Tugas3_Percobaan ke-3 frbs
Nurmilasari
2022-10-27
library(readxl)cmcData <- read_excel(path = "datakanker.xlsx")
diagnosis <- as.numeric(cmcData$diagnosis == "M")
cmcData$diagnosis <- diagnosis
cmcData## # A tibble: 569 × 32
## id diagnosis radius_m…¹ textu…² perim…³ area_…⁴ smoot…⁵ compa…⁶ conca…⁷
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 842302 1 18.0 10.4 123. 1001 0.118 0.278 0.300
## 2 842517 1 20.6 17.8 133. 1326 0.0847 0.0786 0.0869
## 3 84300903 1 19.7 21.2 130 1203 0.110 0.160 0.197
## 4 84348301 1 11.4 20.4 77.6 386. 0.142 0.284 0.241
## 5 84358402 1 20.3 14.3 135. 1297 0.100 0.133 0.198
## 6 843786 1 12.4 15.7 82.6 477. 0.128 0.17 0.158
## 7 844359 1 18.2 20.0 120. 1040 0.0946 0.109 0.113
## 8 84458202 1 13.7 20.8 90.2 578. 0.119 0.164 0.0937
## 9 844981 1 13 21.8 87.5 520. 0.127 0.193 0.186
## 10 84501001 1 12.5 24.0 84.0 476. 0.119 0.240 0.227
## # … with 559 more rows, 23 more variables: concave_points_mean <dbl>,
## # symmetry_mean <dbl>, fractal_dimension_mean <dbl>, radius_se <dbl>,
## # texture_se <dbl>, perimeter_se <dbl>, area_se <dbl>, smoothness_se <dbl>,
## # compactness_se <dbl>, concavity_se <dbl>, `concave points_se` <dbl>,
## # symmetry_se <dbl>, fractal_dimension_se <dbl>, radius_worst <dbl>,
## # texture_worst <dbl>, perimeter_worst <dbl>, area_worst <dbl>,
## # smoothness_worst <dbl>, compactness_worst <dbl>, concavity_worst <dbl>, …#data training diambil dari data index ke-50 sampai ke-200 dengan kolom ke-3 sampai ke-10
training <- cmcData[50:200,3:10]
#untuk testing kolom yang dipakai yaitu kolom ke-3 sampai ke-9
testing <- cmcData[201:nrow(cmcData),3:9]
#untuk validasi kolom yang dipakai adalah kolom ke-10
validasi <- cmcData[201:nrow(cmcData),10]
#data_research yang digunakan adalah kolom 3(radius_mean) dan 10(concave_points_mean)
data_research <- cmcData[201:nrow(cmcData),c(3,10)]
training ## # A tibble: 151 × 8
## radius_mean texture_mean perimeter_…¹ area_…² smoot…³ compa…⁴ conca…⁵ conca…⁶
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 13.5 22.3 86.9 561 0.0875 0.0770 4.75e-2 0.0338
## 2 11.8 21.6 74.7 428. 0.0864 0.0497 1.66e-2 0.0112
## 3 13.6 16.3 87.2 572. 0.0768 0.0606 1.86e-2 0.0172
## 4 11.9 18.2 75.7 438. 0.0826 0.0475 1.97e-2 0.0135
## 5 18.2 18.7 120. 1033 0.115 0.148 1.77e-1 0.106
## 6 15.1 22.0 97.3 713. 0.0906 0.0708 5.25e-2 0.0333
## 7 11.5 18.8 73.3 409 0.0952 0.0547 3.04e-2 0.0228
## 8 19.2 18.6 126. 1152 0.105 0.127 1.32e-1 0.0899
## 9 14.7 21.6 95.6 657. 0.114 0.136 1.29e-1 0.0812
## 10 13.0 19.3 82.6 527. 0.0806 0.0379 6.92e-4 0.00417
## # … with 141 more rows, and abbreviated variable names ¹perimeter_mean,
## # ²area_mean, ³smoothness_mean, ⁴compactness_mean, ⁵concavity_mean,
## # ⁶concave_points_meantesting## # A tibble: 369 × 7
## radius_mean texture_mean perimeter_mean area_mean smoothnes…¹ compa…² conca…³
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 12.2 19.6 78.5 461 0.0959 0.0809 0.0419
## 2 17.5 19.3 115. 952. 0.0897 0.120 0.104
## 3 23.3 26.7 159. 1685 0.114 0.208 0.352
## 4 13.8 23.8 91.6 598. 0.132 0.177 0.156
## 5 12.5 18.6 81.1 482. 0.0996 0.106 0.0800
## 6 15.1 16.7 98.8 717. 0.0888 0.0959 0.0755
## 7 9.88 17.3 62.9 295. 0.109 0.0723 0.0176
## 8 17.0 20.3 110. 904. 0.0877 0.0730 0.0695
## 9 13.1 22.5 87.0 529. 0.100 0.148 0.0870
## 10 15.3 12.9 98.2 726. 0.0818 0.0623 0.0589
## # … with 359 more rows, and abbreviated variable names ¹smoothness_mean,
## # ²compactness_mean, ³concavity_meanvalidasi## # A tibble: 369 × 1
## concave_points_mean
## <dbl>
## 1 0.0411
## 2 0.0749
## 3 0.162
## 4 0.0918
## 5 0.0382
## 6 0.0408
## 7 0.0195
## 8 0.0539
## 9 0.0510
## 10 0.0316
## # … with 359 more rowsdata_research ## # A tibble: 369 × 2
## radius_mean concave_points_mean
## <dbl> <dbl>
## 1 12.2 0.0411
## 2 17.5 0.0749
## 3 23.3 0.162
## 4 13.8 0.0918
## 5 12.5 0.0382
## 6 15.1 0.0408
## 7 9.88 0.0195
## 8 17.0 0.0539
## 9 13.1 0.0510
## 10 15.3 0.0316
## # … with 359 more rows## Define interval of data
range.data <-apply(training, 2, range)
range.data## radius_mean texture_mean perimeter_mean area_mean smoothness_mean
## [1,] 6.981 9.71 43.79 143.5 0.06251
## [2,] 27.220 26.86 182.10 2250.0 0.14470
## compactness_mean concavity_mean concave_points_mean
## [1,] 0.01938 0.0000 0.0000
## [2,] 0.34540 0.4268 0.2012## Set the method and its parameters,
## for example, we use Wang and Mendel's algorithm
method.type <- "WM"
control <- list(num.labels = 15, type.mf = "GAUSSIAN", type.defuz = "COG",
type.tnorm = "MIN", type.snorm = "MAX", type.implication.func = "LUKASIEWICZ",
name = "sim-0")library(frbs)## Learning step: Generate an FRBS model
object.reg <- frbs.learn(training, range.data, method.type, control)
## Predicting step: Predict for newdata
res.test <- predict(object.reg, testing)## [1] "note: Some of your new data are out of the previously specified range"
## [1] "note: Some of your new data are out of the previously specified range"
## [1] "note: Some of your new data are out of the previously specified range"
## [1] "note: Some of your new data are out of the previously specified range"
## [1] "note: Some of your new data are out of the previously specified range"## Display the FRBS model
summary(object.reg)## The name of model: sim-0
