Alphas
## Some items ( tipi_2 tipi_4 tipi_6 tipi_8 ) were negatively correlated with the total scale and
## probably should be reversed.
## To do this, run the function again with the 'check.keys=TRUE' optionCorrelations
Main effects
Mutability
## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 1658.0 829.0 527.7 <2e-16 ***
## Residuals 622 977.1 1.6
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = hier_mut ~ condition, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -3.7677725 -4.054456 -3.4810894 0
## nomutability-highmutability -0.8024615 -1.091955 -0.5129677 0
## nomutability-lowmutability 2.9653110 2.675817 3.2548048 0## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 46.1 23.07 8.121 0.00033 ***
## Residuals 622 1766.7 2.84
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = conf ~ condition, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -0.6603476 -1.04582826 -0.27486684 0.0001892
## nomutability-highmutability -0.3610690 -0.75032898 0.02819107 0.0755565
## nomutability-lowmutability 0.2992786 -0.08998143 0.68853862 0.1683379## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 123.9 61.95 30.28 2.82e-13 ***
## Residuals 622 1272.5 2.05
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = voice ~ condition, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -1.0679305 -1.3950887 -0.74077226 0.0000000
## nomutability-highmutability -0.3722286 -0.7025943 -0.04186283 0.0226348
## nomutability-lowmutability 0.6957019 0.3653362 1.02606766 0.0000029## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 94.9 47.43 22.7 3.07e-10 ***
## Residuals 622 1299.9 2.09
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = vthree ~ condition, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -0.9336493 -1.2643077 -0.60299083 0.0000000
## nomutability-highmutability -0.3215356 -0.6554359 0.01236471 0.0619793
## nomutability-lowmutability 0.6121137 0.2782134 0.94601400 0.0000571## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 341.6 170.82 62.73 <2e-16 ***
## Residuals 622 1693.6 2.72
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = futv ~ condition, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability 1.7030016 1.32557348 2.0804297 0.0000000
## nomutability-highmutability 0.3414423 -0.03968612 0.7225708 0.0896884
## nomutability-lowmutability -1.3615592 -1.74268770 -0.9804308 0.0000000## Df Sum Sq Mean Sq F value Pr(>F)
## status_cond 1 6.1 6.094 1.444 0.23
## Residuals 623 2629.0 4.220## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = hier_mut ~ status_cond, data = vignette_clean)
##
## $status_cond
## diff lwr upr p adj
## low-high -0.197491 -0.5202293 0.1252472 0.2299434## Df Sum Sq Mean Sq F value Pr(>F)
## status_cond 1 789.9 789.9 481.1 <2e-16 ***
## Residuals 623 1022.9 1.6
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = conf ~ status_cond, data = vignette_clean)
##
## $status_cond
## diff lwr upr p adj
## low-high -2.248507 -2.449819 -2.047195 0## Df Sum Sq Mean Sq F value Pr(>F)
## status_cond 1 154.5 154.51 77.51 <2e-16 ***
## Residuals 623 1241.9 1.99
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = voice ~ status_cond, data = vignette_clean)
##
## $status_cond
## diff lwr upr p adj
## low-high -0.9944359 -1.216256 -0.7726155 0## Df Sum Sq Mean Sq F value Pr(>F)
## status_cond 1 168.6 168.56 85.64 <2e-16 ***
## Residuals 623 1226.2 1.97
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = vthree ~ status_cond, data = vignette_clean)
##
## $status_cond
## diff lwr upr p adj
## low-high -1.038676 -1.259087 -0.818264 0## Df Sum Sq Mean Sq F value Pr(>F)
## status_cond 1 176.9 176.86 59.29 5.37e-14 ***
## Residuals 623 1858.4 2.98
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = futv ~ status_cond, data = vignette_clean)
##
## $status_cond
## diff lwr upr p adj
## low-high 1.063936 0.7925894 1.335282 0Interactions
## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 1658.0 829.0 533.299 <2e-16 ***
## status_cond 1 6.5 6.5 4.180 0.0413 *
## condition:status_cond 2 8.4 4.2 2.712 0.0672 .
## Residuals 619 962.2 1.6
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = hier_mut ~ condition * status_cond, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -3.7677725 -4.052949 -3.4825961 0
## nomutability-highmutability -0.8024615 -1.090434 -0.5144892 0
## nomutability-lowmutability 2.9653110 2.677339 3.2532833 0
##
## $status_cond
## diff lwr upr p adj
## low-high -0.2038182 -0.399699 -0.007937365 0.0414377
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high -4.0040302 -4.50194302 -3.50611740 0.0000000
## nomutability:high-highmutability:high -0.7841584 -1.28090170 -0.28741513 0.0001115
## highmutability:low-highmutability:high -0.3371887 -0.82836561 0.15398817 0.3653036
## lowmutability:low-highmutability:high -3.8847815 -4.37924335 -3.39031958 0.0000000
## nomutability:low-highmutability:high -1.1861992 -1.69156584 -0.68083262 0.0000000
## nomutability:high-lowmutability:high 3.2198718 2.72679388 3.71294971 0.0000000
## highmutability:low-lowmutability:high 3.6668415 3.17937182 4.15431117 0.0000000
## lowmutability:low-lowmutability:high 0.1192487 -0.37153074 0.61002822 0.9825349
## nomutability:low-lowmutability:high 2.8178310 2.31606674 3.31959522 0.0000000
## highmutability:low-nomutability:high 0.4469697 -0.03930533 0.93324472 0.0921923
## lowmutability:low-nomutability:high -3.1006231 -3.59021596 -2.61103014 0.0000000
## nomutability:low-nomutability:high -0.4020408 -0.90264452 0.09856289 0.1972364
## lowmutability:low-highmutability:low -3.5475927 -4.03153703 -3.06364847 0.0000000
## nomutability:low-highmutability:low -0.8490105 -1.34409124 -0.35392979 0.0000179
## nomutability:low-lowmutability:low 2.6985822 2.20024225 3.19692222 0.0000000## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 46.1 23.1 16.29 1.27e-07 ***
## status_cond 1 795.8 795.8 561.97 < 2e-16 ***
## condition:status_cond 2 94.4 47.2 33.32 1.81e-14 ***
## Residuals 619 876.5 1.4
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = conf ~ condition * status_cond, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -0.6603476 -0.93253256 -0.38816254 0.0000001
## nomutability-highmutability -0.3610690 -0.63592251 -0.08621541 0.0059916
## nomutability-lowmutability 0.2992786 0.02442504 0.57413215 0.0289484
##
## $status_cond
## diff lwr upr p adj
## low-high -2.255699 -2.442656 -2.068742 0
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high 0.2330541 -0.2421760 0.70828416 0.7259341
## nomutability:high-highmutability:high -0.2255540 -0.6996678 0.24855984 0.7509488
## highmutability:low-highmutability:high -1.5177618 -1.9865628 -1.04896076 0.0000000
## lowmutability:low-highmutability:high -3.0890164 -3.5609527 -2.61708002 0.0000000
## nomutability:low-highmutability:high -2.1452819 -2.6276262 -1.66293756 0.0000000
## nomutability:high-lowmutability:high -0.4586081 -0.9292235 0.01200738 0.0610821
## highmutability:low-lowmutability:high -1.7508159 -2.2160785 -1.28555317 0.0000000
## lowmutability:low-lowmutability:high -3.3220705 -3.7904922 -2.85364874 0.0000000
## nomutability:low-lowmutability:high -2.3783359 -2.8572420 -1.89942990 0.0000000
## highmutability:low-nomutability:high -1.2922078 -1.7563303 -0.82808533 0.0000000
## lowmutability:low-nomutability:high -2.8634624 -3.3307516 -2.39617320 0.0000000
## nomutability:low-nomutability:high -1.9197279 -2.3975263 -1.44192950 0.0000000
## lowmutability:low-highmutability:low -1.5712546 -2.0331525 -1.10935671 0.0000000
## nomutability:low-highmutability:low -0.6275201 -1.1000471 -0.15499309 0.0022226
## nomutability:low-lowmutability:low 0.9437345 0.4680967 1.41937229 0.0000003## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 123.9 61.95 36.08 1.51e-15 ***
## status_cond 1 156.5 156.47 91.12 < 2e-16 ***
## condition:status_cond 2 53.1 26.56 15.47 2.78e-07 ***
## Residuals 619 1062.9 1.72
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = voice ~ condition * status_cond, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -1.0679305 -1.3676617 -0.76819925 0.0000000
## nomutability-highmutability -0.3722286 -0.6748984 -0.06955873 0.0111321
## nomutability-lowmutability 0.6957019 0.3930321 0.99837176 0.0000003
##
## $status_cond
## diff lwr upr p adj
## low-high -1.000225 -1.206103 -0.7943468 0
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high -0.42091901 -0.9442443 0.102406286 0.1958308
## nomutability:high-highmutability:high -0.33154173 -0.8536378 0.190554353 0.4565599
## highmutability:low-highmutability:high -0.52418242 -1.0404280 -0.007936827 0.0441813
## lowmutability:low-highmutability:high -2.23568058 -2.7553788 -1.715982334 0.0000000
## nomutability:low-highmutability:high -0.98188186 -1.5130414 -0.450722340 0.0000026
## nomutability:high-lowmutability:high 0.08937729 -0.4288664 0.607620930 0.9964148
## highmutability:low-lowmutability:high -0.10326340 -0.6156126 0.409085761 0.9925566
## lowmutability:low-lowmutability:high -1.81476156 -2.3305895 -1.298933665 0.0000000
## nomutability:low-lowmutability:high -0.56096285 -1.0883361 -0.033589551 0.0295059
## highmutability:low-nomutability:high -0.19264069 -0.7037342 0.318452852 0.8902910
## lowmutability:low-nomutability:high -1.90413885 -2.4187196 -1.389558085 0.0000000
## nomutability:low-nomutability:high -0.65034014 -1.1764937 -0.124186605 0.0058611
## lowmutability:low-highmutability:low -1.71149816 -2.2201420 -1.202854315 0.0000000
## nomutability:low-highmutability:low -0.45769944 -0.9780481 0.062649221 0.1214064
## nomutability:low-lowmutability:low 1.25379872 0.7300244 1.777572987 0.0000000## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 94.9 47.43 27.60 3.30e-12 ***
## status_cond 1 170.3 170.34 99.12 < 2e-16 ***
## condition:status_cond 2 65.8 32.92 19.16 8.47e-09 ***
## Residuals 619 1063.7 1.72
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = vthree ~ condition * status_cond, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -0.9336493 -1.2334921 -0.63380644 0.0000000
## nomutability-highmutability -0.3215356 -0.6243181 -0.01875302 0.0343205
## nomutability-lowmutability 0.6121137 0.3093312 0.91489627 0.0000076
##
## $status_cond
## diff lwr upr p adj
## low-high -1.043629 -1.249584 -0.8376745 0
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high -0.22343869 -0.7469589 0.30008148 0.8270331
## nomutability:high-highmutability:high -0.29825554 -0.8205460 0.22403495 0.5772740
## highmutability:low-highmutability:high -0.53678368 -1.0532215 -0.02034586 0.0362482
## lowmutability:low-highmutability:high -2.17578113 -2.6956729 -1.65588937 0.0000000
## nomutability:low-highmutability:high -0.92614670 -1.4575040 -0.39478939 0.0000121
## nomutability:high-lowmutability:high -0.07481685 -0.5932535 0.44361977 0.9984688
## highmutability:low-lowmutability:high -0.31334499 -0.8258849 0.19919496 0.5006979
## lowmutability:low-lowmutability:high -1.95234244 -2.4683624 -1.43632247 0.0000000
## nomutability:low-lowmutability:high -0.70270801 -1.2302777 -0.17513834 0.0021282
## highmutability:low-nomutability:high -0.23852814 -0.7498120 0.27275572 0.7661869
## lowmutability:low-nomutability:high -1.87752559 -2.3922980 -1.36275321 0.0000000
## nomutability:low-nomutability:high -0.62789116 -1.1542406 -0.10154171 0.0090043
## lowmutability:low-highmutability:low -1.63899745 -2.1478307 -1.13016421 0.0000000
## nomutability:low-highmutability:low -0.38936302 -0.9099054 0.13117941 0.2689846
## nomutability:low-lowmutability:low 1.24963443 0.7256651 1.77360374 0.0000000## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 341.6 170.82 71.630 < 2e-16 ***
## status_cond 1 177.8 177.79 74.556 < 2e-16 ***
## condition:status_cond 2 39.7 19.86 8.329 0.00027 ***
## Residuals 619 1476.1 2.38
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = futv ~ condition * status_cond, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability 1.7030016 1.34978571 2.0562175 0.0000000
## nomutability-highmutability 0.3414423 -0.01523651 0.6981212 0.0640137
## nomutability-lowmutability -1.3615592 -1.71823809 -1.0048804 0.0000000
##
## $status_cond
## diff lwr upr p adj
## low-high 1.066209 0.8235933 1.308824 0
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high 1.1622556 0.54554715 1.7789641 0.0000015
## nomutability:high-highmutability:high 0.3486720 -0.26658792 0.9639319 0.5855474
## highmutability:low-highmutability:high 0.6874887 0.07912328 1.2958542 0.0163484
## lowmutability:low-highmutability:high 2.9353505 2.32291632 3.5477848 0.0000000
## nomutability:low-highmutability:high 1.0761097 0.45016898 1.7020503 0.0000168
## nomutability:high-lowmutability:high -0.8135836 -1.42430369 -0.2028636 0.0021236
## highmutability:low-lowmutability:high -0.4747669 -1.07854066 0.1290069 0.2175443
## lowmutability:low-lowmutability:high 1.7730949 1.16522165 2.3809681 0.0000000
## nomutability:low-lowmutability:high -0.0861460 -0.70762482 0.5353328 0.9987390
## highmutability:low-nomutability:high 0.3388167 -0.26347734 0.9411108 0.5934630
## lowmutability:low-nomutability:high 2.5866785 1.98027496 3.1930821 0.0000000
## nomutability:low-nomutability:high 0.7274376 0.10739624 1.3474790 0.0108974
## lowmutability:low-highmutability:low 2.2478618 1.64845454 2.8472690 0.0000000
## nomutability:low-highmutability:low 0.3886209 -0.22457980 1.0018216 0.4588880
## nomutability:low-lowmutability:low -1.8592409 -2.47647847 -1.2420033 0.0000000Graphs
Mutability
Status
## Interactions ### Confidence in gaining status
Voice
Voice (3)
Futile Voice
Indirect effects graphs
process(vignette_clean, x = "cond_num", cov = "status_cond_num", m = "conf", y = "voice", model = 4) ##
## ********************* PROCESS for R Version 4.0.1 *********************
##
## Written by Andrew F. Hayes, Ph.D. www.afhayes.com
## Documentation available in Hayes (2022). www.guilford.com/p/hayes3
##
## ***********************************************************************
##
## Model : 4
## Y : voice
## X : cond_num
## M : conf
##
## Covariates:
## status_cond_num
##
## Sample size: 625
##
## Random seed: 420191
##
##
## ***********************************************************************
## Outcome Variable: conf
##
## Model Summary:
## R R-sq MSE F df1 df2 p
## 0.6809 0.4636 1.5632 268.8308 2.0000 622.0000 0.0000
##
## Model:
## coeff se t p LLCI ULCI
## constant 4.4650 0.0500 89.2767 0.0000 4.3668 4.5632
## cond_num 0.3462 0.0609 5.6879 0.0000 0.2267 0.4657
## status_cond_num 1.1276 0.0500 22.5440 0.0000 1.0294 1.2258
##
## ***********************************************************************
## Outcome Variable: voice
##
## Model Summary:
## R R-sq MSE F df1 df2 p
## 0.6654 0.4427 1.2531 164.4477 3.0000 621.0000 0.0000
##
## Model:
## coeff se t p LLCI ULCI
## constant 2.6446 0.1664 15.8900 0.0000 2.3178 2.9714
## cond_num 0.3363 0.0559 6.0170 0.0000 0.2266 0.4461
## conf 0.5915 0.0359 16.4761 0.0000 0.5210 0.6620
## status_cond_num -0.1645 0.0604 -2.7257 0.0066 -0.2831 -0.0460
##
## ***********************************************************************
## Bootstrapping progress:
##
|
| | 0%
|
| | 1%
|
|> | 1%
|
|> | 2%
|
|>> | 2%
|
|>> | 3%
|
|>> | 4%
|
|>>> | 4%
|
|>>> | 5%
|
|>>> | 6%
|
|>>>> | 6%
|
|>>>> | 7%
|
|>>>>> | 7%
|
|>>>>> | 8%
|
|>>>>> | 9%
|
|>>>>>> | 9%
|
|>>>>>> | 10%
|
|>>>>>>> | 10%
|
|>>>>>>> | 11%
|
|>>>>>>> | 12%
|
|>>>>>>>> | 12%
|
|>>>>>>>> | 13%
|
|>>>>>>>> | 14%
|
|>>>>>>>>> | 14%
|
|>>>>>>>>> | 15%
|
|>>>>>>>>>> | 15%
|
|>>>>>>>>>> | 16%
|
|>>>>>>>>>> | 17%
|
|>>>>>>>>>>> | 17%
|
|>>>>>>>>>>> | 18%
|
|>>>>>>>>>>> | 19%
|
|>>>>>>>>>>>> | 19%
|
|>>>>>>>>>>>> | 20%
|
|>>>>>>>>>>>>> | 20%
|
|>>>>>>>>>>>>> | 21%
|
|>>>>>>>>>>>>> | 22%
|
|>>>>>>>>>>>>>> | 22%
|
|>>>>>>>>>>>>>> | 23%
|
|>>>>>>>>>>>>>>> | 23%
|
|>>>>>>>>>>>>>>> | 24%
|
|>>>>>>>>>>>>>>> | 25%
|
|>>>>>>>>>>>>>>>> | 25%
|
|>>>>>>>>>>>>>>>> | 26%
|
|>>>>>>>>>>>>>>>> | 27%
|
|>>>>>>>>>>>>>>>>> | 27%
|
|>>>>>>>>>>>>>>>>> | 28%
|
|>>>>>>>>>>>>>>>>>> | 28%
|
|>>>>>>>>>>>>>>>>>> | 29%
|
|>>>>>>>>>>>>>>>>>> | 30%
|
|>>>>>>>>>>>>>>>>>>> | 30%
|
|>>>>>>>>>>>>>>>>>>> | 31%
|
|>>>>>>>>>>>>>>>>>>>> | 31%
|
|>>>>>>>>>>>>>>>>>>>> | 32%
|
|>>>>>>>>>>>>>>>>>>>> | 33%
|
|>>>>>>>>>>>>>>>>>>>>> | 33%
|
|>>>>>>>>>>>>>>>>>>>>> | 34%
|
|>>>>>>>>>>>>>>>>>>>>> | 35%
|
|>>>>>>>>>>>>>>>>>>>>>> | 35%
|
|>>>>>>>>>>>>>>>>>>>>>> | 36%
|
|>>>>>>>>>>>>>>>>>>>>>>> | 36%
|
|>>>>>>>>>>>>>>>>>>>>>>> | 37%
|
|>>>>>>>>>>>>>>>>>>>>>>> | 38%
|
|>>>>>>>>>>>>>>>>>>>>>>>> | 38%
|
|>>>>>>>>>>>>>>>>>>>>>>>> | 39%
|
|>>>>>>>>>>>>>>>>>>>>>>>> | 40%
|
|>>>>>>>>>>>>>>>>>>>>>>>>> | 40%
|
|>>>>>>>>>>>>>>>>>>>>>>>>> | 41%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>> | 41%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>> | 42%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>> | 43%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>> | 43%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>> | 44%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 44%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 45%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 46%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 46%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 47%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 48%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 48%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 49%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 49%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 50%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 51%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 51%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 52%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 52%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 53%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 54%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 54%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 55%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 56%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 56%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 57%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 57%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 58%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 59%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 59%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 60%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 60%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 61%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 62%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 62%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 63%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 64%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 64%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 65%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 65%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 66%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 67%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 67%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 68%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 69%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 69%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 70%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 70%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 71%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 72%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 72%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 73%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 73%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 74%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 75%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 75%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 76%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 77%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 77%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 78%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 78%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 79%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 80%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 80%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 81%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 81%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 82%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 83%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 83%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 84%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 85%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 85%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 86%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 86%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 87%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 88%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 88%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 89%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 90%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 90%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 91%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 91%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 92%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 93%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 93%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 94%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 94%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 95%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 96%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 96%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 97%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 98%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 98%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 99%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>| 99%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>| 100%
##
## **************** DIRECT AND INDIRECT EFFECTS OF X ON Y ****************
##
## Direct effect of X on Y:
## effect se t p LLCI ULCI
## 0.3363 0.0559 6.0170 0.0000 0.2266 0.4461
##
## Indirect effect(s) of X on Y:
## Effect BootSE BootLLCI BootULCI
## conf 0.2048 0.0382 0.1314 0.2803
##
## ******************** ANALYSIS NOTES AND ERRORS ************************
##
## Level of confidence for all confidence intervals in output: 95
##
## Number of bootstraps for percentile bootstrap confidence intervals: 5000process(vignette_clean, x = "cond_num", cov = "status_cond_num", m = "conf", y = "vthree", model = 4) ##
## ********************* PROCESS for R Version 4.0.1 *********************
##
## Written by Andrew F. Hayes, Ph.D. www.afhayes.com
## Documentation available in Hayes (2022). www.guilford.com/p/hayes3
##
## ***********************************************************************
##
## Model : 4
## Y : vthree
## X : cond_num
## M : conf
##
## Covariates:
## status_cond_num
##
## Sample size: 625
##
## Random seed: 322334
##
##
## ***********************************************************************
## Outcome Variable: conf
##
## Model Summary:
## R R-sq MSE F df1 df2 p
## 0.6809 0.4636 1.5632 268.8308 2.0000 622.0000 0.0000
##
## Model:
## coeff se t p LLCI ULCI
## constant 4.4650 0.0500 89.2767 0.0000 4.3668 4.5632
## cond_num 0.3462 0.0609 5.6879 0.0000 0.2267 0.4657
## status_cond_num 1.1276 0.0500 22.5440 0.0000 1.0294 1.2258
##
## ***********************************************************************
## Outcome Variable: vthree
##
## Model Summary:
## R R-sq MSE F df1 df2 p
## 0.6634 0.4401 1.2575 162.7319 3.0000 621.0000 0.0000
##
## Model:
## coeff se t p LLCI ULCI
## constant 2.7035 0.1667 16.2159 0.0000 2.3761 3.0309
## cond_num 0.2664 0.0560 4.7585 0.0000 0.1565 0.3764
## conf 0.6003 0.0360 16.6934 0.0000 0.5297 0.6709
## status_cond_num -0.1530 0.0605 -2.5305 0.0116 -0.2718 -0.0343
##
## ***********************************************************************
## Bootstrapping progress:
##
|
| | 0%
|
| | 1%
|
|> | 1%
|
|> | 2%
|
|>> | 2%
|
|>> | 3%
|
|>> | 4%
|
|>>> | 4%
|
|>>> | 5%
|
|>>> | 6%
|
|>>>> | 6%
|
|>>>> | 7%
|
|>>>>> | 7%
|
|>>>>> | 8%
|
|>>>>> | 9%
|
|>>>>>> | 9%
|
|>>>>>> | 10%
|
|>>>>>>> | 10%
|
|>>>>>>> | 11%
|
|>>>>>>> | 12%
|
|>>>>>>>> | 12%
|
|>>>>>>>> | 13%
|
|>>>>>>>> | 14%
|
|>>>>>>>>> | 14%
|
|>>>>>>>>> | 15%
|
|>>>>>>>>>> | 15%
|
|>>>>>>>>>> | 16%
|
|>>>>>>>>>> | 17%
|
|>>>>>>>>>>> | 17%
|
|>>>>>>>>>>> | 18%
|
|>>>>>>>>>>> | 19%
|
|>>>>>>>>>>>> | 19%
|
|>>>>>>>>>>>> | 20%
|
|>>>>>>>>>>>>> | 20%
|
|>>>>>>>>>>>>> | 21%
|
|>>>>>>>>>>>>> | 22%
|
|>>>>>>>>>>>>>> | 22%
|
|>>>>>>>>>>>>>> | 23%
|
|>>>>>>>>>>>>>>> | 23%
|
|>>>>>>>>>>>>>>> | 24%
|
|>>>>>>>>>>>>>>> | 25%
|
|>>>>>>>>>>>>>>>> | 25%
|
|>>>>>>>>>>>>>>>> | 26%
|
|>>>>>>>>>>>>>>>> | 27%
|
|>>>>>>>>>>>>>>>>> | 27%
|
|>>>>>>>>>>>>>>>>> | 28%
|
|>>>>>>>>>>>>>>>>>> | 28%
|
|>>>>>>>>>>>>>>>>>> | 29%
|
|>>>>>>>>>>>>>>>>>> | 30%
|
|>>>>>>>>>>>>>>>>>>> | 30%
|
|>>>>>>>>>>>>>>>>>>> | 31%
|
|>>>>>>>>>>>>>>>>>>>> | 31%
|
|>>>>>>>>>>>>>>>>>>>> | 32%
|
|>>>>>>>>>>>>>>>>>>>> | 33%
|
|>>>>>>>>>>>>>>>>>>>>> | 33%
|
|>>>>>>>>>>>>>>>>>>>>> | 34%
|
|>>>>>>>>>>>>>>>>>>>>> | 35%
|
|>>>>>>>>>>>>>>>>>>>>>> | 35%
|
|>>>>>>>>>>>>>>>>>>>>>> | 36%
|
|>>>>>>>>>>>>>>>>>>>>>>> | 36%
|
|>>>>>>>>>>>>>>>>>>>>>>> | 37%
|
|>>>>>>>>>>>>>>>>>>>>>>> | 38%
|
|>>>>>>>>>>>>>>>>>>>>>>>> | 38%
|
|>>>>>>>>>>>>>>>>>>>>>>>> | 39%
|
|>>>>>>>>>>>>>>>>>>>>>>>> | 40%
|
|>>>>>>>>>>>>>>>>>>>>>>>>> | 40%
|
|>>>>>>>>>>>>>>>>>>>>>>>>> | 41%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>> | 41%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>> | 42%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>> | 43%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>> | 43%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>> | 44%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 44%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 45%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 46%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 46%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 47%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 48%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 48%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 49%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 49%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 50%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 51%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 51%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 52%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 52%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 53%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 54%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 54%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 55%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 56%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 56%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 57%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 57%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 58%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 59%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 59%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 60%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 60%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 61%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 62%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 62%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 63%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 64%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 64%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 65%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 65%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 66%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 67%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 67%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 68%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 69%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 69%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 70%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 70%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 71%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 72%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 72%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 73%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 73%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 74%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 75%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 75%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 76%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 77%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 77%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 78%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 78%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 79%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 80%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 80%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 81%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 81%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 82%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 83%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 83%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 84%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 85%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 85%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 86%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 86%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 87%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 88%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 88%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 89%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 90%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 90%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 91%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 91%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 92%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 93%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 93%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 94%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 94%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 95%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 96%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 96%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 97%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 98%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 98%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 99%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>| 99%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>| 100%
