Association Rules
Basic usage
association_rules() treats each sequence as a basket of
its unique states, then finds co-occurrence patterns via Apriori:
rules <- association_rules(net, min_support = 0.3,
min_confidence = 0.5, min_lift = 1.0)
rules
#> Association Rules [640 rules | 8 items | 2000 transactions]
#> Support >= 0.30 | Confidence >= 0.50 | Lift >= 1.00
#>
#> Top rules (by lift):
#> 1. cohesion, coregulate -> discuss, emotion, plan (sup=0.302 conf=0.772 lift=1.36)
#> 2. discuss, emotion, plan -> cohesion, coregulate (sup=0.302 conf=0.534 lift=1.36)
#> 3. cohesion, coregulate -> consensus, discuss, emotion (sup=0.316 conf=0.807 lift=1.35)
#> 4. consensus, discuss, emotion -> cohesion, coregulate (sup=0.316 conf=0.529 lift=1.35)
#> 5. cohesion, consensus, coregulate -> discuss, emotion (sup=0.316 conf=0.827 lift=1.35)
#> 6. discuss, emotion -> cohesion, consensus, coregulate (sup=0.316 conf=0.516 lift=1.35)
#> 7. cohesion, coregulate, plan -> discuss, emotion (sup=0.302 conf=0.826 lift=1.35)
#> 8. cohesion, discuss, plan -> coregulate, emotion (sup=0.302 conf=0.672 lift=1.35)
#> 9. coregulate, emotion -> cohesion, discuss, plan (sup=0.302 conf=0.606 lift=1.35)
#> 10. cohesion, coregulate -> discuss, emotion (sup=0.320 conf=0.817 lift=1.34)
#> ... and 630 more rulesUnderstanding the output
summary(rules)
#> antecedent consequent
#> cohesion,coregulate discuss,emotion,plan
#> discuss,emotion,plan cohesion,coregulate
#> cohesion,coregulate consensus,discuss,emotion
#> consensus,discuss,emotion cohesion,coregulate
#> cohesion,consensus,coregulate discuss,emotion
#> discuss,emotion cohesion,consensus,coregulate
#> cohesion,coregulate,plan discuss,emotion
#> cohesion,discuss,plan coregulate,emotion
#> coregulate,emotion cohesion,discuss,plan
#> cohesion,coregulate discuss,emotion
#> discuss,emotion cohesion,coregulate
#> cohesion,consensus,discuss coregulate,emotion
#> coregulate,emotion cohesion,consensus,discuss
#> coregulate,discuss,emotion cohesion,plan
#> cohesion,plan coregulate,discuss,emotion
#> coregulate,discuss,emotion cohesion,consensus
#> cohesion,consensus coregulate,discuss,emotion
#> coregulate,emotion,plan cohesion,discuss
#> cohesion,discuss coregulate,emotion,plan
#> consensus,coregulate,emotion cohesion,discuss
#> cohesion,discuss consensus,coregulate,emotion
#> coregulate,emotion cohesion,consensus,plan
#> cohesion,consensus,plan coregulate,emotion
#> consensus,coregulate,emotion cohesion,plan
#> cohesion,plan consensus,coregulate,emotion
#> coregulate,emotion,plan cohesion,consensus
#> cohesion,consensus coregulate,emotion,plan
#> cohesion,discuss coregulate,emotion
#> coregulate,emotion cohesion,discuss
#> cohesion,coregulate consensus,emotion,plan
#> consensus,emotion,plan cohesion,coregulate
#> coregulate,emotion cohesion,plan
#> cohesion,plan coregulate,emotion
#> cohesion,consensus discuss,emotion,plan
#> discuss,emotion,plan cohesion,consensus
#> cohesion,coregulate,plan consensus,emotion
#> cohesion,consensus,coregulate emotion,plan
#> cohesion,consensus,plan discuss,emotion
#> discuss,emotion cohesion,consensus,plan
#> cohesion,plan consensus,discuss,emotion
#> consensus,discuss,emotion cohesion,plan
#> coregulate,emotion cohesion,consensus
#> cohesion,consensus coregulate,emotion
#> cohesion,discuss,emotion coregulate,plan
#> coregulate,plan cohesion,discuss,emotion
#> cohesion,coregulate,discuss consensus,emotion
#> coregulate,plan consensus,discuss,emotion
#> consensus,discuss,emotion coregulate,plan
#> cohesion,coregulate,discuss emotion,plan
#> consensus,emotion,monitor discuss,plan
#> cohesion,plan discuss,emotion
#> discuss,emotion cohesion,plan
#> cohesion,coregulate emotion,plan
#> cohesion,consensus discuss,emotion
#> discuss,emotion cohesion,consensus
#> consensus,coregulate,plan discuss,emotion
#> discuss,emotion consensus,coregulate,plan
#> cohesion,coregulate consensus,emotion
#> discuss,emotion,plan consensus,coregulate
#> consensus,coregulate discuss,emotion,plan
#> cohesion,consensus,emotion coregulate,plan
#> coregulate,plan cohesion,consensus,emotion
#> cohesion,consensus,discuss coregulate,plan
#> coregulate,plan cohesion,consensus,discuss
#> cohesion,consensus,coregulate discuss,plan
#> coregulate,monitor discuss,plan
#> cohesion,discuss,plan consensus,coregulate
#> consensus,coregulate cohesion,discuss,plan
#> cohesion,consensus,emotion coregulate,discuss
#> coregulate,discuss cohesion,consensus,emotion
#> cohesion,discuss,emotion consensus,coregulate
#> consensus,coregulate cohesion,discuss,emotion
#> emotion,monitor consensus,discuss,plan
#> consensus,discuss,plan emotion,monitor
#> cohesion,coregulate consensus,discuss,plan
#> cohesion,discuss,plan consensus,emotion
#> consensus,emotion cohesion,discuss,plan
#> coregulate,discuss,emotion cohesion
#> cohesion coregulate,discuss,emotion
#> consensus,coregulate,discuss,emotion cohesion
#> cohesion consensus,coregulate,discuss,emotion
#> cohesion,emotion,plan coregulate,discuss
#> coregulate,discuss cohesion,emotion,plan
#> coregulate,discuss,emotion,plan cohesion
#> cohesion coregulate,discuss,emotion,plan
#> cohesion,discuss,emotion,plan coregulate
#> consensus,coregulate,emotion discuss,plan
#> discuss,plan consensus,coregulate,emotion
#> coregulate,plan discuss,emotion
#> discuss,emotion coregulate,plan
#> coregulate,discuss,plan cohesion,consensus
#> cohesion,consensus coregulate,discuss,plan
#> cohesion,consensus,discuss,emotion coregulate
#> coregulate cohesion,consensus,discuss,emotion
#> cohesion,coregulate,emotion discuss,plan
#> coregulate,emotion consensus,discuss,plan
#> consensus,discuss,plan coregulate,emotion
#> consensus,monitor discuss,emotion,plan
#> discuss,emotion,plan consensus,monitor
#> cohesion,discuss consensus,coregulate,plan
#> consensus,coregulate,plan cohesion,discuss
#> cohesion,consensus,plan coregulate,discuss
#> coregulate,discuss cohesion,consensus,plan
#> emotion,monitor discuss,plan
#> discuss,plan emotion,monitor
#> consensus,coregulate,emotion,plan cohesion
#> cohesion consensus,coregulate,emotion,plan
#> cohesion,plan consensus,emotion
#> consensus,emotion cohesion,plan
#> coregulate,emotion,plan cohesion
#> cohesion coregulate,emotion,plan
#> cohesion,coregulate discuss,plan
#> cohesion,plan consensus,coregulate,discuss
#> consensus,coregulate,discuss cohesion,plan
#> cohesion,emotion,plan consensus,coregulate
#> consensus,coregulate cohesion,emotion,plan
#> consensus,monitor,plan discuss,emotion
#> discuss,emotion consensus,monitor,plan
#> cohesion,consensus,discuss emotion,plan
#> emotion,plan cohesion,consensus,discuss
#> consensus,coregulate,emotion cohesion
#> cohesion consensus,coregulate,emotion
#> cohesion,consensus emotion,plan
#> emotion,plan cohesion,consensus
#> coregulate,discuss,plan cohesion,emotion
#> cohesion,emotion coregulate,discuss,plan
#> cohesion,discuss consensus,emotion,plan
#> consensus,emotion,plan cohesion,discuss
#> cohesion,consensus,discuss,plan coregulate
#> coregulate cohesion,consensus,discuss,plan
#> coregulate,emotion cohesion
#> cohesion coregulate,emotion
#> consensus,discuss,emotion,plan coregulate
#> coregulate consensus,discuss,emotion,plan
#> cohesion,discuss coregulate,plan
#> coregulate,plan cohesion,discuss
#> discuss,monitor coregulate,plan
#> coregulate,plan discuss,monitor
#> cohesion,discuss,emotion coregulate
#> coregulate cohesion,discuss,emotion
#> consensus,coregulate discuss,emotion
#> discuss,emotion consensus,coregulate
#> discuss,emotion,plan cohesion
#> cohesion discuss,emotion,plan
#> coregulate,emotion discuss,plan
#> discuss,plan coregulate,emotion
#> discuss,emotion,plan coregulate
#> coregulate discuss,emotion,plan
#> cohesion,discuss,plan coregulate
#> coregulate cohesion,discuss,plan
#> cohesion,consensus,coregulate,plan emotion
#> cohesion,coregulate,plan emotion
#> cohesion,coregulate,discuss,plan emotion
#> consensus,discuss,emotion,plan cohesion
#> cohesion consensus,discuss,emotion,plan
#> cohesion discuss,emotion
#> discuss,emotion cohesion
#> coregulate,discuss cohesion,consensus
#> cohesion,consensus coregulate,discuss
#> monitor,plan consensus,discuss,emotion
#> consensus,discuss,emotion monitor,plan
#> cohesion,plan coregulate,discuss
#> coregulate,discuss cohesion,plan
#> cohesion,emotion consensus,coregulate,discuss
#> consensus,coregulate,discuss cohesion,emotion
#> cohesion consensus,discuss,emotion
#> consensus,discuss,emotion cohesion
#> cohesion,emotion consensus,coregulate,plan
#> consensus,coregulate,plan cohesion,emotion
#> cohesion,consensus,coregulate emotion
#> cohesion,consensus coregulate,plan
#> coregulate,plan cohesion,consensus
#> coregulate,discuss,plan consensus,emotion
#> consensus,emotion coregulate,discuss,plan
#> cohesion,coregulate emotion
#> cohesion,consensus,coregulate,discuss emotion
#> cohesion,consensus,emotion,plan coregulate
#> coregulate cohesion,consensus,emotion,plan
#> cohesion,discuss consensus,emotion
#> consensus,emotion cohesion,discuss
#> cohesion,discuss consensus,coregulate
#> consensus,coregulate cohesion,discuss
#> cohesion,coregulate,discuss emotion
#> coregulate,discuss consensus,emotion,plan
#> consensus,emotion,plan coregulate,discuss
#> consensus,monitor coregulate,discuss
#> coregulate,discuss consensus,monitor
#> consensus,discuss,emotion coregulate
#> coregulate consensus,discuss,emotion
#> cohesion,coregulate,plan consensus,discuss
#> cohesion,consensus,emotion discuss,plan
#> discuss,plan cohesion,consensus,emotion
#> cohesion,consensus,discuss coregulate
#> coregulate cohesion,consensus,discuss
#> cohesion,discuss emotion,plan
#> emotion,plan cohesion,discuss
#> coregulate,monitor consensus,discuss
#> consensus,coregulate discuss,plan
#> discuss,plan consensus,coregulate
#> cohesion,emotion coregulate,plan
#> coregulate,plan cohesion,emotion
#> discuss,monitor,plan coregulate
#> consensus,monitor discuss,plan
#> discuss,plan consensus,monitor
#> cohesion,emotion coregulate,discuss
#> coregulate,discuss cohesion,emotion