## Model was trained using: WM
## The names of attributes: radius_mean texture_mean perimeter_mean area_mean smoothness_mean compactness_mean concavity_mean concave_points_mean
## The interval of training data:
## radius_mean texture_mean perimeter_mean area_mean smoothness_mean
## min 6.981 9.71 43.79 143.5 0.06251
## max 27.220 26.86 182.10 2250.0 0.14470
## compactness_mean concavity_mean concave_points_mean
## min 0.01938 0.0000 0.0000
## max 0.34540 0.4268 0.2012
## Type of FRBS model:
## [1] "MAMDANI"
## Type of membership functions:
## [1] "GAUSSIAN"
## Type of t-norm method:
## [1] "Standard t-norm (min)"
## Type of s-norm method:
## [1] "Standard s-norm"
## Type of defuzzification technique:
## [1] "modified COG"
## Type of implication function:
## [1] "LUKASIEWICZ"
## The names of linguistic terms on the input variables:
## [1] "v.1_a.1" "v.1_a.2" "v.1_a.3" "v.1_a.4" "v.1_a.5" "v.1_a.6"
## [7] "v.1_a.7" "v.1_a.8" "v.1_a.9" "v.1_a.10" "v.1_a.11" "v.1_a.12"
## [13] "v.1_a.13" "v.1_a.14" "v.1_a.15" "v.2_a.1" "v.2_a.2" "v.2_a.3"
## [19] "v.2_a.4" "v.2_a.5" "v.2_a.6" "v.2_a.7" "v.2_a.8" "v.2_a.9"
## [25] "v.2_a.10" "v.2_a.11" "v.2_a.12" "v.2_a.13" "v.2_a.14" "v.2_a.15"
## [31] "v.3_a.1" "v.3_a.2" "v.3_a.3" "v.3_a.4" "v.3_a.5" "v.3_a.6"
## [37] "v.3_a.7" "v.3_a.8" "v.3_a.9" "v.3_a.10" "v.3_a.11" "v.3_a.12"
## [43] "v.3_a.13" "v.3_a.14" "v.3_a.15" "v.4_a.1" "v.4_a.2" "v.4_a.3"
## [49] "v.4_a.4" "v.4_a.5" "v.4_a.6" "v.4_a.7" "v.4_a.8" "v.4_a.9"
## [55] "v.4_a.10" "v.4_a.11" "v.4_a.12" "v.4_a.13" "v.4_a.14" "v.4_a.15"
## [61] "v.5_a.1" "v.5_a.2" "v.5_a.3" "v.5_a.4" "v.5_a.5" "v.5_a.6"
## [67] "v.5_a.7" "v.5_a.8" "v.5_a.9" "v.5_a.10" "v.5_a.11" "v.5_a.12"
## [73] "v.5_a.13" "v.5_a.14" "v.5_a.15" "v.6_a.1" "v.6_a.2" "v.6_a.3"
## [79] "v.6_a.4" "v.6_a.5" "v.6_a.6" "v.6_a.7" "v.6_a.8" "v.6_a.9"
## [85] "v.6_a.10" "v.6_a.11" "v.6_a.12" "v.6_a.13" "v.6_a.14" "v.6_a.15"
## [91] "v.7_a.1" "v.7_a.2" "v.7_a.3" "v.7_a.4" "v.7_a.5" "v.7_a.6"
## [97] "v.7_a.7" "v.7_a.8" "v.7_a.9" "v.7_a.10" "v.7_a.11" "v.7_a.12"
## [103] "v.7_a.13" "v.7_a.14" "v.7_a.15"
## The parameter values of membership function on the input variable (normalized):
## v.1_a.1 v.1_a.2 v.1_a.3 v.1_a.4 v.1_a.5 v.1_a.6 v.1_a.7
## [1,] 5.000 5.00000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000
## [2,] 0.000 0.07142857 0.1428571 0.2142857 0.2857143 0.3571429 0.4285714
## [3,] 0.025 0.02500000 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.1_a.8 v.1_a.9 v.1_a.10 v.1_a.11 v.1_a.12 v.1_a.13 v.1_a.14
## [1,] 5.000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000
## [2,] 0.500 0.5714286 0.6428571 0.7142857 0.7857143 0.8571429 0.9285714
## [3,] 0.025 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.1_a.15 v.2_a.1 v.2_a.2 v.2_a.3 v.2_a.4 v.2_a.5 v.2_a.6
## [1,] 5.000 5.000 5.00000000 5.0000000 5.0000000 5.0000000 5.0000000
## [2,] 1.000 0.000 0.07142857 0.1428571 0.2142857 0.2857143 0.3571429
## [3,] 0.025 0.025 0.02500000 0.0250000 0.0250000 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.2_a.7 v.2_a.8 v.2_a.9 v.2_a.10 v.2_a.11 v.2_a.12 v.2_a.13
## [1,] 5.0000000 5.000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000
## [2,] 0.4285714 0.500 0.5714286 0.6428571 0.7142857 0.7857143 0.8571429
## [3,] 0.0250000 0.025 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.2_a.14 v.2_a.15 v.3_a.1 v.3_a.2 v.3_a.3 v.3_a.4 v.3_a.5
## [1,] 5.0000000 5.000 5.000 5.00000000 5.0000000 5.0000000 5.0000000
## [2,] 0.9285714 1.000 0.000 0.07142857 0.1428571 0.2142857 0.2857143
## [3,] 0.0250000 0.025 0.025 0.02500000 0.0250000 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.3_a.6 v.3_a.7 v.3_a.8 v.3_a.9 v.3_a.10 v.3_a.11 v.3_a.12
## [1,] 5.0000000 5.0000000 5.000 5.0000000 5.0000000 5.0000000 5.0000000
## [2,] 0.3571429 0.4285714 0.500 0.5714286 0.6428571 0.7142857 0.7857143
## [3,] 0.0250000 0.0250000 0.025 0.0250000 0.0250000 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.3_a.13 v.3_a.14 v.3_a.15 v.4_a.1 v.4_a.2 v.4_a.3 v.4_a.4
## [1,] 5.0000000 5.0000000 5.000 5.000 5.00000000 5.0000000 5.0000000
## [2,] 0.8571429 0.9285714 1.000 0.000 0.07142857 0.1428571 0.2142857
## [3,] 0.0250000 0.0250000 0.025 0.025 0.02500000 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.4_a.5 v.4_a.6 v.4_a.7 v.4_a.8 v.4_a.9 v.4_a.10 v.4_a.11
## [1,] 5.0000000 5.0000000 5.0000000 5.000 5.0000000 5.0000000 5.0000000
## [2,] 0.2857143 0.3571429 0.4285714 0.500 0.5714286 0.6428571 0.7142857
## [3,] 0.0250000 0.0250000 0.0250000 0.025 0.0250000 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.4_a.12 v.4_a.13 v.4_a.14 v.4_a.15 v.5_a.1 v.5_a.2 v.5_a.3
## [1,] 5.0000000 5.0000000 5.0000000 5.000 5.000 5.00000000 5.0000000
## [2,] 0.7857143 0.8571429 0.9285714 1.000 0.000 0.07142857 0.1428571
## [3,] 0.0250000 0.0250000 0.0250000 0.025 0.025 0.02500000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.5_a.4 v.5_a.5 v.5_a.6 v.5_a.7 v.5_a.8 v.5_a.9 v.5_a.10
## [1,] 5.0000000 5.0000000 5.0000000 5.0000000 5.000 5.0000000 5.0000000
## [2,] 0.2142857 0.2857143 0.3571429 0.4285714 0.500 0.5714286 0.6428571
## [3,] 0.0250000 0.0250000 0.0250000 0.0250000 0.025 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.5_a.11 v.5_a.12 v.5_a.13 v.5_a.14 v.5_a.15 v.6_a.1 v.6_a.2
## [1,] 5.0000000 5.0000000 5.0000000 5.0000000 5.000 5.000 5.00000000
## [2,] 0.7142857 0.7857143 0.8571429 0.9285714 1.000 0.000 0.07142857
## [3,] 0.0250000 0.0250000 0.0250000 0.0250000 0.025 0.025 0.02500000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.6_a.3 v.6_a.4 v.6_a.5 v.6_a.6 v.6_a.7 v.6_a.8 v.6_a.9
## [1,] 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.000 5.0000000
## [2,] 0.1428571 0.2142857 0.2857143 0.3571429 0.4285714 0.500 0.5714286
## [3,] 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.025 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.6_a.10 v.6_a.11 v.6_a.12 v.6_a.13 v.6_a.14 v.6_a.15 v.7_a.1
## [1,] 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.000 5.000
## [2,] 0.6428571 0.7142857 0.7857143 0.8571429 0.9285714 1.000 0.000
## [3,] 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.025 0.025
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.7_a.2 v.7_a.3 v.7_a.4 v.7_a.5 v.7_a.6 v.7_a.7 v.7_a.8
## [1,] 5.00000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.000
## [2,] 0.07142857 0.1428571 0.2142857 0.2857143 0.3571429 0.4285714 0.500
## [3,] 0.02500000 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.025
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.7_a.9 v.7_a.10 v.7_a.11 v.7_a.12 v.7_a.13 v.7_a.14 v.7_a.15
