## [1] "who diffrences equal to one:2661"
## [1] "who diffrences equal to zero:9971"
## Linear mixed model fit by REML. t-tests use Satterthwaite's method [
## lmerModLmerTest]
## Formula: roaming_entropy ~ who_differences + (1 | subject)
## Data: df
##
## REML criterion at convergence: 31740.5
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -3.1280 -0.6696 -0.0676 0.5154 8.6129
##
## Random effects:
## Groups Name Variance Std.Dev.
## subject (Intercept) 0.1707 0.4131
## Residual 0.6881 0.8295
## Number of obs: 12632, groups: subject, 230
##
## Fixed effects:
## Estimate Std. Error df t value Pr(>|t|)
## (Intercept) 1.06233 0.02866 240.19619 37.07 <2e-16 ***
## who_differences 0.68841 0.01857 12514.84188 37.07 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Correlation of Fixed Effects:
## (Intr)
## who_dffrncs -0.145
## Linear mixed model fit by REML. t-tests use Satterthwaite's method [
## lmerModLmerTest]
## Formula: novel_locations ~ who_differences + (1 | subject)
## Data: df
##
## REML criterion at convergence: 138409.3
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -2.2978 -0.4445 -0.1681 0.1407 17.0796
##
## Random effects:
## Groups Name Variance Std.Dev.
## subject (Intercept) 388.8 19.72
## Residual 3240.7 56.93
## Number of obs: 12632, groups: subject, 230
##
## Fixed effects:
## Estimate Std. Error df t value Pr(>|t|)
## (Intercept) 28.516 1.434 248.528 19.88 <2e-16 ***
## who_differences 36.804 1.271 12573.935 28.95 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Correlation of Fixed Effects:
## (Intr)
## who_dffrncs -0.197
## Cumulative Link Mixed Model fitted with the Laplace approximation
##
## formula: PA_ordinal ~ roaming_entropy * who_differences + (1 | subject)
## data: df
##
## link threshold nobs logLik AIC niter max.grad cond.H
## logit flexible 4146 -8120.17 16266.35 2026(16274) 3.55e-03 2.8e+02
##
## Random effects:
## Groups Name Variance Std.Dev.
## subject (Intercept) 2.027 1.424
## Number of groups: subject 230
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## roaming_entropy 0.30095 0.04984 6.039 0.00000000155 ***
## who_differences 0.71346 0.11850 6.021 0.00000000174 ***
## roaming_entropy:who_differences -0.11282 0.06974 -1.618 0.106
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Threshold coefficients:
## Estimate Std. Error z value
## [0,10]|(10,20] -3.3508 0.1336 -25.080
## (10,20]|(20,30] -2.4721 0.1214 -20.367
## (20,30]|(30,40] -1.6384 0.1154 -14.192
## (30,40]|(40,50] -0.6780 0.1125 -6.028
## (40,50]|(50,60] 0.3770 0.1121 3.363
## (50,60]|(60,70] 1.4819 0.1142 12.973
## (60,70]|(70,80] 2.5583 0.1193 21.446
## (70,80]|(80,90] 3.6852 0.1295 28.450
## (80,90]|(90,100] 5.0666 0.1569 32.285
## (22950 observations deleted due to missingness)

## Cumulative Link Mixed Model fitted with the Laplace approximation
##
## formula: PA_ordinal ~ novel_locations * who_differences + (1 | subject)
## data: df
##
## link threshold nobs logLik AIC niter max.grad cond.H
## logit flexible 4146 -8128.24 16282.47 1217(8880) 3.50e-01 6.6e+05
##
## Random effects:
## Groups Name Variance Std.Dev.
## subject (Intercept) 2.023 1.422
## Number of groups: subject 230
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## novel_locations 0.005420 0.001053 5.149 0.000000262 ***
## who_differences 0.783130 0.081226 9.641 < 2e-16 ***
## novel_locations:who_differences -0.003936 0.001226 -3.210 0.00133 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Threshold coefficients:
## Estimate Std. Error z value
## [0,10]|(10,20] -3.5051 0.1282 -27.333
## (10,20]|(20,30] -2.6269 0.1153 -22.774
## (20,30]|(30,40] -1.7946 0.1089 -16.480
## (30,40]|(40,50] -0.8367 0.1055 -7.931
## (40,50]|(50,60] 0.2157 0.1047 2.059
## (50,60]|(60,70] 1.3189 0.1067 12.364
## (60,70]|(70,80] 2.3936 0.1118 21.410
## (70,80]|(80,90] 3.5162 0.1223 28.749
## (80,90]|(90,100] 4.8923 0.1507 32.460
## (22950 observations deleted due to missingness)