##
## **************** DIRECT AND INDIRECT EFFECTS OF X ON Y ****************
##
## Direct effect of X on Y:
## effect se t p LLCI ULCI
## 0.2664 0.0560 4.7585 0.0000 0.1565 0.3764
##
## Indirect effect(s) of X on Y:
## Effect BootSE BootLLCI BootULCI
## conf 0.2078 0.0401 0.1329 0.2886
##
## ******************** ANALYSIS NOTES AND ERRORS ************************
##
## Level of confidence for all confidence intervals in output: 95
##
## Number of bootstraps for percentile bootstrap confidence intervals: 5000process(vignette_clean, x = "cond_num", w = "status_cond_num", m = "conf", y = "voice", model = 7) # Does not cross zero, indirect effect significant for low status##
## ********************* PROCESS for R Version 4.0.1 *********************
##
## Written by Andrew F. Hayes, Ph.D. www.afhayes.com
## Documentation available in Hayes (2022). www.guilford.com/p/hayes3
##
## ***********************************************************************
##
## Model : 7
## Y : voice
## X : cond_num
## M : conf
## W : status_cond_num
##
## Sample size: 625
##
## Random seed: 827096
##
##
## ***********************************************************************
## Outcome Variable: conf
##
## Model Summary:
## R R-sq MSE F df1 df2 p
## 0.7149 0.5111 1.4273 216.3680 3.0000 621.0000 0.0000
##
## Model:
## coeff se t p LLCI ULCI
## constant 4.4607 0.0478 93.3341 0.0000 4.3668 4.5545
## cond_num 0.3334 0.0582 5.7294 0.0000 0.2191 0.4476
## status_cond_num 1.1274 0.0478 23.5898 0.0000 1.0336 1.2213
## Int_1 -0.4516 0.0582 -7.7613 0.0000 -0.5658 -0.3373
##
## Product terms key:
## Int_1 : cond_num x status_cond_num
##
## Test(s) of highest order unconditional interaction(s):
## R2-chng F df1 df2 p
## X*W 0.0474 60.2374 1.0000 621.0000 0.0000
## ----------
## Focal predictor: cond_num (X)
## Moderator: status_cond_num (W)
##
## Conditional effects of the focal predictor at values of the moderator(s):
## status_cond_num effect se t p LLCI ULCI
## -1.0000 0.7849 0.0811 9.6780 0.0000 0.6257 0.9442
## 1.0000 -0.1182 0.0834 -1.4167 0.1571 -0.2821 0.0456
##
## ***********************************************************************
## Outcome Variable: voice
##
## Model Summary:
## R R-sq MSE F df1 df2 p
## 0.6603 0.4361 1.2661 240.4711 2.0000 622.0000 0.0000
##
## Model:
## coeff se t p LLCI ULCI
## constant 2.9383 0.1275 23.0467 0.0000 2.6879 3.1887
## cond_num 0.3603 0.0555 6.4945 0.0000 0.2514 0.4693
## conf 0.5259 0.0268 19.6446 0.0000 0.4733 0.5784
##
## ***********************************************************************
## Bootstrapping progress:
##
|
| | 0%
|
| | 1%
|
|> | 1%
|
|> | 2%
|
|>> | 2%
|
|>> | 3%
|
|>> | 4%
|
|>>> | 4%
|
|>>> | 5%
|
|>>> | 6%
|
|>>>> | 6%
|
|>>>> | 7%
|
|>>>>> | 7%
|
|>>>>> | 8%
|
|>>>>> | 9%
|
|>>>>>> | 9%
|
|>>>>>> | 10%
|
|>>>>>>> | 10%
|
|>>>>>>> | 11%
|
|>>>>>>> | 12%
|
|>>>>>>>> | 12%
|
|>>>>>>>> | 13%
|
|>>>>>>>> | 14%
|
|>>>>>>>>> | 14%
|
|>>>>>>>>> | 15%
|
|>>>>>>>>>> | 15%
|
|>>>>>>>>>> | 16%
|
|>>>>>>>>>> | 17%
|
|>>>>>>>>>>> | 17%
|
|>>>>>>>>>>> | 18%
|
|>>>>>>>>>>> | 19%
|
|>>>>>>>>>>>> | 19%
|
|>>>>>>>>>>>> | 20%
|
|>>>>>>>>>>>>> | 20%
|
|>>>>>>>>>>>>> | 21%
|
|>>>>>>>>>>>>> | 22%
|
|>>>>>>>>>>>>>> | 22%
|
|>>>>>>>>>>>>>> | 23%
|
|>>>>>>>>>>>>>>> | 23%
|
|>>>>>>>>>>>>>>> | 24%
|
|>>>>>>>>>>>>>>> | 25%
|
|>>>>>>>>>>>>>>>> | 25%
|
|>>>>>>>>>>>>>>>> | 26%
|
|>>>>>>>>>>>>>>>> | 27%
|
|>>>>>>>>>>>>>>>>> | 27%
|
|>>>>>>>>>>>>>>>>> | 28%
|
|>>>>>>>>>>>>>>>>>> | 28%
|
|>>>>>>>>>>>>>>>>>> | 29%
|
|>>>>>>>>>>>>>>>>>> | 30%
|
|>>>>>>>>>>>>>>>>>>> | 30%
|
|>>>>>>>>>>>>>>>>>>> | 31%
|
|>>>>>>>>>>>>>>>>>>>> | 31%
|
|>>>>>>>>>>>>>>>>>>>> | 32%
|
|>>>>>>>>>>>>>>>>>>>> | 33%
|
|>>>>>>>>>>>>>>>>>>>>> | 33%
|
|>>>>>>>>>>>>>>>>>>>>> | 34%
|
|>>>>>>>>>>>>>>>>>>>>> | 35%
|
|>>>>>>>>>>>>>>>>>>>>>> | 35%
|
|>>>>>>>>>>>>>>>>>>>>>> | 36%
|
|>>>>>>>>>>>>>>>>>>>>>>> | 36%
|
|>>>>>>>>>>>>>>>>>>>>>>> | 37%
|
|>>>>>>>>>>>>>>>>>>>>>>> | 38%
|
|>>>>>>>>>>>>>>>>>>>>>>>> | 38%
|
|>>>>>>>>>>>>>>>>>>>>>>>> | 39%
|
|>>>>>>>>>>>>>>>>>>>>>>>> | 40%
|
|>>>>>>>>>>>>>>>>>>>>>>>>> | 40%
|
|>>>>>>>>>>>>>>>>>>>>>>>>> | 41%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>> | 41%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>> | 42%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>> | 43%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>> | 43%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>> | 44%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 44%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 45%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 46%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 46%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 47%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 48%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 48%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 49%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 49%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 50%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 51%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 51%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 52%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 52%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 53%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 54%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 54%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 55%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 56%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 56%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 57%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 57%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 58%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 59%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 59%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 60%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 60%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 61%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 62%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 62%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 63%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 64%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 64%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 65%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 65%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 66%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 67%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 67%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 68%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 69%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 69%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 70%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 70%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 71%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 72%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 72%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 73%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 73%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 74%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 75%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 75%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 76%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 77%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 77%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 78%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 78%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 79%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 80%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 80%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 81%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 81%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 82%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 83%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 83%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 84%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 85%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 85%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 86%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 86%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 87%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 88%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 88%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 89%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 90%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 90%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 91%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 91%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 92%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 93%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 93%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 94%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 94%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 95%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 96%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 96%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 97%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 98%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 98%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 99%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>| 99%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>| 100%
##
## **************** DIRECT AND INDIRECT EFFECTS OF X ON Y ****************
##
## Direct effect of X on Y:
## effect se t p LLCI ULCI
## 0.3603 0.0555 6.4945 0.0000 0.2514 0.4693
##
## Conditional indirect effects of X on Y:
##
## INDIRECT EFFECT:
##
## cond_num -> conf -> voice
##
## status_cond_num Effect BootSE BootLLCI BootULCI
## -1.0000 0.4128 0.0564 0.3076 0.5259
## 1.0000 -0.0622 0.0372 -0.1360 0.0110
##
## Index of moderated mediation
## (differences beween conditional indirect effects):
## Index BootSE BootLLCI BootULCI
## status_cond_num -0.4750 0.0692 -0.6145 -0.3427
##
## ---
##
## ******************** ANALYSIS NOTES AND ERRORS ************************
##
## Level of confidence for all confidence intervals in output: 95
##
## Number of bootstraps for percentile bootstrap confidence intervals: 5000process(vignette_clean, x = "cond_num", w = "status_cond_num", m = "conf", y = "vthree", model = 7) # Does not cross zero, indirect effect significant for low status ##
## ********************* PROCESS for R Version 4.0.1 *********************
##
## Written by Andrew F. Hayes, Ph.D. www.afhayes.com
## Documentation available in Hayes (2022). www.guilford.com/p/hayes3
##
## ***********************************************************************
##
## Model : 7
## Y : vthree
## X : cond_num
## M : conf
## W : status_cond_num
##
## Sample size: 625
##
## Random seed: 21029
##
##
## ***********************************************************************
## Outcome Variable: conf
##
## Model Summary:
## R R-sq MSE F df1 df2 p
## 0.7149 0.5111 1.4273 216.3680 3.0000 621.0000 0.0000
##
## Model:
## coeff se t p LLCI ULCI
## constant 4.4607 0.0478 93.3341 0.0000 4.3668 4.5545
## cond_num 0.3334 0.0582 5.7294 0.0000 0.2191 0.4476
## status_cond_num 1.1274 0.0478 23.5898 0.0000 1.0336 1.2213
## Int_1 -0.4516 0.0582 -7.7613 0.0000 -0.5658 -0.3373
##
## Product terms key:
## Int_1 : cond_num x status_cond_num
##
## Test(s) of highest order unconditional interaction(s):
## R2-chng F df1 df2 p
## X*W 0.0474 60.2374 1.0000 621.0000 0.0000
## ----------
## Focal predictor: cond_num (X)
## Moderator: status_cond_num (W)
##
## Conditional effects of the focal predictor at values of the moderator(s):
## status_cond_num effect se t p LLCI ULCI
## -1.0000 0.7849 0.0811 9.6780 0.0000 0.6257 0.9442
## 1.0000 -0.1182 0.0834 -1.4167 0.1571 -0.2821 0.0456
##
## ***********************************************************************
## Outcome Variable: vthree
##
## Model Summary:
## R R-sq MSE F df1 df2 p
## 0.6591 0.4344 1.2684 238.8214 2.0000 622.0000 0.0000
##
## Model:
## coeff se t p LLCI ULCI
## constant 2.9766 0.1276 23.3262 0.0000 2.7260 3.2272
## cond_num 0.2888 0.0555 5.1998 0.0000 0.1797 0.3978
## conf 0.5393 0.0268 20.1280 0.0000 0.4867 0.5919
##
## ***********************************************************************
## Bootstrapping progress:
##
|
| | 0%
|
| | 1%
|
|> | 1%
|
|> | 2%
|
|>> | 2%
|
|>> | 3%
|
|>> | 4%
|
|>>> | 4%
|
|>>> | 5%
|
|>>> | 6%
|
|>>>> | 6%
|
|>>>> | 7%
|
|>>>>> | 7%
|
|>>>>> | 8%
|
|>>>>> | 9%
|
|>>>>>> | 9%
|
|>>>>>> | 10%
|
|>>>>>>> | 10%
|
|>>>>>>> | 11%
|
|>>>>>>> | 12%
|
|>>>>>>>> | 12%
|
|>>>>>>>> | 13%
|
|>>>>>>>> | 14%
|
|>>>>>>>>> | 14%
|
|>>>>>>>>> | 15%
|
|>>>>>>>>>> | 15%
|
|>>>>>>>>>> | 16%
|
|>>>>>>>>>> | 17%
|
|>>>>>>>>>>> | 17%
|
|>>>>>>>>>>> | 18%
|
|>>>>>>>>>>> | 19%
|
|>>>>>>>>>>>> | 19%
|
|>>>>>>>>>>>> | 20%
|
|>>>>>>>>>>>>> | 20%
|
|>>>>>>>>>>>>> | 21%
|
|>>>>>>>>>>>>> | 22%
|
|>>>>>>>>>>>>>> | 22%
|
|>>>>>>>>>>>>>> | 23%
|
|>>>>>>>>>>>>>>> | 23%
|
|>>>>>>>>>>>>>>> | 24%
|
|>>>>>>>>>>>>>>> | 25%
|
|>>>>>>>>>>>>>>>> | 25%
|
|>>>>>>>>>>>>>>>> | 26%
|
|>>>>>>>>>>>>>>>> | 27%
|
|>>>>>>>>>>>>>>>>> | 27%
|
|>>>>>>>>>>>>>>>>> | 28%
|
|>>>>>>>>>>>>>>>>>> | 28%
|
|>>>>>>>>>>>>>>>>>> | 29%
|
|>>>>>>>>>>>>>>>>>> | 30%
|
|>>>>>>>>>>>>>>>>>>> | 30%
|
|>>>>>>>>>>>>>>>>>>> | 31%
|
|>>>>>>>>>>>>>>>>>>>> | 31%
|
|>>>>>>>>>>>>>>>>>>>> | 32%
|
|>>>>>>>>>>>>>>>>>>>> | 33%
|
|>>>>>>>>>>>>>>>>>>>>> | 33%
|
|>>>>>>>>>>>>>>>>>>>>> | 34%
|
|>>>>>>>>>>>>>>>>>>>>> | 35%
|
|>>>>>>>>>>>>>>>>>>>>>> | 35%
|
|>>>>>>>>>>>>>>>>>>>>>> | 36%
|
|>>>>>>>>>>>>>>>>>>>>>>> | 36%
|
|>>>>>>>>>>>>>>>>>>>>>>> | 37%
|
|>>>>>>>>>>>>>>>>>>>>>>> | 38%
|
|>>>>>>>>>>>>>>>>>>>>>>>> | 38%
|
|>>>>>>>>>>>>>>>>>>>>>>>> | 39%
|
|>>>>>>>>>>>>>>>>>>>>>>>> | 40%
|
|>>>>>>>>>>>>>>>>>>>>>>>>> | 40%
|
|>>>>>>>>>>>>>>>>>>>>>>>>> | 41%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>> | 41%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>> | 42%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>> | 43%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>> | 43%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>> | 44%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 44%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 45%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 46%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 46%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 47%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 48%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 48%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 49%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 49%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 50%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 51%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 51%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 52%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 52%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 53%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 54%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 54%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 55%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 56%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 56%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 57%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 57%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 58%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 59%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 59%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 60%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 60%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 61%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 62%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 62%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 63%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 64%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 64%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 65%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 65%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 66%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 67%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 67%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 68%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 69%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 69%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 70%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 70%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 71%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 72%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 72%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 73%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 73%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 74%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 75%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 75%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 76%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 77%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 77%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 78%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 78%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 79%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 80%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 80%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 81%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 81%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 82%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 83%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 83%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 84%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 85%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 85%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 86%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 86%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 87%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 88%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 88%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 89%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 90%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 90%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 91%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 91%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 92%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 93%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 93%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 94%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 94%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 95%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 96%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 96%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 97%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 98%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 98%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> | 99%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>| 99%
|
|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>| 100%
##
## **************** DIRECT AND INDIRECT EFFECTS OF X ON Y ****************
##
## Direct effect of X on Y:
## effect se t p LLCI ULCI
## 0.2888 0.0555 5.1998 0.0000 0.1797 0.3978
##
## Conditional indirect effects of X on Y:
##
## INDIRECT EFFECT:
##
## cond_num -> conf -> vthree
##
## status_cond_num Effect BootSE BootLLCI BootULCI
## -1.0000 0.4233 0.0567 0.3132 0.5360
## 1.0000 -0.0638 0.0376 -0.1380 0.0118
##
## Index of moderated mediation
## (differences beween conditional indirect effects):
## Index BootSE BootLLCI BootULCI
## status_cond_num -0.4871 0.0699 -0.6257 -0.3494
##
## ---
##
## ******************** ANALYSIS NOTES AND ERRORS ************************
##
## Level of confidence for all confidence intervals in output: 95
##
## Number of bootstraps for percentile bootstrap confidence intervals: 5000Status = W, Mutability = IV
# Three way interactions with Gender
## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 1621.2 810.6 520.162 <2e-16 ***
## status_cond 1 5.6 5.6 3.584 0.0588 .
## gender_f 1 3.1 3.1 2.010 0.1568
## condition:status_cond 2 8.3 4.1 2.649 0.0715 .
## condition:gender_f 2 7.3 3.7 2.352 0.0961 .
## status_cond:gender_f 1 1.3 1.3 0.807 0.3694
## condition:status_cond:gender_f 2 1.8 0.9 0.593 0.5528
## Residuals 605 942.8 1.6
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = hier_mut ~ condition * status_cond * gender_f, data = no_nonbin)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -3.7491987 -4.036802 -3.4615951 0
## nomutability-highmutability -0.7902475 -1.080344 -0.5001506 0
## nomutability-lowmutability 2.9589512 2.668854 3.2490481 0
##
## $status_cond
## diff lwr upr p adj
## low-high -0.1901462 -0.3875462 0.007253894 0.0590049
##
## $gender_f
## diff lwr upr p adj
## Female-Male -0.1427165 -0.3405514 0.05511852 0.157075
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high -3.9846348 -4.48694471 -3.4823249 0.0000000
## nomutability:high-highmutability:high -0.7739514 -1.27391125 -0.2739916 0.0001653
## highmutability:low-highmutability:high -0.3224033 -0.81789125 0.1730846 0.4279291
## lowmutability:low-highmutability:high -3.8529325 -4.35289228 -3.3529727 0.0000000
## nomutability:low-highmutability:high -1.1618140 -1.67302047 -0.6506075 0.0000000
## nomutability:high-lowmutability:high 3.2106834 2.71574553 3.7056212 0.0000000
## highmutability:low-lowmutability:high 3.6622315 3.17181132 4.1526517 0.0000000
## lowmutability:low-lowmutability:high 0.1317023 -0.36323550 0.6266402 0.9738652
## nomutability:low-lowmutability:high 2.8228208 2.31652474 3.3291169 0.0000000
## highmutability:low-nomutability:high 0.4515481 -0.03646472 0.9395610 0.0882218
## lowmutability:low-nomutability:high -3.0789810 -3.57153362 -2.5864284 0.0000000
## nomutability:low-nomutability:high -0.3878626 -0.89182714 0.1161020 0.2390701
## lowmutability:low-highmutability:low -3.5305291 -4.01854199 -3.0425163 0.0000000
## nomutability:low-highmutability:low -0.8394107 -1.33893923 -0.3398821 0.0000289
## nomutability:low-lowmutability:low 2.6911185 2.18715389 3.1950831 0.0000000
##
## $`condition:gender_f`
## diff lwr upr p adj
## lowmutability:Male-highmutability:Male -3.538176317 -4.0140696 -3.06228300 0.0000000
## nomutability:Male-highmutability:Male -0.786806808 -1.2738566 -0.29975705 0.0000691
## highmutability:Female-highmutability:Male 0.016278500 -0.4797614 0.51231835 0.9999990
## lowmutability:Female-highmutability:Male -3.988321475 -4.4885676 -3.48807530 0.0000000
## nomutability:Female-highmutability:Male -0.778205783 -1.2742456 -0.28216593 0.0001268
## nomutability:Male-lowmutability:Male 2.751369509 2.2674296 3.23530939 0.0000000
## highmutability:Female-lowmutability:Male 3.554454817 3.0614681 4.04744151 0.0000000
## lowmutability:Female-lowmutability:Male -0.450145158 -0.9473640 0.04707368 0.1016900
## nomutability:Female-lowmutability:Male 2.759970534 2.2669838 3.25295722 0.0000000
## highmutability:Female-nomutability:Male 0.803085308 0.2993206 1.30685003 0.0000914
## lowmutability:Female-nomutability:Male -3.201514667 -3.7094217 -2.69360760 0.0000000
## nomutability:Female-nomutability:Male 0.008601025 -0.4951637 0.51236575 1.0000000
## lowmutability:Female-highmutability:Female -4.004599975 -4.5211343 -3.48806570 0.0000000
## nomutability:Female-highmutability:Female -0.794484283 -1.3069460 -0.28202261 0.0001606
## nomutability:Female-lowmutability:Female 3.210115692 2.6935814 3.72664997 0.0000000
##
## $`status_cond:gender_f`
## diff lwr upr p adj
## low:Male-high:Male -0.10899842 -0.4637372 0.24574033 0.8582891
## high:Female-high:Male -0.05217033 -0.4195918 0.31525116 0.9832593
## low:Female-high:Male -0.34233018 -0.7138036 0.02914323 0.0832045
## high:Female-low:Male 0.05682809 -0.3058786 0.41953477 0.9777510
## low:Female-low:Male -0.23333176 -0.6001424 0.13347892 0.3576171
## low:Female-high:Female -0.29015985 -0.6692496 0.08892991 0.1998194
##
## $`condition:status_cond:gender_f`
## diff lwr upr p adj
## lowmutability:high:Male-highmutability:high:Male -3.883816685 -4.681723639 -3.08590973 0.0000000
## nomutability:high:Male-highmutability:high:Male -0.787163013 -1.595250679 0.02092465 0.0643901
## highmutability:low:Male-highmutability:high:Male -0.323403555 -1.106296519 0.45948941 0.9711601
## lowmutability:low:Male-highmutability:high:Male -3.532939492 -4.330846446 -2.73503254 0.0000000
## nomutability:low:Male-highmutability:high:Male -1.141360544 -1.964681825 -0.31803926 0.0004037
## highmutability:high:Female-highmutability:high:Male 0.001972789 -0.821348491 0.82529407 1.0000000
## lowmutability:high:Female-highmutability:high:Male -4.093389530 -4.934241667 -3.25253739 0.0000000
## nomutability:high:Female-highmutability:high:Male -0.747765773 -1.567082191 0.07155064 0.1126630
## highmutability:low:Female-highmutability:high:Male -0.302069764 -1.138295315 0.53415579 0.9899618
## lowmutability:low:Female-highmutability:high:Male -4.227749433 -5.059517023 -3.39598184 0.0000000
## nomutability:low:Female-highmutability:high:Male -1.176722863 -2.017575000 -0.33587073 0.0003322
## nomutability:high:Male-lowmutability:high:Male 3.096653671 2.318864366 3.87444298 0.0000000
## highmutability:low:Male-lowmutability:high:Male 3.560413130 2.808833512 4.31199275 0.0000000
## lowmutability:low:Male-lowmutability:high:Male 0.350877193 -0.416329452 1.11808384 0.9402510
## nomutability:low:Male-lowmutability:high:Male 2.742456140 1.948851416 3.53606086 0.0000000
## highmutability:high:Female-lowmutability:high:Male 3.885789474 3.092184749 4.67939420 0.0000000
## lowmutability:high:Female-lowmutability:high:Male -0.209572845 -1.021350428 0.60220474 0.9995002
## nomutability:high:Female-lowmutability:high:Male 3.136050912 2.346601787 3.92550004 0.0000000
## highmutability:low:Female-lowmutability:high:Male 3.581746920 2.774762596 4.38873124 0.0000000
## lowmutability:low:Female-lowmutability:high:Male -0.343932749 -1.146296663 0.45843117 0.9621276
## nomutability:low:Female-lowmutability:high:Male 2.707093822 1.895316238 3.51887140 0.0000000
## highmutability:low:Male-nomutability:high:Male 0.463759458 -0.298619771 1.22613869 0.6962690
## lowmutability:low:Male-nomutability:high:Male -2.745776478 -3.523565784 -1.96798717 0.0000000
## nomutability:low:Male-nomutability:high:Male -0.354197531 -1.158037456 0.44964239 0.9538608
## highmutability:high:Female-nomutability:high:Male 0.789135802 -0.014704123 1.59297573 0.0598436
## lowmutability:high:Female-nomutability:high:Male -3.306226516 -4.128012992 -2.48444004 0.0000000
## nomutability:high:Female-nomutability:high:Male 0.039397240 -0.760340272 0.83913475 1.0000000
## highmutability:low:Female-nomutability:high:Male 0.485093249 -0.331958687 1.30214519 0.7283163
## lowmutability:low:Female-nomutability:high:Male -3.440586420 -4.253075201 -2.62809764 0.0000000
## nomutability:low:Female-nomutability:high:Male -0.389559850 -1.211346326 0.43222663 0.9240588
## lowmutability:low:Male-highmutability:low:Male -3.209535937 -3.961115554 -2.45795632 0.0000000
## nomutability:low:Male-highmutability:low:Male -0.817956989 -1.596464757 -0.03944922 0.0296348
## highmutability:high:Female-highmutability:low:Male 0.325376344 -0.453131423 1.10388411 0.9685349
## lowmutability:high:Female-highmutability:low:Male -3.769985975 -4.567010899 -2.97296105 0.0000000
## nomutability:high:Female-highmutability:low:Male -0.424362218 -1.198633363 0.34990893 0.8186899
## highmutability:low:Female-highmutability:low:Male 0.021333791 -0.770808611 0.81347619 1.0000000
## lowmutability:low:Female-highmutability:low:Male -3.904345878 -4.691780788 -3.11691097 0.0000000
## nomutability:low:Female-highmutability:low:Male -0.853319308 -1.650344232 -0.05629438 0.0238801
## nomutability:low:Male-lowmutability:low:Male 2.391578947 1.597974223 3.18518367 0.0000000
## highmutability:high:Female-lowmutability:low:Male 3.534912281 2.741307556 4.32851700 0.0000000
## lowmutability:high:Female-lowmutability:low:Male -0.560450038 -1.372227621 0.25132754 0.5028165
## nomutability:high:Female-lowmutability:low:Male 2.785173719 1.995724594 3.57462284 0.0000000
## highmutability:low:Female-lowmutability:low:Male 3.230869728 2.423885403 4.03785405 0.0000000
## lowmutability:low:Female-lowmutability:low:Male -0.694809942 -1.497173856 0.10755397 0.1656274
## nomutability:low:Female-lowmutability:low:Male 2.356216629 1.544439045 3.16799421 0.0000000
## highmutability:high:Female-nomutability:low:Male 1.143333333 0.324180795 1.96248587 0.0003510
## lowmutability:high:Female-nomutability:low:Male -2.952028986 -3.788799723 -2.11525825 0.0000000
## nomutability:high:Female-nomutability:low:Male 0.393594771 -0.421532423 1.20872197 0.9144033
## highmutability:low:Female-nomutability:low:Male 0.839290780 0.007169322 1.67141224 0.0458640
## lowmutability:low:Female-nomutability:low:Male -3.086388889 -3.914030281 -2.25874750 0.0000000
## nomutability:low:Female-nomutability:low:Male -0.035362319 -0.872133056 0.80140842 1.0000000
## lowmutability:high:Female-highmutability:high:Female -4.095362319 -4.932133056 -3.25859158 0.0000000
## nomutability:high:Female-highmutability:high:Female -0.749738562 -1.564865756 0.06538863 0.1059172
## highmutability:low:Female-highmutability:high:Female -0.304042553 -1.136164012 0.52807891 0.9889758
## lowmutability:low:Female-highmutability:high:Female -4.229722222 -5.057363615 -3.40208083 0.0000000
## nomutability:low:Female-highmutability:high:Female -1.178695652 -2.015466390 -0.34192491 0.0002897
## nomutability:high:Female-lowmutability:high:Female 3.345623757 2.512793204 4.17845431 0.0000000
## highmutability:low:Female-lowmutability:high:Female 3.791319766 2.941849043 4.64079049 0.0000000
## lowmutability:low:Female-lowmutability:high:Female -0.134359903 -0.979442539 0.71072273 0.9999961
## nomutability:low:Female-lowmutability:high:Female 2.916666667 2.062641109 3.77069222 0.0000000
## highmutability:low:Female-nomutability:high:Female 0.445696009 -0.382463145 1.27385516 0.8359386
## lowmutability:low:Female-nomutability:high:Female -3.479983660 -4.303641196 -2.65632612 0.0000000
## nomutability:low:Female-nomutability:high:Female -0.428957090 -1.261787642 0.40387346 0.8724928
## lowmutability:low:Female-highmutability:low:Female -3.925679669 -4.766159006 -3.08520033 0.0000000
## nomutability:low:Female-highmutability:low:Female -0.874653099 -1.724123821 -0.02518238 0.0369825
## nomutability:low:Female-lowmutability:low:Female 3.051026570 2.205943935 3.89610921 0.0000000## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 44.7 22.4 15.871 1.91e-07 ***
