confusion Matrix (Training)
Churn = Yes is the success/positive class.
Actual
0.11
Yes
No
Yes
293
165
Predicted
No
266
1386
Confusion Matrix (Test)
Transcribed Image Text:Provide a complete and precise interpretation of the coefficient of PhoneServiceYes in the context of this question (PhoneService is defined as "Yes" if the customer has phone service, and "No" otherwise). Actual ## Coefficients: ## ## (Intercept) ## genderMale ## Senior Citizen Estimate Std. Error z value Pr(>|z|) -2.032e-01 2.375e-01 -0.855 0.39233 0.79392 1.981e-02 7.585e-02 0.261 1.148e-01 9.822e-02 1.169 5.244e-02 9.066e-02 0.578 0.24236 ## PartnerYes 0.56298 ## Dependents Yes ## tenure -2.776e-01 1.051e-01 -2.641 0.00827 ** -5.663e-02 7.150e-03 -7.920 2.37e-15 *** ## PhoneServiceYes -8.067e-01 1.696e-01 -4.756 1.98e-06 *** ## Internet ServiceFiber optic 7.904e-01 1.585e-01 4.986 6.18e-07 *** -2.706e-01 2.190e-01 -1.236 0.21652 -9.019e-01 1.270e-01 -7.099 1.25e-12 *** -1.699e+00 2.025e-01 -8.391 < 2e-16 *** 4.352 1.35e-05 *** 1.816 0.06935 3.305 ## Internet ServiceNo ## ContractOne year ## Contract Two year ## PaperlessBillingYes ## MonthlyCharges 3.791e-01 8.710-02 8.563e-03 4.715e-03 2.696e-04 8.158e-05 ## TotalCharges 0.00095 *** ## --- ## Signif. codes: 0 ***** 0.001 *** 0.01 * 0.05 ## ## (Dispersion parameter for binomial family taken to be 1) ## ## Null deviance: 5701.5 on 4921 degrees of freedom ## Residual deviance: 4212.0 on 4908 degrees of freedom ## AIC: 4240 Predicted Yes No Yes 704 367 No 606 3245 Confusion Matrix (Training) Churn = Yes is the success/positive class. Actual 0.11 Yes No Yes 293 165 Predicted No 266 1386 Confusion Matrix (Test)
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