20.72 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: 151934 
## Number of predictors: 20 
## 
## Number of Rules: 191 
## 
## Non-standard options: attempt to group attributes

C5imp(model)

##                 Overall
## humidity_3pm     100.00
## wind_gust_speed   65.49
## cloud_3pm         57.16
## sunshine          55.31
## pressure_3pm      51.04
## wind_dir_3pm      43.51
## rainfall          43.40
## temp_3pm          40.95
## rain_today        30.50
## wind_gust_dir     25.00
## min_temp          22.92
## wind_speed_3pm    21.98
## wind_speed_9am    18.53
## max_temp          17.31
## temp_9am          15.90
## wind_dir_9am      15.45
## humidity_9am      10.80
## cloud_9am         10.23
## pressure_9am       6.35
## evaporation        3.42

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