## [1,] 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.000
## [2,] 0.5714286 0.6428571 0.7142857 0.7857143 0.8571429 0.9285714 1.000
## [3,] 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.025
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## The names of linguistic terms on the output variable:
## [1] "c.1" "c.2" "c.3" "c.4" "c.5" "c.6" "c.7" "c.8" "c.9" "c.10"
## [11] "c.11" "c.12" "c.13" "c.14" "c.15"
## The parameter values of membership function on the output variable (normalized):
## c.1 c.2 c.3 c.4 c.5 c.6 c.7 c.8
## [1,] 5.000 5.00000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.000
## [2,] 0.000 0.07142857 0.1428571 0.2142857 0.2857143 0.3571429 0.4285714 0.500
## [3,] 0.025 0.02500000 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.025
## [4,] NA NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA NA
## c.9 c.10 c.11 c.12 c.13 c.14 c.15
## [1,] 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.000
## [2,] 0.5714286 0.6428571 0.7142857 0.7857143 0.8571429 0.9285714 1.000
## [3,] 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.025
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## The number of linguistic terms on each variables
## radius_mean texture_mean perimeter_mean area_mean smoothness_mean
## [1,] 15 15 15 15 15
## compactness_mean concavity_mean concave_points_mean
## [1,] 15 15 15
## The fuzzy IF-THEN rules:
## V1 V2 V3 V4 V5 V6 V7 V8 V9 V10
## 1 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.11 and perimeter_mean
## 2 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.11 and perimeter_mean
## 3 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.6 and perimeter_mean
## 4 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.8 and perimeter_mean
## 5 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.8 and perimeter_mean
## 6 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.11 and perimeter_mean
## 7 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.8 and perimeter_mean
## 8 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.8 and perimeter_mean
## 9 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.11 and perimeter_mean
## 10 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.9 and perimeter_mean
## 11 IF radius_mean is v.1_a.2 and texture_mean is v.2_a.3 and perimeter_mean
## 12 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.5 and perimeter_mean
## 13 IF radius_mean is v.1_a.2 and texture_mean is v.2_a.10 and perimeter_mean
## 14 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.11 and perimeter_mean
## 15 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.4 and perimeter_mean
## 16 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.13 and perimeter_mean
## 17 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.13 and perimeter_mean
## 18 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.10 and perimeter_mean
## 19 IF radius_mean is v.1_a.2 and texture_mean is v.2_a.7 and perimeter_mean
## 20 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.7 and perimeter_mean
## 21 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.10 and perimeter_mean
## 22 IF radius_mean is v.1_a.2 and texture_mean is v.2_a.5 and perimeter_mean
## 23 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.6 and perimeter_mean
## 24 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.7 and perimeter_mean
## 25 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.9 and perimeter_mean
## 26 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.2 and perimeter_mean
## 27 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.6 and perimeter_mean
## 28 IF radius_mean is v.1_a.10 and texture_mean is v.2_a.13 and perimeter_mean
## 29 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.8 and perimeter_mean
## 30 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.10 and perimeter_mean
## 31 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.6 and perimeter_mean
## 32 IF radius_mean is v.1_a.14 and texture_mean is v.2_a.13 and perimeter_mean
## 33 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.15 and perimeter_mean
## 34 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.6 and perimeter_mean
## 35 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.8 and perimeter_mean
## 36 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.11 and perimeter_mean
## 37 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.13 and perimeter_mean
## 38 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.6 and perimeter_mean
## 39 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.13 and perimeter_mean
## 40 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.12 and perimeter_mean
## 41 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.5 and perimeter_mean
## 42 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.8 and perimeter_mean
## 43 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.9 and perimeter_mean
## 44 IF radius_mean is v.1_a.10 and texture_mean is v.2_a.12 and perimeter_mean
## 45 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.8 and perimeter_mean
## 46 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.4 and perimeter_mean
## 47 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.9 and perimeter_mean
## 48 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.13 and perimeter_mean
## 49 IF radius_mean is v.1_a.1 and texture_mean is v.2_a.4 and perimeter_mean
## 50 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.10 and perimeter_mean
## 51 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.9 and perimeter_mean
## 52 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.9 and perimeter_mean
## 53 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.6 and perimeter_mean
## 