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- eb1$bird_cnt <- eb1$Male + eb1$Female
- summary(glm(bird_cnt ~ Region, data = eb1[eb1$DATE >= "2005-01-01",]))
- Call:
- glm(formula = bird_cnt ~ Region + Month, data = eb1[eb1$DATE >= "2005-01-01", ])
- Deviance Residuals:
- Min 1Q Median 3Q Max
- -0.40541 -0.24594 -0.16190 -0.01577 1.76026
- Coefficients:
- Estimate Std. Error t value Pr(>|t|)
- (Intercept) 1.01577 0.08501 11.948 < 2e-16 ***
- RegionWEST -0.12613 0.06070 -2.078 0.03855 *
- MonthAugust 0.16911 0.12107 1.397 0.16345
- MonthDecember 0.13641 0.10872 1.255 0.21055
- MonthFebruary 0.25450 0.11875 2.143 0.03288 *
- MonthJanuary 0.22397 0.10932 2.049 0.04132 *
- MonthJuly 0.04157 0.15236 0.273 0.78518
- MonthJune 0.15991 0.15877 1.007 0.31464
- MonthMarch 0.14613 0.11059 1.321 0.18737
- MonthMay 0.01226 0.16225 0.076 0.93980
- MonthNovember 0.27872 0.10377 2.686 0.00763 **
- MonthOctober 0.35631 0.10715 3.325 0.00099 ***
- MonthSeptember 0.38964 0.11940 3.263 0.00122 **
- ---
- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
- (Dispersion parameter for gaussian family taken to be 0.1720771)
- Null deviance: 57.879 on 321 degrees of freedom
- Residual deviance: 53.172 on 309 degrees of freedom
- AIC: 361.87
- Number of Fisher Scoring iterations: 2
- Call:
- glm(formula = bird_cnt ~ Region + Month, family = "poisson", data = eb1[eb1$DATE >= "2005-01-01", ])
- Deviance Residuals:
- Min 1Q Median 3Q Max
- -0.36585 -0.22290 -0.15306 -0.01284 1.33480
- Coefficients:
- Estimate Std. Error z value Pr(>|z|)
- (Intercept) 0.01281 0.20472 0.063 0.950
- RegionWEST -0.10741 0.13711 -0.783 0.433
- MonthAugust 0.15643 0.28058 0.558 0.577
- MonthDecember 0.12780 0.25589 0.499 0.617
- MonthFebruary 0.22705 0.27229 0.834 0.404
- MonthJanuary 0.20210 0.25377 0.796 0.426
- MonthJuly 0.03459 0.36665 0.094 0.925
- MonthJune 0.14555 0.36954 0.394 0.694
- MonthMarch 0.13644 0.25944 0.526 0.599
- MonthMay 0.01008 0.39106 0.026 0.979
- MonthNovember 0.24614 0.24109 1.021 0.307
- MonthOctober 0.30528 0.24541 1.244 0.214
- MonthSeptember 0.33203 0.26834 1.237 0.216
- (Dispersion parameter for poisson family taken to be 1)
- Null deviance: 41.040 on 321 degrees of freedom
- Residual deviance: 37.071 on 309 degrees of freedom
- AIC: 746.26
- Number of Fisher Scoring iterations: 4
- Call:
- glm(formula = bird_cnt ~ Region + Month, family = "quasipoisson", data = eb1[eb1$DATE >= "2005-01-01", ])
- Deviance Residuals:
- Min 1Q Median 3Q Max
- -0.36585 -0.22290 -0.15306 -0.01284 1.33480
- Coefficients:
- Estimate Std. Error t value Pr(>|t|)
- (Intercept) 0.01281 0.07582 0.169 0.865926
- RegionWEST -0.10741 0.05078 -2.115 0.035214 *
- MonthAugust 0.15643 0.10392 1.505 0.133284
- MonthDecember 0.12780 0.09477 1.348 0.178502
- MonthFebruary 0.22705 0.10085 2.251 0.025066 *
- MonthJanuary 0.20210 0.09399 2.150 0.032306 *
- MonthJuly 0.03459 0.13580 0.255 0.799133
- MonthJune 0.14555 0.13687 1.063 0.288410
- MonthMarch 0.13644 0.09609 1.420 0.156630
- MonthMay 0.01008 0.14484 0.070 0.944563
- MonthNovember 0.24614 0.08929 2.757 0.006189 **
- MonthOctober 0.30528 0.09089 3.359 0.000881 ***
- MonthSeptember 0.33203 0.09939 3.341 0.000938 ***
- ---
- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
- (Dispersion parameter for quasipoisson family taken to be 0.1371779)
- Null deviance: 41.040 on 321 degrees of freedom
- Residual deviance: 37.071 on 309 degrees of freedom
- AIC: NA
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