## [1] "who diffrences equal to one:2829"
## [1] "who diffrences equal to zero:10395"
## 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: 33200
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -3.1195 -0.6730 -0.0660 0.5212 8.6163
##
## Random effects:
## Groups Name Variance Std.Dev.
## subject (Intercept) 0.1666 0.4082
## Residual 0.6873 0.8291
## Number of obs: 13224, groups: subject, 236
##
## Fixed effects:
## Estimate Std. Error df t value Pr(>|t|)
## (Intercept) 1.05784 0.02798 247.38809 37.81 <2e-16 ***
## who_differences 0.68023 0.01805 13112.49272 37.69 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Correlation of Fixed Effects:
## (Intr)
## who_dffrncs -0.148
## 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: 144607.1
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -2.2619 -0.4505 -0.1703 0.1423 17.2635
##
## Random effects:
## Groups Name Variance Std.Dev.
## subject (Intercept) 381.3 19.53
## Residual 3171.9 56.32
## Number of obs: 13224, groups: subject, 236
##
## Fixed effects:
## Estimate Std. Error df t value Pr(>|t|)
## (Intercept) 28.214 1.401 255.079 20.14 <2e-16 ***
## who_differences 36.465 1.223 13169.071 29.81 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Correlation of Fixed Effects:
## (Intr)
## who_dffrncs -0.198
## Linear mixed model fit by REML. t-tests use Satterthwaite's method [
## lmerModLmerTest]
## Formula: PA_avg ~ roaming_entropy * who_differences + (1 | subject)
## Data: df
##
## REML criterion at convergence: 38902.2
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -3.7112 -0.5413 0.0420 0.5849 3.7706
##
## Random effects:
## Groups Name Variance Std.Dev.
## subject (Intercept) 140.4 11.85
## Residual 281.7 16.78
## Number of obs: 4525, groups: subject, 236
##
## Fixed effects:
## Estimate Std. Error df t value
## (Intercept) 45.8282 0.9291 387.2309 49.325
## roaming_entropy 2.5464 0.4500 4480.3035 5.659
## who_differences 6.4254 1.0540 4362.8082 6.096
## roaming_entropy:who_differences -0.9477 0.6172 4398.9703 -1.535
## Pr(>|t|)
## (Intercept) < 2e-16 ***
## roaming_entropy 0.00000001620 ***
## who_differences 0.00000000118 ***
## roaming_entropy:who_differences 0.125
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Correlation of Fixed Effects:
## (Intr) rmng_n wh_dff
## romng_ntrpy -0.443
## who_dffrncs -0.257 0.357
## rmng_ntrp:_ 0.310 -0.699 -0.787
## Linear mixed model fit by REML. t-tests use Satterthwaite's method [
## lmerModLmerTest]
## Formula: PA_avg ~ novel_locations * who_differences + (1 | subject)
## Data: df
##
## REML criterion at convergence: 38934.5
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -3.6579 -0.5454 0.0470 0.5807 3.8377
##
## Random effects:
## Groups Name Variance Std.Dev.
## subject (Intercept) 140.5 11.85
## Residual 282.7 16.81
## Number of obs: 4525, groups: subject, 236
##
## Fixed effects:
## Estimate Std. Error df
## (Intercept) 47.252089 0.856149 282.779805
## novel_locations 0.043746 0.009449 4444.565647
## who_differences 6.933238 0.718067 4371.145743
## novel_locations:who_differences -0.029755 0.010843 4414.836347
## t value Pr(>|t|)
## (Intercept) 55.191 < 2e-16 ***
## novel_locations 4.630 0.00000377 ***
## who_differences 9.655 < 2e-16 ***
## novel_locations:who_differences -2.744 0.00609 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Correlation of Fixed Effects:
## (Intr) nvl_lc wh_dff
## novel_lctns -0.228
## who_dffrncs -0.218 0.264
## nvl_lctns:_ 0.198 -0.864 -0.487
## Linear mixed model fit by REML. t-tests use Satterthwaite's method [
## lmerModLmerTest]
## Formula: PA_avg ~ novel_locations * who_differences * anx_change + (1 |
## subject)
## Data: df
##
## REML criterion at convergence: 34811.2
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -3.6402 -0.5309 0.0555 0.5751 3.7191
##
## Random effects:
## Groups Name Variance Std.Dev.
## subject (Intercept) 132.2 11.50
## Residual 283.3 16.83
## Number of obs: 4044, groups: subject, 208
##
## Fixed effects:
## Estimate Std. Error
## (Intercept) 47.347754 0.890549
## novel_locations 0.046161 0.010020
## who_differences 6.846503 0.771131
## anx_change -0.251912 0.218573
## novel_locations:who_differences -0.031454 0.011634
## novel_locations:anx_change -0.004749 0.002570
## who_differences:anx_change -0.220659 0.199920
## novel_locations:who_differences:anx_change 0.005776 0.002956
## df t value Pr(>|t|)
## (Intercept) 250.267465 53.167 < 2e-16
## novel_locations 3974.813397 4.607 0.00000421
## who_differences 3906.709208 8.879 < 2e-16
## anx_change 259.684631 -1.153 0.25016
## novel_locations:who_differences 3946.983984 -2.704 0.00689
## novel_locations:anx_change 3963.535293 -1.847 0.06475
## who_differences:anx_change 3909.918023 -1.104 0.26978
## novel_locations:who_differences:anx_change 3936.467979 1.954 0.05078
##
## (Intercept) ***
## novel_locations ***
## who_differences ***
## anx_change
## novel_locations:who_differences **
## novel_locations:anx_change .
## who_differences:anx_change
## novel_locations:who_differences:anx_change .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Correlation of Fixed Effects:
## (Intr) nvl_lc wh_dff anx_ch nvl_lctns:w_ nvl_lctns:n_ wh_d:_
## novel_lctns -0.238
## who_dffrncs -0.221 0.271
## anx_change -0.069 0.036 0.015
## nvl_lctns:w_ 0.204 -0.855 -0.503 -0.029
## nvl_lctns:n_ 0.031 -0.178 -0.036 -0.272 0.150
## wh_dffrnc:_ 0.014 -0.041 -0.044 -0.228 0.072 0.292
## nvl_lct:_:_ -0.025 0.152 0.069 0.236 -0.188 -0.861 -0.518