## status_cond 1 774.7 774.7 549.831 < 2e-16 ***
## gender_f 1 6.5 6.5 4.612 0.0322 *
## condition:status_cond 2 92.0 46.0 32.647 3.43e-14 ***
## condition:gender_f 2 0.9 0.4 0.308 0.7349
## status_cond:gender_f 1 6.3 6.3 4.485 0.0346 *
## condition:status_cond:gender_f 2 6.7 3.4 2.394 0.0921 .
## Residuals 605 852.4 1.4
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = conf ~ condition * status_cond * gender_f, data = no_nonbin)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -0.6554487 -0.92891366 -0.38198378 0.0000001
## nomutability-highmutability -0.3454522 -0.62128780 -0.06961665 0.0094604
## nomutability-lowmutability 0.3099965 0.03416091 0.58583207 0.0230705
##
## $status_cond
## diff lwr upr p adj
## low-high -2.239435 -2.427131 -2.051739 0
##
## $gender_f
## diff lwr upr p adj
## Female-Male -0.2055705 -0.3936798 -0.01746113 0.0322549
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high 0.2209687 -0.2566475 0.69858488 0.7724294
## nomutability:high-highmutability:high -0.2243180 -0.6996996 0.25106364 0.7573374
## highmutability:low-highmutability:high -1.5069302 -1.9780597 -1.03580059 0.0000000
## lowmutability:low-highmutability:high -3.0795095 -3.5548911 -2.60412790 0.0000000
## nomutability:low-highmutability:high -2.1313549 -2.6174303 -1.64527953 0.0000000
## nomutability:high-lowmutability:high -0.4452867 -0.9158932 0.02531985 0.0756819
## highmutability:low-lowmutability:high -1.7278989 -2.1942098 -1.26158793 0.0000000
## lowmutability:low-lowmutability:high -3.3004782 -3.7710848 -2.82987169 0.0000000
## nomutability:low-lowmutability:high -2.3523236 -2.8337300 -1.87091724 0.0000000
## highmutability:low-nomutability:high -1.2826122 -1.7466342 -0.81859023 0.0000000
## lowmutability:low-nomutability:high -2.8551915 -3.3235301 -2.38685301 0.0000000
## nomutability:low-nomutability:high -1.9070370 -2.3862265 -1.42784744 0.0000000
## lowmutability:low-highmutability:low -1.5725793 -2.0366013 -1.10855739 0.0000000
## nomutability:low-highmutability:low -0.6244248 -1.0993963 -0.14945320 0.0025722
## nomutability:low-lowmutability:low 0.9481546 0.4689651 1.42734410 0.0000004
##
## $`condition:gender_f`
## diff lwr upr p adj
## lowmutability:Male-highmutability:Male -0.64766077 -1.10015901 -0.19516254 0.0006889
## nomutability:Male-highmutability:Male -0.26103379 -0.72414001 0.20207243 0.5912744
## highmutability:Female-highmutability:Male -0.14275036 -0.61440473 0.32890400 0.9545645
## lowmutability:Female-highmutability:Male -0.81219990 -1.28785380 -0.33654600 0.0000199
## nomutability:Female-highmutability:Male -0.57390898 -1.04556334 -0.10225462 0.0071160
## nomutability:Male-lowmutability:Male 0.38662698 -0.07352224 0.84677621 0.1570645
## highmutability:Female-lowmutability:Male 0.50491041 0.03615911 0.97366170 0.0262695
## lowmutability:Female-lowmutability:Male -0.16453913 -0.63731452 0.30823626 0.9195257
## nomutability:Female-lowmutability:Male 0.07375179 -0.39499950 0.54250309 0.9976818
## highmutability:Female-nomutability:Male 0.11828343 -0.36071605 0.59728290 0.9812182
## lowmutability:Female-nomutability:Male -0.55116611 -1.03410429 -0.06822793 0.0147403
## nomutability:Female-nomutability:Male -0.31287519 -0.79187466 0.16612429 0.4234146
## lowmutability:Female-highmutability:Female -0.66944954 -1.16059081 -0.17830826 0.0015094
## nomutability:Female-highmutability:Female -0.43115862 -0.91842750 0.05611027 0.1171514
## nomutability:Female-lowmutability:Female 0.23829092 -0.25285036 0.72943220 0.7348850
##
## $`status_cond:gender_f`
## diff lwr upr p adj
## low:Male-high:Male -2.05325510 -2.3905548 -1.71595543 0.0000000
## high:Female-high:Male -0.00184417 -0.3512031 0.34751476 0.9999991
## low:Female-high:Male -2.46452887 -2.8177405 -2.11131722 0.0000000
## high:Female-low:Male 2.05141093 1.7065350 2.39628683 0.0000000
## low:Female-low:Male -0.41127376 -0.7600519 -0.06249562 0.0132361
## low:Female-high:Female -2.46268470 -2.8231383 -2.10223112 0.0000000
##
## $`condition:status_cond:gender_f`
## diff lwr upr p adj
## lowmutability:high:Male-highmutability:high:Male 0.03807137 -0.72061021 0.7967529 1.0000000
## nomutability:high:Male-highmutability:high:Male -0.35991434 -1.12827613 0.4084475 0.9298112
## highmutability:low:Male-highmutability:high:Male -1.59030064 -2.33470631 -0.8458950 0.0000000
## lowmutability:low:Male-highmutability:high:Male -2.97362454 -3.73230611 -2.2149430 0.0000000
## nomutability:low:Male-highmutability:high:Male -1.90707483 -2.68992135 -1.1242283 0.0000000
## highmutability:high:Female-highmutability:high:Male -0.21374150 -0.99658802 0.5691050 0.9991526
## lowmutability:high:Female-highmutability:high:Male 0.22596865 -0.57354691 1.0254842 0.9988317
## nomutability:high:Female-highmutability:high:Male -0.28838202 -1.06742056 0.4906565 0.9877423
## highmutability:low:Female-highmutability:high:Male -1.62324504 -2.41836146 -0.8281286 0.0000000
## lowmutability:low:Female-highmutability:high:Male -3.43707483 -4.22795244 -2.6461972 0.0000000
## nomutability:low:Female-highmutability:high:Male -2.59287193 -3.39238749 -1.7933564 0.0000000
## nomutability:high:Male-lowmutability:high:Male -0.39798571 -1.13753862 0.3415672 0.8359947
## highmutability:low:Male-lowmutability:high:Male -1.62837201 -2.34300371 -0.9137403 0.0000000
## lowmutability:low:Male-lowmutability:high:Male -3.01169591 -3.74118641 -2.2822054 0.0000000
## nomutability:low:Male-lowmutability:high:Male -1.94514620 -2.69973704 -1.1905554 0.0000000
## highmutability:high:Female-lowmutability:high:Male -0.25181287 -1.00640371 0.5027780 0.9948480
## lowmutability:high:Female-lowmutability:high:Male 0.18789728 -0.58397304 0.9597676 0.9997156
## nomutability:high:Female-lowmutability:high:Male -0.32645339 -1.07709292 0.4241861 0.9579642
## highmutability:low:Female-lowmutability:high:Male -1.66131641 -2.42862911 -0.8940037 0.0000000
## lowmutability:low:Female-lowmutability:high:Male -3.47514620 -4.23806563 -2.7122268 0.0000000
## nomutability:low:Female-lowmutability:high:Male -2.63094330 -3.40281362 -1.8590730 0.0000000
## highmutability:low:Male-nomutability:high:Male -1.23038630 -1.95528670 -0.5054859 0.0000025
## lowmutability:low:Male-nomutability:high:Male -2.61371020 -3.35326312 -1.8741573 0.0000000
## nomutability:low:Male-nomutability:high:Male -1.54716049 -2.31148337 -0.7828376 0.0000000
## highmutability:high:Female-nomutability:high:Male 0.14617284 -0.61815004 0.9104957 0.9999741
## lowmutability:high:Female-nomutability:high:Male 0.58588298 -0.19550419 1.3672702 0.3674920
## nomutability:high:Female-nomutability:high:Male 0.07153232 -0.68888982 0.8319545 1.0000000
## highmutability:low:Female-nomutability:high:Male -1.26333071 -2.04021609 -0.4864453 0.0000087
## lowmutability:low:Female-nomutability:high:Male -3.07716049 -3.84970705 -2.3046139 0.0000000
## nomutability:low:Female-nomutability:high:Male -2.23295760 -3.01434477 -1.4515704 0.0000000
## lowmutability:low:Male-highmutability:low:Male -1.38332390 -2.09795561 -0.6686922 0.0000000
## nomutability:low:Male-highmutability:low:Male -0.31677419 -1.05701025 0.4234619 0.9625821
## highmutability:high:Female-highmutability:low:Male 1.37655914 0.63632308 2.1167952 0.0000001
## lowmutability:high:Female-highmutability:low:Male 1.81626928 1.05842638 2.5741122 0.0000000
## nomutability:high:Female-highmutability:low:Male 1.30191862 0.56571091 2.0381263 0.0000007
## highmutability:low:Female-highmutability:low:Male -0.03294441 -0.78614482 0.7202560 1.0000000
## lowmutability:low:Female-highmutability:low:Male -1.84677419 -2.59549853 -1.0980499 0.0000000
## nomutability:low:Female-highmutability:low:Male -1.00257129 -1.76041420 -0.2447284 0.0010054
## nomutability:low:Male-lowmutability:low:Male 1.06654971 0.31195886 1.8211406 0.0002696
## highmutability:high:Female-lowmutability:low:Male 2.75988304 2.00529220 3.5144739 0.0000000
## lowmutability:high:Female-lowmutability:low:Male 3.19959319 2.42772287 3.9714635 0.0000000
## nomutability:high:Female-lowmutability:low:Male 2.68524252 1.93460298 3.4358821 0.0000000
## highmutability:low:Female-lowmutability:low:Male 1.35037949 0.58306680 2.1176922 0.0000008
## lowmutability:low:Female-lowmutability:low:Male -0.46345029 -1.22636972 0.2994691 0.6981376
## nomutability:low:Female-lowmutability:low:Male 0.38075261 -0.39111771 1.1526229 0.9019905
## highmutability:high:Female-nomutability:low:Male 1.69333333 0.91445062 2.4722161 0.0000000
## lowmutability:high:Female-nomutability:low:Male 2.13304348 1.33740868 2.9286783 0.0000000
## nomutability:high:Female-nomutability:low:Male 1.61869281 0.84363755 2.3937481 0.0000000
## highmutability:low:Female-nomutability:low:Male 0.28382979 -0.50738429 1.0750439 0.9905211
## lowmutability:low:Female-nomutability:low:Male -1.53000000 -2.31695426 -0.7430457 0.0000000
## nomutability:low:Female-nomutability:low:Male -0.68579710 -1.48143190 0.1098377 0.1709031
## lowmutability:high:Female-highmutability:high:Female 0.43971014 -0.35592466 1.2353449 0.8104159
## nomutability:high:Female-highmutability:high:Female -0.07464052 -0.84969578 0.7004147 1.0000000
## highmutability:low:Female-highmutability:high:Female -1.40950355 -2.20071763 -0.6182895 0.0000005
## lowmutability:low:Female-highmutability:high:Female -3.22333333 -4.01028759 -2.4363791 0.0000000
## nomutability:low:Female-highmutability:high:Female -2.37913043 -3.17476524 -1.5834956 0.0000000
## nomutability:high:Female-lowmutability:high:Female -0.51435067 -1.30623898 0.2775376 0.6005560
## highmutability:low:Female-lowmutability:high:Female -1.84921369 -2.65692414 -1.0415032 0.0000000
## lowmutability:low:Female-lowmutability:high:Female -3.66304348 -4.46658156 -2.8595054 0.0000000
## nomutability:low:Female-lowmutability:high:Female -2.81884058 -3.63088195 -2.0067992 0.0000000
## highmutability:low:Female-nomutability:high:Female -1.33486302 -2.12230959 -0.5474165 0.0000026
## lowmutability:low:Female-nomutability:high:Female -3.14869281 -3.93185906 -2.3655266 0.0000000
## nomutability:low:Female-nomutability:high:Female -2.30448991 -3.09637823 -1.5126016 0.0000000
## lowmutability:low:Female-highmutability:low:Female -1.81382979 -2.61299087 -1.0146687 0.0000000
## nomutability:low:Female-highmutability:low:Female -0.96962689 -1.77733734 -0.1619164 0.0051562
## nomutability:low:Female-lowmutability:low:Female 0.84420290 0.04066482 1.6477410 0.0296556## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 119.6 59.78 34.526 6.33e-15 ***
## status_cond 1 148.9 148.91 85.996 < 2e-16 ***
## gender_f 1 0.0 0.00 0.001 0.971
## condition:status_cond 2 52.6 26.32 15.199 3.63e-07 ***
## condition:gender_f 2 1.8 0.91 0.526 0.591
## status_cond:gender_f 1 0.0 0.02 0.010 0.921
## condition:status_cond:gender_f 2 1.4 0.69 0.398 0.672
## Residuals 605 1047.6 1.73
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = voice ~ condition * status_cond * gender_f, data = no_nonbin)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -1.0576923 -1.3608552 -0.75452945 0.0000000
## nomutability-highmutability -0.3746492 -0.6804401 -0.06885824 0.0115101
## nomutability-lowmutability 0.6830431 0.3772522 0.98883406 0.0000006
##
## $status_cond
## diff lwr upr p adj
## low-high -0.9818315 -1.189911 -0.7737522 0
##
## $gender_f
## diff lwr upr p adj
## Female-Male 0.003888565 -0.2046492 0.2124263 0.9707998
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high -0.40514565 -0.9346303 0.12433899 0.2450401
## nomutability:high-highmutability:high -0.31530585 -0.8423133 0.21170157 0.5253392
## highmutability:low-highmutability:high -0.48483758 -1.0071312 0.03745602 0.0863228
## lowmutability:low-highmutability:high -2.20111709 -2.7281245 -1.67410968 0.0000000
## nomutability:low-highmutability:high -0.97152245 -1.5103850 -0.43265993 0.0000051
## nomutability:high-lowmutability:high 0.08983980 -0.4318740 0.61155356 0.9964388
## highmutability:low-lowmutability:high -0.07969194 -0.5966436 0.43725975 0.9978974
## lowmutability:low-lowmutability:high -1.79597145 -2.3176852 -1.27425769 0.0000000
## nomutability:low-lowmutability:high -0.56637680 -1.1000633 -0.03269033 0.0301323
## highmutability:low-nomutability:high -0.16953174 -0.6839458 0.34488238 0.9353628
## lowmutability:low-nomutability:high -1.88581125 -2.4050107 -1.36661178 0.0000000
## nomutability:low-nomutability:high -0.65621660 -1.1874454 -0.12498775 0.0059090
## lowmutability:low-highmutability:low -1.71627951 -2.2306936 -1.20186540 0.0000000
## nomutability:low-highmutability:low -0.48668486 -1.0132377 0.03986797 0.0888571
## nomutability:low-lowmutability:low 1.22959465 0.6983658 1.76082349 0.0000000
##
## $`condition:gender_f`
## diff lwr upr p adj
## lowmutability:Male-highmutability:Male -1.09139180 -1.5930307292 -0.58975287 0.0000000
## nomutability:Male-highmutability:Male -0.28616367 -0.7995626005 0.22723526 0.6031738
## highmutability:Female-highmutability:Male 0.03883202 -0.4840433692 0.56170740 0.9999407
## lowmutability:Female-highmutability:Male -0.97675137 -1.5040606367 -0.44944211 0.0000025
## nomutability:Female-highmutability:Male -0.43199509 -0.9548704764 0.09088029 0.1714769
## nomutability:Male-lowmutability:Male 0.80522813 0.2951073220 1.31534894 0.0001119
## highmutability:Female-lowmutability:Male 1.13022382 0.6105667701 1.64988087 0.0000000
## lowmutability:Female-lowmutability:Male 0.11464043 -0.4094777242 0.63875858 0.9891452
## nomutability:Female-lowmutability:Male 0.65939671 0.1397396630 1.17905376 0.0041815
## highmutability:Female-nomutability:Male 0.32499569 -0.2060224778 0.85601385 0.4993740
## lowmutability:Female-nomutability:Male -0.69058770 -1.2259723137 -0.15520309 0.0033535
## nomutability:Female-nomutability:Male -0.14583142 -0.6768495850 0.38518675 0.9700126
## lowmutability:Female-highmutability:Female -1.01558339 -1.5600619407 -0.47110484 0.0000020
## nomutability:Female-highmutability:Female -0.47082711 -1.0110127255 0.06935851 0.1280831
## nomutability:Female-lowmutability:Female 0.54475628 0.0002777303 1.08923483 0.0497971
##
## $`status_cond:gender_f`
## diff lwr upr p adj
## low:Male-high:Male -0.971071115 -1.3450011 -0.5971412 0.0000000
## high:Female-high:Male 0.014817349 -0.3724815 0.4021162 0.9996569
## low:Female-high:Male -0.979129950 -1.3706999 -0.5875600 0.0000000
## high:Female-low:Male 0.985888464 0.6035595 1.3682174 0.0000000
## low:Female-low:Male -0.008058835 -0.3947138 0.3785961 0.9999444
## low:Female-high:Female -0.993947299 -1.3935456 -0.5943490 0.0000000
##
## $`condition:status_cond:gender_f`
## diff lwr upr p adj
## lowmutability:high:Male-highmutability:high:Male -0.5456498389 -1.38672320 0.29542352 0.6023897
## nomutability:high:Male-highmutability:high:Male -0.3075081885 -1.15931303 0.54429666 0.9900125
## highmutability:low:Male-highmutability:high:Male -0.5920561773 -1.41730330 0.23319094 0.4395101
## lowmutability:low:Male-highmutability:high:Male -2.2474042248 -3.08847759 -1.40633086 0.0000000
## nomutability:low:Male-highmutability:high:Male -0.9210884354 -1.78895103 -0.05322585 0.0264259
## highmutability:high:Female-highmutability:high:Male -0.0677551020 -0.93561769 0.80010749 1.0000000
## lowmutability:high:Female-highmutability:high:Male -0.3080449571 -1.19438682 0.57829690 0.9927205
## nomutability:high:Female-highmutability:high:Male -0.3942910498 -1.25793212 0.46935002 0.9409592
## highmutability:low:Female-highmutability:high:Male -0.4232160949 -1.30468107 0.45824888 0.9174792
## lowmutability:low:Female-highmutability:high:Male -2.2210884354 -3.09785428 -1.34432259 0.0000000
## nomutability:low:Female-highmutability:high:Male -1.0979000296 -1.98424189 -0.21155817 0.0031543
## nomutability:high:Male-lowmutability:high:Male 0.2381416504 -0.58172571 1.05800901 0.9984980
## highmutability:low:Male-lowmutability:high:Male -0.0464063384 -0.83864607 0.74583340 1.0000000
## lowmutability:low:Male-lowmutability:high:Male -1.7017543860 -2.51046656 -0.89304221 0.0000000
## nomutability:low:Male-lowmutability:high:Male -0.3754385965 -1.21197698 0.46109979 0.9475221
## highmutability:high:Female-lowmutability:high:Male 0.4778947368 -0.35864365 1.31443312 0.7748279
## lowmutability:high:Female-lowmutability:high:Male 0.2376048818 -0.61808950 1.09329927 0.9990083
## nomutability:high:Female-lowmutability:high:Male 0.1513587891 -0.68079918 0.98351676 0.9999845
## highmutability:low:Female-lowmutability:high:Male 0.1224337439 -0.72820807 0.97307556 0.9999986
## lowmutability:low:Female-lowmutability:high:Male -1.6754385965 -2.52121004 -0.82966716 0.0000000
## nomutability:low:Female-lowmutability:high:Male -0.5522501907 -1.40794457 0.30344419 0.6104053
## highmutability:low:Male-nomutability:high:Male -0.2845479888 -1.08817159 0.51907561 0.9914923
## lowmutability:low:Male-nomutability:high:Male -1.9398960364 -2.75976339 -1.12002868 0.0000000
## nomutability:low:Male-nomutability:high:Male -0.6135802469 -1.46090755 0.23374706 0.4241846
## highmutability:high:Female-nomutability:high:Male 0.2397530864 -0.60757422 1.08708039 0.9988194
## lowmutability:high:Female-nomutability:high:Male -0.0005367687 -0.86678152 0.86570799 1.0000000
## nomutability:high:Female-nomutability:high:Male -0.0867828613 -0.92978581 0.75622009 1.0000000
## highmutability:low:Female-nomutability:high:Male -0.1157079065 -0.97696198 0.74554617 0.9999993
## lowmutability:low:Female-nomutability:high:Male -1.9135802469 -2.77002430 -1.05713619 0.0000000
## nomutability:low:Female-nomutability:high:Male -0.7903918411 -1.65663659 0.07585291 0.1128921
## lowmutability:low:Male-highmutability:low:Male -1.6553480475 -2.44758778 -0.86310831 0.0000000
## nomutability:low:Male-highmutability:low:Male -0.3290322581 -1.14965694 0.49159243 0.9769889
## highmutability:high:Female-highmutability:low:Male 0.5243010753 -0.29632361 1.34492576 0.6257371
## lowmutability:high:Female-highmutability:low:Male 0.2840112202 -0.55613239 1.12415483 0.9942442
## nomutability:high:Female-highmutability:low:Male 0.1977651276 -0.61839374 1.01392399 0.9997280
## highmutability:low:Female-highmutability:low:Male 0.1688400824 -0.66615687 1.00383703 0.9999545
## lowmutability:low:Female-highmutability:low:Male -1.6290322581 -2.45906704 -0.79899747 0.0000000
## nomutability:low:Female-highmutability:low:Male -0.5058438523 -1.34598747 0.33429976 0.7100655
## nomutability:low:Male-lowmutability:low:Male 1.3263157895 0.48977741 2.16285417 0.0000174
## highmutability:high:Female-lowmutability:low:Male 2.1796491228 1.34311074 3.01618750 0.0000000
## lowmutability:high:Female-lowmutability:low:Male 1.9393592677 1.08366488 2.79505365 0.0000000
## nomutability:high:Female-lowmutability:low:Male 1.8531131751 1.02095521 2.68527114 0.0000000
## highmutability:low:Female-lowmutability:low:Male 1.8241881299 0.97354632 2.67482994 0.0000000
## lowmutability:low:Female-lowmutability:low:Male 0.0263157895 -0.81945565 0.87208723 1.0000000
## nomutability:low:Female-lowmutability:low:Male 1.1495041953 0.29380981 2.00519858 0.0007527
## highmutability:high:Female-nomutability:low:Male 0.8533333333 -0.01013499 1.71680165 0.0561432
## lowmutability:high:Female-nomutability:low:Male 0.6130434783 -0.26899618 1.49508314 0.4918321
## nomutability:high:Female-nomutability:low:Male 0.5267973856 -0.33242782 1.38602259 0.6854655
## highmutability:low:Female-nomutability:low:Male 0.4978723404 -0.37926651 1.37501119 0.7820667
## lowmutability:low:Female-nomutability:low:Male -1.3000000000 -2.17241642 -0.42758358 0.0000825
## nomutability:low:Female-nomutability:low:Male -0.1768115942 -1.05885125 0.70522806 0.9999583
## lowmutability:high:Female-highmutability:high:Female -0.2402898551 -1.12232951 0.64174980 0.9991700
## nomutability:high:Female-highmutability:high:Female -0.3265359477 -1.18576116 0.53268926 0.9848608
## highmutability:low:Female-highmutability:high:Female -0.3554609929 -1.23259985 0.52167786 0.9750390
## lowmutability:low:Female-highmutability:high:Female -2.1533333333 -3.02574975 -1.28091692 0.0000000
## nomutability:low:Female-highmutability:high:Female -1.0301449275 -1.91218458 -0.14810527 0.0077268
## nomutability:high:Female-lowmutability:high:Female -0.0862460926 -0.96413240 0.79164022 1.0000000
## highmutability:low:Female-lowmutability:high:Female -0.1151711378 -1.01059784 0.78025557 0.9999996
## lowmutability:low:Female-lowmutability:high:Female -1.9130434783 -2.80384470 -1.02224225 0.0000000
## nomutability:low:Female-lowmutability:high:Female -0.7898550725 -1.69008303 0.11037288 0.1512109
## highmutability:low:Female-nomutability:high:Female -0.0289250452 -0.90188724 0.84403715 1.0000000
## lowmutability:low:Female-nomutability:high:Female -1.8267973856 -2.69501442 -0.95858035 0.0000000
## nomutability:low:Female-nomutability:high:Female -0.7036089798 -1.58149529 0.17427733 0.2654454
## lowmutability:low:Female-highmutability:low:Female -1.7978723404 -2.68382123 -0.91192345 0.0000000
## nomutability:low:Female-highmutability:low:Female -0.6746839346 -1.57011064 0.22074277 0.3596542
## nomutability:low:Female-lowmutability:low:Female 1.1231884058 0.23238718 2.01398963 0.0023527## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 90.2 45.09 26.089 1.36e-11 ***
## status_cond 1 161.9 161.89 93.665 < 2e-16 ***
## gender_f 1 0.0 0.05 0.029 0.866
## condition:status_cond 2 64.8 32.40 18.746 1.26e-08 ***
## condition:gender_f 2 1.7 0.83 0.479 0.620
## status_cond:gender_f 1 0.7 0.74 0.425 0.514
## condition:status_cond:gender_f 2 1.7 0.87 0.505 0.604
## Residuals 605 1045.7 1.73
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = vthree ~ condition * status_cond * gender_f, data = no_nonbin)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -0.9182692 -1.2211526 -0.61538582 0.0000000
## nomutability-highmutability -0.3236701 -0.6291792 -0.01816104 0.0348596
## nomutability-lowmutability 0.5945991 0.2890900 0.90010819 0.0000174
##
## $status_cond
## diff lwr upr p adj
## low-high -1.023731 -1.231619 -0.8158439 0
##
## $gender_f
## diff lwr upr p adj
## Female-Male -0.01796578 -0.2263113 0.1903798 0.8655797
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high -0.20378466 -0.7327812 0.32521190 0.8808179