#> cohesion,consensus,emotion coregulate
#> coregulate cohesion,consensus,emotion
#> discuss,monitor consensus,coregulate
#> consensus,coregulate discuss,monitor
#> consensus,monitor coregulate,plan
#> coregulate,plan consensus,monitor
#> cohesion,emotion,plan coregulate
#> coregulate cohesion,emotion,plan
#> coregulate,emotion,plan consensus,discuss
#> consensus,discuss coregulate,emotion,plan
#> consensus,coregulate,discuss emotion,plan
#> emotion,plan consensus,coregulate,discuss
#> cohesion,plan consensus,coregulate
#> consensus,coregulate cohesion,plan
#> monitor,plan coregulate,discuss
#> coregulate,discuss monitor,plan
#> consensus,discuss,monitor coregulate
#> coregulate consensus,discuss,monitor
#> emotion,monitor,plan consensus,discuss
#> monitor,plan discuss,emotion
#> discuss,emotion monitor,plan
#> cohesion,coregulate consensus,discuss
#> cohesion,coregulate,emotion consensus,discuss
#> coregulate,plan consensus,emotion
#> consensus,emotion coregulate,plan
#> cohesion,consensus,discuss,plan emotion
#> emotion cohesion,consensus,discuss,plan
#> cohesion,consensus,plan emotion
#> emotion cohesion,consensus,plan
#> consensus,monitor discuss,emotion
#> discuss,emotion consensus,monitor
#> cohesion,discuss,plan emotion
#> emotion cohesion,discuss,plan
#> coregulate discuss,emotion
#> discuss,emotion coregulate
#> cohesion consensus,emotion,plan
#> consensus,emotion,plan cohesion
#> discuss,monitor,plan consensus,emotion
#> cohesion,consensus discuss,plan
#> discuss,plan cohesion,consensus
#> consensus,discuss,monitor emotion,plan
#> emotion,plan consensus,discuss,monitor
#> cohesion,consensus,plan coregulate
#> coregulate cohesion,consensus,plan
#> cohesion,plan emotion
#> emotion cohesion,plan
#> coregulate consensus,discuss,plan
#> consensus,discuss,plan coregulate
#> cohesion,discuss coregulate
#> coregulate cohesion,discuss
#> discuss,monitor consensus,emotion,plan
#> consensus,emotion,plan discuss,monitor
#> cohesion,emotion consensus,coregulate
#> consensus,coregulate cohesion,emotion
#> consensus,coregulate,discuss,plan cohesion
#> cohesion consensus,coregulate,discuss,plan
#> coregulate,discuss emotion,plan
#> emotion,plan coregulate,discuss
#> coregulate,plan consensus,discuss
#> consensus,discuss coregulate,plan
#> coregulate,discuss consensus,emotion
#> consensus,emotion coregulate,discuss
#> cohesion,consensus,discuss emotion
#> emotion cohesion,consensus,discuss
#> coregulate,discuss,plan monitor
#> monitor coregulate,discuss,plan
#> cohesion emotion,plan
#> emotion,plan cohesion
#> monitor consensus,discuss,emotion,plan
#> consensus,discuss,emotion,plan monitor
#> emotion,monitor consensus,discuss
#> coregulate discuss,plan
#> discuss,plan coregulate
#> cohesion,consensus emotion
#> emotion cohesion,consensus
#> coregulate,discuss,plan cohesion
#> cohesion coregulate,discuss,plan
#> monitor discuss,emotion,plan
#> discuss,emotion,plan monitor
#> coregulate,emotion consensus,discuss
#> consensus,discuss coregulate,emotion
#> consensus,coregulate emotion,plan
#> emotion,plan consensus,coregulate
#> cohesion consensus,emotion
#> consensus,emotion cohesion
#> discuss,monitor coregulate
#> coregulate discuss,monitor
#> consensus,coregulate,monitor discuss
#> cohesion,discuss emotion
#> emotion cohesion,discuss
#> coregulate,monitor,plan discuss
#> consensus,monitor,plan coregulate
#> coregulate consensus,monitor,plan
#> cohesion,plan coregulate
#> coregulate cohesion,plan
#> cohesion,emotion consensus,discuss,plan
#> consensus,discuss,plan cohesion,emotion
#> consensus,coregulate,discuss cohesion
#> cohesion consensus,coregulate,discuss
#> monitor,plan consensus,coregulate
#> consensus,coregulate monitor,plan
#> coregulate consensus,emotion,plan
#> consensus,emotion,plan coregulate
#> cohesion emotion
#> emotion cohesion
#> cohesion,emotion coregulate
#> coregulate cohesion,emotion
#> cohesion,consensus coregulate
#> coregulate cohesion,consensus
#> discuss,plan consensus,emotion
#> consensus,emotion discuss,plan
#> monitor consensus,coregulate,discuss
#> consensus,coregulate,discuss monitor
#> consensus,coregulate,plan cohesion
#> cohesion consensus,coregulate,plan
#> cohesion,consensus,coregulate discuss
#> cohesion,emotion discuss,plan
#> discuss,plan cohesion,emotion
#> discuss,emotion,monitor consensus,plan
#> coregulate,discuss cohesion
#> cohesion coregulate,discuss
#> cohesion,consensus,coregulate,emotion discuss
#> cohesion,consensus,coregulate,plan discuss
#> coregulate,monitor discuss
#> cohesion,emotion,plan consensus,discuss
#> consensus,discuss cohesion,emotion,plan
#> discuss,monitor emotion,plan
#> emotion,plan discuss,monitor
#> consensus,coregulate,discuss,plan emotion
#> emotion consensus,coregulate,discuss,plan
#> monitor consensus,discuss,plan
#> consensus,discuss,plan monitor
#> consensus,emotion,monitor,plan discuss
#> cohesion,coregulate,plan discuss
#> coregulate,discuss,emotion consensus,plan
#> consensus,plan coregulate,discuss,emotion
#> cohesion,coregulate,emotion,plan discuss
#> coregulate,plan cohesion
#> cohesion coregulate,plan
#> consensus,emotion,monitor discuss
#> monitor coregulate,discuss
#> coregulate,discuss monitor
#> consensus,monitor emotion,plan
#> emotion,plan consensus,monitor
#> monitor discuss,plan
#> discuss,plan monitor
#> cohesion,plan consensus,discuss
#> consensus,discuss cohesion,plan
#> consensus,coregulate,emotion,plan discuss
#> discuss consensus,coregulate,emotion,plan
#> monitor consensus,discuss,emotion
#> consensus,discuss,emotion monitor
#> monitor consensus,coregulate,plan
#> consensus,coregulate,plan monitor
#> coregulate,discuss,plan emotion
#> emotion coregulate,discuss,plan
#> cohesion,coregulate discuss
#> monitor,plan consensus,discuss
#> consensus,discuss monitor,plan
#> coregulate consensus,emotion
#> consensus,emotion coregulate
#> cohesion,coregulate,emotion discuss
#> consensus,monitor coregulate
#> coregulate consensus,monitor
#> consensus,coregulate,plan emotion
#> emotion consensus,coregulate,plan
#> coregulate consensus,discuss
#> consensus,discuss coregulate
#> coregulate emotion,plan
#> emotion,plan coregulate
#> emotion,monitor,plan discuss
#> coregulate,emotion,plan discuss
#> discuss coregulate,emotion,plan
#> discuss,monitor consensus,emotion
#> consensus,emotion discuss,monitor
#> cohesion,coregulate,discuss consensus,plan
#> consensus,coregulate,emotion discuss
#> discuss consensus,coregulate,emotion
#> cohesion consensus,discuss,plan
#> consensus,discuss,plan cohesion
#> monitor coregulate,plan
#> coregulate,plan monitor
#> consensus,discuss,monitor,plan emotion
#> consensus,coregulate,plan discuss
#> discuss consensus,coregulate,plan
#> monitor,plan consensus,emotion
#> consensus,emotion monitor,plan
#> monitor discuss,emotion
#> discuss,emotion monitor
#> monitor,plan coregulate
#> coregulate monitor,plan
#> cohesion,coregulate,emotion consensus,plan
#> coregulate,plan emotion
#> emotion coregulate,plan
#> emotion,monitor consensus,plan
#> coregulate,monitor consensus,plan
#> consensus,coregulate,discuss emotion
#> emotion consensus,coregulate,discuss
#> cohesion discuss,plan
#> discuss,plan cohesion
#> cohesion consensus,coregulate
#> consensus,coregulate cohesion
#> cohesion,coregulate consensus,plan
#> emotion,monitor discuss
#> coregulate,plan discuss
#> discuss coregulate,plan
#> discuss,monitor,plan emotion
#> coregulate,emotion consensus,plan
#> consensus,plan coregulate,emotion
#> consensus,monitor,plan discuss
#> discuss consensus,monitor,plan
#> coregulate,emotion discuss
#> discuss coregulate,emotion
#> consensus,coregulate discuss
#> discuss consensus,coregulate
#> coregulate,discuss emotion
#> emotion coregulate,discuss
#> cohesion,discuss,emotion consensus,plan
#> discuss,emotion consensus,plan
#> consensus,plan discuss,emotion
#> cohesion,consensus,emotion discuss
#> discuss cohesion,consensus,emotion
#> cohesion,emotion consensus,discuss
#> consensus,discuss cohesion,emotion
#> coregulate,discuss consensus,plan
#> consensus,plan coregulate,discuss
#> cohesion,consensus,emotion,plan discuss
#> cohesion,consensus,plan discuss
#> discuss cohesion,consensus,plan
#> emotion,plan consensus,discuss
#> consensus,discuss emotion,plan
#> consensus,monitor discuss
#> discuss consensus,monitor
#> cohesion coregulate
#> coregulate cohesion
#> consensus,coregulate emotion
#> emotion consensus,coregulate
#> consensus,discuss,plan emotion
#> emotion consensus,discuss,plan
#> cohesion,consensus discuss
#> discuss cohesion,consensus
#> consensus,discuss,emotion,monitor plan
#> monitor consensus,coregulate
#> consensus,coregulate monitor
#> monitor consensus,emotion,plan
#> consensus,emotion,plan monitor
#> consensus,emotion,monitor plan
#> consensus,discuss,monitor emotion
#> consensus,monitor,plan emotion
#> emotion consensus,monitor,plan
#> cohesion,emotion,plan discuss
#> discuss cohesion,emotion,plan
#> discuss,monitor consensus,plan
#> discuss,emotion,monitor plan
#> monitor consensus,discuss
#> consensus,discuss monitor
#> coregulate discuss
#> discuss coregulate
#> cohesion consensus,discuss
#> consensus,discuss cohesion
#> consensus,coregulate,discuss,emotion plan
#> discuss,plan emotion
#> emotion discuss,plan
#> coregulate emotion
#> emotion coregulate
#> cohesion,plan discuss
#> discuss cohesion,plan
#> monitor,plan discuss
#> discuss monitor,plan
#> consensus,coregulate,monitor plan
#> cohesion,consensus,coregulate,emotion plan
#> monitor coregulate
#> coregulate monitor
#> monitor emotion,plan
#> emotion,plan monitor
#> coregulate,discuss,emotion plan
#> coregulate,discuss,monitor plan
#> cohesion,discuss consensus,plan
#> consensus,plan cohesion,discuss
#> monitor cohesion,consensus
#> cohesion,consensus monitor
#> cohesion,consensus,coregulate plan
#> consensus,monitor cohesion
#> cohesion consensus,monitor
#> cohesion,consensus,coregulate,discuss plan
#> emotion,monitor plan
#> consensus,coregulate,emotion plan
#> plan consensus,coregulate,emotion