54 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.8 and perimeter_mean
## 55 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.8 and perimeter_mean
## 56 IF radius_mean is v.1_a.12 and texture_mean is v.2_a.9 and perimeter_mean
## 57 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.10 and perimeter_mean
## 58 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.7 and perimeter_mean
## 59 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.10 and perimeter_mean
## 60 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.9 and perimeter_mean
## 61 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.10 and perimeter_mean
## 62 IF radius_mean is v.1_a.2 and texture_mean is v.2_a.6 and perimeter_mean
## 63 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.11 and perimeter_mean
## 64 IF radius_mean is v.1_a.2 and texture_mean is v.2_a.6 and perimeter_mean
## 65 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.7 and perimeter_mean
## 66 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.9 and perimeter_mean
## 67 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.2 and perimeter_mean
## 68 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.7 and perimeter_mean
## 69 IF radius_mean is v.1_a.13 and texture_mean is v.2_a.10 and perimeter_mean
## 70 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.2 and perimeter_mean
## 71 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.6 and perimeter_mean
## 72 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.7 and perimeter_mean
## 73 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.13 and perimeter_mean
## 74 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.9 and perimeter_mean
## 75 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.6 and perimeter_mean
## 76 IF radius_mean is v.1_a.10 and texture_mean is v.2_a.14 and perimeter_mean
## 77 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.4 and perimeter_mean
## 78 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.9 and perimeter_mean
## 79 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.11 and perimeter_mean
## 80 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.4 and perimeter_mean
## 81 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.11 and perimeter_mean
## 82 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.11 and perimeter_mean
## 83 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.7 and perimeter_mean
## 84 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.6 and perimeter_mean
## 85 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.7 and perimeter_mean
## 86 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.4 and perimeter_mean
## 87 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.3 and perimeter_mean
## 88 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.8 and perimeter_mean
## 89 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.7 and perimeter_mean
## 90 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.6 and perimeter_mean
## 91 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.5 and perimeter_mean
## 92 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.5 and perimeter_mean
## 93 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.7 and perimeter_mean
## 94 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.8 and perimeter_mean
## 95 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.5 and perimeter_mean
## 96 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.8 and perimeter_mean
## 97 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.10 and perimeter_mean
## 98 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.6 and perimeter_mean
## 99 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.4 and perimeter_mean
## 100 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.8 and perimeter_mean
## 101 IF radius_mean is v.1_a.8 and texture_mean is v.2_a.10 and perimeter_mean
## 102 IF radius_mean is v.1_a.8 and texture_mean is v.2_a.9 and perimeter_mean
## 103 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.3 and perimeter_mean
## 104 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.4 and perimeter_mean
## 105 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.10 and perimeter_mean
## 106 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.6 and perimeter_mean
## 107 IF radius_mean is v.1_a.10 and texture_mean is v.2_a.8 and perimeter_mean
## 108 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.11 and perimeter_mean
## 109 IF radius_mean is v.1_a.12 and texture_mean is v.2_a.11 and perimeter_mean
## 110 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.9 and perimeter_mean
## 111 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.1 and perimeter_mean
## 112 IF radius_mean is v.1_a.8 and texture_mean is v.2_a.8 and perimeter_mean
## 113 IF radius_mean is v.1_a.8 and texture_mean is v.2_a.13 and perimeter_mean
## 114 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.7 and perimeter_mean
## 115 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.3 and perimeter_mean
## 116 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.9 and perimeter_mean
## 117 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.5 and perimeter_mean
## 118 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.5 and perimeter_mean
## 119 IF radius_mean is v.1_a.2 and texture_mean is v.2_a.5 and perimeter_mean
## 120 IF radius_mean is v.1_a.8 and texture_mean is v.2_a.9 and perimeter_mean
## 121 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.11 and perimeter_mean
## 122 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.4 and perimeter_mean
## 123 IF radius_mean is v.1_a.15 and texture_mean is v.2_a.11 and perimeter_mean
## 124 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.11 and perimeter_mean
## 125 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.5 