## nomutability:high-highmutability:high -0.28027402 -0.8067956 0.24624760 0.6503060
## highmutability:low-highmutability:high -0.49576349 -1.0175756 0.02604866 0.0735225
## lowmutability:low-highmutability:high -2.13379430 -2.6603159 -1.60727268 0.0000000
## nomutability:low-highmutability:high -0.91508903 -1.4534548 -0.37672323 0.0000221
## nomutability:high-lowmutability:high -0.07648937 -0.5977222 0.44474348 0.9983398
## highmutability:low-lowmutability:high -0.29197884 -0.8084540 0.22449633 0.5880967
## lowmutability:low-lowmutability:high -1.93000964 -2.4512425 -1.40877679 0.0000000
## nomutability:low-lowmutability:high -0.71130437 -1.2444989 -0.17810985 0.0020824
## highmutability:low-nomutability:high -0.21548947 -0.7294294 0.29845046 0.8375018
## lowmutability:low-nomutability:high -1.85352028 -2.3722411 -1.33479941 0.0000000
## nomutability:low-nomutability:high -0.63481501 -1.1655542 -0.10407585 0.0087323
## lowmutability:low-highmutability:low -1.63803080 -2.1519707 -1.12409088 0.0000000
## nomutability:low-highmutability:low -0.41932554 -0.9453930 0.10674192 0.2043317
## nomutability:low-lowmutability:low 1.21870527 0.6879661 1.74944443 0.0000000
##
## $`condition:gender_f`
## diff lwr upr p adj
## lowmutability:Male-highmutability:Male -0.9503387 -1.45151525 -0.4491622 0.0000013
## nomutability:Male-highmutability:Male -0.2386814 -0.75160711 0.2742443 0.7680769
## highmutability:Female-highmutability:Male 0.0157984 -0.50659500 0.5381918 0.9999993
## lowmutability:Female-highmutability:Male -0.8630738 -1.38989702 -0.3362506 0.0000511
## nomutability:Female-highmutability:Male -0.3995253 -0.92191867 0.1228681 0.2455432
## nomutability:Male-lowmutability:Male 0.7116573 0.20200672 1.2213079 0.0010341
## highmutability:Female-lowmutability:Male 0.9661371 0.44695910 1.4853152 0.0000022
## lowmutability:Female-lowmutability:Male 0.0872649 -0.43637013 0.6108999 0.9969511
## nomutability:Female-lowmutability:Male 0.5508135 0.03163543 1.0699915 0.0302150
## highmutability:Female-nomutability:Male 0.2544798 -0.27604884 0.7850085 0.7442648
## lowmutability:Female-nomutability:Male -0.6243924 -1.15928350 -0.0895013 0.0115323
## nomutability:Female-nomutability:Male -0.1608438 -0.69137252 0.3696848 0.9542368
## lowmutability:Female-highmutability:Female -0.8788722 -1.42284889 -0.3348956 0.0000689
## nomutability:Female-highmutability:Female -0.4153237 -0.95501135 0.1243640 0.2391494
## nomutability:Female-lowmutability:Female 0.4635486 -0.08042809 1.0075252 0.1455274
##
## $`status_cond:gender_f`
## diff lwr upr p adj
## low:Male-high:Male -0.95875391 -1.3323392 -0.5851686 0.0000000
## high:Female-high:Male 0.05165419 -0.3352876 0.4385960 0.9860076
## low:Female-high:Male -1.04723374 -1.4384428 -0.6560247 0.0000000
## high:Female-low:Male 1.01040810 0.6284316 1.3923846 0.0000000
## low:Female-low:Male -0.08847983 -0.4747784 0.2978187 0.9350812
## low:Female-high:Female -1.09888793 -1.4981179 -0.6996579 0.0000000
##
## $`condition:status_cond:gender_f`
## diff lwr upr p adj
## lowmutability:high:Male-highmutability:high:Male -0.347774197 -1.18807226 0.49252387 0.9707493
## nomutability:high:Male-highmutability:high:Male -0.221718317 -1.07273797 0.62930134 0.9994549
## highmutability:low:Male-highmutability:high:Male -0.523590081 -1.34807649 0.30089633 0.6348103
## lowmutability:low:Male-highmutability:high:Male -2.084616303 -2.92491437 -1.24431824 0.0000000
## nomutability:low:Male-highmutability:high:Male -0.834557823 -1.70162042 0.03250478 0.0718784
## highmutability:high:Female-highmutability:high:Male -0.001224490 -0.86828709 0.86583811 1.0000000
## lowmutability:high:Female-highmutability:high:Male -0.024992606 -0.91051744 0.86053223 1.0000000
## nomutability:high:Female-highmutability:high:Male -0.342270241 -1.20511521 0.52057473 0.9788111
## highmutability:low:Female-highmutability:high:Male -0.458387610 -1.33904006 0.42226484 0.8643552
## lowmutability:low:Female-highmutability:high:Male -2.193168934 -3.06912658 -1.31721129 0.0000000
## nomutability:low:Female-highmutability:high:Male -1.003253475 -1.88877831 -0.11772864 0.0117564
## nomutability:high:Male-lowmutability:high:Male 0.126055880 -0.69305573 0.94516749 0.9999973
## highmutability:low:Male-lowmutability:high:Male -0.175815884 -0.96732534 0.61569357 0.9998839
## lowmutability:low:Male-lowmutability:high:Male -1.736842105 -2.54480882 -0.92887539 0.0000000
## nomutability:low:Male-lowmutability:high:Male -0.486783626 -1.32255089 0.34898364 0.7521428
## highmutability:high:Female-lowmutability:high:Male 0.346549708 -0.48921756 1.18231697 0.9703360
## lowmutability:high:Female-lowmutability:high:Male 0.322781592 -0.53212402 1.17768720 0.9856289
## nomutability:high:Female-lowmutability:high:Male 0.005503956 -0.82588693 0.83689484 1.0000000
## highmutability:low:Female-lowmutability:high:Male -0.110613413 -0.96047111 0.73924428 0.9999995
## lowmutability:low:Female-lowmutability:high:Male -1.845394737 -2.69038655 -1.00040292 0.0000000
## nomutability:low:Female-lowmutability:high:Male -0.655479278 -1.51038489 0.19942633 0.3321074
## highmutability:low:Male-nomutability:high:Male -0.301871764 -1.10475459 0.50101106 0.9861033
## lowmutability:low:Male-nomutability:high:Male -1.862897986 -2.68200959 -1.04378638 0.0000000
## nomutability:low:Male-nomutability:high:Male -0.612839506 -1.45938575 0.23370674 0.4246545
## highmutability:high:Female-nomutability:high:Male 0.220493827 -0.62605241 1.06704007 0.9994563
## lowmutability:high:Female-nomutability:high:Male 0.196725711 -0.66872054 1.06217197 0.9998542
## nomutability:high:Female-nomutability:high:Male -0.120551924 -0.96277780 0.72167395 0.9999987
## highmutability:low:Female-nomutability:high:Male -0.236669293 -1.09712947 0.62379089 0.9990922
## lowmutability:low:Female-nomutability:high:Male -1.971450617 -2.82710521 -1.11579602 0.0000000
## nomutability:low:Female-nomutability:high:Male -0.781535158 -1.64698141 0.08391110 0.1223286
## lowmutability:low:Male-highmutability:low:Male -1.561026221 -2.35253568 -0.76951677 0.0000000
## nomutability:low:Male-highmutability:low:Male -0.310967742 -1.13083598 0.50890050 0.9850958
## highmutability:high:Female-highmutability:low:Male 0.522365591 -0.29750265 1.34223383 0.6299112
## lowmutability:high:Female-highmutability:low:Male 0.498597475 -0.34077170 1.33796665 0.7276643
## nomutability:high:Female-highmutability:low:Male 0.181319840 -0.63408669 0.99672637 0.9998826
## highmutability:low:Female-highmutability:low:Male 0.065202471 -0.76902478 0.89942972 1.0000000
## lowmutability:low:Female-highmutability:low:Male -1.669578853 -2.49884852 -0.84030919 0.0000000
## nomutability:low:Female-highmutability:low:Male -0.479663394 -1.31903257 0.35970578 0.7744688
## nomutability:low:Male-lowmutability:low:Male 1.250058480 0.41429121 2.08582575 0.0000755
## highmutability:high:Female-lowmutability:low:Male 2.083391813 1.24762455 2.91915908 0.0000000
## lowmutability:high:Female-lowmutability:low:Male 2.059623697 1.20471809 2.91452931 0.0000000
## nomutability:high:Female-lowmutability:low:Male 1.742346061 0.91095517 2.57373695 0.0000000
## highmutability:low:Female-lowmutability:low:Male 1.626228692 0.77637100 2.47608639 0.0000000
## lowmutability:low:Female-lowmutability:low:Male -0.108552632 -0.95354445 0.73643918 0.9999996
## nomutability:low:Female-lowmutability:low:Male 1.081362827 0.22645722 1.93626844 0.0022297
## highmutability:high:Female-nomutability:low:Male 0.833333333 -0.02933905 1.69600571 0.0695592
## lowmutability:high:Female-nomutability:low:Male 0.809565217 -0.07166138 1.69079182 0.1069404
## nomutability:high:Female-nomutability:low:Male 0.492287582 -0.36614560 1.35072076 0.7704417
## highmutability:low:Female-nomutability:low:Male 0.376170213 -0.50016010 1.25250053 0.9617374
## lowmutability:low:Female-nomutability:low:Male -1.358611111 -2.23022334 -0.48699888 0.0000272
## nomutability:low:Female-nomutability:low:Male -0.168695652 -1.04992225 0.71253095 0.9999739
## lowmutability:high:Female-highmutability:high:Female -0.023768116 -0.90499471 0.85745848 1.0000000
## nomutability:high:Female-highmutability:high:Female -0.341045752 -1.19947893 0.51738743 0.9785574
## highmutability:low:Female-highmutability:high:Female -0.457163121 -1.33349343 0.41916719 0.8625693
## lowmutability:low:Female-highmutability:high:Female -2.191944444 -3.06355667 -1.32033221 0.0000000
## nomutability:low:Female-highmutability:high:Female -1.002028986 -1.88325558 -0.12080239 0.0111960
## nomutability:high:Female-lowmutability:high:Female -0.317277636 -1.19435471 0.55979944 0.9898437
## highmutability:low:Female-lowmutability:high:Female -0.433395005 -1.32799631 0.46120630 0.9125771
## lowmutability:low:Female-lowmutability:high:Female -2.168176329 -3.05815642 -1.27819624 0.0000000
## nomutability:low:Female-lowmutability:high:Female -0.978260870 -1.87765900 -0.07886274 0.0197718
## highmutability:low:Female-nomutability:high:Female -0.116117369 -0.98827487 0.75604013 0.9999994
## lowmutability:low:Female-nomutability:high:Female -1.850898693 -2.71831541 -0.98348197 0.0000000
## nomutability:low:Female-nomutability:high:Female -0.660983234 -1.53806031 0.21609385 0.3593514
## lowmutability:low:Female-highmutability:low:Female -1.734781324 -2.61991355 -0.84964910 0.0000000
## nomutability:low:Female-highmutability:low:Female -0.544865865 -1.43946717 0.34973544 0.6945794
## nomutability:low:Female-lowmutability:low:Female 1.189915459 0.29993537 2.07989555 0.0008239## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 329.0 164.48 68.448 < 2e-16 ***
## status_cond 1 174.8 174.80 72.743 < 2e-16 ***
## gender_f 1 0.8 0.81 0.338 0.561034
## condition:status_cond 2 41.6 20.81 8.660 0.000196 ***
## condition:gender_f 2 3.8 1.89 0.786 0.455948
## status_cond:gender_f 1 3.3 3.33 1.387 0.239397
## condition:status_cond:gender_f 2 3.5 1.75 0.728 0.483504
## Residuals 605 1453.8 2.40
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = futv ~ condition * status_cond * gender_f, data = no_nonbin)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability 1.6842949 1.32715683 2.0414329 0.0000000
## nomutability-highmutability 0.3417767 -0.01845734 0.7020107 0.0671629
## nomutability-lowmutability -1.3425182 -1.70275221 -0.9822841 0.0000000
##
## $status_cond
## diff lwr upr p adj
## low-high 1.063787 0.8186612 1.308913 0
##
## $gender_f
## diff lwr upr p adj
## Female-Male -0.07271373 -0.3183796 0.1729521 0.5612646
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high 1.12189726 0.49814307 1.7456515 0.0000055
## nomutability:high-highmutability:high 0.33072640 -0.29010953 0.9515623 0.6495644
## highmutability:low-highmutability:high 0.65264894 0.03736607 1.2679318 0.0302677
## lowmutability:low-highmutability:high 2.91349190 2.29265598 3.5343278 0.0000000
## nomutability:low-highmutability:high 1.06995298 0.43515126 1.7047547 0.0000269
## nomutability:high-lowmutability:high -0.79117087 -1.40577066 -0.1765711 0.0034470
## highmutability:low-lowmutability:high -0.46924832 -1.07823820 0.1397416 0.2378578
## lowmutability:low-lowmutability:high 1.79159464 1.17699485 2.4061944 0.0000000
## nomutability:low-lowmutability:high -0.05194428 -0.68064841 0.5767598 0.9998996
## highmutability:low-nomutability:high 0.32192254 -0.28407797 0.9279231 0.6523260
## lowmutability:low-nomutability:high 2.58276550 1.97112766 3.1944034 0.0000000
## nomutability:low-nomutability:high 0.73922658 0.11341764 1.3650355 0.0100908
## lowmutability:low-highmutability:low 2.26084296 1.65484245 2.8668435 0.0000000
## nomutability:low-highmutability:low 0.41730404 -0.20299637 1.0376045 0.3888154
## nomutability:low-lowmutability:low -1.84353892 -2.46934786 -1.2177300 0.0000000
##
## $`condition:gender_f`
## diff lwr upr p adj
## lowmutability:Male-highmutability:Male 1.6785315 1.0875807 2.2694824 0.0000000
## nomutability:Male-highmutability:Male 0.1818422 -0.4229624 0.7866468 0.9558131
## highmutability:Female-highmutability:Male -0.1854733 -0.8014415 0.4304949 0.9555363
## lowmutability:Female-highmutability:Male 1.4998918 0.8787003 2.1210833 0.0000000
## nomutability:Female-highmutability:Male 0.3340215 -0.2819468 0.9499897 0.6317054
## nomutability:Male-lowmutability:Male -1.4966893 -2.0976322 -0.8957465 0.0000000
## highmutability:Female-lowmutability:Male -1.8640048 -2.4761817 -1.2518279 0.0000000
## lowmutability:Female-lowmutability:Male -0.1786397 -0.7960720 0.4387925 0.9624631
## nomutability:Female-lowmutability:Male -1.3445101 -1.9566870 -0.7323332 0.0000000
## highmutability:Female-nomutability:Male -0.3673155 -0.9928762 0.2582453 0.5464798
## lowmutability:Female-nomutability:Male 1.3180496 0.6873450 1.9487542 0.0000001
## nomutability:Female-nomutability:Male 0.1521793 -0.4733815 0.7777400 0.9824339
## lowmutability:Female-highmutability:Female 1.6853651 1.0439475 2.3267827 0.0000000
## nomutability:Female-highmutability:Female 0.5194948 -0.1168656 1.1558551 0.1821350
## nomutability:Female-lowmutability:Female -1.1658703 -1.8072880 -0.5244527 0.0000041
##
## $`status_cond:gender_f`
## diff lwr upr p adj
## low:Male-high:Male 0.92376898 0.4832644 1.3642735 0.0000006
## high:Female-high:Male -0.22053233 -0.6767859 0.2357213 0.5982766
## low:Female-high:Male 0.99944666 0.5381615 1.4607318 0.0000002
## high:Female-low:Male -1.14430132 -1.5947002 -0.6939024 0.0000000
## low:Female-low:Male 0.07567768 -0.3798174 0.5311728 0.9736689
## low:Female-high:Female 1.21997899 0.7492361 1.6907219 0.0000000
##
## $`condition:status_cond:gender_f`
## diff lwr upr p adj
## lowmutability:high:Male-highmutability:high:Male 1.26709631 0.27627807 2.257914555 0.0018477
## nomutability:high:Male-highmutability:high:Male 0.30738221 -0.69607815 1.310842574 0.9975704
## highmutability:low:Male-highmutability:high:Male 0.70144832 -0.27072597 1.673622617 0.4301282
## lowmutability:low:Male-highmutability:high:Male 2.81095596 1.82013772 3.801774204 0.0000000
## nomutability:low:Male-highmutability:high:Male 0.81972789 -0.20264914 1.842104923 0.2648978
## highmutability:high:Female-highmutability:high:Male -0.13360544 -1.15598247 0.888771590 0.9999995
## lowmutability:high:Female-highmutability:high:Male 0.79798876 -0.24615759 1.842135114 0.3371739
## nomutability:high:Female-highmutability:high:Male 0.22168868 -0.79571523 1.239092583 0.9999040
## highmutability:low:Female-highmutability:high:Male 0.44029527 -0.59810592 1.478696456 0.9650128
## lowmutability:low:Female-highmutability:high:Male 2.88917234 1.85630692 3.922037756 0.0000000
## nomutability:low:Female-highmutability:high:Male 1.20378586 0.15963951 2.247932216 0.0092712
## nomutability:high:Male-lowmutability:high:Male -0.95971410 -1.92555082 0.006122616 0.0532426
## highmutability:low:Male-lowmutability:high:Male -0.56564799 -1.49893826 0.367642278 0.7012365
## lowmutability:low:Male-lowmutability:high:Male 1.54385965 0.59116418 2.496555117 0.0000096
## nomutability:low:Male-lowmutability:high:Male -0.44736842 -1.43284428 0.538107434 0.9432092
## highmutability:high:Female-lowmutability:high:Male -1.40070175 -2.38617761 -0.415225899 0.0002392
## lowmutability:high:Female-lowmutability:high:Male -0.46910755 -1.47714995 0.538934845 0.9328061
## nomutability:high:Female-lowmutability:high:Male -1.04540764 -2.02572319 -0.065092088 0.0250101
## highmutability:low:Female-lowmutability:high:Male -0.82680105 -1.82889131 0.175289218 0.2252249
## lowmutability:low:Female-lowmutability:high:Male 1.62207602 0.62572325 2.618428793 0.0000085
## nomutability:low:Female-lowmutability:high:Male -0.06331045 -1.07135285 0.944731946 1.0000000
## highmutability:low:Male-nomutability:high:Male 0.39406611 -0.55263481 1.340767029 0.9694709
## lowmutability:low:Male-nomutability:high:Male 2.50357375 1.53773703 3.469410465 0.0000000
## nomutability:low:Male-nomutability:high:Male 0.51234568 -0.48583996 1.510531317 0.8750889
## highmutability:high:Female-nomutability:high:Male -0.44098765 -1.43917329 0.557197984 0.9529983
## lowmutability:high:Female-nomutability:high:Male 0.49060655 -0.52986461 1.511077704 0.9167699
## nomutability:high:Female-nomutability:high:Male -0.08569354 -1.07878491 0.907397840 1.0000000
## highmutability:low:Female-nomutability:high:Male 0.13291305 -0.88167888 1.147504993 0.9999995
## lowmutability:low:Female-nomutability:high:Male 2.58179012 1.57286458 3.590715665 0.0000000
## nomutability:low:Female-nomutability:high:Male 0.89640365 -0.12406751 1.916874806 0.1499642
## lowmutability:low:Male-highmutability:low:Male 2.10950764 1.17621737 3.042797909 0.0000000
## nomutability:low:Male-highmutability:low:Male 0.11827957 -0.84844931 1.085008452 0.9999998
## highmutability:high:Female-highmutability:low:Male -0.83505376 -1.80178265 0.131675118 0.1684591
## lowmutability:high:Female-highmutability:low:Male 0.09654044 -0.89318252 1.086263402 1.0000000
## nomutability:high:Female-highmutability:low:Male -0.47975965 -1.44122761 0.481708318 0.8947345
## highmutability:low:Female-highmutability:low:Male -0.26115305 -1.24481304 0.722506930 0.9993485
## lowmutability:low:Female-highmutability:low:Male 2.18772401 1.20990966 3.165538369 0.0000000
## nomutability:low:Female-highmutability:low:Male 0.50233754 -0.48738542 1.492060503 0.8832070
## nomutability:low:Male-lowmutability:low:Male -1.99122807 -2.97670393 -1.005752215 0.0000000
## highmutability:high:Female-lowmutability:low:Male -2.94456140 -3.93003726 -1.959085549 0.0000000
## lowmutability:high:Female-lowmutability:low:Male -2.01296720 -3.02100960 -1.004924805 0.0000000
## nomutability:high:Female-lowmutability:low:Male -2.58926729 -3.56958283 -1.608951737 0.0000000
## highmutability:low:Female-lowmutability:low:Male -2.37066069 -3.37275096 -1.368570432 0.0000000
## lowmutability:low:Female-lowmutability:low:Male 0.07821637 -0.91813640 1.074569144 1.0000000
## nomutability:low:Female-lowmutability:low:Male -1.60717010 -2.61521250 -0.599127703 0.0000150
## highmutability:high:Female-nomutability:low:Male -0.95333333 -1.97053374 0.063867073 0.0907332
## lowmutability:high:Female-nomutability:low:Male -0.02173913 -1.06081732 1.017339056 1.0000000
## nomutability:high:Female-nomutability:low:Male -0.59803922 -1.61024106 0.414162633 0.7344894
## highmutability:low:Female-nomutability:low:Male -0.37943262 -1.41273747 0.653872220 0.9885197
## lowmutability:low:Female-nomutability:low:Male 2.06944444 1.04170282 3.097186069 0.0000000
## nomutability:low:Female-nomutability:low:Male 0.38405797 -0.65502022 1.423136158 0.9878925
## lowmutability:high:Female-highmutability:high:Female 0.93159420 -0.10748398 1.970672390 0.1291936
## nomutability:high:Female-highmutability:high:Female 0.35529412 -0.65690773 1.367495966 0.9920887
## highmutability:low:Female-highmutability:high:Female 0.57390071 -0.45940413 1.607205553 0.8053500
## lowmutability:low:Female-highmutability:high:Female 3.02277778 1.99503615 4.050519402 0.0000000
## nomutability:low:Female-highmutability:high:Female 1.33739130 0.29831312 2.376469491 0.0016515
## nomutability:high:Female-lowmutability:high:Female -0.57630009 -1.61048546 0.457885291 0.8019093
## highmutability:low:Female-lowmutability:high:Female -0.35769349 -1.41254216 0.697155174 0.9940908
## lowmutability:low:Female-lowmutability:high:Female 2.09118357 1.04178391 3.140583241 0.0000000
## nomutability:low:Female-lowmutability:high:Female 0.40579710 -0.65470763 1.466301835 0.9840149
## highmutability:low:Female-nomutability:high:Female 0.21860659 -0.80977797 1.246991158 0.9999250
## lowmutability:low:Female-nomutability:high:Female 2.66748366 1.64468908 3.690278245 0.0000000
## nomutability:low:Female-nomutability:high:Female 0.98209719 -0.05208819 2.016282563 0.0810270
## lowmutability:low:Female-highmutability:low:Female 2.44887707 1.40519365 3.492560489 0.0000000
## nomutability:low:Female-highmutability:low:Female 0.76349060 -0.29135807 1.818339263 0.4249671
## nomutability:low:Female-lowmutability:low:Female -1.68538647 -2.73478614 -0.635986808 0.0000123## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 1658.0 829.0 538.566 < 2e-16 ***
## status_cond 1 6.5 6.5 4.221 0.04035 *
## race_bin 1 0.4 0.4 0.276 0.59969
## condition:status_cond 2 8.4 4.2 2.729 0.06606 .
## condition:race_bin 2 16.1 8.1 5.237 0.00556 **
## status_cond:race_bin 1 2.0 2.0 1.332 0.24896
## condition:status_cond:race_bin 2 0.1 0.0 0.026 0.97422
## Residuals 613 943.6 1.5
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = hier_mut ~ condition * status_cond * race_bin, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -3.7677725 -4.051558 -3.4839875 0
## nomutability-highmutability -0.8024615 -1.089029 -0.5158942 0
## nomutability-lowmutability 2.9653110 2.678744 3.2518783 0
##
## $status_cond
## diff lwr upr p adj
## low-high -0.2038182 -0.3987425 -0.008893915 0.040453
##
## $race_bin
## diff lwr upr p adj
## White-Non-White -0.05376971 -0.2551448 0.1476054 0.6002103
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high -4.0049969 -4.5004840 -3.50950986 0.0000000
## nomutability:high-highmutability:high -0.7865199 -1.2808431 -0.29219662 0.0000949
## highmutability:low-highmutability:high -0.3393451 -0.8281290 0.14943890 0.3522530
## lowmutability:low-highmutability:high -3.8860587 -4.3781116 -3.39400570 0.0000000
## nomutability:low-highmutability:high -1.1859977 -1.6889023 -0.68309318 0.0000000
## nomutability:high-lowmutability:high 3.2184771 2.7278013 3.70915281 0.0000000
## highmutability:low-lowmutability:high 3.6656519 3.1805570 4.15074668 0.0000000
## lowmutability:low-lowmutability:high 0.1189383 -0.3694502 0.60732678 0.9823529
## nomutability:low-lowmutability:high 2.8189992 2.3196795 3.31831894 0.0000000
## highmutability:low-nomutability:high 0.4471748 -0.0367312 0.93108077 0.0889839
## lowmutability:low-nomutability:high -3.0995388 -3.5867465 -2.61233109 0.0000000
## nomutability:low-nomutability:high -0.3994779 -0.8976427 0.09868698 0.1986461
## lowmutability:low-highmutability:low -3.5467136 -4.0283002 -3.06512698 0.0000000
## nomutability:low-highmutability:low -0.8466527 -1.3393215 -0.35398388 0.0000170
## nomutability:low-lowmutability:low 2.7000609 2.2041488 3.19597308 0.0000000
##
## $`condition:race_bin`
## diff lwr upr p adj
## lowmutability:Non-White-highmutability:Non-White -3.26416432 -3.8325222 -2.695806401 0.0000000
## nomutability:Non-White-highmutability:Non-White -0.64659401 -1.2092481 -0.083939886 0.0136883
## highmutability:White-highmutability:Non-White 0.29171623 -0.2103486 0.793781062 0.5582277
## lowmutability:White-highmutability:Non-White -3.76665122 -4.2644464 -3.268856069 0.0000000
## nomutability:White-highmutability:Non-White -0.60784067 -1.1137455 -0.101935810 0.0082795
## nomutability:Non-White-lowmutability:Non-White 2.61757031 2.0439817 3.191158946 0.0000000
## highmutability:White-lowmutability:Non-White 3.55588055 3.0415914 4.070169724 0.0000000
## lowmutability:White-lowmutability:Non-White -0.50248690 -1.0126087 0.007634921 0.0562739
## nomutability:White-lowmutability:Non-White 2.65632365 2.1382851 3.174362246 0.0000000
## highmutability:White-nomutability:Non-White 0.93831025 0.4303316 1.446288882 0.0000027
## lowmutability:White-nomutability:Non-White -3.12005721 -3.6238163 -2.616298123 0.0000000
## nomutability:White-nomutability:Non-White 0.03875334 -0.4730210 0.550527638 0.9999348
## lowmutability:White-highmutability:White -4.05836745 -4.4934107 -3.623324189 0.0000000
## nomutability:White-highmutability:White -0.89955690 -1.3438568 -0.455257054 0.0000002
## nomutability:White-lowmutability:White 3.15881055 2.7193412 3.598279857 0.0000000
##
## $`status_cond:race_bin`
## diff lwr upr p adj
## low:Non-White-high:Non-White -0.34903784 -0.7674563 0.06938064 0.1390042
## high:White-high:Non-White -0.16994144 -0.5409846 0.20110174 0.6398145
## low:White-high:Non-White -0.28309386 -0.6479513 0.08176358 0.1895165
## high:White-low:Non-White 0.17909639 -0.2038543 0.56204705 0.6240365
## low:White-low:Non-White 0.06594398 -0.3110164 0.44290433 0.9694930
## low:White-high:White -0.11315242 -0.4367233 0.21041849 0.8043762
##
## $`condition:status_cond:race_bin`
## diff lwr upr p adj
## lowmutability:high:Non-White-highmutability:high:Non-White -3.47863248 -4.40038391 -2.5568810 0.0000000
## nomutability:high:Non-White-highmutability:high:Non-White -0.63247863 -1.52297512 0.2580179 0.4561639
## highmutability:low:Non-White-highmutability:high:Non-White -0.45787546 -1.36301740 0.4472665 0.8855909
## lowmutability:low:Non-White-highmutability:high:Non-White -3.53525641 -4.47601503 -2.5944978 0.0000000
## nomutability:low:Non-White-highmutability:high:Non-White -1.17288267 -2.13562065 -0.2101447 0.0041076
## highmutability:high:White-highmutability:high:Non-White 0.19279018 -0.63909553 1.0246759 0.9998239
## lowmutability:high:White-highmutability:high:Non-White -4.12991453 -4.95435408 -3.3054750 0.0000000
## nomutability:high:White-highmutability:high:Non-White -0.69081197 -1.52803428 0.1464104 0.2251819
## highmutability:low:White-highmutability:high:Non-White -0.07120412 -0.88879541 0.7463872 1.0000000
## lowmutability:low:White-highmutability:high:Non-White -3.88365234 -4.69492342 -3.0723813 0.0000000
## nomutability:low:White-highmutability:high:Non-White -1.01452991 -1.83896946 -0.1900904 0.0035045
## nomutability:high:Non-White-lowmutability:high:Non-White 2.84615385 1.95565736 3.7366503 0.0000000
## highmutability:low:Non-White-lowmutability:high:Non-White 3.02075702 2.11561508 3.9258990 0.0000000
## lowmutability:low:Non-White-lowmutability:high:Non-White -0.05662393 -0.99738255 0.8841347 1.0000000
## nomutability:low:Non-White-lowmutability:high:Non-White 2.30574981 1.34301183 3.2684878 0.0000000
## highmutability:high:White-lowmutability:high:Non-White 3.67142266 2.83953695 4.5033084 0.0000000
## lowmutability:high:White-lowmutability:high:Non-White -0.65128205 -1.47572160 0.1731575 0.2866223
## nomutability:high:White-lowmutability:high:Non-White 2.78782051 1.95059820 3.6250428 0.0000000
## highmutability:low:White-lowmutability:high:Non-White 3.40742836 2.58983707 4.2250196 0.0000000
## lowmutability:low:White-lowmutability:high:Non-White -0.40501986 -1.21629094 0.4062512 0.8944466
## nomutability:low:White-lowmutability:high:Non-White 2.46410256 1.63966302 3.2885421 0.0000000
## highmutability:low:Non-White-nomutability:high:Non-White 0.17460317 -0.69868957 1.0478959 0.9999595
## lowmutability:low:Non-White-nomutability:high:Non-White -2.90277778 -3.81293439 -1.9926212 0.0000000
## nomutability:low:Non-White-nomutability:high:Non-White -0.54040404 -1.47326131 0.3924532 0.7586869
## highmutability:high:White-nomutability:high:Non-White 0.82526882 0.02815394 1.6223837 0.0348560
## lowmutability:high:White-nomutability:high:Non-White -3.49743590 -4.28677667 -2.7080951 0.0000000
## nomutability:high:White-nomutability:high:Non-White -0.05833333 -0.86101602 0.7443494 1.0000000
## highmutability:low:White-nomutability:high:Non-White 0.56127451 -0.22091077 1.3434598 0.4392461
## lowmutability:low:White-nomutability:high:Non-White -3.25117371 -4.02675030 -2.4755971 0.0000000
## nomutability:low:White-nomutability:high:Non-White -0.38205128 -1.17139205 0.4072895 0.9131258
## lowmutability:low:Non-White-highmutability:low:Non-White -3.07738095 -4.00187162 -2.1528903 0.0000000
## nomutability:low:Non-White-highmutability:low:Non-White -0.71500722 -1.66185495 0.2318405 0.3561836
## highmutability:high:White-highmutability:low:Non-White 0.65066564 -0.16277770 1.4641090 0.2683479
## lowmutability:high:White-highmutability:low:Non-White -3.67203907 -4.47786585 -2.8662123 0.0000000
## nomutability:high:White-highmutability:low:Non-White -0.23293651 -1.05183664 0.5859636 0.9987615
## highmutability:low:White-highmutability:low:Non-White 0.38667134 -0.41214763 1.1854903 0.9130790
## lowmutability:low:White-highmutability:low:Non-White -3.42577688 -4.21812591 -2.6334279 0.0000000
## nomutability:low:White-highmutability:low:Non-White -0.55665446 -1.36248123 0.2491723 0.5019650
## nomutability:low:Non-White-lowmutability:low:Non-White 2.36237374 1.38142242 3.3433250 0.0000000
## highmutability:high:White-lowmutability:low:Non-White 3.72804659 2.87514865 4.5809445 0.0000000
## lowmutability:high:White-lowmutability:low:Non-White -0.59465812 -1.44029494 0.2509787 0.4726237
## nomutability:high:White-lowmutability:low:Non-White 2.84444444 1.98634056 3.7025483 0.0000000
## highmutability:low:White-lowmutability:low:Non-White 3.46405229 2.62509067 4.3030139 0.0000000
## lowmutability:low:White-lowmutability:low:Non-White -0.34839593 -1.18119953 0.4844077 0.9683333
## nomutability:low:White-lowmutability:low:Non-White 2.52072650 1.67508967 3.3663633 0.0000000
## highmutability:high:White-nomutability:low:Non-White 1.36567286 0.48859102 2.2427547 0.0000279
## lowmutability:high:White-nomutability:low:Non-White -2.95703186 -3.82705442 -2.0870093 0.0000000
## nomutability:high:White-nomutability:low:Non-White 0.48207071 -0.40007435 1.3642158 0.8216060
## highmutability:low:White-nomutability:low:Non-White 1.10167855 0.23814267 1.9652144 0.0019245
## lowmutability:low:White-nomutability:low:Non-White -2.71076967 -3.56832402 -1.8532153 0.0000000
## nomutability:low:White-nomutability:low:Non-White 0.15835276 -0.71166981 1.0283753 0.9999844
## lowmutability:high:White-highmutability:high:White -4.32270471 -5.04527561 -3.6001338 0.0000000
## nomutability:high:White-highmutability:high:White -0.88360215 -1.62072449 -0.1464798 0.0052686
## highmutability:low:White-highmutability:high:White -0.26399431 -0.97874157 0.4507530 0.9879696
## lowmutability:low:White-highmutability:high:White -4.07644253 -4.78395146 -3.3689336 0.0000000
## nomutability:low:White-highmutability:high:White -1.20732010 -1.92989100 -0.4847492 0.0000040
## nomutability:high:White-lowmutability:high:White 3.43910256 2.71039407 4.1678111 0.0000000
## highmutability:low:White-lowmutability:high:White 4.05871041 3.35264357 4.7647772 0.0000000
## lowmutability:low:White-lowmutability:high:White 0.24626219 -0.45247640 0.9450008 0.9918215
## nomutability:low:White-lowmutability:high:White 3.11538462 2.40139902 3.8293702 0.0000000
## highmutability:low:White-nomutability:high:White 0.61960784 -0.10134363 1.3405593 0.1743072
## lowmutability:low:White-nomutability:high:White -3.19284038 -3.90661643 -2.4790643 0.0000000
## nomutability:low:White-nomutability:high:White -0.32371795 -1.05242644 0.4049905 0.9511620
## lowmutability:low:White-highmutability:low:White -3.81244822 -4.50309326 -3.1218032 0.0000000
## nomutability:low:White-highmutability:low:White -0.94332579 -1.64939263 -0.2372590 0.0008347
## nomutability:low:White-lowmutability:low:White 2.86912243 2.17038384 3.5678610 0.0000000## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 46.1 23.1 16.239 1.34e-07 ***
## status_cond 1 795.8 795.8 560.209 < 2e-16 ***
## race_bin 1 1.9 1.9 1.355 0.245
## condition:status_cond 2 94.3 47.1 33.183 2.07e-14 ***
## condition:race_bin 2 1.5 0.8 0.542 0.582
## status_cond:race_bin 1 0.1 0.1 0.067 0.796
## condition:status_cond:race_bin 2 2.3 1.2 0.812 0.445
## Residuals 613 870.8 1.4
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = conf ~ condition * status_cond * race_bin, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -0.6603476 -0.93296552 -0.3877296 0.0000001