#> cohesion,coregulate,discuss,emotion plan
#> consensus,emotion,plan discuss
#> discuss consensus,emotion,plan
#> cohesion,consensus,emotion plan
#> plan cohesion,consensus,emotion
#> cohesion,consensus,discuss,emotion plan
#> cohesion,emotion consensus,plan
#> consensus,plan cohesion,emotion
#> monitor,plan emotion
#> emotion monitor,plan
#> discuss,monitor emotion
#> consensus,discuss,monitor plan
#> consensus,discuss,emotion plan
#> plan consensus,discuss,emotion
#> cohesion,coregulate,discuss plan
#> cohesion,emotion discuss
#> discuss cohesion,emotion
#> cohesion,coregulate,emotion plan
#> coregulate consensus,plan
#> consensus,plan coregulate
#> coregulate,monitor plan
#> monitor discuss
#> discuss monitor
#> coregulate,discuss,emotion,plan consensus
#> consensus,coregulate,discuss plan
#> plan consensus,coregulate,discuss
#> cohesion discuss
#> discuss cohesion
#> cohesion,coregulate plan
#> cohesion,coregulate,discuss,plan consensus
#> discuss,emotion,monitor,plan consensus
#> coregulate,emotion plan
#> plan coregulate,emotion
#> consensus,monitor plan
#> plan consensus,monitor
#> consensus,monitor emotion
#> emotion consensus,monitor
#> consensus,emotion discuss
#> discuss consensus,emotion
#> cohesion,coregulate,emotion,plan consensus
#> discuss,emotion,plan consensus
#> consensus discuss,emotion,plan
#> coregulate,monitor,plan consensus
#> cohesion,coregulate,plan consensus
#> coregulate,discuss,emotion consensus
#> monitor consensus,emotion
#> consensus,emotion monitor
#> coregulate,emotion,plan consensus
#> consensus coregulate,emotion,plan
#> coregulate,discuss,plan consensus
#> consensus coregulate,discuss,plan
#> cohesion,consensus,discuss plan
#> plan cohesion,consensus,discuss
#> cohesion,coregulate,discuss,emotion consensus
#> coregulate,discuss,monitor consensus
#> cohesion,discuss,emotion plan
#> cohesion,consensus plan
#> plan cohesion,consensus
#> cohesion,discuss,emotion,plan consensus
#> consensus,emotion plan
#> plan consensus,emotion
#> cohesion,coregulate,discuss consensus
#> cohesion,discuss,plan consensus
#> discuss,emotion,monitor consensus
#> coregulate,discuss plan
#> plan coregulate,discuss
#> discuss,emotion plan
#> plan discuss,emotion
#> discuss,monitor,plan consensus
#> emotion consensus,discuss
#> consensus,discuss emotion
#> emotion,monitor,plan consensus
#> consensus,coregulate plan
#> plan consensus,coregulate
#> monitor cohesion
#> cohesion monitor
#> coregulate,plan consensus
#> consensus coregulate,plan
#> monitor consensus,plan
#> consensus,plan monitor
#> emotion,plan discuss
#> discuss emotion,plan
#> discuss,monitor plan
#> cohesion,emotion,plan consensus
#> discuss,plan consensus
#> consensus discuss,plan
#> emotion consensus,plan
#> consensus,plan emotion
#> coregulate,discuss consensus
#> consensus coregulate,discuss
#> cohesion,coregulate,emotion consensus
#> cohesion consensus,plan
#> consensus,plan cohesion
#> cohesion,coregulate consensus
#> coregulate,monitor consensus
#> coregulate,emotion consensus
#> consensus coregulate,emotion
#> discuss,emotion consensus
#> consensus discuss,emotion
#> cohesion,plan consensus
#> consensus cohesion,plan
#> cohesion,discuss,emotion consensus
#> emotion,plan consensus
#> consensus emotion,plan
#> cohesion,discuss plan
#> plan cohesion,discuss
#> cohesion,emotion plan
#> plan cohesion,emotion
#> emotion,monitor consensus
#> cohesion,discuss consensus
#> consensus cohesion,discuss
#> monitor plan
#> plan monitor
#> discuss,monitor consensus
#> coregulate plan
#> plan coregulate
#> coregulate consensus
#> consensus coregulate
#> monitor,plan consensus
#> cohesion,monitor consensus
#> monitor emotion
#> emotion monitor
#> consensus,discuss plan
#> plan consensus,discuss
#> discuss consensus,plan
#> consensus,plan discuss
#> emotion plan
#> plan emotion
#> emotion discuss
#> discuss emotion
#> cohesion plan
#> plan cohesion
#> plan consensus
#> consensus plan
#> discuss consensus
#> consensus discuss
#> cohesion,emotion consensus
#> consensus cohesion,emotion
#> emotion consensus
#> consensus emotion
#> monitor consensus
#> consensus monitor
#> cohesion consensus
#> consensus cohesion
#> discuss plan
#> plan discuss
#> support confidence lift conviction count
#> 0.3020 0.7724 1.3646 1.9067 604
#> 0.3020 0.5336 1.3646 1.3057 604
#> 0.3155 0.8069 1.3539 2.0922 631
#> 0.3155 0.5294 1.3539 1.2940 631
#> 0.3155 0.8270 1.3524 2.2456 631
#> 0.3155 0.5159 1.3524 1.2777 631
#> 0.3020 0.8263 1.3512 2.2362 604
#> 0.3020 0.6719 1.3478 1.5283 604
#> 0.3020 0.6058 1.3478 1.3966 604
#> 0.3195 0.8171 1.3363 2.1245 639
#> 0.3195 0.5225 1.3363 1.2754 639
#> 0.3155 0.6621 1.3282 1.4843 631
#> 0.3155 0.6329 1.3282 1.4260 631
#> 0.3020 0.6809 1.3248 1.5233 604
#> 0.3020 0.5875 1.3248 1.3493 604
#> 0.3155 0.7114 1.3198 1.5973 631
#> 0.3155 0.5853 1.3198 1.3421 631
#> 0.3020 0.6495 1.3174 1.4463 604
#> 0.3020 0.6126 1.3174 1.3809 604
#> 0.3155 0.6492 1.3168 1.4452 631
#> 0.3155 0.6400 1.3168 1.4276 631
#> 0.3275 0.6570 1.3126 1.4561 655
#> 0.3275 0.6543 1.3126 1.4509 655
#> 0.3275 0.6739 1.3110 1.4902 655
#> 0.3275 0.6372 1.3110 1.4166 655
#> 0.3275 0.7043 1.3067 1.5590 655
#> 0.3275 0.6076 1.3067 1.3634 655
#> 0.3195 0.6481 1.3000 1.4250 639
#> 0.3195 0.6409 1.3000 1.4120 639
#> 0.3275 0.8376 1.2946 2.1736 655
#> 0.3275 0.5062 1.2946 1.2332 655
#> 0.3310 0.6640 1.2918 1.4464 662
#> 0.3310 0.6440 1.2918 1.4086 662
#> 0.3930 0.7291 1.2882 1.6022 786
#> 0.3930 0.6943 1.2882 1.5082 786
#> 0.3275 0.8960 1.2856 2.9144 655
#> 0.3275 0.8585 1.2851 2.3455 655
#> 0.3930 0.7852 1.2841 1.8088 786
#> 0.3930 0.6427 1.2841 1.3979 786
#> 0.3930 0.7646 1.2829 1.7162 786
#> 0.3930 0.6594 1.2829 1.4269 786
#> 0.3445 0.6911 1.2821 1.4923 689
#> 0.3445 0.6391 1.2821 1.3898 689
#> 0.3020 0.7040 1.2788 1.5184 604
#> 0.3020 0.5486 1.2788 1.2649 604
#> 0.3155 0.8887 1.2751 2.7232 631
#> 0.4180 0.7593 1.2740 1.6785 836
#> 0.4180 0.7013 1.2740 1.5051 836
#> 0.3020 0.8507 1.2735 2.2238 604
#> 0.3425 0.8760 1.2723 2.5113 685
#> 0.3985 0.7753 1.2679 1.7289 797
#> 0.3985 0.6517 1.2679 1.3953 797
#> 0.3310 0.8465 1.2673 2.1635 662
#> 0.4175 0.7746 1.2667 1.7235 835
#> 0.4175 0.6827 1.2667 1.4531 835
#> 0.4180 0.7741 1.2659 1.7196 836
#> 0.4180 0.6836 1.2659 1.4537 836
#> 0.3445 0.8811 1.2641 2.5478 689
#> 0.4180 0.7385 1.2635 1.5890 836
#> 0.4180 0.7151 1.2635 1.5236 836
#> 0.3275 0.6953 1.2631 1.4754 655
#> 0.3275 0.5949 1.2631 1.3059 655
#> 0.3310 0.6946 1.2619 1.4721 662
#> 0.3310 0.6013 1.2619 1.3129 662
#> 0.3310 0.8676 1.2602 2.3532 662
#> 0.3015 0.8676 1.2602 2.3532 603
#> 0.3310 0.7364 1.2598 1.5761 662
#> 0.3310 0.5663 1.2598 1.2693 662
#> 0.3155 0.6699 1.2591 1.4175 631
#> 0.3155 0.5930 1.2591 1.2999 631
#> 0.3155 0.7354 1.2582 1.5705 631
#> 0.3155 0.5398 1.2582 1.2407 631
#> 0.3425 0.8478 1.2578 2.1415 685
#> 0.3425 0.5082 1.2578 1.2118 685
#> 0.3310 0.8465 1.2560 2.1244 662
#> 0.3930 0.8743 1.2544 2.4106 786
#> 0.3930 0.5638 1.2544 1.2622 786
#> 0.3195 0.7204 1.2540 1.5218 639
#> 0.3195 0.5561 1.2540 1.2538 639
#> 0.3155 0.7195 1.2524 1.5169 631
#> 0.3155 0.5492 1.2524 1.2455 631
#> 0.3020 0.6659 1.2518 1.4009 604
#> 0.3020 0.5677 1.2518 1.2641 604
#> 0.3020 0.7182 1.2501 1.5099 604
#> 0.3020 0.5257 1.2501 1.2217 604
#> 0.3020 0.7578 1.2495 1.6250 604
#> 0.4180 0.8601 1.2492 2.2263 836
#> 0.4180 0.6071 1.2492 1.3083 836
#> 0.4205 0.7639 1.2491 1.6451 841
#> 0.4205 0.6877 1.2491 1.4391 841
#> 0.3310 0.6721 1.2469 1.4058 662
#> 0.3310 0.6141 1.2469 1.3151 662
#> 0.3155 0.7557 1.2460 1.6106 631
#> 0.3155 0.5202 1.2460 1.2140 631
#> 0.3020 0.8567 1.2444 2.1743 604
#> 0.4180 0.8385 1.2441 2.0188 836
#> 0.4180 0.6202 1.2441 1.3204 836
#> 0.3425 0.7040 1.2438 1.4663 685
#> 0.3425 0.6051 1.2438 1.3004 685
#> 0.3310 0.6714 1.2433 1.3999 662
#> 0.3310 0.6130 1.2433 1.3100 662
#> 0.3310 0.6613 1.2431 1.3819 662
#> 0.3310 0.6222 1.2431 1.3221 662
#> 0.3455 0.8552 1.2421 2.1512 691
#> 0.3455 0.5018 1.2421 1.1963 691
#> 0.3275 0.7127 1.2406 1.4812 655
#> 0.3275 0.5701 1.2406 1.2572 655
#> 0.4440 0.8638 1.2393 2.2249 888
#> 0.4440 0.6370 1.2393 1.3389 888
#> 0.3310 0.7118 1.2390 1.4765 662
#> 0.3310 0.5762 1.2390 1.2622 662
#> 0.3335 0.8529 1.2388 2.1182 667
#> 0.3310 0.6440 1.2384 1.3482 662
#> 0.3310 0.6365 1.2384 1.3371 662
#> 0.3275 0.7222 1.2355 1.4955 655
#> 0.3275 0.5603 1.2355 1.2429 655
#> 0.3425 0.7552 1.2351 1.5873 685
#> 0.3425 0.5601 1.2351 1.2423 685
#> 0.3930 0.8248 1.2347 1.8946 786
#> 0.3930 0.5883 1.2347 1.2716 786
#> 0.3445 0.7088 1.2339 1.4614 689
#> 0.3445 0.5997 1.2339 1.2839 689
#> 0.4440 0.8237 1.2332 1.8837 888
#> 0.4440 0.6647 1.2332 1.3748 888
#> 0.3020 0.6132 1.2326 1.2991 604
#> 0.3020 0.6070 1.2326 1.2915 604
#> 0.3930 0.7972 1.2321 1.7403 786
#> 0.3930 0.6074 1.2321 1.2915 786
#> 0.3310 0.7472 1.2320 1.5564 662
#> 0.3310 0.5458 1.2320 1.2262 662
#> 0.3525 0.7071 1.2308 1.4528 705
#> 0.3525 0.6136 1.2308 1.2978 705
#> 0.4180 0.7464 1.2307 1.5518 836
#> 0.4180 0.6892 1.2307 1.4157 836
#> 0.3335 0.6765 1.2288 1.3894 667
#> 0.3335 0.6058 1.2288 1.2862 667
#> 0.3015 0.6760 1.2280 1.3874 603
#> 0.3015 0.5477 1.2280 1.2248 603
#> 0.3195 0.7448 1.2280 1.5417 639
#> 0.3195 0.5268 1.2280 1.2067 639
#> 0.4385 0.7502 1.2268 1.5553 877
#> 0.4385 0.7171 1.2268 1.4687 877
#> 0.3985 0.7041 1.2255 1.4378 797
#> 0.3985 0.6936 1.2255 1.4167 797
#> 0.4205 0.8435 1.2252 1.9908 841
#> 0.4205 0.6107 1.2252 1.2884 841
#> 0.4205 0.7429 1.2250 1.5307 841
#> 0.4205 0.6933 1.2250 1.4152 841
#> 0.3335 0.7419 1.2233 1.5248 667
#> 0.3335 0.5499 1.2233 1.2230 667
#> 0.3275 0.9059 1.2226 2.7538 655
#> 0.3310 0.9056 1.2221 2.7439 662
#> 0.3020 0.9055 1.2221 2.7421 604
#> 0.3930 0.7018 1.2216 1.4268 786
#> 0.3930 0.6841 1.2216 1.3927 786
#> 0.4290 0.7467 1.2212 1.5340 858
#> 0.4290 0.7016 1.2212 1.4257 858
#> 0.3500 0.6579 1.2206 1.3475 700
#> 0.3500 0.6494 1.2206 1.3347 700
#> 0.3425 0.7272 1.2201 1.4808 685
#> 0.3425 0.5747 1.2201 1.2437 685
#> 0.3335 0.6488 1.2196 1.3327 667
#> 0.3335 0.6269 1.2196 1.3025 667
#> 0.3155 0.6342 1.2196 1.3121 631