and perimeter_mean
## 126 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.8 and perimeter_mean
## 127 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.7 and perimeter_mean
## 128 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.7 and perimeter_mean
## 129 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.6 and perimeter_mean
## 130 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.12 and perimeter_mean
## 131 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.11 and perimeter_mean
## 132 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.8 and perimeter_mean
## 133 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.15 and perimeter_mean
## 134 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.12 and perimeter_mean
## 135 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.6 and perimeter_mean
## 136 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.11 and perimeter_mean
## 137 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.11 and perimeter_mean
## 138 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.10 and perimeter_mean
## 139 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.11 and perimeter_mean
## 140 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.9 and perimeter_mean
## 141 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.6 and perimeter_mean
## 142 IF radius_mean is v.1_a.8 and texture_mean is v.2_a.13 and perimeter_mean
## 143 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.5 and perimeter_mean
## 144 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.3 and perimeter_mean
## 145 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.11 and perimeter_mean
## 146 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.10 and perimeter_mean
## 147 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.9 and perimeter_mean
## 148 IF radius_mean is v.1_a.11 and texture_mean is v.2_a.15 and perimeter_mean
## 149 IF radius_mean is v.1_a.2 and texture_mean is v.2_a.10 and perimeter_mean
## 150 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.12 and perimeter_mean
## 151 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.8 and perimeter_mean
## V11 V12 V13 V14 V15 V16 V17 V18 V19 V20
## 1 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.5
## 2 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.5
## 3 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.3
## 4 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.4
## 5 is v.3_a.9 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.10
## 6 is v.3_a.6 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.6
## 7 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 8 is v.3_a.9 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.8
## 9 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.10
## 10 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.4
## 11 is v.3_a.2 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.7
## 12 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.10
## 13 is v.3_a.2 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.12
## 14 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.8
## 15 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.4
## 16 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.9
## 17 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.10
## 18 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.8
## 19 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.9
## 20 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 21 is v.3_a.9 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.6
## 22 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.7
## 23 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.8
## 24 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.6
## 25 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.6
## 26 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.12
## 27 is v.3_a.9 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.8
## 28 is v.3_a.11 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.12
## 29 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 30 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.9
## 31 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.9
## 32 is v.3_a.14 and area_mean is v.4_a.13 and smoothness_mean is v.5_a.8
## 33 is v.3_a.10 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.11
## 34 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 35 is v.3_a.9 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.7
## 36 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.6
## 37 is v.3_a.9 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.6
## 38 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.10
## 39 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.6
## 40 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.6
## 41 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.3
## 42 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.8
## 43 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.8
## 44 is v.3_a.10 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.6
## 45 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.8
## 46 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.6
## 47 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.7
## 48 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.7
## 49 is v.3_a.1 and area_mean is v.4_a.1 and smoothness_mean is v.5_a.10
## 50 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.4
## 51 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.7
## 52 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.7
## 53 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.14
## 54 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.10
## 55 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.5
## 56 is v.3_a.12 and area_mean is v.4_a.10 and smoothness_mean is v.5_a.13
