1. 加载数据到R
特征: season, size , speed ,mxPH ,mnO2 , Cl, NO3, NH4 , oPO4 , PO4 ,Chla , a1 , a2 , a3 , a4 , a5 ,a6, a7
install.package(DMwR)
library(DMwR)
head(algae)
season size speed mxPH mnO2 Cl NO3 NH4 oPO4 PO4 Chla a1 a2 a3 a4 a5 a6 a7
1 winter small medium 8.00 9.8 60.800 6.238 578.000 105.000 170.000 50.0 0.0 0.0 0.0 0.0 34.2 8.3 0.0
2 spring small medium 8.35 8.0 57.750 1.288 370.000 428.750 558.750 1.3 1.4 7.6 4.8 1.9 6.7 0.0 2.1
3 autumn small medium 8.10 11.4 40.020 5.330 346.667 125.667 187.057 15.6 3.3 53.6 1.9 0.0 0.0 0.0 9.7
4 spring small medium 8.07 4.8 77.364 2.302 98.182 61.182 138.700 1.4 3.1 41.0 18.9 0.0 1.4 0.0 1.4
5 autumn small medium 8.06 9.0 55.350 10.416 233.700 58.222 97.580 10.5 9.2 2.9 7.5 0.0 7.5 4.1 1.0
6 winter small high 8.25 13.1 65.750 9.248 430.000 18.250 56.667 28.4 15.1 14.6 1.4 0.0 22.5 12.6 2.9