#> 0.3155 0.6067 1.2196 1.2778 631
#> 0.4175 0.7267 1.2193 1.4783 835
#> 0.4175 0.7005 1.2193 1.4207 835
#> 0.3275 0.6583 1.2191 1.3462 655
#> 0.3275 0.6065 1.2191 1.2769 655
#> 0.3445 0.9030 1.2186 2.6705 689
#> 0.3615 0.6707 1.2183 1.3650 723
#> 0.3615 0.6567 1.2183 1.3428 723
#> 0.4180 0.8487 1.2177 2.0031 836
#> 0.4180 0.5997 1.2177 1.2678 836
#> 0.3525 0.9015 1.2166 2.6304 705
#> 0.3155 0.9014 1.2165 2.6275 631
#> 0.3275 0.7376 1.2162 1.4997 655
#> 0.3275 0.5400 1.2162 1.2087 655
#> 0.4175 0.8469 1.2150 1.9785 835
#> 0.4175 0.5990 1.2150 1.2643 835
#> 0.3500 0.7099 1.2146 1.4325 700
#> 0.3500 0.5988 1.2146 1.2637 700
#> 0.3195 0.9000 1.2146 2.5900 639
#> 0.4180 0.7857 1.2144 1.6473 836
#> 0.4180 0.6461 1.2144 1.3223 836
#> 0.3140 0.6454 1.2132 1.3199 628
#> 0.3140 0.5902 1.2132 1.2531 628
#> 0.4385 0.7357 1.2131 1.4891 877
#> 0.4385 0.7230 1.2131 1.4585 877
#> 0.3310 0.9056 1.2123 2.6803 662
#> 0.3930 0.8344 1.2119 1.8810 786
#> 0.3930 0.5708 1.2119 1.2325 786
#> 0.3500 0.7345 1.2111 1.4822 700
#> 0.3500 0.5771 1.2111 1.2378 700
#> 0.3985 0.8083 1.2101 1.7320 797
#> 0.3985 0.5966 1.2101 1.2567 797
#> 0.3140 0.9036 1.2096 2.6244 628
#> 0.4865 0.8323 1.2089 1.8579 973
#> 0.4865 0.7066 1.2089 1.4162 973
#> 0.3310 0.6653 1.2086 1.3431 662
#> 0.3310 0.6013 1.2086 1.2603 662
#> 0.3015 0.7327 1.2081 1.4720 603
#> 0.4045 0.8314 1.2076 1.8481 809
#> 0.4045 0.5875 1.2076 1.2449 809
#> 0.3195 0.6422 1.2072 1.3080 639
#> 0.3195 0.6006 1.2072 1.2580 639
#> 0.3445 0.7314 1.2060 1.4651 689
#> 0.3445 0.5680 1.2060 1.2246 689
#> 0.3140 0.7040 1.2045 1.4039 628
#> 0.3140 0.5372 1.2045 1.1971 628
#> 0.3225 0.6629 1.2042 1.3334 645
#> 0.3225 0.5858 1.2042 1.2398 645
#> 0.3310 0.7299 1.2034 1.4568 662
#> 0.3310 0.5458 1.2034 1.2031 662
#> 0.4180 0.8989 1.2034 2.5031 836
#> 0.4180 0.5596 1.2034 1.2147 836
#> 0.4180 0.8038 1.2034 1.6925 836
#> 0.4180 0.6257 1.2034 1.2826 836
#> 0.3615 0.7033 1.2033 1.4004 723
#> 0.3615 0.6185 1.2033 1.2738 723
#> 0.3015 0.6401 1.2032 1.3005 603
#> 0.3015 0.5667 1.2032 1.2209 603
#> 0.3140 0.7294 1.2026 1.4541 628
#> 0.3140 0.5177 1.2026 1.1809 628
#> 0.3425 0.8966 1.2003 2.4467 685
#> 0.3455 0.7335 1.1996 1.4580 691
#> 0.3455 0.5650 1.1996 1.2161 691
#> 0.3500 0.8951 1.1983 2.4128 700
#> 0.3155 0.8950 1.1982 2.4103 631
#> 0.4595 0.8347 1.1976 1.8330 919
#> 0.4595 0.6593 1.1976 1.3192 919
#> 0.3930 0.8871 1.1972 2.2947 786
#> 0.3930 0.5304 1.1972 1.1860 786
#> 0.4440 0.8871 1.1972 2.2943 888
#> 0.4440 0.5992 1.1972 1.2462 888
#> 0.3560 0.7318 1.1967 1.4483 712
#> 0.3560 0.5822 1.1967 1.2290 712
#> 0.3985 0.8865 1.1964 2.2828 797
#> 0.3985 0.5378 1.1964 1.1910 797
#> 0.4435 0.7312 1.1958 1.4456 887
#> 0.4435 0.7253 1.1958 1.4323 887
#> 0.4440 0.7728 1.1945 1.5540 888
#> 0.4440 0.6862 1.1945 1.3562 888
#> 0.3425 0.8323 1.1941 1.8070 685
#> 0.4430 0.8219 1.1937 1.7489 886
#> 0.4430 0.6434 1.1937 1.2929 886
#> 0.3425 0.7956 1.1910 1.6242 685
#> 0.3425 0.5127 1.1910 1.1687 685
#> 0.3615 0.7223 1.1909 1.4169 723
#> 0.3615 0.5960 1.1909 1.2365 723
#> 0.4535 0.8823 1.1907 2.2004 907
#> 0.4535 0.6120 1.1907 1.2526 907
#> 0.4865 0.8021 1.1901 1.6477 973
#> 0.4865 0.7218 1.1901 1.4145 973
#> 0.3550 0.7201 1.1873 1.4058 710
#> 0.3550 0.5853 1.1873 1.2226 710
#> 0.3425 0.7679 1.1869 1.5211 685
#> 0.3425 0.5294 1.1869 1.1771 685
#> 0.3445 0.6925 1.1847 1.3511 689
#> 0.3445 0.5894 1.1847 1.2238 689
#> 0.3310 0.6804 1.1843 1.3312 662
#> 0.3310 0.5762 1.1843 1.2115 662
#> 0.4205 0.7904 1.1833 1.5841 841
#> 0.4205 0.6295 1.1833 1.2631 841
#> 0.4865 0.8837 1.1831 2.1762 973
#> 0.4865 0.6513 1.1831 1.2890 973
#> 0.4385 0.8242 1.1826 1.7240 877
#> 0.4385 0.6291 1.1826 1.2619 877
#> 0.4175 0.8762 1.1824 2.0918 835
#> 0.4175 0.5634 1.1824 1.1991 835
#> 0.3015 0.6122 1.1818 1.2429 603
#> 0.3015 0.5820 1.1818 1.2142 603
#> 0.4535 0.7894 1.1817 1.5763 907
#> 0.4535 0.6789 1.1817 1.3251 907
#> 0.3425 0.6612 1.1807 1.2987 685
#> 0.3425 0.6116 1.1807 1.2410 685
#> 0.3560 0.8812 1.1796 2.1294 712
#> 0.4925 0.8120 1.1794 1.6572 985
#> 0.4925 0.7153 1.1794 1.3823 985
#> 0.4710 0.8738 1.1793 2.0530 942
#> 0.4710 0.6356 1.1793 1.2652 942
#> 0.3335 0.6772 1.1787 1.3180 667
#> 0.3335 0.5805 1.1787 1.2098 667
#> 0.3455 0.6670 1.1784 1.3033 691
#> 0.3455 0.6104 1.1784 1.2372 691
#> 0.4385 0.8796 1.1776 2.1020 877
#> 0.4385 0.5870 1.1776 1.2143 877
#> 0.4595 0.7861 1.1769 1.5524 919
#> 0.4595 0.6879 1.1769 1.3312 919
#> 0.4710 0.8198 1.1762 1.6819 942
#> 0.4710 0.6758 1.1762 1.3123 942
#> 0.3180 0.7130 1.1756 1.3711 636
#> 0.3180 0.5243 1.1756 1.1646 636
#> 0.3140 0.9263 1.1747 2.8679 628
#> 0.4290 0.8702 1.1743 1.9951 858
#> 0.4290 0.5789 1.1743 1.2041 858
#> 0.3015 0.9248 1.1729 2.8142 603
#> 0.3225 0.7111 1.1725 1.3622 645
#> 0.3225 0.5317 1.1725 1.1671 645
#> 0.3655 0.7111 1.1724 1.3620 731
#> 0.3655 0.6026 1.1724 1.2231 731
#> 0.3930 0.7899 1.1720 1.5520 786
#> 0.3930 0.5831 1.1720 1.2053 786
#> 0.3500 0.6731 1.1716 1.3015 700
#> 0.3500 0.6092 1.1716 1.2283 700
#> 0.3225 0.6847 1.1715 1.3178 645
#> 0.3225 0.5518 1.1715 1.1802 645
#> 0.4595 0.7576 1.1710 1.4564 919
#> 0.4595 0.7102 1.1710 1.3578 919
#> 0.4975 0.8660 1.1687 1.9324 995
#> 0.4975 0.6714 1.1687 1.2948 995
#> 0.3525 0.7085 1.1682 1.3501 705
#> 0.3525 0.5812 1.1682 1.1999 705
#> 0.3815 0.7078 1.1670 1.3466 763
#> 0.3815 0.6290 1.1670 1.2427 763
#> 0.5600 0.8134 1.1669 1.6235 1120
#> 0.5600 0.8034 1.1669 1.5848 1120
#> 0.3140 0.6062 1.1657 1.2188 628
#> 0.3140 0.6038 1.1657 1.2167 628
#> 0.3615 0.6694 1.1653 1.2872 723
#> 0.3615 0.6292 1.1653 1.2407 723
#> 0.3500 0.9174 1.1635 2.5615 700
#> 0.3985 0.8010 1.1634 1.5654 797
#> 0.3985 0.5788 1.1634 1.1930 797
#> 0.3425 0.9474 1.1632 3.5294 685
#> 0.3550 0.6673 1.1615 1.2789 710
#> 0.3550 0.6179 1.1615 1.2249 710
#> 0.3155 0.9158 1.1615 2.5125 631
#> 0.3310 0.9156 1.1612 2.5068 662
#> 0.3180 0.9151 1.1606 2.4914 636
#> 0.3930 0.8666 1.1601 1.8965 786
#> 0.3930 0.5261 1.1601 1.1532 786
#> 0.3455 0.7747 1.1597 1.4734 691
#> 0.3455 0.5172 1.1597 1.1475 691
#> 0.4180 0.8592 1.1595 1.8395 836
#> 0.4180 0.5641 1.1595 1.1780 836
#> 0.4045 0.7809 1.1586 1.4878 809
#> 0.4045 0.6001 1.1586 1.2054 809
#> 0.3425 0.9133 1.1583 2.4404 685
#> 0.3335 0.9124 1.1572 2.4157 667
#> 0.4180 0.9425 1.1572 3.2262 836
#> 0.4180 0.5132 1.1572 1.1432 836
#> 0.3020 0.9124 1.1571 2.4140 604
#> 0.3655 0.6639 1.1557 1.2662 731
#> 0.3655 0.6362 1.1557 1.2356 731
#> 0.3560 0.9105 1.1547 2.3628 712
#> 0.3180 0.6139 1.1539 1.2121 636
#> 0.3180 0.5977 1.1539 1.1982 636
#> 0.3750 0.7708 1.1539 1.4486 750
#> 0.3750 0.5614 1.1539 1.1707 750
#> 0.4115 0.7944 1.1538 1.5151 823
#> 0.4115 0.5977 1.1538 1.1980 823
#> 0.4430 0.8619 1.1538 1.8316 886
#> 0.4430 0.5930 1.1538 1.1942 886
#> 0.4180 0.9097 1.1537 2.3418 836
#> 0.4180 0.5301 1.1537 1.1503 836
#> 0.3560 0.6873 1.1531 1.2918 712
#> 0.3560 0.5973 1.1531 1.1970 712
#> 0.3225 0.6226 1.1529 1.2188 645
#> 0.3225 0.5972 1.1529 1.1967 645
#> 0.4205 0.8538 1.1522 1.7716 841
#> 0.4205 0.5675 1.1522 1.1733 841
#> 0.3550 0.9079 1.1515 2.2971 710
#> 0.4045 0.8588 1.1497 1.7919 809
#> 0.4045 0.5415 1.1497 1.1538 809
#> 0.4860 0.8013 1.1497 1.5251 972
#> 0.4860 0.6973 1.1497 1.2999 972
#> 0.3195 0.9064 1.1495 2.2592 639
#> 0.3390 0.6968 1.1489 1.2979 678
#> 0.3390 0.5589 1.1489 1.1643 678
#> 0.4595 0.8509 1.1483 1.7374 919
#> 0.4595 0.6201 1.1483 1.2109 919
#> 0.5200 0.8574 1.1478 1.7739 1040
#> 0.5200 0.6961 1.1478 1.2949 1040
#> 0.4650 0.7667 1.1477 1.4230 930
#> 0.4650 0.6961 1.1477 1.2949 930
#> 0.3455 0.9045 1.1471 2.2135 691
#> 0.4205 0.9043 1.1469 2.2101 841
#> 0.4205 0.5333 1.1469 1.1463 841
#> 0.3560 0.7982 1.1452 1.5015 712
#> 0.3560 0.5108 1.1452 1.1324 712
#> 0.3310 0.9324 1.1447 2.7439 662
#> 0.4385 0.9023 1.1443 2.1640 877
#> 0.4385 0.5561 1.1443 1.1580 877
#> 0.4430 0.7711 1.1441 1.4242 886
#> 0.4430 0.6573 1.1441 1.2415 886
#> 0.3260 0.6293 1.1432 1.2127 652
#> 0.3260 0.5922 1.1432 1.1819 652
#> 0.3425 0.8467 1.1427 1.6898 685
#> 0.4865 0.9009 1.1426 2.1348 973
#> 0.4865 0.6170 1.1426 1.2010 973
#> 0.3750 0.7962 1.1423 1.4866 750
#> 0.3750 0.5380 1.1423 1.1451 750
#> 0.3615 0.6979 1.1413 1.2859 723
#> 0.3615 0.5912 1.1413 1.1790 723
#> 0.3260 0.6921 1.1412 1.2782 652
#> 0.3260 0.5375 1.1412 1.1438 652
#> 0.3275 0.9291 1.1407 2.6156 655
#> 0.4650 0.8447 1.1399 1.6676 930
#> 0.4650 0.6275 1.1399 1.2068 930
#> 0.3750 0.9282 1.1396 2.5842 750
#> 0.3225 0.9281 1.1394 2.5785 645
#> 0.4385 0.8433 1.1380 1.6525 877
#> 0.4385 0.5918 1.1380 1.1758 877
#> 0.4495 0.7824 1.1364 1.4317 899
#> 0.4495 0.6529 1.1364 1.2258 899
#> 0.3815 0.6641 1.1361 1.2368 763
#> 0.3815 0.6527 1.1361 1.2251 763
#> 0.3615 0.9246 1.1351 2.4587 723
#> 0.3615 0.8948 1.1348 2.0105 723
#> 0.4925 0.8946 1.1346 2.0074 985
#> 0.4925 0.6246 1.1346 1.1974 985
#> 0.3455 0.8396 1.1331 1.6148 691
#> 0.4595 0.9218 1.1317 2.3711 919
#> 0.4595 0.5641 1.1317 1.1506 919
#> 0.4045 0.8920 1.1312 1.9575 809
#> 0.4045 0.5130 1.1312 1.1222 809
#> 0.4435 0.8897 1.1283 1.9170 887
#> 0.4435 0.5625 1.1283 1.1462 887
#> 0.5200 0.8896 1.1283 1.9166 1040
#> 0.5200 0.6595 1.1283 1.2202 1040
#> 0.4435 0.8336 1.1250 1.5569 887
#> 0.4435 0.5985 1.1250 1.1657 887
#> 0.3930 0.9161 1.1247 2.2105 786
#> 0.5600 0.9158 1.1243 2.2026 1120
#> 0.5600 0.6875 1.1243 1.2434 1120
#> 0.4175 0.8864 1.1242 1.8620 835
#> 0.4175 0.5295 1.1242 1.1243 835
#> 0.4175 0.8392 1.1234 1.5733 835
#> 0.4175 0.5589 1.1234 1.1392 835
#> 0.4865 0.9145 1.1227 2.1689 973
#> 0.4865 0.5973 1.1227 1.1622 973
#> 0.3930 0.8851 1.1226 1.8413 786
#> 0.4430 0.8851 1.1225 1.8410 886
#> 0.4430 0.5618 1.1225 1.1400 886
#> 0.5600 0.8383 1.1223 1.5649 1120
#> 0.5600 0.7497 1.1223 1.3262 1120
#> 0.4305 0.8849 1.1222 1.8374 861
#> 0.4305 0.5460 1.1222 1.1310 861
#> 0.3910 0.6806 1.1222 1.2320 782
#> 0.3910 0.6447 1.1222 1.1975 782
#> 0.4860 0.8315 1.1221 1.5369 972
#> 0.4860 0.6559 1.1221 1.2074 972
#> 0.5600 0.8309 1.1213 1.5313 1120
#> 0.5600 0.7557 1.1213 1.3346 1120
#> 0.4765 0.8840 1.1212 1.8240 953
#> 0.4765 0.6043 1.1212 1.1651 953
#> 0.3425 0.9621 1.1200 3.7182 685