## 57 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.5
## 58 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.8
## 59 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 60 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.4
## 61 is v.3_a.4 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.9
## 62 is v.3_a.2 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.10
## 63 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 64 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.6
## 65 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.10
## 66 is v.3_a.8 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.5
## 67 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.6
## 68 is v.3_a.9 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.8
## 69 is v.3_a.13 and area_mean is v.4_a.12 and smoothness_mean is v.5_a.15
## 70 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.9
## 71 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.2
## 72 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.5
## 73 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.6
## 74 is v.3_a.9 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.4
## 75 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.10
## 76 is v.3_a.10 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.8
## 77 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.9
## 78 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.9
## 79 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.8
## 80 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.6
## 81 is v.3_a.9 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.6
## 82 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.6
## 83 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.8
## 84 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 85 is v.3_a.6 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.10
## 86 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.10
## 87 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.6
## 88 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.7
## 89 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.9
## 90 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.5
## 91 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.4
## 92 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.10
## 93 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.9
## 94 is v.3_a.6 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.4
## 95 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.7
## 96 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.4
## 97 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.10
## 98 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.9
## 99 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 100 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.5
## 101 is v.3_a.8 and area_mean is v.4_a.6 and smoothness_mean is v.5_a.9
## 102 is v.3_a.8 and area_mean is v.4_a.6 and smoothness_mean is v.5_a.3
## 103 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.6
## 104 is v.3_a.4 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.3
## 105 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.9
## 106 is v.3_a.9 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.5
## 107 is v.3_a.10 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.9
## 108 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.8
## 109 is v.3_a.12 and area_mean is v.4_a.11 and smoothness_mean is v.5_a.5
## 110 is v.3_a.6 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.5
## 111 is v.3_a.4 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.7
## 112 is v.3_a.8 and area_mean is v.4_a.6 and smoothness_mean is v.5_a.5
## 113 is v.3_a.8 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.8
## 114 is v.3_a.6 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.7
## 115 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.8
## 116 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.6
## 117 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 118 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.5
## 119 is v.3_a.2 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.6
## 120 is v.3_a.8 and area_mean is v.4_a.6 and smoothness_mean is v.5_a.7
## 121 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.1
## 122 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.5
## 123 is v.3_a.15 and area_mean is v.4_a.15 and smoothness_mean is v.5_a.9
## 124 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.6
## 125 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.6
## 126 is v.3_a.9 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.5
## 127 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 128 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.8
## 129 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.4
## 130 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.9
## 131 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.5
## 132 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.2
## 133 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.8
## 134 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.8
## 135 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.4
## 136 is v.3_a.8 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.3
## 137 is v.3_a.9 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.5
## 138 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.7
## 139 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.11
## 140 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.8
## 141 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.6
## 142 is v.3_a.8 and area_mean is v.4_a.6 and smoothness_mean is v.5_a.9
## 143 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.6
## 144 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.12
## 145 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.5
