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: 145946 
## Number of predictors: 20 
## 
## Number of Rules: 179 
## 
## Non-standard options: attempt to group attributes

C5imp(model)

##                 Overall
## humidity_3pm     100.00
## wind_gust_speed   78.65
## rain_today        69.66
## cloud_3pm         66.37
## pressure_3pm      59.70
## sunshine          55.74
## max_temp          44.14
## wind_dir_9am      22.78
## wind_speed_3pm    16.40
## wind_gust_dir     16.26
## rainfall          14.15
## cloud_9am         13.89
## temp_9am          12.10
## humidity_9am      10.58
## wind_speed_9am     9.59
## wind_dir_3pm       8.66
## temp_3pm           5.64
## evaporation        4.41
## min_temp           2.95
## pressure_9am       1.91

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