#> 0.3390 0.6544 1.1197 1.2024 678
#> 0.3390 0.5800 1.1197 1.1476 678
#> 0.3750 0.7239 1.1189 1.2787 750
#> 0.3750 0.5796 1.1189 1.1465 750
#> 0.3750 0.9591 1.1165 3.4457 750
#> 0.3560 0.8269 1.1160 1.4966 712
#> 0.3750 0.8269 1.1159 1.4963 750
#> 0.3750 0.5061 1.1159 1.1064 750
#> 0.3985 0.8787 1.1144 1.7439 797
#> 0.3985 0.5054 1.1144 1.1049 797
#> 0.4045 0.9070 1.1135 1.9936 809
#> 0.3455 0.9557 1.1126 3.1857 691
#> 0.4305 0.8311 1.1126 1.4978 861
#> 0.4305 0.5763 1.1126 1.1376 861
#> 0.5320 0.8772 1.1124 1.7218 1064
#> 0.5320 0.6747 1.1124 1.2096 1064
#> 0.4765 0.8294 1.1103 1.4831 953
#> 0.4765 0.6379 1.1103 1.1750 953
#> 0.4180 0.9532 1.1097 3.0160 836
#> 0.5660 0.8221 1.1094 1.4557 1132
#> 0.5660 0.7638 1.1094 1.3190 1132
#> 0.4985 0.8219 1.1092 1.4545 997
#> 0.4985 0.6727 1.1092 1.2024 997
#> 0.4495 0.8745 1.1091 1.6854 899
#> 0.4495 0.5701 1.1091 1.1304 899
#> 0.4115 0.8737 1.1080 1.6742 823
#> 0.4115 0.5219 1.1080 1.1064 823
#> 0.3225 0.9513 1.1075 2.8969 645
#> 0.3275 0.9507 1.1067 2.8573 655
#> 0.3475 0.6708 1.1061 1.1955 695
#> 0.3475 0.5730 1.1061 1.1287 695
#> 0.3820 0.7375 1.1040 1.2645 764
#> 0.3820 0.5719 1.1040 1.1258 764
#> 0.4205 0.9481 1.1038 2.7188 841
#> 0.3015 0.9481 1.1037 2.7175 603
#> 0.4430 0.8986 1.1032 1.8290 886
#> 0.4430 0.5439 1.1032 1.1116 886
#> 0.3080 0.5946 1.1031 1.1371 616
#> 0.3080 0.5714 1.1031 1.1247 616
#> 0.3615 0.9476 1.1031 2.6896 723
#> 0.3080 0.6331 1.1020 1.1597 616
#> 0.3080 0.5361 1.1020 1.1070 616
#> 0.3310 0.9457 1.1009 2.5974 662
#> 0.3820 0.9455 1.1008 2.5893 764
#> 0.4595 0.9455 1.1007 2.5859 919
#> 0.4595 0.5349 1.1007 1.1052 919
#> 0.3020 0.9452 1.1004 2.5743 604
#> 0.5600 0.8655 1.0977 1.5729 1120
#> 0.5600 0.7102 1.0977 1.2181 1120
#> 0.4440 0.9427 1.0974 2.4597 888
#> 0.4440 0.5169 1.0974 1.0950 888
#> 0.3930 0.9413 1.0958 2.4028 786
#> 0.4440 0.8925 1.0957 1.7250 888
#> 0.4440 0.5451 1.0957 1.1047 888
#> 0.3820 0.8110 1.0945 1.3707 764
#> 0.3820 0.5155 1.0945 1.0919 764
#> 0.3615 0.8105 1.0938 1.3670 723
#> 0.4045 0.9396 1.0938 2.3346 809
#> 0.5600 0.9396 1.0938 2.3343 1120
#> 0.5600 0.6519 1.0938 1.1607 1120
#> 0.3335 0.9394 1.0936 2.3281 667
#> 0.4290 0.8623 1.0936 1.5361 858
#> 0.4290 0.5441 1.0936 1.1021 858
#> 0.3310 0.9390 1.0931 2.3117 662
#> 0.5400 0.8904 1.0931 1.6918 1080
#> 0.5400 0.6630 1.0931 1.1676 1080
#> 0.3260 0.9381 1.0921 2.2790 652
#> 0.4460 0.8610 1.0920 1.5216 892
#> 0.4460 0.5656 1.0920 1.1097 892
#> 0.4180 0.9941 1.0894 14.7175 836
#> 0.4865 0.9356 1.0891 2.1887 973
#> 0.4865 0.5664 1.0891 1.1069 973
#> 0.4930 0.8581 1.0883 1.4909 986
#> 0.4930 0.6252 1.0883 1.1354 986
#> 0.3655 0.9348 1.0882 2.1620 731
#> 0.3310 0.9925 1.0877 11.6725 662
#> 0.3425 0.9913 1.0864 10.0771 685
#> 0.4650 0.9328 1.0859 2.0982 930
#> 0.4650 0.5413 1.0859 1.0934 930
#> 0.4535 0.9322 1.0852 2.0787 907
#> 0.4535 0.5279 1.0852 1.0878 907
#> 0.3910 0.8037 1.0846 1.3194 782
#> 0.3910 0.5277 1.0846 1.0872 782
#> 0.5960 0.8551 1.0845 1.4596 1192
#> 0.5960 0.7559 1.0845 1.2411 1192
#> 0.3275 0.9894 1.0843 8.2750 655
#> 0.5600 0.9894 1.0843 8.2542 1120
#> 0.5600 0.6137 1.0843 1.1235 1120
#> 0.3225 0.9893 1.0841 8.1500 645
#> 0.3615 0.9891 1.0839 7.9953 723
#> 0.4385 0.9887 1.0835 7.7612 877
#> 0.3910 0.7548 1.0830 1.2359 782
#> 0.3910 0.5610 1.0830 1.0979 782
#> 0.4595 0.9882 1.0829 7.3977 919
#> 0.4595 0.5036 1.0829 1.0777 919
#> 0.4865 0.9878 1.0825 7.1823 973
#> 0.4865 0.5332 1.0825 1.0871 973
#> 0.4430 0.9297 1.0823 2.0056 886
#> 0.4430 0.5157 1.0823 1.0810 886
#> 0.3155 0.9875 1.0822 6.9891 631
#> 0.3140 0.9874 1.0821 6.9563 628
#> 0.3985 0.9289 1.0814 1.9832 797
#> 0.5005 0.9286 1.0810 1.9740 1001
#> 0.5005 0.5827 1.0810 1.1046 1001
#> 0.3930 0.9862 1.0808 6.3398 786
#> 0.6470 0.9283 1.0806 1.9655 1294
#> 0.6470 0.7532 1.0806 1.2277 1294
#> 0.3500 0.9859 1.0805 6.2125 700
#> 0.4430 0.9855 1.0800 6.0510 886
#> 0.3560 0.9848 1.0792 5.7511 712
#> 0.4925 0.9258 1.0777 1.8990 985
#> 0.4925 0.5733 1.0777 1.0969 985
#> 0.5660 0.9256 1.0775 1.8950 1132
#> 0.5660 0.6589 1.0775 1.1390 1132
#> 0.4045 0.9830 1.0772 5.1438 809
#> 0.5960 0.8043 1.0767 1.2929 1192
#> 0.5960 0.7979 1.0767 1.2813 1192
#> 0.3750 0.9817 1.0758 4.7750 750
#> 0.5400 0.9239 1.0755 1.8520 1080
#> 0.5400 0.6286 1.0755 1.1189 1080
#> 0.3200 0.6178 1.0753 1.1132 640
#> 0.3200 0.5570 1.0753 1.0881 640
#> 0.5400 0.9809 1.0750 4.5875 1080
#> 0.5400 0.5918 1.0750 1.1011 1080
#> 0.4535 0.8755 1.0749 1.4898 907
#> 0.4535 0.5568 1.0749 1.0875 907
#> 0.5660 0.8473 1.0746 1.3851 1132
#> 0.5660 0.7178 1.0746 1.1765 1132
#> 0.4115 0.9226 1.0741 1.8228 823
#> 0.4440 0.9791 1.0729 4.1770 888
#> 0.6740 0.9789 1.0728 4.1547 1348
#> 0.6740 0.7386 1.0728 1.1918 1348
#> 0.6470 0.8731 1.0720 1.4623 1294
#> 0.6470 0.7944 1.0720 1.2594 1294
#> 0.5200 0.9774 1.0712 3.8792 1040
#> 0.5200 0.5699 1.0712 1.0880 1040
#> 0.3445 0.9773 1.0710 3.8555 689
#> 0.5005 0.8712 1.0696 1.4401 1001
#> 0.5005 0.6145 1.0696 1.1037 1001
#> 0.3815 0.9757 1.0693 3.6013 763
#> 0.3390 0.9755 1.0691 3.5772 678
#> 0.4860 0.9749 1.0684 3.4895 972
#> 0.4860 0.5326 1.0684 1.0730 972
#> 0.5960 0.9747 1.0681 3.4520 1192
#> 0.5960 0.6532 1.0681 1.1201 1192
#> 0.5005 0.9737 1.0671 3.3315 1001
#> 0.5005 0.5485 1.0671 1.0764 1001
#> 0.4175 0.9732 1.0665 3.2641 835
#> 0.6470 0.9686 1.0614 2.7833 1294
#> 0.6470 0.7090 1.0614 1.1411 1294
#> 0.4495 0.9118 1.0614 1.5980 899
#> 0.4495 0.5233 1.0614 1.0635 899
#> 0.4535 0.9116 1.0612 1.5943 907
#> 0.4535 0.5279 1.0612 1.0645 907
#> 0.3910 0.9678 1.0606 2.7192 782
#> 0.4765 0.9665 1.0592 2.6144 953
#> 0.4765 0.5222 1.0592 1.0611 953
#> 0.4710 0.9093 1.0585 1.5540 942
#> 0.4710 0.5483 1.0585 1.0671 942
#> 0.4305 0.9652 1.0578 2.5177 861
#> 0.5505 0.9077 1.0567 1.5271 1101
#> 0.5505 0.6409 1.0567 1.0957 1101
#> 0.5845 0.9637 1.0561 2.4122 1169
#> 0.5845 0.6405 1.0561 1.0947 1169
#> 0.4535 0.9628 1.0552 2.3550 907
#> 0.3080 0.9625 1.0548 2.3333 616
#> 0.4040 0.7799 1.0525 1.1769 808
#> 0.4040 0.5452 1.0525 1.0598 808
#> 0.6740 0.9023 1.0504 1.4428 1348
#> 0.6740 0.7846 1.0504 1.1747 1348
#> 0.6740 0.8548 1.0495 1.2774 1348
#> 0.6740 0.8275 1.0495 1.2261 1348
#> 0.6680 0.9015 1.0495 1.4312 1336
#> 0.6680 0.7776 1.0495 1.1648 1336
#> 0.6115 0.8252 1.0466 1.2102 1223
#> 0.6115 0.7755 1.0466 1.1538 1223
#> 0.5140 0.8947 1.0415 1.3389 1028
#> 0.5140 0.5984 1.0415 1.0594 1028
#> 0.8145 0.9482 1.0391 1.6890 1629
#> 0.8145 0.8926 1.0391 1.3129 1629
#> 0.7470 0.9474 1.0382 1.6625 1494
#> 0.7470 0.8186 1.0382 1.1661 1494
#> 0.4710 0.9467 1.0375 1.6427 942
#> 0.4710 0.5162 1.0375 1.0386 942
#> 0.6970 0.9406 1.0308 1.4736 1394
#> 0.6970 0.7638 1.0308 1.0967 1394
#> 0.4865 0.9392 1.0292 1.4389 973
#> 0.4865 0.5332 1.0292 1.0325 973
#> 0.5390 0.9382 1.0282 1.4160 1078
#> 0.5390 0.5907 1.0282 1.0395 1078
#> 0.6885 0.8732 1.0165 1.1118 1377
#> 0.6885 0.8015 1.0165 1.0656 1377| Metric | Meaning |
|---|---|
| Support | P(A and B) — how common is this pattern? |
| Confidence | P(B given A) — how reliable is this implication? |
| Lift | > 1 = positive association, < 1 = negative |
| Conviction | Departure from independence (higher = stronger) |
Adjusting thresholds
rules_broad <- association_rules(net, min_support = 0.1,
min_confidence = 0.3, min_lift = 0)
rules_strict <- association_rules(net, min_support = 0.5,
min_confidence = 0.8, min_lift = 1.0)
data.frame(
Setting = c("Broad (sup>=0.1, conf>=0.3)", "Strict (sup>=0.5, conf>=0.8, lift>=1)"),
Rules = c(rules_broad$n_rules, rules_strict$n_rules)
)| Setting | Rules |
|---|---|
| Broad (sup>=0.1, conf>=0.3) | 3043 |
| Strict (sup>=0.5, conf>=0.8, lift>=1) | 44 |
Per-group rules
nets <- build_network(
group_regulation_long, method = "relative",
actor = "Actor", action = "Action", time = "Time",
group = "Achiever"
)
lapply(nets, function(g) {
association_rules(g, min_support = 0.3, min_confidence = 0.5, min_lift = 1.0)
})
#> $High
#> Association Rules [587 rules | 7 items | 1000 transactions]
#> Support >= 0.30 | Confidence >= 0.50 | Lift >= 1.00
#>
#> Top rules (by lift):
#> 1. cohesion, coregulate -> discuss, emotion, plan (sup=0.322 conf=0.809 lift=1.36)
#> 2. discuss, emotion, plan -> cohesion, coregulate (sup=0.322 conf=0.541 lift=1.36)
#> 3. cohesion, discuss, plan -> coregulate, emotion (sup=0.322 conf=0.675 lift=1.35)
#> 4. coregulate, emotion -> cohesion, discuss, plan (sup=0.322 conf=0.643 lift=1.35)
#> 5. cohesion, consensus, coregulate -> discuss, emotion (sup=0.335 conf=0.861 lift=1.33)
#> 6. discuss, emotion -> cohesion, consensus, coregulate (sup=0.335 conf=0.518 lift=1.33)
#> 7. cohesion, coregulate, plan -> discuss, emotion (sup=0.322 conf=0.861 lift=1.33)
#> 8. cohesion, coregulate -> consensus, discuss, emotion (sup=0.335 conf=0.842 lift=1.32)
#> 9. consensus, discuss, emotion -> cohesion, coregulate (sup=0.335 conf=0.527 lift=1.32)
#> 10. coregulate, discuss, emotion -> cohesion, plan (sup=0.322 conf=0.714 lift=1.32)
#> ... and 577 more rules
#>
#> $Low
#> Association Rules [657 rules | 9 items | 1000 transactions]
#> Support >= 0.30 | Confidence >= 0.50 | Lift >= 1.00
#>
#> Top rules (by lift):
#> 1. cohesion, coregulate -> discuss, emotion (sup=0.301 conf=0.784 lift=1.36)
#> 2. discuss, emotion -> cohesion, coregulate (sup=0.301 conf=0.523 lift=1.36)
#> 3. coregulate, emotion, plan -> cohesion, consensus (sup=0.309 conf=0.673 lift=1.34)
#> 4. cohesion, consensus -> coregulate, emotion, plan (sup=0.309 conf=0.614 lift=1.34)
#> 5. cohesion, consensus, plan -> coregulate, emotion (sup=0.309 conf=0.660 lift=1.33)
#> 6. coregulate, emotion -> cohesion, consensus, plan (sup=0.309 conf=0.623 lift=1.33)
#> 7. consensus, coregulate, emotion -> cohesion, plan (sup=0.309 conf=0.642 lift=1.32)
#> 8. cohesion, plan -> consensus, coregulate, emotion (sup=0.309 conf=0.636 lift=1.32)
#> 9. cohesion, discuss -> coregulate, emotion (sup=0.301 conf=0.652 lift=1.31)
#> 10. coregulate, emotion -> cohesion, discuss (sup=0.301 conf=0.607 lift=1.31)
#> ... and 647 more rulesRules unique to one group suggest activity combinations associated with that group’s outcomes.