## 146 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.7
## 147 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.4
## 148 is v.3_a.11 and area_mean is v.4_a.9 and smoothness_mean is v.5_a.10
## 149 is v.3_a.2 and area_mean is v.4_a.1 and smoothness_mean is v.5_a.6
## 150 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.10
## 151 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.7
## V21 V22 V23 V24 V25 V26 V27 V28 V29
## 1 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.3 THEN
## 2 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 3 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 4 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 5 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.7 THEN
## 6 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.3 THEN
## 7 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 8 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.5 THEN
## 9 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.5 THEN
## 10 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.1 THEN
## 11 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 12 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.1 THEN
## 13 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 14 and compactness_mean is v.6_a.9 and concavity_mean is v.7_a.8 THEN
## 15 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 16 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.5 THEN
## 17 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.5 THEN
## 18 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 19 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.11 THEN
## 20 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 21 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.5 THEN
## 22 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.4 THEN
## 23 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.4 THEN
## 24 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 25 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.4 THEN
## 26 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.3 THEN
## 27 and compactness_mean is v.6_a.9 and concavity_mean is v.7_a.7 THEN
## 28 and compactness_mean is v.6_a.15 and concavity_mean is v.7_a.13 THEN
## 29 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 30 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 31 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.5 THEN
## 32 and compactness_mean is v.6_a.12 and concavity_mean is v.7_a.12 THEN
## 33 and compactness_mean is v.6_a.8 and concavity_mean is v.7_a.7 THEN
## 34 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 35 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.5 THEN
## 36 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.5 THEN
## 37 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.6 THEN
## 38 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.4 THEN
## 39 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 40 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.5 THEN
## 41 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 42 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 43 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.7 THEN
## 44 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.6 THEN
## 45 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 46 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 47 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.4 THEN
## 48 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.4 THEN
## 49 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.1 THEN
## 50 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 51 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 52 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 53 and compactness_mean is v.6_a.8 and concavity_mean is v.7_a.8 THEN
## 54 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.3 THEN
## 55 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 56 and compactness_mean is v.6_a.12 and concavity_mean is v.7_a.15 THEN
## 57 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.3 THEN
## 58 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 59 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.4 THEN
## 60 and compactness_mean is v.6_a.10 and concavity_mean is v.7_a.11 THEN
## 61 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.3 THEN
## 62 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 63 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 64 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.4 THEN
## 65 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.7 THEN
## 66 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.3 THEN
## 67 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 68 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.6 THEN
## 69 and compactness_mean is v.6_a.12 and concavity_mean is v.7_a.15 THEN
## 70 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.4 THEN
## 71 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.4 THEN
## 72 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.1 THEN
## 73 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 74 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.4 THEN
## 75 and compactness_mean is v.6_a.8 and concavity_mean is v.7_a.5 THEN
## 76 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.9 THEN
## 77 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 78 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.6 THEN
## 79 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.4 THEN
## 80 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 81 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.5 THEN
## 82 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.3 THEN
## 83 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 84 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 