## nomutability-highmutability -0.3610690 -0.63635972 -0.0857782 0.0060885
## nomutability-lowmutability 0.2992786 0.02398783 0.5745694 0.0292709
##
## $status_cond
## diff lwr upr p adj
## low-high -2.255699 -2.442953 -2.068445 0
##
## $race_bin
## diff lwr upr p adj
## White-Non-White -0.1144946 -0.3079455 0.07895625 0.2455631
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high 0.2309956 -0.2449938 0.7069850 0.7347187
## nomutability:high-highmutability:high -0.2305823 -0.7054537 0.2442890 0.7342514
## highmutability:low-highmutability:high -1.5223534 -1.9919035 -1.0528033 0.0000000
## lowmutability:low-highmutability:high -3.0917360 -3.5644264 -2.6190455 0.0000000
## nomutability:low-highmutability:high -2.1448528 -2.6279678 -1.6617378 0.0000000
## nomutability:high-lowmutability:high -0.4615779 -0.9329453 0.0097895 0.0588773
## highmutability:low-lowmutability:high -1.7533490 -2.2193551 -1.2873429 0.0000000
## lowmutability:low-lowmutability:high -3.3227315 -3.7919017 -2.8535614 0.0000000
## nomutability:low-lowmutability:high -2.3758484 -2.8555197 -1.8961771 0.0000000
## highmutability:low-nomutability:high -1.2917711 -1.7566351 -0.8269070 0.0000000
## lowmutability:low-nomutability:high -2.8611536 -3.3291895 -2.3931178 0.0000000
## nomutability:low-nomutability:high -1.9142705 -2.3928323 -1.4357087 0.0000000
## lowmutability:low-highmutability:low -1.5693825 -2.0320185 -1.1067466 0.0000000
## nomutability:low-highmutability:low -0.6224994 -1.0957814 -0.1492174 0.0025535
## nomutability:low-lowmutability:low 0.9468831 0.4704854 1.4232809 0.0000003
##
## $`condition:race_bin`
## diff lwr upr p adj
## lowmutability:Non-White-highmutability:Non-White -0.56918248 -1.11517523 -0.023189725 0.0353279
## nomutability:Non-White-highmutability:Non-White -0.20780302 -0.74831643 0.332710385 0.8817373
## highmutability:White-highmutability:Non-White 0.01408892 -0.46821941 0.496397249 0.9999994
## lowmutability:White-highmutability:Non-White -0.69715506 -1.17536172 -0.218948394 0.0005021
## nomutability:White-highmutability:Non-White -0.44260997 -0.92860722 0.043387285 0.0978999
## nomutability:Non-White-lowmutability:Non-White 0.36137945 -0.18963819 0.912397096 0.4186874
## highmutability:White-lowmutability:Non-White 0.58327140 0.08921976 1.077323036 0.0101517
## lowmutability:White-lowmutability:Non-White -0.12797258 -0.61802085 0.362075693 0.9759411
## nomutability:White-lowmutability:Non-White 0.12657251 -0.37108101 0.624226030 0.9785884
## highmutability:White-nomutability:Non-White 0.22189194 -0.26609748 0.709881368 0.7851343
## lowmutability:White-nomutability:Non-White -0.48935203 -0.97328795 -0.005416122 0.0457044
## nomutability:White-nomutability:Non-White -0.23480694 -0.72644267 0.256828778 0.7477910
## lowmutability:White-highmutability:White -0.71124398 -1.12916807 -0.293319884 0.0000215
## nomutability:White-highmutability:White -0.45669889 -0.88351532 -0.029882458 0.0279435
## nomutability:White-lowmutability:White 0.25454509 -0.16763088 0.676721063 0.5165793
##
## $`status_cond:race_bin`
## diff lwr upr p adj
## low:Non-White-high:Non-White -2.21522648 -2.6171800 -1.8132730 0.000000
## high:White-high:Non-White -0.08670389 -0.4431463 0.2697386 0.923503
## low:White-high:Non-White -2.35848125 -2.7089814 -2.0079811 0.000000
## high:White-low:Non-White 2.12852259 1.7606412 2.4964039 0.000000
## low:White-low:Non-White -0.14325477 -0.5053816 0.2188720 0.738329
## low:White-high:White -2.27177736 -2.5826156 -1.9609391 0.000000
##
## $`condition:status_cond:race_bin`
## diff lwr upr p adj
## lowmutability:high:Non-White-highmutability:high:Non-White 0.222222222 -0.6632578 1.10770228 0.9996189
## nomutability:high:Non-White-highmutability:high:Non-White -0.001139601 -0.8565946 0.85431541 1.0000000
## highmutability:low:Non-White-highmutability:high:Non-White -1.492673993 -2.3621981 -0.62314984 0.0000018
## lowmutability:low:Non-White-highmutability:high:Non-White -2.860398860 -3.7641382 -1.95665956 0.0000000
## nomutability:low:Non-White-highmutability:high:Non-White -2.059052059 -2.9839058 -1.13419830 0.0000000
## highmutability:high:White-highmutability:high:Non-White 0.038047974 -0.7611026 0.83719857 1.0000000
## lowmutability:high:White-highmutability:high:Non-White 0.276923077 -0.5150744 1.06892052 0.9923471
## nomutability:high:White-highmutability:high:Non-White -0.352991453 -1.1572687 0.45128575 0.9551589
## highmutability:low:White-highmutability:high:Non-White -1.495475113 -2.2808938 -0.71005645 0.0000001
## lowmutability:low:White-highmutability:high:Non-White -3.169736367 -3.9490835 -2.39038921 0.0000000
## nomutability:low:White-highmutability:high:Non-White -2.153846154 -2.9458436 -1.36184871 0.0000000
## nomutability:high:Non-White-lowmutability:high:Non-White -0.223361823 -1.0788168 0.63209318 0.9994440
## highmutability:low:Non-White-lowmutability:high:Non-White -1.714896215 -2.5844204 -0.84537206 0.0000000
## lowmutability:low:Non-White-lowmutability:high:Non-White -3.082621083 -3.9863604 -2.17888178 0.0000000
## nomutability:low:Non-White-lowmutability:high:Non-White -2.281274281 -3.2061280 -1.35642052 0.0000000
## highmutability:high:White-lowmutability:high:Non-White -0.184174249 -0.9833248 0.61497635 0.9998333
## lowmutability:high:White-lowmutability:high:Non-White 0.054700855 -0.7372966 0.84669829 1.0000000
## nomutability:high:White-lowmutability:high:Non-White -0.575213675 -1.3794909 0.22906353 0.4447242
## highmutability:low:White-lowmutability:high:Non-White -1.717697335 -2.5031160 -0.93227867 0.0000000
## lowmutability:low:White-lowmutability:high:Non-White -3.391958589 -4.1713057 -2.61261143 0.0000000
## nomutability:low:White-lowmutability:high:Non-White -2.376068376 -3.1680658 -1.58407094 0.0000000
## highmutability:low:Non-White-nomutability:high:Non-White -1.491534392 -2.3304626 -0.65260615 0.0000006
## lowmutability:low:Non-White-nomutability:high:Non-White -2.859259259 -3.7336008 -1.98491776 0.0000000
## nomutability:low:Non-White-nomutability:high:Non-White -2.057912458 -2.9540613 -1.16176358 0.0000000
## highmutability:high:White-nomutability:high:Non-White 0.039187575 -0.7265604 0.80493559 1.0000000
## lowmutability:high:White-nomutability:high:Non-White 0.278062678 -0.4802171 1.03634250 0.9886542
## nomutability:high:White-nomutability:high:Non-White -0.351851852 -1.1229486 0.41924487 0.9412037
## highmutability:low:White-nomutability:high:Non-White -1.494335512 -2.2457414 -0.74292962 0.0000000
## lowmutability:low:White-nomutability:high:Non-White -3.168596766 -3.9136540 -2.42353950 0.0000000
## nomutability:low:White-nomutability:high:Non-White -2.152706553 -2.9109864 -1.39442673 0.0000000
## lowmutability:low:Non-White-highmutability:low:Non-White -1.367724868 -2.2558364 -0.47961336 0.0000369
## nomutability:low:Non-White-highmutability:low:Non-White -0.566378066 -1.4759669 0.34321074 0.6636892
## highmutability:high:White-highmutability:low:Non-White 1.530721966 0.7492880 2.31215591 0.0000000
## lowmutability:high:White-highmutability:low:Non-White 1.769597070 0.9954800 2.54371416 0.0000000
## nomutability:high:White-highmutability:low:Non-White 1.139682540 0.3530065 1.92635855 0.0001572
## highmutability:low:White-highmutability:low:Non-White -0.002801120 -0.7701862 0.76458392 1.0000000
## lowmutability:low:White-highmutability:low:Non-White -1.677062374 -2.4382321 -0.91589267 0.0000000
## nomutability:low:White-highmutability:low:Non-White -0.661172161 -1.4352893 0.11294493 0.1816236
## nomutability:low:Non-White-lowmutability:low:Non-White 0.801346801 -0.1410036 1.74369719 0.1868673
## highmutability:high:White-lowmutability:low:Non-White 2.898446834 2.0791108 3.71778283 0.0000000
## lowmutability:high:White-lowmutability:low:Non-White 3.137321937 2.3249613 3.94968253 0.0000000
## nomutability:high:White-lowmutability:low:Non-White 2.507407407 1.6830703 3.33174448 0.0000000
## highmutability:low:White-lowmutability:low:Non-White 1.364923747 0.5589757 2.17087180 0.0000027
## lowmutability:low:White-lowmutability:low:Non-White -0.309337507 -1.1093699 0.49069485 0.9826536
## nomutability:low:White-lowmutability:low:Non-White 0.706552707 -0.1058079 1.51891330 0.1607536
## highmutability:high:White-nomutability:low:Non-White 2.097100033 1.2545318 2.93966826 0.0000000
## lowmutability:high:White-nomutability:low:Non-White 2.335975136 1.5001884 3.17176188 0.0000000
## nomutability:high:White-nomutability:low:Non-White 1.706060606 0.8586284 2.55349282 0.0000000
## highmutability:low:White-nomutability:low:Non-White 0.563576946 -0.2659784 1.39313226 0.5291886
## lowmutability:low:White-nomutability:low:Non-White -1.110684308 -1.9344935 -0.28687515 0.0007013
## nomutability:low:White-nomutability:low:Non-White -0.094794095 -0.9305808 0.74099265 0.9999999
## lowmutability:high:White-highmutability:high:White 0.238875103 -0.4552623 0.93301248 0.9933070
## nomutability:high:White-highmutability:high:White -0.391039427 -1.0991556 0.31707678 0.8112602
## highmutability:low:White-highmutability:high:White -1.533523087 -2.2201447 -0.84690148 0.0000000
## lowmutability:low:White-highmutability:high:White -3.207784340 -3.8874524 -2.52811623 0.0000000
## nomutability:low:White-highmutability:high:White -2.191894127 -2.8860315 -1.49775676 0.0000000
## nomutability:high:White-lowmutability:high:White -0.629914530 -1.3299480 0.07011892 0.1257024
## highmutability:low:White-lowmutability:high:White -1.772398190 -2.4506809 -1.09411543 0.0000000
## lowmutability:low:White-lowmutability:high:White -3.446659444 -4.1179023 -2.77541656 0.0000000
## nomutability:low:White-lowmutability:high:White -2.430769231 -3.1166591 -1.74487933 0.0000000
## highmutability:low:White-nomutability:high:White -1.142483660 -1.8350653 -0.44990199 0.0000058
## lowmutability:low:White-nomutability:high:White -2.816744914 -3.5024335 -2.13105630 0.0000000
## nomutability:low:White-nomutability:high:White -1.800854701 -2.5008882 -1.10082125 0.0000000
## lowmutability:low:White-highmutability:low:White -1.674261254 -2.3377291 -1.01079344 0.0000000
## nomutability:low:White-highmutability:low:White -0.658371041 -1.3366538 0.01991171 0.0665572
## nomutability:low:White-lowmutability:low:White 1.015890213 0.3446473 1.68713309 0.0000568## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 123.9 61.95 36.160 1.43e-15 ***
## status_cond 1 156.5 156.47 91.326 < 2e-16 ***
## race_bin 1 1.3 1.28 0.746 0.388
## condition:status_cond 2 53.1 26.57 15.510 2.68e-07 ***
## condition:race_bin 2 4.4 2.20 1.287 0.277
## status_cond:race_bin 1 2.1 2.10 1.229 0.268
## condition:status_cond:race_bin 2 4.9 2.44 1.425 0.241
## Residuals 613 1050.2 1.71
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = voice ~ condition * status_cond * race_bin, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -1.0679305 -1.3673287 -0.76853232 0.0000000
## nomutability-highmutability -0.3722286 -0.6745621 -0.06989506 0.0110247
## nomutability-lowmutability 0.6957019 0.3933684 0.99803543 0.0000003
##
## $status_cond
## diff lwr upr p adj
## low-high -1.000225 -1.205874 -0.7945765 0
##
## $race_bin
## diff lwr upr p adj
## White-Non-White -0.09327458 -0.3057288 0.1191796 0.3889186
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high -0.42259601 -0.9453435 0.10015149 0.1910884
## nomutability:high-highmutability:high -0.33563814 -0.8571578 0.18588149 0.4408471
## highmutability:low-highmutability:high -0.52792306 -1.0435987 -0.01224746 0.0412620
## lowmutability:low-highmutability:high -2.23789613 -2.7570206 -1.71877168 0.0000000
## nomutability:low-highmutability:high -0.98153234 -1.5121054 -0.45095927 0.0000026
## nomutability:high-lowmutability:high 0.08695787 -0.4307136 0.60462931 0.9968349
## highmutability:low-lowmutability:high -0.10532706 -0.6171105 0.40645642 0.9917992
## lowmutability:low-lowmutability:high -1.81530012 -2.3305585 -1.30004175 0.0000000
## nomutability:low-lowmutability:high -0.55893633 -1.0857274 -0.03214531 0.0301907
## highmutability:low-nomutability:high -0.19228492 -0.7028142 0.31824432 0.8905865
## lowmutability:low-nomutability:high -1.90225799 -2.4162706 -1.38824537 0.0000000
## nomutability:low-nomutability:high -0.64589420 -1.1714668 -0.12032160 0.0062986
## lowmutability:low-highmutability:low -1.70997307 -2.2180553 -1.20189082 0.0000000
## nomutability:low-highmutability:low -0.45360928 -0.9733834 0.06616487 0.1271540
## nomutability:low-lowmutability:low 1.25636379 0.7331678 1.77955976 0.0000000
##
## $`condition:race_bin`
## diff lwr upr p adj
## lowmutability:Non-White-highmutability:Non-White -0.86552614 -1.46515364 -0.2658986 0.0005963
## nomutability:Non-White-highmutability:Non-White -0.43022353 -1.02383343 0.1633864 0.3034600
## highmutability:White-highmutability:Non-White -0.02079331 -0.55048044 0.5088938 0.9999975
## lowmutability:White-highmutability:Non-White -1.19942649 -1.72460904 -0.6742439 0.0000000
## nomutability:White-highmutability:Non-White -0.35684486 -0.89058330 0.1768936 0.3961250
## nomutability:Non-White-lowmutability:Non-White 0.43530262 -0.16984339 1.0404486 0.3118544
## highmutability:White-lowmutability:Non-White 0.84473284 0.30214881 1.3873169 0.0001476
## lowmutability:White-lowmutability:Non-White -0.33390035 -0.87208775 0.2042871 0.4836576
## nomutability:White-lowmutability:Non-White 0.50868128 -0.03785846 1.0552210 0.0848067
## highmutability:White-nomutability:Non-White 0.40943022 -0.12649608 0.9453565 0.2466913
## lowmutability:White-nomutability:Non-White -0.76920296 -1.30067756 -0.2377284 0.0005696
## nomutability:White-nomutability:Non-White 0.07337867 -0.46655213 0.6133095 0.9988535
## lowmutability:White-highmutability:White -1.17863318 -1.63761140 -0.7196550 0.0000000
## nomutability:White-highmutability:White -0.33605155 -0.80479563 0.1326925 0.3156344
## nomutability:White-lowmutability:White 0.84258163 0.37893385 1.3062294 0.0000041
##
## $`status_cond:race_bin`
## diff lwr upr p adj
## low:Non-White-high:Non-White -1.14443900 -1.5858778 -0.7030002 0.0000000
## high:White-high:Non-White -0.21004627 -0.6015033 0.1814108 0.5109600
## low:White-high:Non-White -1.11740355 -1.5023345 -0.7324726 0.0000000
## high:White-low:Non-White 0.93439274 0.5303731 1.3384123 0.0000000
## low:White-low:Non-White 0.02703546 -0.3706643 0.4247352 0.9980908
## low:White-high:White -0.90735728 -1.2487302 -0.5659843 0.0000000
##
## $`condition:status_cond:race_bin`
## diff lwr upr p adj
## lowmutability:high:Non-White-highmutability:high:Non-White -0.34188034 -1.3143442 0.630583469 0.9919900
## nomutability:high:Non-White-highmutability:high:Non-White -0.25925926 -1.1987486 0.680230038 0.9990647
## highmutability:low:Non-White-highmutability:high:Non-White -0.64285714 -1.5977976 0.312083363 0.5439911
## lowmutability:low:Non-White-highmutability:high:Non-White -2.02777778 -3.0202945 -1.035261057 0.0000000
## nomutability:low:Non-White-highmutability:high:Non-White -1.36363636 -2.3793417 -0.347931039 0.0007607
## highmutability:high:White-highmutability:high:Non-White -0.12186380 -0.9995177 0.755790113 0.9999991
## lowmutability:high:White-highmutability:high:Non-White -0.58803419 -1.4578323 0.281763887 0.5371213
## nomutability:high:White-highmutability:high:Non-White -0.51666667 -1.3999508 0.366617454 0.7470064
## highmutability:low:White-highmutability:high:Non-White -0.57189542 -1.4344685 0.290677622 0.5683930
## lowmutability:low:White-highmutability:high:Non-White -2.45383412 -3.3097392 -1.597929006 0.0000000
## nomutability:low:White-highmutability:high:Non-White -0.90085470 -1.7706528 -0.031056626 0.0347155
## nomutability:high:Non-White-lowmutability:high:Non-White 0.08262108 -0.8568682 1.022110380 1.0000000
## highmutability:low:Non-White-lowmutability:high:Non-White -0.30097680 -1.2559173 0.653963705 0.9968717
## lowmutability:low:Non-White-lowmutability:high:Non-White -1.68589744 -2.6784142 -0.693380715 0.0000025
## nomutability:low:Non-White-lowmutability:high:Non-White -1.02175602 -2.0374613 -0.006050697 0.0471074
## highmutability:high:White-lowmutability:high:Non-White 0.22001654 -0.6576374 1.097670455 0.9996229
## lowmutability:high:White-lowmutability:high:Non-White -0.24615385 -1.1159519 0.623644229 0.9988185
## nomutability:high:White-lowmutability:high:Non-White -0.17478632 -1.0580704 0.708497796 0.9999635
## highmutability:low:White-lowmutability:high:Non-White -0.23001508 -1.0925881 0.632557964 0.9993215
## lowmutability:low:White-lowmutability:high:Non-White -2.11195377 -2.9678589 -1.256048664 0.0000000
## nomutability:low:White-lowmutability:high:Non-White -0.55897436 -1.4287724 0.310823716 0.6169638
## highmutability:low:Non-White-nomutability:high:Non-White -0.38359788 -1.3049369 0.537741166 0.9694357
## lowmutability:low:Non-White-nomutability:high:Non-White -1.76851852 -2.7287496 -0.808287443 0.0000002
## nomutability:low:Non-White-nomutability:high:Non-White -1.10437710 -2.0885578 -0.120196439 0.0133413
## highmutability:high:White-nomutability:high:Non-White 0.13739546 -0.7035746 0.978365534 0.9999949
## lowmutability:high:White-nomutability:high:Non-White -0.32877493 -1.1615432 0.503993327 0.9795877
## nomutability:high:White-nomutability:high:Non-White -0.25740741 -1.1042516 0.589436801 0.9977350
## highmutability:low:White-nomutability:high:Non-White -0.31263617 -1.1378552 0.512582918 0.9852418
## lowmutability:low:White-nomutability:high:Non-White -2.19457486 -3.0128217 -1.376328052 0.0000000
## nomutability:low:White-nomutability:high:Non-White -0.64159544 -1.4743637 0.191172814 0.3246446
## lowmutability:low:Non-White-highmutability:low:Non-White -1.38492063 -2.3602744 -0.409566880 0.0002441
## nomutability:low:Non-White-highmutability:low:Non-White -0.72077922 -1.7197201 0.278161624 0.4301512
## highmutability:high:White-highmutability:low:Non-White 0.52099334 -0.3372035 1.379190229 0.6990824
## lowmutability:high:White-highmutability:low:Non-White 0.05482295 -0.7953383 0.904984231 1.0000000
## nomutability:high:White-highmutability:low:Non-White 0.12619048 -0.7377634 0.990144377 0.9999984
## highmutability:low:White-highmutability:low:Non-White 0.07096172 -0.7718062 0.913729637 1.0000000
## lowmutability:low:White-highmutability:low:Non-White -1.81097697 -2.6469190 -0.975034952 0.0000000
## nomutability:low:White-highmutability:low:Non-White -0.25799756 -1.1081588 0.592163719 0.9977677
## nomutability:low:Non-White-lowmutability:low:Non-White 0.66414141 -0.3707793 1.699062128 0.6191338
## highmutability:high:White-lowmutability:low:Non-White 1.90591398 1.0060918 2.805736165 0.0000000
## lowmutability:high:White-lowmutability:low:Non-White 1.43974359 0.5475820 2.331905161 0.0000108
## nomutability:high:White-lowmutability:low:Non-White 1.51111111 0.6057966 2.416425651 0.0000041
## highmutability:low:White-lowmutability:low:Non-White 1.45588235 0.5707632 2.341001463 0.0000063
## lowmutability:low:White-lowmutability:low:Non-White -0.42605634 -1.3046786 0.452565955 0.9120859
## nomutability:low:White-lowmutability:low:Non-White 1.12692308 0.2347615 2.019084648 0.0022811
## highmutability:high:White-nomutability:low:Non-White 1.24177256 0.3164360 2.167109169 0.0007670
## lowmutability:high:White-nomutability:low:Non-White 0.77560218 -0.1422868 1.693491131 0.1946297
## nomutability:high:White-nomutability:low:Non-White 0.84696970 -0.0837087 1.777648095 0.1152379
## highmutability:low:White-nomutability:low:Non-White 0.79174094 -0.1193045 1.702786329 0.1616552
## lowmutability:low:White-nomutability:low:Non-White -1.09019775 -1.9949325 -0.185462985 0.0048668
## nomutability:low:White-nomutability:low:Non-White 0.46278166 -0.4551073 1.380670618 0.8878808
## lowmutability:high:White-highmutability:high:White -0.46617039 -1.2284953 0.296154487 0.6891430
## nomutability:high:White-highmutability:high:White -0.39480287 -1.1724798 0.382874034 0.8830927
## highmutability:low:White-highmutability:high:White -0.45003163 -1.2041024 0.304039184 0.7217064
## lowmutability:low:White-highmutability:high:White -2.33197032 -3.0784046 -1.585536072 0.0000000
## nomutability:low:White-highmutability:high:White -0.77899090 -1.5413158 -0.016666026 0.0400771
## nomutability:high:White-lowmutability:high:White 0.07136752 -0.6974326 0.840167668 1.0000000
## highmutability:low:White-lowmutability:high:White 0.01613876 -0.7287740 0.761051569 1.0000000
## lowmutability:low:White-lowmutability:high:White -1.86579993 -2.6029813 -1.128618550 0.0000000
## nomutability:low:White-lowmutability:high:White -0.31282051 -1.0660877 0.440446716 0.9700120
## highmutability:low:White-nomutability:high:White -0.05522876 -0.8158451 0.705387594 1.0000000
## lowmutability:low:White-nomutability:high:White -1.93716745 -2.6902136 -1.184121282 0.0000000
## nomutability:low:White-nomutability:high:White -0.38418803 -1.1529882 0.384612112 0.8938154
## lowmutability:low:White-highmutability:low:White -1.88193869 -2.6105812 -1.153296149 0.0000000
## nomutability:low:White-highmutability:low:White -0.32895928 -1.0738721 0.415953530 0.9531586
## nomutability:low:White-lowmutability:low:White 1.55297941 0.8157980 2.290160793 0.0000000## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 94.9 47.43 27.662 3.15e-12 ***
