20.71 C5.0 Rules Model

library(C50)
model <- C5.0(form, ds[tr, vars], rules=TRUE)

model

## 
## Call:
## C5.0.formula(formula=form, data=ds[tr, vars], rules=TRUE)
## 
## Rule-Based Model
## Number of samples: 192787 
## Number of predictors: 20 
## 
## Number of Rules: 288 
## 
## Non-standard options: attempt to group attributes

C5imp(model)

##                 Overall
## temp_9am         100.00
## humidity_3pm      41.35
## wind_gust_speed   38.72
## sunshine          29.50
## pressure_3pm      27.27
## rain_today        25.37
## rainfall          15.93
## min_temp          12.77
## humidity_9am       9.24
## cloud_3pm          8.00
## wind_speed_9am     7.96
## max_temp           7.39
## wind_dir_3pm       7.35
## temp_3pm           6.90
## pressure_9am       6.70
## wind_speed_3pm     6.18
## wind_gust_dir      5.68
## cloud_9am          5.61
## wind_dir_9am       4.89
## evaporation        3.38

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