Advertisement
Not a member of Pastebin yet?
Sign Up,
it unlocks many cool features!
- > summary(mydata)
- Won Club Healthcare Other
- Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.00000
- 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.00000
- Median :0.0000 Median :0.0000 Median :0.0000 Median :0.00000
- Mean :0.2731 Mean :0.1101 Mean :0.1359 Mean :0.09723
- 3rd Qu.:1.0000 3rd Qu.:0.0000 3rd Qu.:0.0000 3rd Qu.:0.00000
- Max. :1.0000 Max. :1.0000 Max. :1.0000 Max. :1.00000
- Government
- Min. :0.0000
- 1st Qu.:0.0000
- Median :1.0000
- Mean :0.6567
- 3rd Qu.:1.0000
- Max. :1.0000
- > str(mydata)
- 'data.frame': 7981 obs. of 5 variables:
- $ Won : int 1 0 0 0 0 0 0 0 0 0 ...
- $ Club : int 0 0 0 0 0 0 1 1 0 0 ...
- $ Healthcare: int 0 0 0 0 0 0 0 0 0 0 ...
- $ Other : int 0 0 0 0 0 0 0 0 0 0 ...
- $ Government: int 1 1 1 1 1 1 0 0 1 1 ...
- > glm.out = glm(w ~ c+h+o, family=binomial(logit), data=mydata)
- > summary(glm.out)
- Call:
- glm(formula = w ~ c + h + o, family = binomial(logit), data = mydata)
- Deviance Residuals:
- Min 1Q Median 3Q Max
- -1.1649 -0.7063 -0.7063 1.1900 1.7382
- Coefficients:
- Estimate Std. Error z value Pr(>|z|)
- (Intercept) -0.02958 0.06747 -0.438 0.661
- c -0.79804 0.09437 -8.456 < 2e-16 ***
- h -0.65584 0.10166 -6.451 1.11e-10 ***
- o -1.23167 0.07524 -16.370 < 2e-16 ***
- ---
- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
- (Dispersion parameter for binomial family taken to be 1)
- Null deviance: 9359.6 on 7980 degrees of freedom
- Residual deviance: 9074.3 on 7977 degrees of freedom
- AIC: 9082.3
- Number of Fisher Scoring iterations: 4
- > anova(glm.out, test="Chisq")
- Analysis of Deviance Table
- Model: binomial, link: logit
- Response: w
- Terms added sequentially (first to last)
- Df Deviance Resid. Df Resid. Dev Pr(>Chi)
- NULL 7980 9359.6
- c 1 5.965 7979 9353.6 0.01459 *
- h 1 19.076 7978 9334.5 1.256e-05 ***
- o 1 260.238 7977 9074.3 < 2.2e-16 ***
- ---
- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Advertisement
Add Comment
Please, Sign In to add comment
Advertisement