## status_cond 1 170.3 170.34 99.350 < 2e-16 ***
## race_bin 1 0.9 0.90 0.528 0.4678
## condition:status_cond 2 65.9 32.94 19.210 8.10e-09 ***
## condition:race_bin 2 3.1 1.54 0.900 0.4071
## status_cond:race_bin 1 5.0 4.96 2.891 0.0896 .
## condition:status_cond:race_bin 2 3.7 1.86 1.084 0.3390
## Residuals 613 1051.0 1.71
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = vthree ~ condition * status_cond * race_bin, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -0.9336493 -1.2331592 -0.63413937 0.0000000
## nomutability-highmutability -0.3215356 -0.6239819 -0.01908921 0.0340689
## nomutability-lowmutability 0.6121137 0.3096673 0.91456008 0.0000074
##
## $status_cond
## diff lwr upr p adj
## low-high -1.043629 -1.249355 -0.8379041 0
##
## $race_bin
## diff lwr upr p adj
## White-Non-White -0.07851046 -0.291044 0.1340231 0.4684539
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high -0.22485024 -0.7477928 0.29809237 0.8224739
## nomutability:high-highmutability:high -0.30170355 -0.8234178 0.22001074 0.5634503
## highmutability:low-highmutability:high -0.53993223 -1.0558003 -0.02406415 0.0341099
## lowmutability:low-highmutability:high -2.17764599 -2.6969642 -1.65832778 0.0000000
## nomutability:low-highmutability:high -0.92585250 -1.4566236 -0.39508140 0.0000118
## nomutability:high-lowmutability:high -0.07685331 -0.5947180 0.44101135 0.9982483
## highmutability:low-lowmutability:high -0.31508199 -0.8270565 0.19689250 0.4930152
## lowmutability:low-lowmutability:high -1.95279575 -2.4682464 -1.43734506 0.0000000
## nomutability:low-lowmutability:high -0.70100226 -1.2279899 -0.17401462 0.0021707
## highmutability:low-nomutability:high -0.23822868 -0.7489485 0.27249111 0.7662786
## lowmutability:low-nomutability:high -1.87594244 -2.3901469 -1.36173797 0.0000000
## nomutability:low-nomutability:high -0.62414895 -1.1499177 -0.09838018 0.0095295
## lowmutability:low-highmutability:low -1.63771376 -2.1459856 -1.12944187 0.0000000
## nomutability:low-highmutability:low -0.38592027 -0.9058884 0.13404788 0.2773402
## nomutability:low-lowmutability:low 1.25179349 0.7284022 1.77518474 0.0000000
##
## $`condition:race_bin`
## diff lwr upr p adj
## lowmutability:Non-White-highmutability:Non-White -0.722904786 -1.3227561 -0.1230535 0.0079870
## nomutability:Non-White-highmutability:Non-White -0.292293380 -0.8861248 0.3015381 0.7227547
## highmutability:White-highmutability:Non-White 0.045734368 -0.4841505 0.5756192 0.9998755
## lowmutability:White-highmutability:Non-White -1.006152009 -1.5315306 -0.4807734 0.0000010
## nomutability:White-highmutability:Non-White -0.294022328 -0.8279600 0.2399153 0.6159350
## nomutability:Non-White-lowmutability:Non-White 0.430611406 -0.1747605 1.0359833 0.3244943
## highmutability:White-lowmutability:Non-White 0.768639154 0.2258526 1.3114257 0.0008224
## lowmutability:White-lowmutability:Non-White -0.283247223 -0.8216355 0.2551411 0.6618454
## nomutability:White-lowmutability:Non-White 0.428882458 -0.1178613 0.9756262 0.2199166
## highmutability:White-nomutability:Non-White 0.338027748 -0.1980986 0.8741541 0.4648836
## lowmutability:White-nomutability:Non-White -0.713858629 -1.2455316 -0.1821857 0.0018927
## nomutability:White-nomutability:Non-White -0.001728948 -0.5418613 0.5384034 1.0000000
## lowmutability:White-highmutability:White -1.051886377 -1.5110359 -0.5927369 0.0000000
## nomutability:White-highmutability:White -0.339756696 -0.8086757 0.1291623 0.3037750
## nomutability:White-lowmutability:White 0.712129680 0.2483089 1.1759505 0.0001938
##
## $`status_cond:race_bin`
## diff lwr upr p adj
## low:Non-White-high:Non-White -1.2685590 -1.7101626 -0.8269555 0.0000000
## high:White-high:Non-White -0.2582029 -0.6498060 0.1334003 0.3252908
## low:White-high:Non-White -1.1617447 -1.5468193 -0.7766700 0.0000000
## high:White-low:Non-White 1.0103562 0.6061858 1.4145266 0.0000000
## low:White-low:Non-White 0.1068144 -0.2910338 0.5046626 0.9002959
## low:White-high:White -0.9035418 -1.2450422 -0.5620414 0.0000000
##
## $`condition:status_cond:race_bin`
## diff lwr upr p adj
## lowmutability:high:Non-White-highmutability:high:Non-White -0.22222222 -1.19504900 0.75060456 0.9998472
## nomutability:high:Non-White-highmutability:high:Non-White -0.28262108 -1.22246104 0.65721887 0.9979438
## highmutability:low:Non-White-highmutability:high:Non-White -0.88156288 -1.83685981 0.07373405 0.1031471
## lowmutability:low:Non-White-highmutability:high:Non-White -2.11039886 -3.10328603 -1.11751169 0.0000000
## nomutability:low:Non-White-highmutability:high:Non-White -1.30147630 -2.31756073 -0.28539187 0.0017960
## highmutability:high:White-highmutability:high:Non-White -0.24689826 -1.12487975 0.63108323 0.9988857
## lowmutability:high:White-highmutability:high:Non-White -0.46666667 -1.33678939 0.40345606 0.8391206
## nomutability:high:White-highmutability:high:Non-White -0.57521368 -1.45882748 0.30840013 0.5971656
## highmutability:low:White-highmutability:high:Non-White -0.56900452 -1.43189952 0.29389047 0.5770100
## lowmutability:low:White-highmutability:high:Non-White -2.43734200 -3.29356657 -1.58111743 0.0000000
## nomutability:low:White-highmutability:high:Non-White -0.96410256 -1.83422529 -0.09397984 0.0157048
## nomutability:high:Non-White-lowmutability:high:Non-White -0.06039886 -1.00023882 0.87944110 1.0000000
## highmutability:low:Non-White-lowmutability:high:Non-White -0.65934066 -1.61463759 0.29595627 0.5033726
## lowmutability:low:Non-White-lowmutability:high:Non-White -1.88817664 -2.88106381 -0.89528947 0.0000001
## nomutability:low:Non-White-lowmutability:high:Non-White -1.07925408 -2.09533851 -0.06316965 0.0261838
## highmutability:high:White-lowmutability:high:Non-White -0.02467604 -0.90265753 0.85330545 1.0000000
## lowmutability:high:White-lowmutability:high:Non-White -0.24444444 -1.11456717 0.62567828 0.9988960
## nomutability:high:White-lowmutability:high:Non-White -0.35299145 -1.23660525 0.53062235 0.9776406
## highmutability:low:White-lowmutability:high:Non-White -0.34678230 -1.20967730 0.51611269 0.9765916
## lowmutability:low:White-lowmutability:high:Non-White -2.21511978 -3.07134435 -1.35889521 0.0000000
## nomutability:low:White-lowmutability:high:Non-White -0.74188034 -1.61200306 0.12824238 0.1836963
## highmutability:low:Non-White-nomutability:high:Non-White -0.59894180 -1.52062473 0.32274114 0.5998912
## lowmutability:low:Non-White-nomutability:high:Non-White -1.82777778 -2.78836725 -0.86718830 0.0000001
## nomutability:low:Non-White-nomutability:high:Non-White -1.01885522 -2.00340322 -0.03430721 0.0350293
## highmutability:high:White-nomutability:high:Non-White 0.03572282 -0.80556114 0.87700678 1.0000000
## lowmutability:high:White-nomutability:high:Non-White -0.18404558 -1.01712467 0.64903350 0.9998901
## nomutability:high:White-nomutability:high:Non-White -0.29259259 -1.13975288 0.55456770 0.9930990
## highmutability:low:White-nomutability:high:Non-White -0.28638344 -1.11191053 0.53914365 0.9928370
## lowmutability:low:White-nomutability:high:Non-White -2.15472092 -2.97327313 -1.33616871 0.0000000
## nomutability:low:White-nomutability:high:Non-White -0.68148148 -1.51456056 0.15159760 0.2368329
## lowmutability:low:Non-White-highmutability:low:Non-White -1.22883598 -2.20455378 -0.25311818 0.0023972
## nomutability:low:Non-White-highmutability:low:Non-White -0.41991342 -1.41922711 0.57940027 0.9672772
## highmutability:high:White-highmutability:low:Non-White 0.63466462 -0.22385258 1.49318182 0.3904329
## lowmutability:high:White-highmutability:low:Non-White 0.41489621 -0.43558238 1.26537481 0.9086545
## nomutability:high:White-highmutability:low:Non-White 0.30634921 -0.55792716 1.17062557 0.9914227
## highmutability:low:White-highmutability:low:Non-White 0.31255836 -0.53052412 1.15564083 0.9876005
## lowmutability:low:White-highmutability:low:Non-White -1.55577912 -2.39203315 -0.71952509 0.0000001
## nomutability:low:White-highmutability:low:Non-White -0.08253968 -0.93301828 0.76793891 1.0000000
## nomutability:low:Non-White-lowmutability:low:Non-White 0.80892256 -0.22638443 1.84422955 0.3031018
## highmutability:high:White-lowmutability:low:Non-White 1.86350060 0.96334256 2.76365864 0.0000000
## lowmutability:high:White-lowmutability:low:Non-White 1.64373219 0.75123763 2.53622676 0.0000002
## nomutability:high:White-lowmutability:low:Non-White 1.53518519 0.62953274 2.44083763 0.0000026
## highmutability:low:White-lowmutability:low:Non-White 1.54139434 0.65594486 2.42684381 0.0000011
## lowmutability:low:White-lowmutability:low:Non-White -0.32694314 -1.20589337 0.55200709 0.9872619
## nomutability:low:White-lowmutability:low:Non-White 1.14629630 0.25380173 2.03879086 0.0017126
## highmutability:high:White-nomutability:low:Non-White 1.05457804 0.12889606 1.98026002 0.0109100
## lowmutability:high:White-nomutability:low:Non-White 0.83480963 -0.08342192 1.75304119 0.1161379
## nomutability:high:White-nomutability:low:Non-White 0.72626263 -0.20476314 1.65728840 0.3055679
## highmutability:low:White-nomutability:low:Non-White 0.73247178 -0.17891366 1.64385721 0.2615405
## lowmutability:low:White-nomutability:low:Non-White -1.13586570 -2.04093815 -0.23079324 0.0025424
## nomutability:low:White-nomutability:low:Non-White 0.33737374 -0.58085781 1.25560529 0.9884727
## lowmutability:high:White-highmutability:high:White -0.21976840 -0.98237781 0.54284101 0.9986039
## nomutability:high:White-highmutability:high:White -0.32831541 -1.10628258 0.44965175 0.9662217
## highmutability:low:White-highmutability:high:White -0.32210626 -1.07645852 0.43224600 0.9631953
## lowmutability:low:White-highmutability:high:White -2.19044374 -2.93715659 -1.44373089 0.0000000
## nomutability:low:White-highmutability:high:White -0.71720430 -1.47981371 0.04540511 0.0881149
## nomutability:high:White-lowmutability:high:White -0.10854701 -0.87763411 0.66054009 0.9999989
## highmutability:low:White-lowmutability:high:White -0.10233786 -0.84752870 0.64285298 0.9999992
## lowmutability:low:White-lowmutability:high:White -1.97067533 -2.70813186 -1.23321881 0.0000000
## nomutability:low:White-lowmutability:high:White -0.49743590 -1.25098428 0.25611248 0.5753069
## highmutability:low:White-nomutability:high:White 0.00620915 -0.75469110 0.76710940 1.0000000
## lowmutability:low:White-nomutability:high:White -1.86212833 -2.61545556 -1.10880109 0.0000000
## nomutability:low:White-nomutability:high:White -0.38888889 -1.15797599 0.38019821 0.8858793
## lowmutability:low:White-highmutability:low:White -1.86833748 -2.59725198 -1.13942297 0.0000000
## nomutability:low:White-highmutability:low:White -0.39509804 -1.14028888 0.35009280 0.8492085
## nomutability:low:White-lowmutability:low:White 1.47323944 0.73578291 2.21069596 0.0000000## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 341.6 170.82 71.790 < 2e-16 ***
## status_cond 1 177.8 177.79 74.722 < 2e-16 ***
## race_bin 1 10.3 10.26 4.314 0.038219 *
## condition:status_cond 2 39.6 19.81 8.324 0.000271 ***
## condition:race_bin 2 3.9 1.93 0.809 0.445593
## status_cond:race_bin 1 0.1 0.08 0.035 0.852328
## condition:status_cond:race_bin 2 3.5 1.74 0.730 0.482322
## Residuals 613 1458.6 2.38
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = futv ~ condition * status_cond * race_bin, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability 1.7030016 1.35017084 2.0558323 0.0000000
## nomutability-highmutability 0.3414423 -0.01484761 0.6977323 0.0636351
## nomutability-lowmutability -1.3615592 -1.71784919 -1.0052693 0.0000000
##
## $status_cond
## diff lwr upr p adj
## low-high 1.066209 0.8238589 1.308559 0
##
## $race_bin
## diff lwr upr p adj
## White-Non-White -0.2644133 -0.5147835 -0.01404305 0.038497
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high 1.15750174 0.54146129 1.7735422 0.0000017
## nomutability:high-highmutability:high 0.33705957 -0.27753389 0.9516530 0.6201639
## highmutability:low-highmutability:high 0.67688484 0.06917837 1.2845913 0.0189601
## lowmutability:low-highmutability:high 2.92906994 2.31729914 3.5408408 0.0000000
## nomutability:low-highmutability:high 1.07710048 0.45183785 1.7023631 0.0000161
## nomutability:high-lowmutability:high -0.82044218 -1.43050068 -0.2103837 0.0018474
## highmutability:low-lowmutability:high -0.48061691 -1.08373663 0.1225028 0.2046019
## lowmutability:low-lowmutability:high 1.77156820 1.16435343 2.3787830 0.0000000
## nomutability:low-lowmutability:high -0.08040126 -0.70120688 0.5404044 0.9990920
## highmutability:low-nomutability:high 0.33982527 -0.26181638 0.9414669 0.5890876
## lowmutability:low-nomutability:high 2.59201038 1.98626369 3.1977571 0.0000000
## nomutability:low-nomutability:high 0.74004092 0.12067117 1.3594107 0.0088391
## lowmutability:low-highmutability:low 2.25218511 1.65342716 2.8509431 0.0000000
## nomutability:low-highmutability:low 0.40021564 -0.21232082 1.0127521 0.4231105
## nomutability:low-lowmutability:low -1.85196946 -2.46853843 -1.2354005 0.0000000
##
## $`condition:race_bin`
## diff lwr upr p adj
## lowmutability:Non-White-highmutability:Non-White 1.54212538 0.8354844 2.24876636 0.0000000
## nomutability:Non-White-highmutability:Non-White 0.41959327 -0.2799562 1.11914271 0.5225138
## highmutability:White-highmutability:Non-White -0.30989329 -0.9341119 0.31432530 0.7153462
## lowmutability:White-highmutability:Non-White 1.49549854 0.8765885 2.11440863 0.0000000
## nomutability:White-highmutability:Non-White -0.01739337 -0.6463863 0.61159955 0.9999996
## nomutability:Non-White-lowmutability:Non-White -1.12253211 -1.8356764 -0.40938777 0.0001184
## highmutability:White-lowmutability:Non-White -1.85201867 -2.4914358 -1.21260152 0.0000000
## lowmutability:White-lowmutability:Non-White -0.04662684 -0.6808627 0.58760903 0.9999436
## nomutability:White-lowmutability:Non-White -1.55951875 -2.2035976 -0.91543993 0.0000000
## highmutability:White-nomutability:Non-White -0.72948656 -1.3610578 -0.09791532 0.0129558
## lowmutability:White-nomutability:Non-White 1.07590527 0.4495802 1.70223033 0.0000172
## nomutability:White-nomutability:Non-White -0.43698664 -1.0732770 0.19930376 0.3648045
## lowmutability:White-highmutability:White 1.80539183 1.2645013 2.34628232 0.0000000
## nomutability:White-highmutability:White 0.29249992 -0.2598993 0.84489916 0.6555485
## nomutability:White-lowmutability:White -1.51289191 -2.0592853 -0.96649850 0.0000000
##
## $`status_cond:race_bin`
## diff lwr upr p adj
## low:Non-White-high:Non-White 1.0466689 0.5264481 1.5668898 0.0000018
## high:White-high:Non-White -0.2896860 -0.7510050 0.1716331 0.3693619
## low:White-high:Non-White 0.8070123 0.3533841 1.2606406 0.0000329
## high:White-low:Non-White -1.3363549 -1.8124785 -0.8602313 0.0000000
## low:White-low:Non-White -0.2396566 -0.7083324 0.2290193 0.5522261
## low:White-high:White 1.0966983 0.6944017 1.4989949 0.0000000
##
## $`condition:status_cond:race_bin`
## diff lwr upr p adj
## lowmutability:high:Non-White-highmutability:high:Non-White 1.128205128 -0.01781098 2.27422124 0.0582677
## nomutability:high:Non-White-highmutability:high:Non-White 0.316239316 -0.79091743 1.42339606 0.9987133
## highmutability:low:Non-White-highmutability:high:Non-White 0.673382173 -0.45198330 1.79874765 0.7183019
## lowmutability:low:Non-White-highmutability:high:Non-White 2.621794872 1.45214708 3.79144266 0.0000000
## nomutability:low:Non-White-highmutability:high:Non-White 1.285936286 0.08896150 2.48291107 0.0229286
## highmutability:high:White-highmutability:high:Non-White -0.321753515 -1.35603932 0.71253229 0.9972138
## lowmutability:high:White-highmutability:high:Non-White 0.866666667 -0.15836130 1.89169463 0.1938696
## nomutability:high:White-highmutability:high:Non-White 0.027350427 -1.01357039 1.06827125 1.0000000
## highmutability:low:White-highmutability:high:Non-White 0.376696833 -0.63981668 1.39321035 0.9876426
## lowmutability:low:White-highmutability:high:Non-White 2.796677501 1.78802193 3.80533307 0.0000000
## nomutability:low:White-highmutability:high:Non-White 0.671794872 -0.35323310 1.69682284 0.5866303
## nomutability:high:Non-White-lowmutability:high:Non-White -0.811965812 -1.91912256 0.29519093 0.4034466
## highmutability:low:Non-White-lowmutability:high:Non-White -0.454822955 -1.58018843 0.67054252 0.9755618
## lowmutability:low:Non-White-lowmutability:high:Non-White 1.493589744 0.32394195 2.66323754 0.0018940
## nomutability:low:Non-White-lowmutability:high:Non-White 0.157731158 -1.03924363 1.35470594 0.9999995
## highmutability:high:White-lowmutability:high:Non-White -1.449958644 -2.48424445 -0.41567283 0.0003199
## lowmutability:high:White-lowmutability:high:Non-White -0.261538462 -1.28656643 0.76348951 0.9995535
## nomutability:high:White-lowmutability:high:Non-White -1.100854701 -2.14177552 -0.05993388 0.0275163
## highmutability:low:White-lowmutability:high:Non-White -0.751508296 -1.76802181 0.26500522 0.3903380
## lowmutability:low:White-lowmutability:high:Non-White 1.668472373 0.65981680 2.67712795 0.0000054
## nomutability:low:White-lowmutability:high:Non-White -0.456410256 -1.48143822 0.56861771 0.9503621
## highmutability:low:Non-White-nomutability:high:Non-White 0.357142857 -0.72862443 1.44291014 0.9954540
## lowmutability:low:Non-White-nomutability:high:Non-White 2.305555556 1.17395532 3.43715579 0.0000000
## nomutability:low:Non-White-nomutability:high:Non-White 0.969696970 -0.19012706 2.12952100 0.2079642
## highmutability:high:White-nomutability:high:Non-White -0.637992832 -1.62904796 0.35306230 0.6143511
## lowmutability:high:White-nomutability:high:Non-White 0.550427350 -0.43096221 1.53181691 0.7951530
## nomutability:high:White-nomutability:high:Non-White -0.288888889 -1.28686649 0.70908871 0.9985454
## highmutability:low:White-nomutability:high:Non-White 0.060457516 -0.91203560 1.03295063 1.0000000
## lowmutability:low:White-nomutability:high:Non-White 2.480438185 1.51616167 3.44471470 0.0000000
## nomutability:low:White-nomutability:high:Non-White 0.355555556 -0.62583401 1.33694512 0.9897221
## lowmutability:low:Non-White-highmutability:low:Non-White 1.948412698 0.79899089 3.09783451 0.0000026
## nomutability:low:Non-White-highmutability:low:Non-White 0.612554113 -0.56466429 1.78977252 0.8646630
## highmutability:high:White-highmutability:low:Non-White -0.995135689 -2.00649204 0.01622067 0.0585500
## lowmutability:high:White-highmutability:low:Non-White 0.193284493 -0.80860216 1.19517115 0.9999718
## nomutability:high:White-highmutability:low:Non-White -0.646031746 -1.66417255 0.37210906 0.6361273
## highmutability:low:White-highmutability:low:Non-White -0.296685341 -1.28985917 0.69648849 0.9980633
## lowmutability:low:White-highmutability:low:Non-White 2.123295328 1.13816559 3.10842507 0.0000000
## nomutability:low:White-highmutability:low:Non-White -0.001587302 -1.00347396 1.00029936 1.0000000
## nomutability:low:Non-White-lowmutability:low:Non-White -1.335858586 -2.55547807 -0.11623911 0.0181454
## highmutability:high:White-lowmutability:low:Non-White -2.943548387 -4.00395877 -1.88313801 0.0000000
## lowmutability:high:White-lowmutability:low:Non-White -1.755128205 -2.80651081 -0.70374560 0.0000041
## nomutability:high:White-lowmutability:low:Non-White -2.594444444 -3.66132738 -1.52756151 0.0000000
## highmutability:low:White-lowmutability:low:Non-White -2.245098039 -3.28818133 -1.20201474 0.0000000
## lowmutability:low:White-lowmutability:low:Non-White 0.174882629 -0.86054439 1.21030964 0.9999928
## nomutability:low:White-lowmutability:low:Non-White -1.950000000 -3.00138260 -0.89861740 0.0000001
## highmutability:high:White-nomutability:low:Non-White -1.607689801 -2.69816807 -0.51721153 0.0001057
## lowmutability:high:White-nomutability:low:Non-White -0.419269619 -1.50097108 0.66243184 0.9823172
## nomutability:high:White-nomutability:low:Non-White -1.258585859 -2.35535925 -0.16181246 0.0098836
## highmutability:low:White-nomutability:low:Non-White -0.909239453 -1.98287600 0.16439710 0.1918752
## lowmutability:low:White-nomutability:low:Non-White 1.510741215 0.44454152 2.57694091 0.0002553
## nomutability:low:White-nomutability:low:Non-White -0.614141414 -1.69584288 0.46756005 0.7818473
## lowmutability:high:White-highmutability:high:White 1.188420182 0.29004579 2.08679458 0.0010054
## nomutability:high:White-highmutability:high:White 0.349103943 -0.56736230 1.26557019 0.9845866
## highmutability:low:White-highmutability:high:White 0.698450348 -0.19019690 1.58709760 0.2941902
## lowmutability:low:White-highmutability:high:White 3.118431016 2.23878320 3.99807883 0.0000000
## nomutability:low:White-highmutability:high:White 0.993548387 0.09517399 1.89192278 0.0160808
## nomutability:high:White-lowmutability:high:White -0.839316239 -1.74532152 0.06668904 0.0999453
## highmutability:low:White-lowmutability:high:White -0.489969834 -1.36782468 0.38788502 0.8002960
## lowmutability:low:White-lowmutability:high:White 1.930010834 1.06126721 2.79875446 0.0000000
## nomutability:low:White-lowmutability:high:White -0.194871795 -1.08257205 0.69282846 0.9998968
## highmutability:low:White-nomutability:high:White 0.349346405 -0.54701455 1.24570736 0.9815385
## lowmutability:low:White-nomutability:high:White 2.769327074 1.88188733 3.65676682 0.0000000
## nomutability:low:White-nomutability:high:White 0.644444444 -0.26156084 1.55044973 0.4537267
## lowmutability:low:White-highmutability:low:White 2.419980668 1.56129978 3.27866156 0.0000000
## nomutability:low:White-highmutability:low:White 0.295098039 -0.58275681 1.17295289 0.9945180
## nomutability:low:White-lowmutability:low:White -2.124882629 -2.99362625 -1.25613901 0.0000000Conf
Voice
V(three)
Futility of voice
Race
## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 1658.0 829.0 538.566 < 2e-16 ***
