Data Science Desktop Survival Guide by Graham Williams
Desktop Survival Project Home Preface Data Science Introducing R R Constructs R Tasks R Strings R Read, Write, and Create Data Template Data Exploration Data Wrangling Data Visualisation Statistics ML Template ML Scenarios ML Activities ML Applications ML Algorithms Cluster Analysis Decision Trees Computer Vision Graph Data Privacy Literate Data Science Coding with Style Resources Bibliography Index

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Rules from Decision Tree

We can use rattle::asRules() to convert the decision tree to a set of rules:

asRules(model)

## 
##  Rule number: 7 [rain_tomorrow=Yes cover=8014 (6%) prob=0.79]
##    humidity_3pm>=72.5
##    humidity_3pm>=83.5
## 
##  Rule number: 13 [rain_tomorrow=Yes cover=3275 (3%) prob=0.65]
##    humidity_3pm>=72.5
##    humidity_3pm< 83.5
##    rainfall>=2.7
## 
##  Rule number: 25 [rain_tomorrow=Yes cover=1768 (1%) prob=0.58]
##    humidity_3pm>=72.5
##    humidity_3pm< 83.5
##    rainfall< 2.7
##    wind_gust_speed>=47
## 
##  Rule number: 24 [rain_tomorrow=No cover=5118 (4%) prob=0.34]
##    humidity_3pm>=72.5
##    humidity_3pm< 83.5
##    rainfall< 2.7
##    wind_gust_speed< 47
## 
##  Rule number: 2 [rain_tomorrow=No cover=105547 (85%) prob=0.14]
##    humidity_3pm< 72.5