rpart
rpart copied to clipboard
write tree rules as SQL case when statements
asSQL prints the decision tree rules in the format of SQL case when statements. Modified labels.rpart and path.rpart to accomodate asSQL needs
devtools::load_all(".")
(form <- as.formula(paste("Price ~",
paste(setdiff(colnames(car90), "Price"), collapse = "+"))))
(dtree <- rpart(formula = form, data = car90))
asSQL(dtree)
devtools::load_all(".")
## Loading rpart
(form <- as.formula(paste("Price ~",
paste(setdiff(colnames(car90), "Price"),
collapse = "+"))))
## Price ~ Country + Disp + Disp2 + Eng.Rev + Front.Hd + Frt.Leg.Room +
## Frt.Shld + Gear.Ratio + Gear2 + HP + HP.revs + Height + Length +
## Luggage + Mileage + Model2 + Rear.Hd + Rear.Seating + RearShld +
## Reliability + Rim + Sratio.m + Sratio.p + Steering + Tank +
## Tires + Trans1 + Trans2 + Turning + Type + Weight + Wheel.base +
## Width
(dtree <- rpart(formula = form, data = car90))
## n=105 (6 observations deleted due to missingness)
##
## node), split, n, deviance, yval
## * denotes terminal node
##
## 1) root 105 7118267000 15805.220
## 2) Rim=R12,R13,R14 68 1101501000 11487.500
## 4) Tank< 15.65 36 189145300 8988.278
## 8) Tires=145,145/80,155,155/65,155/80,165/65,165/80,175/70,185/80 20 31853590 7419.050 *
## 9) Tires=185/60,185/70,195/60,195/70,195/75,205/75 16 46480320 10949.810 *
## 5) Tank>=15.65 32 434528300 14299.120
## 10) HP< 147.5 25 119553300 13014.720 *
## 11) HP>=147.5 7 126438300 18886.290 *
## 3) Rim=R15,R16,R17 37 2419229000 23740.490
## 6) HP< 162.5 23 863713000 20147.610
## 12) Height< 49.75 9 87042290 14755.000 *
## 13) Height>=49.75 14 346698700 23614.290 *
## 7) HP>=162.5 14 770847400 29643.070 *
asSQL(dtree)
## CASE WHEN
## Rim in ('R12', 'R13', 'R14')
## Tank>=15.65
## HP< 147.5
## THEN 13014.72
## WHEN
## Rim in ('R12', 'R13', 'R14')
## Tank< 15.65
## Tires in ('145', '145/80', '155', '155/65', '155/80', '165/65', '165/80', '175/70', '185/80')
## THEN 7419.05
## WHEN
## Rim in ('R12', 'R13', 'R14')
## Tank< 15.65
## Tires in ('185/60', '185/70', '195/60', '195/70', '195/75', '205/75')
## THEN 10949.8125
## WHEN
## Rim in ('R15', 'R16', 'R17')
## HP< 162.5
## Height>=49.75
## THEN 23614.2857142857
## WHEN
## Rim in ('R15', 'R16', 'R17')
## HP>=162.5
## THEN 29643.0714285714
## WHEN
## Rim in ('R15', 'R16', 'R17')
## HP< 162.5
## Height< 49.75
## THEN 14755
## WHEN
## Rim in ('R12', 'R13', 'R14')
## Tank>=15.65
## HP>=147.5
## THEN 18886.2857142857
Created on 2019-04-23 by the reprex package (v0.2.1)