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: 123722 
## Number of predictors: 20 
## 
## Number of Rules: 202 
## 
## Non-standard options: attempt to group attributes

C5imp(model)

##                 Overall
## temp_9am          99.72
## humidity_3pm      77.02
## wind_gust_speed   75.47
## sunshine          69.40
## pressure_3pm      64.45
## rain_today        59.77
## min_temp          57.29
## cloud_3pm         45.80
## wind_speed_9am    42.89
## rainfall          41.81
## wind_dir_3pm      41.11
## max_temp          37.72
## humidity_9am      25.23
## wind_gust_dir     23.34
## wind_dir_9am      19.48
## pressure_9am      11.04
## wind_speed_3pm     7.66
## cloud_9am          7.46
## temp_3pm           6.10
## evaporation        3.90

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