Data overview

we set up paths, load libraries, and pull in results of arimax models (once run)

Basic descriptives about your key actor parter variables

Between and within correlations, taking into account nesting

these are the simple pooled correlations…e.g., average within adn between. All within correlations are significant, which means on average, actor affection linked to partner valued action, with smallish average effect.

Within-Dyad Correlations
MPartnerYouShowAffection.wg MPartnerYouActValueConsistent.wg FPartnerYouShowAffection.wg FPartnerYouActValueConsistent.wg
MPartnerYouShowAffection.wg 1.00 0.34 0.31 0.14
MPartnerYouActValueConsistent.wg 0.34 1.00 0.21 0.19
FPartnerYouShowAffection.wg 0.31 0.21 1.00 0.37
FPartnerYouActValueConsistent.wg 0.14 0.19 0.37 1.00
Within-Dyad Correlation p-values
MPartnerYouShowAffection.wg MPartnerYouActValueConsistent.wg FPartnerYouShowAffection.wg FPartnerYouActValueConsistent.wg
MPartnerYouShowAffection.wg 0 0 0 0
MPartnerYouActValueConsistent.wg 0 0 0 0
FPartnerYouShowAffection.wg 0 0 0 0
FPartnerYouActValueConsistent.wg 0 0 0 0
Between-Dyad Correlations
MPartnerYouShowAffection.bg MPartnerYouActValueConsistent.bg FPartnerYouShowAffection.bg FPartnerYouActValueConsistent.bg
MPartnerYouShowAffection.bg 1.00 0.51 0.39 0.30
MPartnerYouActValueConsistent.bg 0.51 1.00 0.38 0.45
FPartnerYouShowAffection.bg 0.39 0.38 1.00 0.47
FPartnerYouActValueConsistent.bg 0.30 0.45 0.47 1.00

I arimax

Here is where we run irimax. you do this only once

comment out everything here once have run once. this is very time consuming code

We can see that whilst the pooled effects are significant, there is huge heterogeneity.

CATERPILLER PLOTS

Here we visualized the heterogeneity. the blue bars show means. these means don’t describe many values.. for some tight link between affection and valued action for others little to no link

## <details><summary><b> MPartnerYouShowAffection_MPartnerYouActValueConsistent </b></summary>

## </details><br><details><summary><b> FPartnerYouShowAffection_MPartnerYouActValueConsistent </b></summary>

## </details><br><details><summary><b> MPartnerYouShowAffection_FPartnerYouActValueConsistent </b></summary>

## </details><br><details><summary><b> FPartnerYouShowAffection_FPartnerYouActValueConsistent </b></summary>

## </details><br>