20.73 C5.0 Rules Summary

summary(model)

## 
## Call:
## C5.0.formula(formula=form, data=ds[tr, vars], rules=TRUE)
## 
## 
## C5.0 [Release 2.07 GPL Edition]      Sun Apr  7 14:53:40 2024
## -------------------------------
## 
## Class specified by attribute `outcome'
## 
## Read 158807 cases (21 attributes) from undefined.data
## 
## Rules:
## 
## Rule 1: (4425/64, lift 1.3)
##  humidity_3pm <= 20
##  wind_dir_3pm in [E-NNW]
##  wind_gust_dir in [N-SSW]
##  min_temp <= 19.5
##  ->  class No  [0.985]
## 
## Rule 2: (9505/369, lift 1.2)
##  temp_3pm > 16.8
##  pressure_9am > 1023.1
##  humidity_3pm <= 66
##  wind_speed_9am <= 13
##  wind_gust_speed <= 46
##  rainfall <= 3.1
##  ->  class No  [0.961]
## 
## Rule 3: (16459/835, lift 1.2)
##  cloud_3pm <= 4
##  pressure_3pm > 1013.8
##  wind_gust_speed <= 41
##  ->  class No  [0.949]
## 
## Rule 4: (7193/370, lift 1.2)
##  pressure_3pm > 1025.1
##  humidity_3pm <= 88
##  wind_speed_3pm <= 19
....

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