Plotting rules
Support vs confidence scatter, with point size and color encoding lift:
rules <- association_rules(net, min_support = 0.2,
min_confidence = 0.4, min_lift = 1.0)
if (rules$n_rules > 0) plot(rules)
Extracting pathways
Each rule {A, B} => {C} becomes
"A B -> C":
rules <- association_rules(net, min_support = 0.3,
min_confidence = 0.5, min_lift = 1.0)
pathways(rules)
#> [1] "cohesion coregulate -> discuss emotion plan"
#> [2] "discuss emotion plan -> cohesion coregulate"
#> [3] "cohesion coregulate -> consensus discuss emotion"
#> [4] "consensus discuss emotion -> cohesion coregulate"
#> [5] "cohesion consensus coregulate -> discuss emotion"
#> [6] "discuss emotion -> cohesion consensus coregulate"
#> [7] "cohesion coregulate plan -> discuss emotion"
#> [8] "cohesion discuss plan -> coregulate emotion"
#> [9] "coregulate emotion -> cohesion discuss plan"
#> [10] "cohesion coregulate -> discuss emotion"
#> [11] "discuss emotion -> cohesion coregulate"
#> [12] "cohesion consensus discuss -> coregulate emotion"
#> [13] "coregulate emotion -> cohesion consensus discuss"
#> [14] "coregulate discuss emotion -> cohesion plan"
#> [15] "cohesion plan -> coregulate discuss emotion"
#> [16] "coregulate discuss emotion -> cohesion consensus"
#> [17] "cohesion consensus -> coregulate discuss emotion"
#> [18] "coregulate emotion plan -> cohesion discuss"
#> [19] "cohesion discuss -> coregulate emotion plan"
#> [20] "consensus coregulate emotion -> cohesion discuss"
#> [21] "cohesion discuss -> consensus coregulate emotion"
#> [22] "coregulate emotion -> cohesion consensus plan"
#> [23] "cohesion consensus plan -> coregulate emotion"
#> [24] "consensus coregulate emotion -> cohesion plan"
#> [25] "cohesion plan -> consensus coregulate emotion"
#> [26] "coregulate emotion plan -> cohesion consensus"
#> [27] "cohesion consensus -> coregulate emotion plan"
#> [28] "cohesion discuss -> coregulate emotion"
#> [29] "coregulate emotion -> cohesion discuss"
#> [30] "cohesion coregulate -> consensus emotion plan"
#> [31] "consensus emotion plan -> cohesion coregulate"
#> [32] "coregulate emotion -> cohesion plan"
#> [33] "cohesion plan -> coregulate emotion"
#> [34] "cohesion consensus -> discuss emotion plan"
#> [35] "discuss emotion plan -> cohesion consensus"
#> [36] "cohesion coregulate plan -> consensus emotion"
#> [37] "cohesion consensus coregulate -> emotion plan"
#> [38] "cohesion consensus plan -> discuss emotion"
#> [39] "discuss emotion -> cohesion consensus plan"
#> [40] "cohesion plan -> consensus discuss emotion"
#> [41] "consensus discuss emotion -> cohesion plan"
#> [42] "coregulate emotion -> cohesion consensus"
#> [43] "cohesion consensus -> coregulate emotion"
#> [44] "cohesion discuss emotion -> coregulate plan"
#> [45] "coregulate plan -> cohesion discuss emotion"
#> [46] "cohesion coregulate discuss -> consensus emotion"
#> [47] "coregulate plan -> consensus discuss emotion"
#> [48] "consensus discuss emotion -> coregulate plan"
#> [49] "cohesion coregulate discuss -> emotion plan"
#> [50] "consensus emotion monitor -> discuss plan"
#> [51] "cohesion plan -> discuss emotion"
#> [52] "discuss emotion -> cohesion plan"
#> [53] "cohesion coregulate -> emotion plan"
#> [54] "cohesion consensus -> discuss emotion"
#> [55] "discuss emotion -> cohesion consensus"
#> [56] "consensus coregulate plan -> discuss emotion"
#> [57] "discuss emotion -> consensus coregulate plan"
#> [58] "cohesion coregulate -> consensus emotion"
#> [59] "discuss emotion plan -> consensus coregulate"
#> [60] "consensus coregulate -> discuss emotion plan"
#> [61] "cohesion consensus emotion -> coregulate plan"
#> [62] "coregulate plan -> cohesion consensus emotion"
#> [63] "cohesion consensus discuss -> coregulate plan"
#> [64] "coregulate plan -> cohesion consensus discuss"
#> [65] "cohesion consensus coregulate -> discuss plan"
#> [66] "coregulate monitor -> discuss plan"
#> [67] "cohesion discuss plan -> consensus coregulate"
#> [68] "consensus coregulate -> cohesion discuss plan"
#> [69] "cohesion consensus emotion -> coregulate discuss"
#> [70] "coregulate discuss -> cohesion consensus emotion"
#> [71] "cohesion discuss emotion -> consensus coregulate"
#> [72] "consensus coregulate -> cohesion discuss emotion"
#> [73] "emotion monitor -> consensus discuss plan"
#> [74] "consensus discuss plan -> emotion monitor"
#> [75] "cohesion coregulate -> consensus discuss plan"
#> [76] "cohesion discuss plan -> consensus emotion"
#> [77] "consensus emotion -> cohesion discuss plan"
#> [78] "coregulate discuss emotion -> cohesion"
#> [79] "cohesion -> coregulate discuss emotion"
#> [80] "consensus coregulate discuss emotion -> cohesion"
#> [81] "cohesion -> consensus coregulate discuss emotion"
#> [82] "cohesion emotion plan -> coregulate discuss"
#> [83] "coregulate discuss -> cohesion emotion plan"
#> [84] "coregulate discuss emotion plan -> cohesion"
#> [85] "cohesion -> coregulate discuss emotion plan"
#> [86] "cohesion discuss emotion plan -> coregulate"
#> [87] "consensus coregulate emotion -> discuss plan"
#> [88] "discuss plan -> consensus coregulate emotion"
#> [89] "coregulate plan -> discuss emotion"
#> [90] "discuss emotion -> coregulate plan"
#> [91] "coregulate discuss plan -> cohesion consensus"
#> [92] "cohesion consensus -> coregulate discuss plan"
#> [93] "cohesion consensus discuss emotion -> coregulate"
#> [94] "coregulate -> cohesion consensus discuss emotion"
#> [95] "cohesion coregulate emotion -> discuss plan"
#> [96] "coregulate emotion -> consensus discuss plan"
#> [97] "consensus discuss plan -> coregulate emotion"
#> [98] "consensus monitor -> discuss emotion plan"
#> [99] "discuss emotion plan -> consensus monitor"
#> [100] "cohesion discuss -> consensus coregulate plan"
#> [101] "consensus coregulate plan -> cohesion discuss"
#> [102] "cohesion consensus plan -> coregulate discuss"
#> [103] "coregulate discuss -> cohesion consensus plan"
#> [104] "emotion monitor -> discuss plan"
#> [105] "discuss plan -> emotion monitor"
#> [106] "consensus coregulate emotion plan -> cohesion"
#> [107] "cohesion -> consensus coregulate emotion plan"
#> [108] "cohesion plan -> consensus emotion"
#> [109] "consensus emotion -> cohesion plan"
#> [110] "coregulate emotion plan -> cohesion"
#> [111] "cohesion -> coregulate emotion plan"
#> [112] "cohesion coregulate -> discuss plan"
#> [113] "cohesion plan -> consensus coregulate discuss"
#> [114] "consensus coregulate discuss -> cohesion plan"
#> [115] "cohesion emotion plan -> consensus coregulate"
#> [116] "consensus coregulate -> cohesion emotion plan"
#> [117] "consensus monitor plan -> discuss emotion"
#> [118] "discuss emotion -> consensus monitor plan"
#> [119] "cohesion consensus discuss -> emotion plan"
#> [120] "emotion plan -> cohesion consensus discuss"
#> [121] "consensus coregulate emotion -> cohesion"
#> [122] "cohesion -> consensus coregulate emotion"
#> [123] "cohesion consensus -> emotion plan"
#> [124] "emotion plan -> cohesion consensus"
#> [125] "coregulate discuss plan -> cohesion emotion"
#> [126] "cohesion emotion -> coregulate discuss plan"
#> [127] "cohesion discuss -> consensus emotion plan"
#> [128] "consensus emotion plan -> cohesion discuss"
#> [129] "cohesion consensus discuss plan -> coregulate"
#> [130] "coregulate -> cohesion consensus discuss plan"
#> [131] "coregulate emotion -> cohesion"
#> [132] "cohesion -> coregulate emotion"
#> [133] "consensus discuss emotion plan -> coregulate"
#> [134] "coregulate -> consensus discuss emotion plan"
#> [135] "cohesion discuss -> coregulate plan"
#> [136] "coregulate plan -> cohesion discuss"
#> [137] "discuss monitor -> coregulate plan"
#> [138] "coregulate plan -> discuss monitor"
#> [139] "cohesion discuss emotion -> coregulate"
#> [140] "coregulate -> cohesion discuss emotion"
#> [141] "consensus coregulate -> discuss emotion"
#> [142] "discuss emotion -> consensus coregulate"
#> [143] "discuss emotion plan -> cohesion"
#> [144] "cohesion -> discuss emotion plan"
#> [145] "coregulate emotion -> discuss plan"
#> [146] "discuss plan -> coregulate emotion"
#> [147] "discuss emotion plan -> coregulate"
#> [148] "coregulate -> discuss emotion plan"
#> [149] "cohesion discuss plan -> coregulate"
#> [150] "coregulate -> cohesion discuss plan"
#> [151] "cohesion consensus coregulate plan -> emotion"
#> [152] "cohesion coregulate plan -> emotion"
#> [153] "cohesion coregulate discuss plan -> emotion"
#> [154] "consensus discuss emotion plan -> cohesion"
#> [155] "cohesion -> consensus discuss emotion plan"
#> [156] "cohesion -> discuss emotion"
#> [157] "discuss emotion -> cohesion"
#> [158] "coregulate discuss -> cohesion consensus"
#> [159] "cohesion consensus -> coregulate discuss"
#> [160] "monitor plan -> consensus discuss emotion"
#> [161] "consensus discuss emotion -> monitor plan"
#> [162] "cohesion plan -> coregulate discuss"
#> [163] "coregulate discuss -> cohesion plan"
#> [164] "cohesion emotion -> consensus coregulate discuss"
#> [165] "consensus coregulate discuss -> cohesion emotion"
#> [166] "cohesion -> consensus discuss emotion"
#> [167] "consensus discuss emotion -> cohesion"
#> [168] "cohesion emotion -> consensus coregulate plan"
#> [169] "consensus coregulate plan -> cohesion emotion"
#> [170] "cohesion consensus coregulate -> emotion"
#> [171] "cohesion consensus -> coregulate plan"
#> [172] "coregulate plan -> cohesion consensus"
#> [173] "coregulate discuss plan -> consensus emotion"
#> [174] "consensus emotion -> coregulate discuss plan"
#> [175] "cohesion coregulate -> emotion"
#> [176] "cohesion consensus coregulate discuss -> emotion"
#> [177] "cohesion consensus emotion plan -> coregulate"
#> [178] "coregulate -> cohesion consensus emotion plan"
#> [179] "cohesion discuss -> consensus emotion"
#> [180] "consensus emotion -> cohesion discuss"
#> [181] "cohesion discuss -> consensus coregulate"
#> [182] "consensus coregulate -> cohesion discuss"
#> [183] "cohesion coregulate discuss -> emotion"
#> [184] "coregulate discuss -> consensus emotion plan"
#> [185] "consensus emotion plan -> coregulate discuss"
#> [186] "consensus monitor -> coregulate discuss"
#> [187] "coregulate discuss -> consensus monitor"
#> [188] "consensus discuss emotion -> coregulate"
#> [189] "coregulate -> consensus discuss emotion"
#> [190] "cohesion coregulate plan -> consensus discuss"
#> [191] "cohesion consensus emotion -> discuss plan"
#> [192] "discuss plan -> cohesion consensus emotion"
#> [193] "cohesion consensus discuss -> coregulate"
#> [194] "coregulate -> cohesion consensus discuss"
#> [195] "cohesion discuss -> emotion plan"
#> [196] "emotion plan -> cohesion discuss"
#> [197] "coregulate monitor -> consensus discuss"
#> [198] "consensus coregulate -> discuss plan"
#> [199] "discuss plan -> consensus coregulate"
#> [200] "cohesion emotion -> coregulate plan"