## status_cond 1 6.5 6.5 4.221 0.04035 *
## race_bin 1 0.4 0.4 0.276 0.59969
## condition:status_cond 2 8.4 4.2 2.729 0.06606 .
## condition:race_bin 2 16.1 8.1 5.237 0.00556 **
## status_cond:race_bin 1 2.0 2.0 1.332 0.24896
## condition:status_cond:race_bin 2 0.1 0.0 0.026 0.97422
## Residuals 613 943.6 1.5
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = hier_mut ~ condition * status_cond * race_bin, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -3.7677725 -4.051558 -3.4839875 0
## nomutability-highmutability -0.8024615 -1.089029 -0.5158942 0
## nomutability-lowmutability 2.9653110 2.678744 3.2518783 0
##
## $status_cond
## diff lwr upr p adj
## low-high -0.2038182 -0.3987425 -0.008893915 0.040453
##
## $race_bin
## diff lwr upr p adj
## White-Non-White -0.05376971 -0.2551448 0.1476054 0.6002103
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high -4.0049969 -4.5004840 -3.50950986 0.0000000
## nomutability:high-highmutability:high -0.7865199 -1.2808431 -0.29219662 0.0000949
## highmutability:low-highmutability:high -0.3393451 -0.8281290 0.14943890 0.3522530
## lowmutability:low-highmutability:high -3.8860587 -4.3781116 -3.39400570 0.0000000
## nomutability:low-highmutability:high -1.1859977 -1.6889023 -0.68309318 0.0000000
## nomutability:high-lowmutability:high 3.2184771 2.7278013 3.70915281 0.0000000
## highmutability:low-lowmutability:high 3.6656519 3.1805570 4.15074668 0.0000000
## lowmutability:low-lowmutability:high 0.1189383 -0.3694502 0.60732678 0.9823529
## nomutability:low-lowmutability:high 2.8189992 2.3196795 3.31831894 0.0000000
## highmutability:low-nomutability:high 0.4471748 -0.0367312 0.93108077 0.0889839
## lowmutability:low-nomutability:high -3.0995388 -3.5867465 -2.61233109 0.0000000
## nomutability:low-nomutability:high -0.3994779 -0.8976427 0.09868698 0.1986461
## lowmutability:low-highmutability:low -3.5467136 -4.0283002 -3.06512698 0.0000000
## nomutability:low-highmutability:low -0.8466527 -1.3393215 -0.35398388 0.0000170
## nomutability:low-lowmutability:low 2.7000609 2.2041488 3.19597308 0.0000000
##
## $`condition:race_bin`
## diff lwr upr p adj
## lowmutability:Non-White-highmutability:Non-White -3.26416432 -3.8325222 -2.695806401 0.0000000
## nomutability:Non-White-highmutability:Non-White -0.64659401 -1.2092481 -0.083939886 0.0136883
## highmutability:White-highmutability:Non-White 0.29171623 -0.2103486 0.793781062 0.5582277
## lowmutability:White-highmutability:Non-White -3.76665122 -4.2644464 -3.268856069 0.0000000
## nomutability:White-highmutability:Non-White -0.60784067 -1.1137455 -0.101935810 0.0082795
## nomutability:Non-White-lowmutability:Non-White 2.61757031 2.0439817 3.191158946 0.0000000
## highmutability:White-lowmutability:Non-White 3.55588055 3.0415914 4.070169724 0.0000000
## lowmutability:White-lowmutability:Non-White -0.50248690 -1.0126087 0.007634921 0.0562739
## nomutability:White-lowmutability:Non-White 2.65632365 2.1382851 3.174362246 0.0000000
## highmutability:White-nomutability:Non-White 0.93831025 0.4303316 1.446288882 0.0000027
## lowmutability:White-nomutability:Non-White -3.12005721 -3.6238163 -2.616298123 0.0000000
## nomutability:White-nomutability:Non-White 0.03875334 -0.4730210 0.550527638 0.9999348
## lowmutability:White-highmutability:White -4.05836745 -4.4934107 -3.623324189 0.0000000
## nomutability:White-highmutability:White -0.89955690 -1.3438568 -0.455257054 0.0000002
## nomutability:White-lowmutability:White 3.15881055 2.7193412 3.598279857 0.0000000
##
## $`status_cond:race_bin`
## diff lwr upr p adj
## low:Non-White-high:Non-White -0.34903784 -0.7674563 0.06938064 0.1390042
## high:White-high:Non-White -0.16994144 -0.5409846 0.20110174 0.6398145
## low:White-high:Non-White -0.28309386 -0.6479513 0.08176358 0.1895165
## high:White-low:Non-White 0.17909639 -0.2038543 0.56204705 0.6240365
## low:White-low:Non-White 0.06594398 -0.3110164 0.44290433 0.9694930
## low:White-high:White -0.11315242 -0.4367233 0.21041849 0.8043762
##
## $`condition:status_cond:race_bin`
## diff lwr upr p adj
## lowmutability:high:Non-White-highmutability:high:Non-White -3.47863248 -4.40038391 -2.5568810 0.0000000
## nomutability:high:Non-White-highmutability:high:Non-White -0.63247863 -1.52297512 0.2580179 0.4561639
## highmutability:low:Non-White-highmutability:high:Non-White -0.45787546 -1.36301740 0.4472665 0.8855909
## lowmutability:low:Non-White-highmutability:high:Non-White -3.53525641 -4.47601503 -2.5944978 0.0000000
## nomutability:low:Non-White-highmutability:high:Non-White -1.17288267 -2.13562065 -0.2101447 0.0041076
## highmutability:high:White-highmutability:high:Non-White 0.19279018 -0.63909553 1.0246759 0.9998239
## lowmutability:high:White-highmutability:high:Non-White -4.12991453 -4.95435408 -3.3054750 0.0000000
## nomutability:high:White-highmutability:high:Non-White -0.69081197 -1.52803428 0.1464104 0.2251819
## highmutability:low:White-highmutability:high:Non-White -0.07120412 -0.88879541 0.7463872 1.0000000
## lowmutability:low:White-highmutability:high:Non-White -3.88365234 -4.69492342 -3.0723813 0.0000000
## nomutability:low:White-highmutability:high:Non-White -1.01452991 -1.83896946 -0.1900904 0.0035045
## nomutability:high:Non-White-lowmutability:high:Non-White 2.84615385 1.95565736 3.7366503 0.0000000
## highmutability:low:Non-White-lowmutability:high:Non-White 3.02075702 2.11561508 3.9258990 0.0000000
## lowmutability:low:Non-White-lowmutability:high:Non-White -0.05662393 -0.99738255 0.8841347 1.0000000
## nomutability:low:Non-White-lowmutability:high:Non-White 2.30574981 1.34301183 3.2684878 0.0000000
## highmutability:high:White-lowmutability:high:Non-White 3.67142266 2.83953695 4.5033084 0.0000000
## lowmutability:high:White-lowmutability:high:Non-White -0.65128205 -1.47572160 0.1731575 0.2866223
## nomutability:high:White-lowmutability:high:Non-White 2.78782051 1.95059820 3.6250428 0.0000000
## highmutability:low:White-lowmutability:high:Non-White 3.40742836 2.58983707 4.2250196 0.0000000
## lowmutability:low:White-lowmutability:high:Non-White -0.40501986 -1.21629094 0.4062512 0.8944466
## nomutability:low:White-lowmutability:high:Non-White 2.46410256 1.63966302 3.2885421 0.0000000
## highmutability:low:Non-White-nomutability:high:Non-White 0.17460317 -0.69868957 1.0478959 0.9999595
## lowmutability:low:Non-White-nomutability:high:Non-White -2.90277778 -3.81293439 -1.9926212 0.0000000
## nomutability:low:Non-White-nomutability:high:Non-White -0.54040404 -1.47326131 0.3924532 0.7586869
## highmutability:high:White-nomutability:high:Non-White 0.82526882 0.02815394 1.6223837 0.0348560
## lowmutability:high:White-nomutability:high:Non-White -3.49743590 -4.28677667 -2.7080951 0.0000000
## nomutability:high:White-nomutability:high:Non-White -0.05833333 -0.86101602 0.7443494 1.0000000
## highmutability:low:White-nomutability:high:Non-White 0.56127451 -0.22091077 1.3434598 0.4392461
## lowmutability:low:White-nomutability:high:Non-White -3.25117371 -4.02675030 -2.4755971 0.0000000
## nomutability:low:White-nomutability:high:Non-White -0.38205128 -1.17139205 0.4072895 0.9131258
## lowmutability:low:Non-White-highmutability:low:Non-White -3.07738095 -4.00187162 -2.1528903 0.0000000
## nomutability:low:Non-White-highmutability:low:Non-White -0.71500722 -1.66185495 0.2318405 0.3561836
## highmutability:high:White-highmutability:low:Non-White 0.65066564 -0.16277770 1.4641090 0.2683479
## lowmutability:high:White-highmutability:low:Non-White -3.67203907 -4.47786585 -2.8662123 0.0000000
## nomutability:high:White-highmutability:low:Non-White -0.23293651 -1.05183664 0.5859636 0.9987615
## highmutability:low:White-highmutability:low:Non-White 0.38667134 -0.41214763 1.1854903 0.9130790
## lowmutability:low:White-highmutability:low:Non-White -3.42577688 -4.21812591 -2.6334279 0.0000000
## nomutability:low:White-highmutability:low:Non-White -0.55665446 -1.36248123 0.2491723 0.5019650
## nomutability:low:Non-White-lowmutability:low:Non-White 2.36237374 1.38142242 3.3433250 0.0000000
## highmutability:high:White-lowmutability:low:Non-White 3.72804659 2.87514865 4.5809445 0.0000000
## lowmutability:high:White-lowmutability:low:Non-White -0.59465812 -1.44029494 0.2509787 0.4726237
## nomutability:high:White-lowmutability:low:Non-White 2.84444444 1.98634056 3.7025483 0.0000000
## highmutability:low:White-lowmutability:low:Non-White 3.46405229 2.62509067 4.3030139 0.0000000
## lowmutability:low:White-lowmutability:low:Non-White -0.34839593 -1.18119953 0.4844077 0.9683333
## nomutability:low:White-lowmutability:low:Non-White 2.52072650 1.67508967 3.3663633 0.0000000
## highmutability:high:White-nomutability:low:Non-White 1.36567286 0.48859102 2.2427547 0.0000279
## lowmutability:high:White-nomutability:low:Non-White -2.95703186 -3.82705442 -2.0870093 0.0000000
## nomutability:high:White-nomutability:low:Non-White 0.48207071 -0.40007435 1.3642158 0.8216060
## highmutability:low:White-nomutability:low:Non-White 1.10167855 0.23814267 1.9652144 0.0019245
## lowmutability:low:White-nomutability:low:Non-White -2.71076967 -3.56832402 -1.8532153 0.0000000
## nomutability:low:White-nomutability:low:Non-White 0.15835276 -0.71166981 1.0283753 0.9999844
## lowmutability:high:White-highmutability:high:White -4.32270471 -5.04527561 -3.6001338 0.0000000
## nomutability:high:White-highmutability:high:White -0.88360215 -1.62072449 -0.1464798 0.0052686
## highmutability:low:White-highmutability:high:White -0.26399431 -0.97874157 0.4507530 0.9879696
## lowmutability:low:White-highmutability:high:White -4.07644253 -4.78395146 -3.3689336 0.0000000
## nomutability:low:White-highmutability:high:White -1.20732010 -1.92989100 -0.4847492 0.0000040
## nomutability:high:White-lowmutability:high:White 3.43910256 2.71039407 4.1678111 0.0000000
## highmutability:low:White-lowmutability:high:White 4.05871041 3.35264357 4.7647772 0.0000000
## lowmutability:low:White-lowmutability:high:White 0.24626219 -0.45247640 0.9450008 0.9918215
## nomutability:low:White-lowmutability:high:White 3.11538462 2.40139902 3.8293702 0.0000000
## highmutability:low:White-nomutability:high:White 0.61960784 -0.10134363 1.3405593 0.1743072
## lowmutability:low:White-nomutability:high:White -3.19284038 -3.90661643 -2.4790643 0.0000000
## nomutability:low:White-nomutability:high:White -0.32371795 -1.05242644 0.4049905 0.9511620
## lowmutability:low:White-highmutability:low:White -3.81244822 -4.50309326 -3.1218032 0.0000000
## nomutability:low:White-highmutability:low:White -0.94332579 -1.64939263 -0.2372590 0.0008347
## nomutability:low:White-lowmutability:low:White 2.86912243 2.17038384 3.5678610 0.0000000## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 46.1 23.1 16.239 1.34e-07 ***
## status_cond 1 795.8 795.8 560.209 < 2e-16 ***
## race_bin 1 1.9 1.9 1.355 0.245
## condition:status_cond 2 94.3 47.1 33.183 2.07e-14 ***
## condition:race_bin 2 1.5 0.8 0.542 0.582
## status_cond:race_bin 1 0.1 0.1 0.067 0.796
## condition:status_cond:race_bin 2 2.3 1.2 0.812 0.445
## Residuals 613 870.8 1.4
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = conf ~ condition * status_cond * race_bin, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -0.6603476 -0.93296552 -0.3877296 0.0000001
## nomutability-highmutability -0.3610690 -0.63635972 -0.0857782 0.0060885
## nomutability-lowmutability 0.2992786 0.02398783 0.5745694 0.0292709
##
## $status_cond
## diff lwr upr p adj
## low-high -2.255699 -2.442953 -2.068445 0
##
## $race_bin
## diff lwr upr p adj
## White-Non-White -0.1144946 -0.3079455 0.07895625 0.2455631
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high 0.2309956 -0.2449938 0.7069850 0.7347187
## nomutability:high-highmutability:high -0.2305823 -0.7054537 0.2442890 0.7342514
## highmutability:low-highmutability:high -1.5223534 -1.9919035 -1.0528033 0.0000000
## lowmutability:low-highmutability:high -3.0917360 -3.5644264 -2.6190455 0.0000000
## nomutability:low-highmutability:high -2.1448528 -2.6279678 -1.6617378 0.0000000
## nomutability:high-lowmutability:high -0.4615779 -0.9329453 0.0097895 0.0588773
## highmutability:low-lowmutability:high -1.7533490 -2.2193551 -1.2873429 0.0000000
## lowmutability:low-lowmutability:high -3.3227315 -3.7919017 -2.8535614 0.0000000
## nomutability:low-lowmutability:high -2.3758484 -2.8555197 -1.8961771 0.0000000
## highmutability:low-nomutability:high -1.2917711 -1.7566351 -0.8269070 0.0000000
## lowmutability:low-nomutability:high -2.8611536 -3.3291895 -2.3931178 0.0000000
## nomutability:low-nomutability:high -1.9142705 -2.3928323 -1.4357087 0.0000000
## lowmutability:low-highmutability:low -1.5693825 -2.0320185 -1.1067466 0.0000000
## nomutability:low-highmutability:low -0.6224994 -1.0957814 -0.1492174 0.0025535
## nomutability:low-lowmutability:low 0.9468831 0.4704854 1.4232809 0.0000003
##
## $`condition:race_bin`
## diff lwr upr p adj
## lowmutability:Non-White-highmutability:Non-White -0.56918248 -1.11517523 -0.023189725 0.0353279
## nomutability:Non-White-highmutability:Non-White -0.20780302 -0.74831643 0.332710385 0.8817373
## highmutability:White-highmutability:Non-White 0.01408892 -0.46821941 0.496397249 0.9999994
## lowmutability:White-highmutability:Non-White -0.69715506 -1.17536172 -0.218948394 0.0005021
## nomutability:White-highmutability:Non-White -0.44260997 -0.92860722 0.043387285 0.0978999
## nomutability:Non-White-lowmutability:Non-White 0.36137945 -0.18963819 0.912397096 0.4186874
## highmutability:White-lowmutability:Non-White 0.58327140 0.08921976 1.077323036 0.0101517
## lowmutability:White-lowmutability:Non-White -0.12797258 -0.61802085 0.362075693 0.9759411
## nomutability:White-lowmutability:Non-White 0.12657251 -0.37108101 0.624226030 0.9785884
## highmutability:White-nomutability:Non-White 0.22189194 -0.26609748 0.709881368 0.7851343
## lowmutability:White-nomutability:Non-White -0.48935203 -0.97328795 -0.005416122 0.0457044
## nomutability:White-nomutability:Non-White -0.23480694 -0.72644267 0.256828778 0.7477910
## lowmutability:White-highmutability:White -0.71124398 -1.12916807 -0.293319884 0.0000215
## nomutability:White-highmutability:White -0.45669889 -0.88351532 -0.029882458 0.0279435
## nomutability:White-lowmutability:White 0.25454509 -0.16763088 0.676721063 0.5165793
##
## $`status_cond:race_bin`
## diff lwr upr p adj
## low:Non-White-high:Non-White -2.21522648 -2.6171800 -1.8132730 0.000000
## high:White-high:Non-White -0.08670389 -0.4431463 0.2697386 0.923503
## low:White-high:Non-White -2.35848125 -2.7089814 -2.0079811 0.000000
## high:White-low:Non-White 2.12852259 1.7606412 2.4964039 0.000000
## low:White-low:Non-White -0.14325477 -0.5053816 0.2188720 0.738329
## low:White-high:White -2.27177736 -2.5826156 -1.9609391 0.000000
##
## $`condition:status_cond:race_bin`
## diff lwr upr p adj
## lowmutability:high:Non-White-highmutability:high:Non-White 0.222222222 -0.6632578 1.10770228 0.9996189
## nomutability:high:Non-White-highmutability:high:Non-White -0.001139601 -0.8565946 0.85431541 1.0000000
## highmutability:low:Non-White-highmutability:high:Non-White -1.492673993 -2.3621981 -0.62314984 0.0000018
## lowmutability:low:Non-White-highmutability:high:Non-White -2.860398860 -3.7641382 -1.95665956 0.0000000
## nomutability:low:Non-White-highmutability:high:Non-White -2.059052059 -2.9839058 -1.13419830 0.0000000
## highmutability:high:White-highmutability:high:Non-White 0.038047974 -0.7611026 0.83719857 1.0000000
## lowmutability:high:White-highmutability:high:Non-White 0.276923077 -0.5150744 1.06892052 0.9923471
## nomutability:high:White-highmutability:high:Non-White -0.352991453 -1.1572687 0.45128575 0.9551589
## highmutability:low:White-highmutability:high:Non-White -1.495475113 -2.2808938 -0.71005645 0.0000001
## lowmutability:low:White-highmutability:high:Non-White -3.169736367 -3.9490835 -2.39038921 0.0000000
## nomutability:low:White-highmutability:high:Non-White -2.153846154 -2.9458436 -1.36184871 0.0000000
## nomutability:high:Non-White-lowmutability:high:Non-White -0.223361823 -1.0788168 0.63209318 0.9994440
## highmutability:low:Non-White-lowmutability:high:Non-White -1.714896215 -2.5844204 -0.84537206 0.0000000
## lowmutability:low:Non-White-lowmutability:high:Non-White -3.082621083 -3.9863604 -2.17888178 0.0000000
## nomutability:low:Non-White-lowmutability:high:Non-White -2.281274281 -3.2061280 -1.35642052 0.0000000
## highmutability:high:White-lowmutability:high:Non-White -0.184174249 -0.9833248 0.61497635 0.9998333
## lowmutability:high:White-lowmutability:high:Non-White 0.054700855 -0.7372966 0.84669829 1.0000000
## nomutability:high:White-lowmutability:high:Non-White -0.575213675 -1.3794909 0.22906353 0.4447242
## highmutability:low:White-lowmutability:high:Non-White -1.717697335 -2.5031160 -0.93227867 0.0000000
## lowmutability:low:White-lowmutability:high:Non-White -3.391958589 -4.1713057 -2.61261143 0.0000000
## nomutability:low:White-lowmutability:high:Non-White -2.376068376 -3.1680658 -1.58407094 0.0000000
## highmutability:low:Non-White-nomutability:high:Non-White -1.491534392 -2.3304626 -0.65260615 0.0000006
## lowmutability:low:Non-White-nomutability:high:Non-White -2.859259259 -3.7336008 -1.98491776 0.0000000
## nomutability:low:Non-White-nomutability:high:Non-White -2.057912458 -2.9540613 -1.16176358 0.0000000
## highmutability:high:White-nomutability:high:Non-White 0.039187575 -0.7265604 0.80493559 1.0000000
## lowmutability:high:White-nomutability:high:Non-White 0.278062678 -0.4802171 1.03634250 0.9886542
## nomutability:high:White-nomutability:high:Non-White -0.351851852 -1.1229486 0.41924487 0.9412037
## highmutability:low:White-nomutability:high:Non-White -1.494335512 -2.2457414 -0.74292962 0.0000000
## lowmutability:low:White-nomutability:high:Non-White -3.168596766 -3.9136540 -2.42353950 0.0000000
## nomutability:low:White-nomutability:high:Non-White -2.152706553 -2.9109864 -1.39442673 0.0000000
## lowmutability:low:Non-White-highmutability:low:Non-White -1.367724868 -2.2558364 -0.47961336 0.0000369
## nomutability:low:Non-White-highmutability:low:Non-White -0.566378066 -1.4759669 0.34321074 0.6636892
## highmutability:high:White-highmutability:low:Non-White 1.530721966 0.7492880 2.31215591 0.0000000
## lowmutability:high:White-highmutability:low:Non-White 1.769597070 0.9954800 2.54371416 0.0000000
## nomutability:high:White-highmutability:low:Non-White 1.139682540 0.3530065 1.92635855 0.0001572
## highmutability:low:White-highmutability:low:Non-White -0.002801120 -0.7701862 0.76458392 1.0000000
## lowmutability:low:White-highmutability:low:Non-White -1.677062374 -2.4382321 -0.91589267 0.0000000
## nomutability:low:White-highmutability:low:Non-White -0.661172161 -1.4352893 0.11294493 0.1816236
## nomutability:low:Non-White-lowmutability:low:Non-White 0.801346801 -0.1410036 1.74369719 0.1868673
## highmutability:high:White-lowmutability:low:Non-White 2.898446834 2.0791108 3.71778283 0.0000000
## lowmutability:high:White-lowmutability:low:Non-White 3.137321937 2.3249613 3.94968253 0.0000000
## nomutability:high:White-lowmutability:low:Non-White 2.507407407 1.6830703 3.33174448 0.0000000
## highmutability:low:White-lowmutability:low:Non-White 1.364923747 0.5589757 2.17087180 0.0000027
## lowmutability:low:White-lowmutability:low:Non-White -0.309337507 -1.1093699 0.49069485 0.9826536
## nomutability:low:White-lowmutability:low:Non-White 0.706552707 -0.1058079 1.51891330 0.1607536
## highmutability:high:White-nomutability:low:Non-White 2.097100033 1.2545318 2.93966826 0.0000000
## lowmutability:high:White-nomutability:low:Non-White 2.335975136 1.5001884 3.17176188 0.0000000
## nomutability:high:White-nomutability:low:Non-White 1.706060606 0.8586284 2.55349282 0.0000000
## highmutability:low:White-nomutability:low:Non-White 0.563576946 -0.2659784 1.39313226 0.5291886
## lowmutability:low:White-nomutability:low:Non-White -1.110684308 -1.9344935 -0.28687515 0.0007013
## nomutability:low:White-nomutability:low:Non-White -0.094794095 -0.9305808 0.74099265 0.9999999
## lowmutability:high:White-highmutability:high:White 0.238875103 -0.4552623 0.93301248 0.9933070
## nomutability:high:White-highmutability:high:White -0.391039427 -1.0991556 0.31707678 0.8112602
## highmutability:low:White-highmutability:high:White -1.533523087 -2.2201447 -0.84690148 0.0000000
## lowmutability:low:White-highmutability:high:White -3.207784340 -3.8874524 -2.52811623 0.0000000
## nomutability:low:White-highmutability:high:White -2.191894127 -2.8860315 -1.49775676 0.0000000
## nomutability:high:White-lowmutability:high:White -0.629914530 -1.3299480 0.07011892 0.1257024
## highmutability:low:White-lowmutability:high:White -1.772398190 -2.4506809 -1.09411543 0.0000000
## lowmutability:low:White-lowmutability:high:White -3.446659444 -4.1179023 -2.77541656 0.0000000
## nomutability:low:White-lowmutability:high:White -2.430769231 -3.1166591 -1.74487933 0.0000000
## highmutability:low:White-nomutability:high:White -1.142483660 -1.8350653 -0.44990199 0.0000058
## lowmutability:low:White-nomutability:high:White -2.816744914 -3.5024335 -2.13105630 0.0000000
## nomutability:low:White-nomutability:high:White -1.800854701 -2.5008882 -1.10082125 0.0000000
## lowmutability:low:White-highmutability:low:White -1.674261254 -2.3377291 -1.01079344 0.0000000
## nomutability:low:White-highmutability:low:White -0.658371041 -1.3366538 0.01991171 0.0665572
## nomutability:low:White-lowmutability:low:White 1.015890213 0.3446473 1.68713309 0.0000568## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 123.9 61.95 36.160 1.43e-15 ***
## status_cond 1 156.5 156.47 91.326 < 2e-16 ***
## race_bin 1 1.3 1.28 0.746 0.388
## condition:status_cond 2 53.1 26.57 15.510 2.68e-07 ***
## condition:race_bin 2 4.4 2.20 1.287 0.277
## status_cond:race_bin 1 2.1 2.10 1.229 0.268
## condition:status_cond:race_bin 2 4.9 2.44 1.425 0.241
## Residuals 613 1050.2 1.71
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = voice ~ condition * status_cond * race_bin, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -1.0679305 -1.3673287 -0.76853232 0.0000000
## nomutability-highmutability -0.3722286 -0.6745621 -0.06989506 0.0110247
## nomutability-lowmutability 0.6957019 0.3933684 0.99803543 0.0000003
##
## $status_cond
## diff lwr upr p adj
## low-high -1.000225 -1.205874 -0.7945765 0
##
## $race_bin
## diff lwr upr p adj
## White-Non-White -0.09327458 -0.3057288 0.1191796 0.3889186
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high -0.42259601 -0.9453435 0.10015149 0.1910884
## nomutability:high-highmutability:high -0.33563814 -0.8571578 0.18588149 0.4408471
## highmutability:low-highmutability:high -0.52792306 -1.0435987 -0.01224746 0.0412620
## lowmutability:low-highmutability:high -2.23789613 -2.7570206 -1.71877168 0.0000000
## nomutability:low-highmutability:high -0.98153234 -1.5121054 -0.45095927 0.0000026
## nomutability:high-lowmutability:high 0.08695787 -0.4307136 0.60462931 0.9968349
## highmutability:low-lowmutability:high -0.10532706 -0.6171105 0.40645642 0.9917992
## lowmutability:low-lowmutability:high -1.81530012 -2.3305585 -1.30004175 0.0000000
## nomutability:low-lowmutability:high -0.55893633 -1.0857274 -0.03214531 0.0301907
## highmutability:low-nomutability:high -0.19228492 -0.7028142 0.31824432 0.8905865
## lowmutability:low-nomutability:high -1.90225799 -2.4162706 -1.38824537 0.0000000
## nomutability:low-nomutability:high -0.64589420 -1.1714668 -0.12032160 0.0062986
## lowmutability:low-highmutability:low -1.70997307 -2.2180553 -1.20189082 0.0000000
## nomutability:low-highmutability:low -0.45360928 -0.9733834 0.06616487 0.1271540
## nomutability:low-lowmutability:low 1.25636379 0.7331678 1.77955976 0.0000000
##
## $`condition:race_bin`
## diff lwr upr p adj
## lowmutability:Non-White-highmutability:Non-White -0.86552614 -1.46515364 -0.2658986 0.0005963
## nomutability:Non-White-highmutability:Non-White -0.43022353 -1.02383343 0.1633864 0.3034600
## highmutability:White-highmutability:Non-White -0.02079331 -0.55048044 0.5088938 0.9999975
## lowmutability:White-highmutability:Non-White -1.19942649 -1.72460904 -0.6742439 0.0000000
## nomutability:White-highmutability:Non-White -0.35684486 -0.89058330 0.1768936 0.3961250
## nomutability:Non-White-lowmutability:Non-White 0.43530262 -0.16984339 1.0404486 0.3118544
## highmutability:White-lowmutability:Non-White 0.84473284 0.30214881 1.3873169 0.0001476
## lowmutability:White-lowmutability:Non-White -0.33390035 -0.87208775 0.2042871 0.4836576
## nomutability:White-lowmutability:Non-White 0.50868128 -0.03785846 1.0552210 0.0848067
## highmutability:White-nomutability:Non-White 0.40943022 -0.12649608 0.9453565 0.2466913
## lowmutability:White-nomutability:Non-White -0.76920296 -1.30067756 -0.2377284 0.0005696
## nomutability:White-nomutability:Non-White 0.07337867 -0.46655213 0.6133095 0.9988535
## lowmutability:White-highmutability:White -1.17863318 -1.63761140 -0.7196550 0.0000000
## nomutability:White-highmutability:White -0.33605155 -0.80479563 0.1326925 0.3156344
## nomutability:White-lowmutability:White 0.84258163 0.37893385 1.3062294 0.0000041
##
## $`status_cond:race_bin`
## diff lwr upr p adj
## low:Non-White-high:Non-White -1.14443900 -1.5858778 -0.7030002 0.0000000
## high:White-high:Non-White -0.21004627 -0.6015033 0.1814108 0.5109600
## low:White-high:Non-White -1.11740355 -1.5023345 -0.7324726 0.0000000
## high:White-low:Non-White 0.93439274 0.5303731 1.3384123 0.0000000
## low:White-low:Non-White 0.02703546 -0.3706643 0.4247352 0.9980908
## low:White-high:White -0.90735728 -1.2487302 -0.5659843 0.0000000
##
## $`condition:status_cond:race_bin`
## diff lwr upr p adj
## lowmutability:high:Non-White-highmutability:high:Non-White -0.34188034 -1.3143442 0.630583469 0.9919900
## nomutability:high:Non-White-highmutability:high:Non-White -0.25925926 -1.1987486 0.680230038 0.9990647
## highmutability:low:Non-White-highmutability:high:Non-White -0.64285714 -1.5977976 0.312083363 0.5439911
## lowmutability:low:Non-White-highmutability:high:Non-White -2.02777778 -3.0202945 -1.035261057 0.0000000
## nomutability:low:Non-White-highmutability:high:Non-White -1.36363636 -2.3793417 -0.347931039 0.0007607
## highmutability:high:White-highmutability:high:Non-White -0.12186380 -0.9995177 0.755790113 0.9999991
## lowmutability:high:White-highmutability:high:Non-White -0.58803419 -1.4578323 0.281763887 0.5371213
## nomutability:high:White-highmutability:high:Non-White -0.51666667 -1.3999508 0.366617454 0.7470064
## highmutability:low:White-highmutability:high:Non-White -0.57189542 -1.4344685 0.290677622 0.5683930
## lowmutability:low:White-highmutability:high:Non-White -2.45383412 -3.3097392 -1.597929006 0.0000000
## nomutability:low:White-highmutability:high:Non-White -0.90085470 -1.7706528 -0.031056626 0.0347155
## nomutability:high:Non-White-lowmutability:high:Non-White 0.08262108 -0.8568682 1.022110380 1.0000000
## highmutability:low:Non-White-lowmutability:high:Non-White -0.30097680 -1.2559173 0.653963705 0.9968717
## lowmutability:low:Non-White-lowmutability:high:Non-White -1.68589744 -2.6784142 -0.693380715 0.0000025
## nomutability:low:Non-White-lowmutability:high:Non-White -1.02175602 -2.0374613 -0.006050697 0.0471074
## highmutability:high:White-lowmutability:high:Non-White 0.22001654 -0.6576374 1.097670455 0.9996229
## lowmutability:high:White-lowmutability:high:Non-White -0.24615385 -1.1159519 0.623644229 0.9988185
## nomutability:high:White-lowmutability:high:Non-White -0.17478632 -1.0580704 0.708497796 0.9999635
## highmutability:low:White-lowmutability:high:Non-White -0.23001508 -1.0925881 0.632557964 0.9993215
## lowmutability:low:White-lowmutability:high:Non-White -2.11195377 -2.9678589 -1.256048664 0.0000000
## nomutability:low:White-lowmutability:high:Non-White -0.55897436 -1.4287724 0.310823716 0.6169638
## highmutability:low:Non-White-nomutability:high:Non-White -0.38359788 -1.3049369 0.537741166 0.9694357
## lowmutability:low:Non-White-nomutability:high:Non-White -1.76851852 -2.7287496 -0.808287443 0.0000002
## nomutability:low:Non-White-nomutability:high:Non-White -1.10437710 -2.0885578 -0.120196439 0.0133413
## highmutability:high:White-nomutability:high:Non-White 0.13739546 -0.7035746 0.978365534 0.9999949
## lowmutability:high:White-nomutability:high:Non-White -0.32877493 -1.1615432 0.503993327 0.9795877
## nomutability:high:White-nomutability:high:Non-White -0.25740741 -1.1042516 0.589436801 0.9977350
## highmutability:low:White-nomutability:high:Non-White -0.31263617 -1.1378552 0.512582918 0.9852418
## lowmutability:low:White-nomutability:high:Non-White -2.19457486 -3.0128217 -1.376328052 0.0000000
## nomutability:low:White-nomutability:high:Non-White -0.64159544 -1.4743637 0.191172814 0.3246446
## lowmutability:low:Non-White-highmutability:low:Non-White -1.38492063 -2.3602744 -0.409566880 0.0002441
## nomutability:low:Non-White-highmutability:low:Non-White -0.72077922 -1.7197201 0.278161624 0.4301512
## highmutability:high:White-highmutability:low:Non-White 0.52099334 -0.3372035 1.379190229 0.6990824
## lowmutability:high:White-highmutability:low:Non-White 0.05482295 -0.7953383 0.904984231 1.0000000
## nomutability:high:White-highmutability:low:Non-White 0.12619048 -0.7377634 0.990144377 0.9999984
## highmutability:low:White-highmutability:low:Non-White 0.07096172 -0.7718062 0.913729637 1.0000000
## lowmutability:low:White-highmutability:low:Non-White -1.81097697 -2.6469190 -0.975034952 0.0000000
## nomutability:low:White-highmutability:low:Non-White -0.25799756 -1.1081588 0.592163719 0.9977677
## nomutability:low:Non-White-lowmutability:low:Non-White 0.66414141 -0.3707793 1.699062128 0.6191338
## highmutability:high:White-lowmutability:low:Non-White 1.90591398 1.0060918 2.805736165 0.0000000
## lowmutability:high:White-lowmutability:low:Non-White 1.43974359 0.5475820 2.331905161 0.0000108
## nomutability:high:White-lowmutability:low:Non-White 1.51111111 0.6057966 2.416425651 0.0000041
## highmutability:low:White-lowmutability:low:Non-White 1.45588235 0.5707632 2.341001463 0.0000063
## lowmutability:low:White-lowmutability:low:Non-White -0.42605634 -1.3046786 0.452565955 0.9120859
## nomutability:low:White-lowmutability:low:Non-White 1.12692308 0.2347615 2.019084648 0.0022811
## highmutability:high:White-nomutability:low:Non-White 1.24177256 0.3164360 2.167109169 0.0007670
## lowmutability:high:White-nomutability:low:Non-White 0.77560218 -0.1422868 1.693491131 0.1946297
## nomutability:high:White-nomutability:low:Non-White 0.84696970 -0.0837087 1.777648095 0.1152379
## highmutability:low:White-nomutability:low:Non-White 0.79174094 -0.1193045 1.702786329 0.1616552
## lowmutability:low:White-nomutability:low:Non-White -1.09019775 -1.9949325 -0.185462985 0.0048668
## nomutability:low:White-nomutability:low:Non-White 0.46278166 -0.4551073 1.380670618 0.8878808
## lowmutability:high:White-highmutability:high:White -0.46617039 -1.2284953 0.296154487 0.6891430
## nomutability:high:White-highmutability:high:White -0.39480287 -1.1724798 0.382874034 0.8830927
## highmutability:low:White-highmutability:high:White -0.45003163 -1.2041024 0.304039184 0.7217064
## lowmutability:low:White-highmutability:high:White -2.33197032 -3.0784046 -1.585536072 0.0000000
## nomutability:low:White-highmutability:high:White -0.77899090 -1.5413158 -0.016666026 0.0400771
## nomutability:high:White-lowmutability:high:White 0.07136752 -0.6974326 0.840167668 1.0000000
## highmutability:low:White-lowmutability:high:White 0.01613876 -0.7287740 0.761051569 1.0000000
## lowmutability:low:White-lowmutability:high:White -1.86579993 -2.6029813 -1.128618550 0.0000000
## nomutability:low:White-lowmutability:high:White -0.31282051 -1.0660877 0.440446716 0.9700120
## highmutability:low:White-nomutability:high:White -0.05522876 -0.8158451 0.705387594 1.0000000
## lowmutability:low:White-nomutability:high:White -1.93716745 -2.6902136 -1.184121282 0.0000000
## nomutability:low:White-nomutability:high:White -0.38418803 -1.1529882 0.384612112 0.8938154
## lowmutability:low:White-highmutability:low:White -1.88193869 -2.6105812 -1.153296149 0.0000000
## nomutability:low:White-highmutability:low:White -0.32895928 -1.0738721 0.415953530 0.9531586
## nomutability:low:White-lowmutability:low:White 1.55297941 0.8157980 2.290160793 0.0000000## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 94.9 47.43 27.662 3.15e-12 ***