#> [201] "coregulate plan -> cohesion emotion"
#> [202] "discuss monitor plan -> coregulate"
#> [203] "consensus monitor -> discuss plan"
#> [204] "discuss plan -> consensus monitor"
#> [205] "cohesion emotion -> coregulate discuss"
#> [206] "coregulate discuss -> cohesion emotion"
#> [207] "cohesion consensus emotion -> coregulate"
#> [208] "coregulate -> cohesion consensus emotion"
#> [209] "discuss monitor -> consensus coregulate"
#> [210] "consensus coregulate -> discuss monitor"
#> [211] "consensus monitor -> coregulate plan"
#> [212] "coregulate plan -> consensus monitor"
#> [213] "cohesion emotion plan -> coregulate"
#> [214] "coregulate -> cohesion emotion plan"
#> [215] "coregulate emotion plan -> consensus discuss"
#> [216] "consensus discuss -> coregulate emotion plan"
#> [217] "consensus coregulate discuss -> emotion plan"
#> [218] "emotion plan -> consensus coregulate discuss"
#> [219] "cohesion plan -> consensus coregulate"
#> [220] "consensus coregulate -> cohesion plan"
#> [221] "monitor plan -> coregulate discuss"
#> [222] "coregulate discuss -> monitor plan"
#> [223] "consensus discuss monitor -> coregulate"
#> [224] "coregulate -> consensus discuss monitor"
#> [225] "emotion monitor plan -> consensus discuss"
#> [226] "monitor plan -> discuss emotion"
#> [227] "discuss emotion -> monitor plan"
#> [228] "cohesion coregulate -> consensus discuss"
#> [229] "cohesion coregulate emotion -> consensus discuss"
#> [230] "coregulate plan -> consensus emotion"
#> [231] "consensus emotion -> coregulate plan"
#> [232] "cohesion consensus discuss plan -> emotion"
#> [233] "emotion -> cohesion consensus discuss plan"
#> [234] "cohesion consensus plan -> emotion"
#> [235] "emotion -> cohesion consensus plan"
#> [236] "consensus monitor -> discuss emotion"
#> [237] "discuss emotion -> consensus monitor"
#> [238] "cohesion discuss plan -> emotion"
#> [239] "emotion -> cohesion discuss plan"
#> [240] "coregulate -> discuss emotion"
#> [241] "discuss emotion -> coregulate"
#> [242] "cohesion -> consensus emotion plan"
#> [243] "consensus emotion plan -> cohesion"
#> [244] "discuss monitor plan -> consensus emotion"
#> [245] "cohesion consensus -> discuss plan"
#> [246] "discuss plan -> cohesion consensus"
#> [247] "consensus discuss monitor -> emotion plan"
#> [248] "emotion plan -> consensus discuss monitor"
#> [249] "cohesion consensus plan -> coregulate"
#> [250] "coregulate -> cohesion consensus plan"
#> [251] "cohesion plan -> emotion"
#> [252] "emotion -> cohesion plan"
#> [253] "coregulate -> consensus discuss plan"
#> [254] "consensus discuss plan -> coregulate"
#> [255] "cohesion discuss -> coregulate"
#> [256] "coregulate -> cohesion discuss"
#> [257] "discuss monitor -> consensus emotion plan"
#> [258] "consensus emotion plan -> discuss monitor"
#> [259] "cohesion emotion -> consensus coregulate"
#> [260] "consensus coregulate -> cohesion emotion"
#> [261] "consensus coregulate discuss plan -> cohesion"
#> [262] "cohesion -> consensus coregulate discuss plan"
#> [263] "coregulate discuss -> emotion plan"
#> [264] "emotion plan -> coregulate discuss"
#> [265] "coregulate plan -> consensus discuss"
#> [266] "consensus discuss -> coregulate plan"
#> [267] "coregulate discuss -> consensus emotion"
#> [268] "consensus emotion -> coregulate discuss"
#> [269] "cohesion consensus discuss -> emotion"
#> [270] "emotion -> cohesion consensus discuss"
#> [271] "coregulate discuss plan -> monitor"
#> [272] "monitor -> coregulate discuss plan"
#> [273] "cohesion -> emotion plan"
#> [274] "emotion plan -> cohesion"
#> [275] "monitor -> consensus discuss emotion plan"
#> [276] "consensus discuss emotion plan -> monitor"
#> [277] "emotion monitor -> consensus discuss"
#> [278] "coregulate -> discuss plan"
#> [279] "discuss plan -> coregulate"
#> [280] "cohesion consensus -> emotion"
#> [281] "emotion -> cohesion consensus"
#> [282] "coregulate discuss plan -> cohesion"
#> [283] "cohesion -> coregulate discuss plan"
#> [284] "monitor -> discuss emotion plan"
#> [285] "discuss emotion plan -> monitor"
#> [286] "coregulate emotion -> consensus discuss"
#> [287] "consensus discuss -> coregulate emotion"
#> [288] "consensus coregulate -> emotion plan"
#> [289] "emotion plan -> consensus coregulate"
#> [290] "cohesion -> consensus emotion"
#> [291] "consensus emotion -> cohesion"
#> [292] "discuss monitor -> coregulate"
#> [293] "coregulate -> discuss monitor"
#> [294] "consensus coregulate monitor -> discuss"
#> [295] "cohesion discuss -> emotion"
#> [296] "emotion -> cohesion discuss"
#> [297] "coregulate monitor plan -> discuss"
#> [298] "consensus monitor plan -> coregulate"
#> [299] "coregulate -> consensus monitor plan"
#> [300] "cohesion plan -> coregulate"
#> [301] "coregulate -> cohesion plan"
#> [302] "cohesion emotion -> consensus discuss plan"
#> [303] "consensus discuss plan -> cohesion emotion"
#> [304] "consensus coregulate discuss -> cohesion"
#> [305] "cohesion -> consensus coregulate discuss"
#> [306] "monitor plan -> consensus coregulate"
#> [307] "consensus coregulate -> monitor plan"
#> [308] "coregulate -> consensus emotion plan"
#> [309] "consensus emotion plan -> coregulate"
#> [310] "cohesion -> emotion"
#> [311] "emotion -> cohesion"
#> [312] "cohesion emotion -> coregulate"
#> [313] "coregulate -> cohesion emotion"
#> [314] "cohesion consensus -> coregulate"
#> [315] "coregulate -> cohesion consensus"
#> [316] "discuss plan -> consensus emotion"
#> [317] "consensus emotion -> discuss plan"
#> [318] "monitor -> consensus coregulate discuss"
#> [319] "consensus coregulate discuss -> monitor"
#> [320] "consensus coregulate plan -> cohesion"
#> [321] "cohesion -> consensus coregulate plan"
#> [322] "cohesion consensus coregulate -> discuss"
#> [323] "cohesion emotion -> discuss plan"
#> [324] "discuss plan -> cohesion emotion"
#> [325] "discuss emotion monitor -> consensus plan"
#> [326] "coregulate discuss -> cohesion"
#> [327] "cohesion -> coregulate discuss"
#> [328] "cohesion consensus coregulate emotion -> discuss"
#> [329] "cohesion consensus coregulate plan -> discuss"
#> [330] "coregulate monitor -> discuss"
#> [331] "cohesion emotion plan -> consensus discuss"
#> [332] "consensus discuss -> cohesion emotion plan"
#> [333] "discuss monitor -> emotion plan"
#> [334] "emotion plan -> discuss monitor"
#> [335] "consensus coregulate discuss plan -> emotion"
#> [336] "emotion -> consensus coregulate discuss plan"
#> [337] "monitor -> consensus discuss plan"
#> [338] "consensus discuss plan -> monitor"
#> [339] "consensus emotion monitor plan -> discuss"
#> [340] "cohesion coregulate plan -> discuss"
#> [341] "coregulate discuss emotion -> consensus plan"
#> [342] "consensus plan -> coregulate discuss emotion"
#> [343] "cohesion coregulate emotion plan -> discuss"
#> [344] "coregulate plan -> cohesion"
#> [345] "cohesion -> coregulate plan"
#> [346] "consensus emotion monitor -> discuss"
#> [347] "monitor -> coregulate discuss"
#> [348] "coregulate discuss -> monitor"
#> [349] "consensus monitor -> emotion plan"
#> [350] "emotion plan -> consensus monitor"
#> [351] "monitor -> discuss plan"
#> [352] "discuss plan -> monitor"
#> [353] "cohesion plan -> consensus discuss"
#> [354] "consensus discuss -> cohesion plan"
#> [355] "consensus coregulate emotion plan -> discuss"
#> [356] "discuss -> consensus coregulate emotion plan"
#> [357] "monitor -> consensus discuss emotion"
#> [358] "consensus discuss emotion -> monitor"
#> [359] "monitor -> consensus coregulate plan"
#> [360] "consensus coregulate plan -> monitor"
#> [361] "coregulate discuss plan -> emotion"
#> [362] "emotion -> coregulate discuss plan"
#> [363] "cohesion coregulate -> discuss"
#> [364] "monitor plan -> consensus discuss"
#> [365] "consensus discuss -> monitor plan"
#> [366] "coregulate -> consensus emotion"
#> [367] "consensus emotion -> coregulate"
#> [368] "cohesion coregulate emotion -> discuss"
#> [369] "consensus monitor -> coregulate"
#> [370] "coregulate -> consensus monitor"
#> [371] "consensus coregulate plan -> emotion"
#> [372] "emotion -> consensus coregulate plan"
#> [373] "coregulate -> consensus discuss"
#> [374] "consensus discuss -> coregulate"
#> [375] "coregulate -> emotion plan"
#> [376] "emotion plan -> coregulate"
#> [377] "emotion monitor plan -> discuss"
#> [378] "coregulate emotion plan -> discuss"
#> [379] "discuss -> coregulate emotion plan"
#> [380] "discuss monitor -> consensus emotion"
#> [381] "consensus emotion -> discuss monitor"
#> [382] "cohesion coregulate discuss -> consensus plan"
#> [383] "consensus coregulate emotion -> discuss"
#> [384] "discuss -> consensus coregulate emotion"
#> [385] "cohesion -> consensus discuss plan"
#> [386] "consensus discuss plan -> cohesion"
#> [387] "monitor -> coregulate plan"
#> [388] "coregulate plan -> monitor"
#> [389] "consensus discuss monitor plan -> emotion"
#> [390] "consensus coregulate plan -> discuss"
#> [391] "discuss -> consensus coregulate plan"
#> [392] "monitor plan -> consensus emotion"
#> [393] "consensus emotion -> monitor plan"
#> [394] "monitor -> discuss emotion"
#> [395] "discuss emotion -> monitor"
#> [396] "monitor plan -> coregulate"
#> [397] "coregulate -> monitor plan"
#> [398] "cohesion coregulate emotion -> consensus plan"
#> [399] "coregulate plan -> emotion"
#> [400] "emotion -> coregulate plan"
#> [401] "emotion monitor -> consensus plan"
#> [402] "coregulate monitor -> consensus plan"
#> [403] "consensus coregulate discuss -> emotion"
#> [404] "emotion -> consensus coregulate discuss"
#> [405] "cohesion -> discuss plan"
#> [406] "discuss plan -> cohesion"
#> [407] "cohesion -> consensus coregulate"
#> [408] "consensus coregulate -> cohesion"
#> [409] "cohesion coregulate -> consensus plan"
#> [410] "emotion monitor -> discuss"
#> [411] "coregulate plan -> discuss"
#> [412] "discuss -> coregulate plan"
#> [413] "discuss monitor plan -> emotion"
#> [414] "coregulate emotion -> consensus plan"
#> [415] "consensus plan -> coregulate emotion"
#> [416] "consensus monitor plan -> discuss"
#> [417] "discuss -> consensus monitor plan"
#> [418] "coregulate emotion -> discuss"
#> [419] "discuss -> coregulate emotion"
#> [420] "consensus coregulate -> discuss"
#> [421] "discuss -> consensus coregulate"
#> [422] "coregulate discuss -> emotion"
#> [423] "emotion -> coregulate discuss"
#> [424] "cohesion discuss emotion -> consensus plan"
#> [425] "discuss emotion -> consensus plan"
#> [426] "consensus plan -> discuss emotion"
#> [427] "cohesion consensus emotion -> discuss"
#> [428] "discuss -> cohesion consensus emotion"
#> [429] "cohesion emotion -> consensus discuss"
#> [430] "consensus discuss -> cohesion emotion"
#> [431] "coregulate discuss -> consensus plan"
#> [432] "consensus plan -> coregulate discuss"
#> [433] "cohesion consensus emotion plan -> discuss"
#> [434] "cohesion consensus plan -> discuss"
#> [435] "discuss -> cohesion consensus plan"
#> [436] "emotion plan -> consensus discuss"
#> [437] "consensus discuss -> emotion plan"
#> [438] "consensus monitor -> discuss"
#> [439] "discuss -> consensus monitor"
#> [440] "cohesion -> coregulate"
#> [441] "coregulate -> cohesion"
#> [442] "consensus coregulate -> emotion"
#> [443] "emotion -> consensus coregulate"
#> [444] "consensus discuss plan -> emotion"
#> [445] "emotion -> consensus discuss plan"
#> [446] "cohesion consensus -> discuss"
#> [447] "discuss -> cohesion consensus"
#> [448] "consensus discuss emotion monitor -> plan"
#> [449] "monitor -> consensus coregulate"
#> [450] "consensus coregulate -> monitor"
#> [451] "monitor -> consensus emotion plan"
#> [452] "consensus emotion plan -> monitor"
#> [453] "consensus emotion monitor -> plan"
#> [454] "consensus discuss monitor -> emotion"
#> [455] "consensus monitor plan -> emotion"
#> [456] "emotion -> consensus monitor plan"
#> [457] "cohesion emotion plan -> discuss"
#> [458] "discuss -> cohesion emotion plan"
#> [459] "discuss monitor -> consensus plan"
#> [460] "discuss emotion monitor -> plan"
#> [461] "monitor -> consensus discuss"
#> [462] "consensus discuss -> monitor"
#> [463] "coregulate -> discuss"
#> [464] "discuss -> coregulate"
#> [465] "cohesion -> consensus discuss"
#> [466] "consensus discuss -> cohesion"
#> [467] "consensus coregulate discuss emotion -> plan"
#> [468] "discuss plan -> emotion"
#> [469] "emotion -> discuss plan"
#> [470] "coregulate -> emotion"
#> [471] "emotion -> coregulate"
#> [472] "cohesion plan -> discuss"
#> [473] "discuss -> cohesion plan"
#> [474] "monitor plan -> discuss"
#> [475] "discuss -> monitor plan"
#> [476] "consensus coregulate monitor -> plan"
#> [477] "cohesion consensus coregulate emotion -> plan"
#> [478] "monitor -> coregulate"
#> [479] "coregulate -> monitor"
#> [480] "monitor -> emotion plan"
#> [481] "emotion plan -> monitor"
#> [482] "coregulate discuss emotion -> plan"
#> [483] "coregulate discuss monitor -> plan"
#> [484] "cohesion discuss -> consensus plan"
#> [485] "consensus plan -> cohesion discuss"
#> [486] "monitor -> cohesion consensus"
#> [487] "cohesion consensus -> monitor"
#> [488] "cohesion consensus coregulate -> plan"
#> [489] "consensus monitor -> cohesion"
#> [490] "cohesion -> consensus monitor"
#> [491] "cohesion consensus coregulate discuss -> plan"
#> [492] "emotion monitor -> plan"
#> [493] "consensus coregulate emotion -> plan"
#> [494] "plan -> consensus coregulate emotion"
#> [495] "cohesion coregulate discuss emotion -> plan"
#> [496] "consensus emotion plan -> discuss"
#> [497] "discuss -> consensus emotion plan"
#> [498] "cohesion consensus emotion -> plan"
#> [499] "plan -> cohesion consensus emotion"
#> [500] "cohesion consensus discuss emotion -> plan"
#> [501] "cohesion emotion -> consensus plan"
#> [502] "consensus plan -> cohesion emotion"
#> [503] "monitor plan -> emotion"
#> [504] "emotion -> monitor plan"
#> [505] "discuss monitor -> emotion"
#> [506] "consensus discuss monitor -> plan"
#> [507] "consensus discuss emotion -> plan"
#> [508] "plan -> consensus discuss emotion"
#> [509] "cohesion coregulate discuss -> plan"
#> [510] "cohesion emotion -> discuss"
#> [511] "discuss -> cohesion emotion"
#> [512] "cohesion coregulate emotion -> plan"
#> [513] "coregulate -> consensus plan"
#> [514] "consensus plan -> coregulate"
#> [515] "coregulate monitor -> plan"
#> [516] "monitor -> discuss"
#> [517] "discuss -> monitor"
#> [518] "coregulate discuss emotion plan -> consensus"
#> [519] "consensus coregulate discuss -> plan"
#> [520] "plan -> consensus coregulate discuss"
#> [521] "cohesion -> discuss"
#> [522] "discuss -> cohesion"
#> [523] "cohesion coregulate -> plan"
#> [524] "cohesion coregulate discuss plan -> consensus"
#> [525] "discuss emotion monitor plan -> consensus"
#> [526] "coregulate emotion -> plan"
#> [527] "plan -> coregulate emotion"
#> [528] "consensus monitor -> plan"
#> [529] "plan -> consensus monitor"
#> [530] "consensus monitor -> emotion"
#> [531] "emotion -> consensus monitor"
#> [532] "consensus emotion -> discuss"
#> [533] "discuss -> consensus emotion"
#> [534] "cohesion coregulate emotion plan -> consensus"
#> [535] "discuss emotion plan -> consensus"
#> [536] "consensus -> discuss emotion plan"
#> [537] "coregulate monitor plan -> consensus"
#> [538] "cohesion coregulate plan -> consensus"
#> [539] "coregulate discuss emotion -> consensus"
#> [540] "monitor -> consensus emotion"
#> [541] "consensus emotion -> monitor"
#> [542] "coregulate emotion plan -> consensus"
#> [543] "consensus -> coregulate emotion plan"
#> [544] "coregulate discuss plan -> consensus"
#> [545] "consensus -> coregulate discuss plan"
#> [546] "cohesion consensus discuss -> plan"
#> [547] "plan -> cohesion consensus discuss"
#> [548] "cohesion coregulate discuss emotion -> consensus"
#> [549] "coregulate discuss monitor -> consensus"
#> [550] "cohesion discuss emotion -> plan"
#> [551] "cohesion consensus -> plan"
#> [552] "plan -> cohesion consensus"
#> [553] "cohesion discuss emotion plan -> consensus"
#> [554] "consensus emotion -> plan"
#> [555] "plan -> consensus emotion"
#> [556] "cohesion coregulate discuss -> consensus"
#> [557] "cohesion discuss plan -> consensus"
#> [558] "discuss emotion monitor -> consensus"
#> [559] "coregulate discuss -> plan"
#> [560] "plan -> coregulate discuss"
#> [561] "discuss emotion -> plan"
#> [562] "plan -> discuss emotion"
#> [563] "discuss monitor plan -> consensus"
#> [564] "emotion -> consensus discuss"
#> [565] "consensus discuss -> emotion"
#> [566] "emotion monitor plan -> consensus"
#> [567] "consensus coregulate -> plan"
#> [568] "plan -> consensus coregulate"
#> [569] "monitor -> cohesion"
#> [570] "cohesion -> monitor"
#> [571] "coregulate plan -> consensus"
#> [572] "consensus -> coregulate plan"
#> [573] "monitor -> consensus plan"
#> [574] "consensus plan -> monitor"
#> [575] "emotion plan -> discuss"
#> [576] "discuss -> emotion plan"
#> [577] "discuss monitor -> plan"
#> [578] "cohesion emotion plan -> consensus"
#> [579] "discuss plan -> consensus"
#> [580] "consensus -> discuss plan"
#> [581] "emotion -> consensus plan"
#> [582] "consensus plan -> emotion"
#> [583] "coregulate discuss -> consensus"
#> [584] "consensus -> coregulate discuss"
#> [585] "cohesion coregulate emotion -> consensus"
#> [586] "cohesion -> consensus plan"
#> [587] "consensus plan -> cohesion"
#> [588] "cohesion coregulate -> consensus"
#> [589] "coregulate monitor -> consensus"
#> [590] "coregulate emotion -> consensus"
#> [591] "consensus -> coregulate emotion"
#> [592] "discuss emotion -> consensus"
#> [593] "consensus -> discuss emotion"
#> [594] "cohesion plan -> consensus"
#> [595] "consensus -> cohesion plan"
#> [596] "cohesion discuss emotion -> consensus"
#> [597] "emotion plan -> consensus"
#> [598] "consensus -> emotion plan"
#> [599] "cohesion discuss -> plan"
#> [600] "plan -> cohesion discuss"
#> [601] "cohesion emotion -> plan"
#> [602] "plan -> cohesion emotion"
#> [603] "emotion monitor -> consensus"
#> [604] "cohesion discuss -> consensus"
#> [605] "consensus -> cohesion discuss"
#> [606] "monitor -> plan"
#> [607] "plan -> monitor"
#> [608] "discuss monitor -> consensus"
#> [609] "coregulate -> plan"
#> [610] "plan -> coregulate"
#> [611] "coregulate -> consensus"
#> [612] "consensus -> coregulate"
#> [613] "monitor plan -> consensus"
#> [614] "cohesion monitor -> consensus"
#> [615] "monitor -> emotion"
#> [616] "emotion -> monitor"
#> [617] "consensus discuss -> plan"
#> [618] "plan -> consensus discuss"
#> [619] "discuss -> consensus plan"
#> [620] "consensus plan -> discuss"
#> [621] "emotion -> plan"
#> [622] "plan -> emotion"
#> [623] "emotion -> discuss"
#> [624] "discuss -> emotion"
#> [625] "cohesion -> plan"
#> [626] "plan -> cohesion"
#> [627] "plan -> consensus"
#> [628] "consensus -> plan"
#> [629] "discuss -> consensus"
#> [630] "consensus -> discuss"
#> [631] "cohesion emotion -> consensus"
#> [632] "consensus -> cohesion emotion"
#> [633] "emotion -> consensus"
#> [634] "consensus -> emotion"
#> [635] "monitor -> consensus"
#> [636] "consensus -> monitor"
#> [637] "cohesion -> consensus"
#> [638] "consensus -> cohesion"
#> [639] "discuss -> plan"
#> [640] "plan -> discuss"Filter to the strongest:
pathways(rules, top = 5, min_lift = 1.2)
#> [1] "cohesion coregulate -> discuss emotion plan"
#> [2] "discuss emotion plan -> cohesion coregulate"
#> [3] "cohesion coregulate -> consensus discuss emotion"
#> [4] "consensus discuss emotion -> cohesion coregulate"
#> [5] "cohesion consensus coregulate -> discuss emotion"Other input formats
Transaction list:
transactions <- list(
c("plan", "discuss", "execute"),
c("plan", "research", "analyze"),
c("discuss", "execute", "reflect"),
c("plan", "discuss", "execute", "reflect"),
c("research", "analyze", "reflect")
)
association_rules(transactions, min_support = 0.3,
min_confidence = 0.5, min_lift = 0)
#> Association Rules [24 rules | 6 items | 5 transactions]
#> Support >= 0.30 | Confidence >= 0.50 | Lift >= 0.00
#>
#> Top rules (by lift):
#> 1. analyze -> research (sup=0.400 conf=1.000 lift=2.50)
#> 2. research -> analyze (sup=0.400 conf=1.000 lift=2.50)
#> 3. discuss -> execute (sup=0.600 conf=1.000 lift=1.67)
#> 4. execute -> discuss (sup=0.600 conf=1.000 lift=1.67)
#> 5. discuss, plan -> execute (sup=0.400 conf=1.000 lift=1.67)
#> 6. execute, plan -> discuss (sup=0.400 conf=1.000 lift=1.67)
#> 7. discuss, reflect -> execute (sup=0.400 conf=1.000 lift=1.67)
#> 8. execute, reflect -> discuss (sup=0.400 conf=1.000 lift=1.67)
#> 9. discuss -> execute, plan (sup=0.400 conf=0.667 lift=1.67)
#> 10. execute -> discuss, plan (sup=0.400 conf=0.667 lift=1.67)
#> ... and 14 more rulesBinary matrix:
mat <- matrix(c(
1, 1, 1, 0, 0,
1, 0, 0, 1, 1,
0, 1, 1, 0, 1,
1, 1, 1, 1, 0,
1, 0, 1, 0, 1
), nrow = 5, byrow = TRUE)
colnames(mat) <- c("plan", "discuss", "execute", "research", "reflect")
association_rules(mat, min_support = 0.3, min_confidence = 0.5, min_lift = 0)
#> Association Rules [18 rules | 5 items | 5 transactions]
#> Support >= 0.30 | Confidence >= 0.50 | Lift >= 0.00
#>
#> Top rules (by lift):
#> 1. discuss -> execute (sup=0.600 conf=1.000 lift=1.25)
#> 2. execute -> discuss (sup=0.600 conf=0.750 lift=1.25)
#> 3. research -> plan (sup=0.400 conf=1.000 lift=1.25)
#> 4. plan, discuss -> execute (sup=0.400 conf=1.000 lift=1.25)
#> 5. plan -> research (sup=0.400 conf=0.500 lift=1.25)
#> 6. execute -> plan, discuss (sup=0.400 conf=0.500 lift=1.25)
#> 7. discuss -> plan, execute (sup=0.400 conf=0.667 lift=1.11)
#> 8. plan, execute -> discuss (sup=0.400 conf=0.667 lift=1.11)
#> 9. plan -> execute (sup=0.600 conf=0.750 lift=0.94)
#> 10. execute -> plan (sup=0.600 conf=0.750 lift=0.94)
#> ... and 8 more rules