## status_cond 1 170.3 170.34 99.350 < 2e-16 ***
## race_bin 1 0.9 0.90 0.528 0.4678
## condition:status_cond 2 65.9 32.94 19.210 8.10e-09 ***
## condition:race_bin 2 3.1 1.54 0.900 0.4071
## status_cond:race_bin 1 5.0 4.96 2.891 0.0896 .
## condition:status_cond:race_bin 2 3.7 1.86 1.084 0.3390
## Residuals 613 1051.0 1.71
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = vthree ~ condition * status_cond * race_bin, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability -0.9336493 -1.2331592 -0.63413937 0.0000000
## nomutability-highmutability -0.3215356 -0.6239819 -0.01908921 0.0340689
## nomutability-lowmutability 0.6121137 0.3096673 0.91456008 0.0000074
##
## $status_cond
## diff lwr upr p adj
## low-high -1.043629 -1.249355 -0.8379041 0
##
## $race_bin
## diff lwr upr p adj
## White-Non-White -0.07851046 -0.291044 0.1340231 0.4684539
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high -0.22485024 -0.7477928 0.29809237 0.8224739
## nomutability:high-highmutability:high -0.30170355 -0.8234178 0.22001074 0.5634503
## highmutability:low-highmutability:high -0.53993223 -1.0558003 -0.02406415 0.0341099
## lowmutability:low-highmutability:high -2.17764599 -2.6969642 -1.65832778 0.0000000
## nomutability:low-highmutability:high -0.92585250 -1.4566236 -0.39508140 0.0000118
## nomutability:high-lowmutability:high -0.07685331 -0.5947180 0.44101135 0.9982483
## highmutability:low-lowmutability:high -0.31508199 -0.8270565 0.19689250 0.4930152
## lowmutability:low-lowmutability:high -1.95279575 -2.4682464 -1.43734506 0.0000000
## nomutability:low-lowmutability:high -0.70100226 -1.2279899 -0.17401462 0.0021707
## highmutability:low-nomutability:high -0.23822868 -0.7489485 0.27249111 0.7662786
## lowmutability:low-nomutability:high -1.87594244 -2.3901469 -1.36173797 0.0000000
## nomutability:low-nomutability:high -0.62414895 -1.1499177 -0.09838018 0.0095295
## lowmutability:low-highmutability:low -1.63771376 -2.1459856 -1.12944187 0.0000000
## nomutability:low-highmutability:low -0.38592027 -0.9058884 0.13404788 0.2773402
## nomutability:low-lowmutability:low 1.25179349 0.7284022 1.77518474 0.0000000
##
## $`condition:race_bin`
## diff lwr upr p adj
## lowmutability:Non-White-highmutability:Non-White -0.722904786 -1.3227561 -0.1230535 0.0079870
## nomutability:Non-White-highmutability:Non-White -0.292293380 -0.8861248 0.3015381 0.7227547
## highmutability:White-highmutability:Non-White 0.045734368 -0.4841505 0.5756192 0.9998755
## lowmutability:White-highmutability:Non-White -1.006152009 -1.5315306 -0.4807734 0.0000010
## nomutability:White-highmutability:Non-White -0.294022328 -0.8279600 0.2399153 0.6159350
## nomutability:Non-White-lowmutability:Non-White 0.430611406 -0.1747605 1.0359833 0.3244943
## highmutability:White-lowmutability:Non-White 0.768639154 0.2258526 1.3114257 0.0008224
## lowmutability:White-lowmutability:Non-White -0.283247223 -0.8216355 0.2551411 0.6618454
## nomutability:White-lowmutability:Non-White 0.428882458 -0.1178613 0.9756262 0.2199166
## highmutability:White-nomutability:Non-White 0.338027748 -0.1980986 0.8741541 0.4648836
## lowmutability:White-nomutability:Non-White -0.713858629 -1.2455316 -0.1821857 0.0018927
## nomutability:White-nomutability:Non-White -0.001728948 -0.5418613 0.5384034 1.0000000
## lowmutability:White-highmutability:White -1.051886377 -1.5110359 -0.5927369 0.0000000
## nomutability:White-highmutability:White -0.339756696 -0.8086757 0.1291623 0.3037750
## nomutability:White-lowmutability:White 0.712129680 0.2483089 1.1759505 0.0001938
##
## $`status_cond:race_bin`
## diff lwr upr p adj
## low:Non-White-high:Non-White -1.2685590 -1.7101626 -0.8269555 0.0000000
## high:White-high:Non-White -0.2582029 -0.6498060 0.1334003 0.3252908
## low:White-high:Non-White -1.1617447 -1.5468193 -0.7766700 0.0000000
## high:White-low:Non-White 1.0103562 0.6061858 1.4145266 0.0000000
## low:White-low:Non-White 0.1068144 -0.2910338 0.5046626 0.9002959
## low:White-high:White -0.9035418 -1.2450422 -0.5620414 0.0000000
##
## $`condition:status_cond:race_bin`
## diff lwr upr p adj
## lowmutability:high:Non-White-highmutability:high:Non-White -0.22222222 -1.19504900 0.75060456 0.9998472
## nomutability:high:Non-White-highmutability:high:Non-White -0.28262108 -1.22246104 0.65721887 0.9979438
## highmutability:low:Non-White-highmutability:high:Non-White -0.88156288 -1.83685981 0.07373405 0.1031471
## lowmutability:low:Non-White-highmutability:high:Non-White -2.11039886 -3.10328603 -1.11751169 0.0000000
## nomutability:low:Non-White-highmutability:high:Non-White -1.30147630 -2.31756073 -0.28539187 0.0017960
## highmutability:high:White-highmutability:high:Non-White -0.24689826 -1.12487975 0.63108323 0.9988857
## lowmutability:high:White-highmutability:high:Non-White -0.46666667 -1.33678939 0.40345606 0.8391206
## nomutability:high:White-highmutability:high:Non-White -0.57521368 -1.45882748 0.30840013 0.5971656
## highmutability:low:White-highmutability:high:Non-White -0.56900452 -1.43189952 0.29389047 0.5770100
## lowmutability:low:White-highmutability:high:Non-White -2.43734200 -3.29356657 -1.58111743 0.0000000
## nomutability:low:White-highmutability:high:Non-White -0.96410256 -1.83422529 -0.09397984 0.0157048
## nomutability:high:Non-White-lowmutability:high:Non-White -0.06039886 -1.00023882 0.87944110 1.0000000
## highmutability:low:Non-White-lowmutability:high:Non-White -0.65934066 -1.61463759 0.29595627 0.5033726
## lowmutability:low:Non-White-lowmutability:high:Non-White -1.88817664 -2.88106381 -0.89528947 0.0000001
## nomutability:low:Non-White-lowmutability:high:Non-White -1.07925408 -2.09533851 -0.06316965 0.0261838
## highmutability:high:White-lowmutability:high:Non-White -0.02467604 -0.90265753 0.85330545 1.0000000
## lowmutability:high:White-lowmutability:high:Non-White -0.24444444 -1.11456717 0.62567828 0.9988960
## nomutability:high:White-lowmutability:high:Non-White -0.35299145 -1.23660525 0.53062235 0.9776406
## highmutability:low:White-lowmutability:high:Non-White -0.34678230 -1.20967730 0.51611269 0.9765916
## lowmutability:low:White-lowmutability:high:Non-White -2.21511978 -3.07134435 -1.35889521 0.0000000
## nomutability:low:White-lowmutability:high:Non-White -0.74188034 -1.61200306 0.12824238 0.1836963
## highmutability:low:Non-White-nomutability:high:Non-White -0.59894180 -1.52062473 0.32274114 0.5998912
## lowmutability:low:Non-White-nomutability:high:Non-White -1.82777778 -2.78836725 -0.86718830 0.0000001
## nomutability:low:Non-White-nomutability:high:Non-White -1.01885522 -2.00340322 -0.03430721 0.0350293
## highmutability:high:White-nomutability:high:Non-White 0.03572282 -0.80556114 0.87700678 1.0000000
## lowmutability:high:White-nomutability:high:Non-White -0.18404558 -1.01712467 0.64903350 0.9998901
## nomutability:high:White-nomutability:high:Non-White -0.29259259 -1.13975288 0.55456770 0.9930990
## highmutability:low:White-nomutability:high:Non-White -0.28638344 -1.11191053 0.53914365 0.9928370
## lowmutability:low:White-nomutability:high:Non-White -2.15472092 -2.97327313 -1.33616871 0.0000000
## nomutability:low:White-nomutability:high:Non-White -0.68148148 -1.51456056 0.15159760 0.2368329
## lowmutability:low:Non-White-highmutability:low:Non-White -1.22883598 -2.20455378 -0.25311818 0.0023972
## nomutability:low:Non-White-highmutability:low:Non-White -0.41991342 -1.41922711 0.57940027 0.9672772
## highmutability:high:White-highmutability:low:Non-White 0.63466462 -0.22385258 1.49318182 0.3904329
## lowmutability:high:White-highmutability:low:Non-White 0.41489621 -0.43558238 1.26537481 0.9086545
## nomutability:high:White-highmutability:low:Non-White 0.30634921 -0.55792716 1.17062557 0.9914227
## highmutability:low:White-highmutability:low:Non-White 0.31255836 -0.53052412 1.15564083 0.9876005
## lowmutability:low:White-highmutability:low:Non-White -1.55577912 -2.39203315 -0.71952509 0.0000001
## nomutability:low:White-highmutability:low:Non-White -0.08253968 -0.93301828 0.76793891 1.0000000
## nomutability:low:Non-White-lowmutability:low:Non-White 0.80892256 -0.22638443 1.84422955 0.3031018
## highmutability:high:White-lowmutability:low:Non-White 1.86350060 0.96334256 2.76365864 0.0000000
## lowmutability:high:White-lowmutability:low:Non-White 1.64373219 0.75123763 2.53622676 0.0000002
## nomutability:high:White-lowmutability:low:Non-White 1.53518519 0.62953274 2.44083763 0.0000026
## highmutability:low:White-lowmutability:low:Non-White 1.54139434 0.65594486 2.42684381 0.0000011
## lowmutability:low:White-lowmutability:low:Non-White -0.32694314 -1.20589337 0.55200709 0.9872619
## nomutability:low:White-lowmutability:low:Non-White 1.14629630 0.25380173 2.03879086 0.0017126
## highmutability:high:White-nomutability:low:Non-White 1.05457804 0.12889606 1.98026002 0.0109100
## lowmutability:high:White-nomutability:low:Non-White 0.83480963 -0.08342192 1.75304119 0.1161379
## nomutability:high:White-nomutability:low:Non-White 0.72626263 -0.20476314 1.65728840 0.3055679
## highmutability:low:White-nomutability:low:Non-White 0.73247178 -0.17891366 1.64385721 0.2615405
## lowmutability:low:White-nomutability:low:Non-White -1.13586570 -2.04093815 -0.23079324 0.0025424
## nomutability:low:White-nomutability:low:Non-White 0.33737374 -0.58085781 1.25560529 0.9884727
## lowmutability:high:White-highmutability:high:White -0.21976840 -0.98237781 0.54284101 0.9986039
## nomutability:high:White-highmutability:high:White -0.32831541 -1.10628258 0.44965175 0.9662217
## highmutability:low:White-highmutability:high:White -0.32210626 -1.07645852 0.43224600 0.9631953
## lowmutability:low:White-highmutability:high:White -2.19044374 -2.93715659 -1.44373089 0.0000000
## nomutability:low:White-highmutability:high:White -0.71720430 -1.47981371 0.04540511 0.0881149
## nomutability:high:White-lowmutability:high:White -0.10854701 -0.87763411 0.66054009 0.9999989
## highmutability:low:White-lowmutability:high:White -0.10233786 -0.84752870 0.64285298 0.9999992
## lowmutability:low:White-lowmutability:high:White -1.97067533 -2.70813186 -1.23321881 0.0000000
## nomutability:low:White-lowmutability:high:White -0.49743590 -1.25098428 0.25611248 0.5753069
## highmutability:low:White-nomutability:high:White 0.00620915 -0.75469110 0.76710940 1.0000000
## lowmutability:low:White-nomutability:high:White -1.86212833 -2.61545556 -1.10880109 0.0000000
## nomutability:low:White-nomutability:high:White -0.38888889 -1.15797599 0.38019821 0.8858793
## lowmutability:low:White-highmutability:low:White -1.86833748 -2.59725198 -1.13942297 0.0000000
## nomutability:low:White-highmutability:low:White -0.39509804 -1.14028888 0.35009280 0.8492085
## nomutability:low:White-lowmutability:low:White 1.47323944 0.73578291 2.21069596 0.0000000## Df Sum Sq Mean Sq F value Pr(>F)
## condition 2 341.6 170.82 71.790 < 2e-16 ***
## status_cond 1 177.8 177.79 74.722 < 2e-16 ***
## race_bin 1 10.3 10.26 4.314 0.038219 *
## condition:status_cond 2 39.6 19.81 8.324 0.000271 ***
## condition:race_bin 2 3.9 1.93 0.809 0.445593
## status_cond:race_bin 1 0.1 0.08 0.035 0.852328
## condition:status_cond:race_bin 2 3.5 1.74 0.730 0.482322
## Residuals 613 1458.6 2.38
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = futv ~ condition * status_cond * race_bin, data = vignette_clean)
##
## $condition
## diff lwr upr p adj
## lowmutability-highmutability 1.7030016 1.35017084 2.0558323 0.0000000
## nomutability-highmutability 0.3414423 -0.01484761 0.6977323 0.0636351
## nomutability-lowmutability -1.3615592 -1.71784919 -1.0052693 0.0000000
##
## $status_cond
## diff lwr upr p adj
## low-high 1.066209 0.8238589 1.308559 0
##
## $race_bin
## diff lwr upr p adj
## White-Non-White -0.2644133 -0.5147835 -0.01404305 0.038497
##
## $`condition:status_cond`
## diff lwr upr p adj
## lowmutability:high-highmutability:high 1.15750174 0.54146129 1.7735422 0.0000017
## nomutability:high-highmutability:high 0.33705957 -0.27753389 0.9516530 0.6201639
## highmutability:low-highmutability:high 0.67688484 0.06917837 1.2845913 0.0189601
## lowmutability:low-highmutability:high 2.92906994 2.31729914 3.5408408 0.0000000
## nomutability:low-highmutability:high 1.07710048 0.45183785 1.7023631 0.0000161
## nomutability:high-lowmutability:high -0.82044218 -1.43050068 -0.2103837 0.0018474
## highmutability:low-lowmutability:high -0.48061691 -1.08373663 0.1225028 0.2046019
## lowmutability:low-lowmutability:high 1.77156820 1.16435343 2.3787830 0.0000000
## nomutability:low-lowmutability:high -0.08040126 -0.70120688 0.5404044 0.9990920
## highmutability:low-nomutability:high 0.33982527 -0.26181638 0.9414669 0.5890876
## lowmutability:low-nomutability:high 2.59201038 1.98626369 3.1977571 0.0000000
## nomutability:low-nomutability:high 0.74004092 0.12067117 1.3594107 0.0088391
## lowmutability:low-highmutability:low 2.25218511 1.65342716 2.8509431 0.0000000
## nomutability:low-highmutability:low 0.40021564 -0.21232082 1.0127521 0.4231105
## nomutability:low-lowmutability:low -1.85196946 -2.46853843 -1.2354005 0.0000000
##
## $`condition:race_bin`
## diff lwr upr p adj
## lowmutability:Non-White-highmutability:Non-White 1.54212538 0.8354844 2.24876636 0.0000000
## nomutability:Non-White-highmutability:Non-White 0.41959327 -0.2799562 1.11914271 0.5225138
## highmutability:White-highmutability:Non-White -0.30989329 -0.9341119 0.31432530 0.7153462
## lowmutability:White-highmutability:Non-White 1.49549854 0.8765885 2.11440863 0.0000000
## nomutability:White-highmutability:Non-White -0.01739337 -0.6463863 0.61159955 0.9999996
## nomutability:Non-White-lowmutability:Non-White -1.12253211 -1.8356764 -0.40938777 0.0001184
## highmutability:White-lowmutability:Non-White -1.85201867 -2.4914358 -1.21260152 0.0000000
## lowmutability:White-lowmutability:Non-White -0.04662684 -0.6808627 0.58760903 0.9999436
## nomutability:White-lowmutability:Non-White -1.55951875 -2.2035976 -0.91543993 0.0000000
## highmutability:White-nomutability:Non-White -0.72948656 -1.3610578 -0.09791532 0.0129558
## lowmutability:White-nomutability:Non-White 1.07590527 0.4495802 1.70223033 0.0000172
## nomutability:White-nomutability:Non-White -0.43698664 -1.0732770 0.19930376 0.3648045
## lowmutability:White-highmutability:White 1.80539183 1.2645013 2.34628232 0.0000000
## nomutability:White-highmutability:White 0.29249992 -0.2598993 0.84489916 0.6555485
## nomutability:White-lowmutability:White -1.51289191 -2.0592853 -0.96649850 0.0000000
##
## $`status_cond:race_bin`
## diff lwr upr p adj
## low:Non-White-high:Non-White 1.0466689 0.5264481 1.5668898 0.0000018
## high:White-high:Non-White -0.2896860 -0.7510050 0.1716331 0.3693619
## low:White-high:Non-White 0.8070123 0.3533841 1.2606406 0.0000329
## high:White-low:Non-White -1.3363549 -1.8124785 -0.8602313 0.0000000
## low:White-low:Non-White -0.2396566 -0.7083324 0.2290193 0.5522261
## low:White-high:White 1.0966983 0.6944017 1.4989949 0.0000000
##
## $`condition:status_cond:race_bin`
## diff lwr upr p adj
## lowmutability:high:Non-White-highmutability:high:Non-White 1.128205128 -0.01781098 2.27422124 0.0582677
## nomutability:high:Non-White-highmutability:high:Non-White 0.316239316 -0.79091743 1.42339606 0.9987133
## highmutability:low:Non-White-highmutability:high:Non-White 0.673382173 -0.45198330 1.79874765 0.7183019
## lowmutability:low:Non-White-highmutability:high:Non-White 2.621794872 1.45214708 3.79144266 0.0000000
## nomutability:low:Non-White-highmutability:high:Non-White 1.285936286 0.08896150 2.48291107 0.0229286
## highmutability:high:White-highmutability:high:Non-White -0.321753515 -1.35603932 0.71253229 0.9972138
## lowmutability:high:White-highmutability:high:Non-White 0.866666667 -0.15836130 1.89169463 0.1938696
## nomutability:high:White-highmutability:high:Non-White 0.027350427 -1.01357039 1.06827125 1.0000000
## highmutability:low:White-highmutability:high:Non-White 0.376696833 -0.63981668 1.39321035 0.9876426
## lowmutability:low:White-highmutability:high:Non-White 2.796677501 1.78802193 3.80533307 0.0000000
## nomutability:low:White-highmutability:high:Non-White 0.671794872 -0.35323310 1.69682284 0.5866303
## nomutability:high:Non-White-lowmutability:high:Non-White -0.811965812 -1.91912256 0.29519093 0.4034466
## highmutability:low:Non-White-lowmutability:high:Non-White -0.454822955 -1.58018843 0.67054252 0.9755618
## lowmutability:low:Non-White-lowmutability:high:Non-White 1.493589744 0.32394195 2.66323754 0.0018940
## nomutability:low:Non-White-lowmutability:high:Non-White 0.157731158 -1.03924363 1.35470594 0.9999995
## highmutability:high:White-lowmutability:high:Non-White -1.449958644 -2.48424445 -0.41567283 0.0003199
## lowmutability:high:White-lowmutability:high:Non-White -0.261538462 -1.28656643 0.76348951 0.9995535
## nomutability:high:White-lowmutability:high:Non-White -1.100854701 -2.14177552 -0.05993388 0.0275163
## highmutability:low:White-lowmutability:high:Non-White -0.751508296 -1.76802181 0.26500522 0.3903380
## lowmutability:low:White-lowmutability:high:Non-White 1.668472373 0.65981680 2.67712795 0.0000054
## nomutability:low:White-lowmutability:high:Non-White -0.456410256 -1.48143822 0.56861771 0.9503621
## highmutability:low:Non-White-nomutability:high:Non-White 0.357142857 -0.72862443 1.44291014 0.9954540
## lowmutability:low:Non-White-nomutability:high:Non-White 2.305555556 1.17395532 3.43715579 0.0000000
## nomutability:low:Non-White-nomutability:high:Non-White 0.969696970 -0.19012706 2.12952100 0.2079642
## highmutability:high:White-nomutability:high:Non-White -0.637992832 -1.62904796 0.35306230 0.6143511
## lowmutability:high:White-nomutability:high:Non-White 0.550427350 -0.43096221 1.53181691 0.7951530
## nomutability:high:White-nomutability:high:Non-White -0.288888889 -1.28686649 0.70908871 0.9985454
## highmutability:low:White-nomutability:high:Non-White 0.060457516 -0.91203560 1.03295063 1.0000000
## lowmutability:low:White-nomutability:high:Non-White 2.480438185 1.51616167 3.44471470 0.0000000
## nomutability:low:White-nomutability:high:Non-White 0.355555556 -0.62583401 1.33694512 0.9897221
## lowmutability:low:Non-White-highmutability:low:Non-White 1.948412698 0.79899089 3.09783451 0.0000026
## nomutability:low:Non-White-highmutability:low:Non-White 0.612554113 -0.56466429 1.78977252 0.8646630
## highmutability:high:White-highmutability:low:Non-White -0.995135689 -2.00649204 0.01622067 0.0585500
## lowmutability:high:White-highmutability:low:Non-White 0.193284493 -0.80860216 1.19517115 0.9999718
## nomutability:high:White-highmutability:low:Non-White -0.646031746 -1.66417255 0.37210906 0.6361273
## highmutability:low:White-highmutability:low:Non-White -0.296685341 -1.28985917 0.69648849 0.9980633
## lowmutability:low:White-highmutability:low:Non-White 2.123295328 1.13816559 3.10842507 0.0000000
## nomutability:low:White-highmutability:low:Non-White -0.001587302 -1.00347396 1.00029936 1.0000000
## nomutability:low:Non-White-lowmutability:low:Non-White -1.335858586 -2.55547807 -0.11623911 0.0181454
## highmutability:high:White-lowmutability:low:Non-White -2.943548387 -4.00395877 -1.88313801 0.0000000
## lowmutability:high:White-lowmutability:low:Non-White -1.755128205 -2.80651081 -0.70374560 0.0000041
## nomutability:high:White-lowmutability:low:Non-White -2.594444444 -3.66132738 -1.52756151 0.0000000
## highmutability:low:White-lowmutability:low:Non-White -2.245098039 -3.28818133 -1.20201474 0.0000000
## lowmutability:low:White-lowmutability:low:Non-White 0.174882629 -0.86054439 1.21030964 0.9999928
## nomutability:low:White-lowmutability:low:Non-White -1.950000000 -3.00138260 -0.89861740 0.0000001
## highmutability:high:White-nomutability:low:Non-White -1.607689801 -2.69816807 -0.51721153 0.0001057
## lowmutability:high:White-nomutability:low:Non-White -0.419269619 -1.50097108 0.66243184 0.9823172
## nomutability:high:White-nomutability:low:Non-White -1.258585859 -2.35535925 -0.16181246 0.0098836
## highmutability:low:White-nomutability:low:Non-White -0.909239453 -1.98287600 0.16439710 0.1918752
## lowmutability:low:White-nomutability:low:Non-White 1.510741215 0.44454152 2.57694091 0.0002553
## nomutability:low:White-nomutability:low:Non-White -0.614141414 -1.69584288 0.46756005 0.7818473
## lowmutability:high:White-highmutability:high:White 1.188420182 0.29004579 2.08679458 0.0010054
## nomutability:high:White-highmutability:high:White 0.349103943 -0.56736230 1.26557019 0.9845866
## highmutability:low:White-highmutability:high:White 0.698450348 -0.19019690 1.58709760 0.2941902
## lowmutability:low:White-highmutability:high:White 3.118431016 2.23878320 3.99807883 0.0000000
## nomutability:low:White-highmutability:high:White 0.993548387 0.09517399 1.89192278 0.0160808
## nomutability:high:White-lowmutability:high:White -0.839316239 -1.74532152 0.06668904 0.0999453
## highmutability:low:White-lowmutability:high:White -0.489969834 -1.36782468 0.38788502 0.8002960
## lowmutability:low:White-lowmutability:high:White 1.930010834 1.06126721 2.79875446 0.0000000
## nomutability:low:White-lowmutability:high:White -0.194871795 -1.08257205 0.69282846 0.9998968
## highmutability:low:White-nomutability:high:White 0.349346405 -0.54701455 1.24570736 0.9815385
## lowmutability:low:White-nomutability:high:White 2.769327074 1.88188733 3.65676682 0.0000000
## nomutability:low:White-nomutability:high:White 0.644444444 -0.26156084 1.55044973 0.4537267
## lowmutability:low:White-highmutability:low:White 2.419980668 1.56129978 3.27866156 0.0000000
## nomutability:low:White-highmutability:low:White 0.295098039 -0.58275681 1.17295289 0.9945180
## nomutability:low:White-lowmutability:low:White -2.124882629 -2.99362625 -1.25613901 0.0000000Conf
Voice
V(three)
Futility of voice