85 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.6 THEN
## 86 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.3 THEN
## 87 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.1 THEN
## 88 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.4 THEN
## 89 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 90 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 91 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 92 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.2 THEN
## 93 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.6 THEN
## 94 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.4 THEN
## 95 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.4 THEN
## 96 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 97 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 98 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.14 THEN
## 99 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 100 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 101 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.7 THEN
## 102 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.3 THEN
## 103 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 104 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.1 THEN
## 105 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.3 THEN
## 106 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.5 THEN
## 107 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.9 THEN
## 108 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.3 THEN
## 109 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.5 THEN
## 110 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 111 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 112 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.4 THEN
## 113 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.8 THEN
## 114 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 115 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 116 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.3 THEN
## 117 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 118 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.1 THEN
## 119 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.1 THEN
## 120 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.7 THEN
## 121 and compactness_mean is v.6_a.1 and concavity_mean is v.7_a.1 THEN
## 122 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.1 THEN
## 123 and compactness_mean is v.6_a.8 and concavity_mean is v.7_a.10 THEN
## 124 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.3 THEN
## 125 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.1 THEN
## 126 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.4 THEN
## 127 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 128 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 129 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 130 and compactness_mean is v.6_a.11 and concavity_mean is v.7_a.7 THEN
## 131 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 132 and compactness_mean is v.6_a.1 and concavity_mean is v.7_a.1 THEN
## 133 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.5 THEN
## 134 and compactness_mean is v.6_a.9 and concavity_mean is v.7_a.7 THEN
## 135 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 136 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.5 THEN
## 137 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.5 THEN
## 138 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.5 THEN
## 139 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.6 THEN
## 140 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.1 THEN
## 141 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.4 THEN
## 142 and compactness_mean is v.6_a.8 and concavity_mean is v.7_a.7 THEN
## 143 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 144 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.8 THEN
## 145 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 146 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 147 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 148 and compactness_mean is v.6_a.12 and concavity_mean is v.7_a.9 THEN
## 149 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.5 THEN
## 150 and compactness_mean is v.6_a.8 and concavity_mean is v.7_a.8 THEN
## 151 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.5 THEN
## V30 V31 V32
## 1 concave_points_mean is c.3
## 2 concave_points_mean is c.2
## 3 concave_points_mean is c.2
## 4 concave_points_mean is c.2
## 5 concave_points_mean is c.8
## 6 concave_points_mean is c.3
## 7 concave_points_mean is c.3
## 8 concave_points_mean is c.7
## 9 concave_points_mean is c.7
## 10 concave_points_mean is c.1
## 11 concave_points_mean is c.2
## 12 concave_points_mean is c.2
## 13 concave_points_mean is c.2
## 14 concave_points_mean is c.7
## 15 concave_points_mean is c.3
## 16 concave_points_mean is c.6
## 17 concave_points_mean is c.7
## 18 concave_points_mean is c.2
## 19 concave_points_mean is c.4
## 20 concave_points_mean is c.3
## 21 concave_points_mean is c.7
## 22 concave_points_mean is c.3
## 23 concave_points_mean is c.5
## 24 concave_points_mean is c.3
## 25 concave_points_mean is c.6
## 26 concave_points_mean is c.6
## 27 concave_points_mean is c.9
## 28 concave_points_mean is c.12
## 29 concave_points_mean is c.3
## 30 concave_points_mean is c.3
## 31 concave_points_mean is c.6
## 32 concave_points_mean is c.14
## 33 concave_points_mean is c.11
## 34 concave_points_mean is c.2
## 35 concave_points_mean is c.7
## 36 concave_points_mean is c.4
## 37 concave_points_mean is c.7
## 38 concave_points_mean is c.6
## 39 concave_points_mean is c.3
## 40 concave_points_mean is c.6
## 41 concave_points_mean is c.3
## 42 concave_points_mean is c.3
## 43 concave_points_mean is c.7
## 44 concave_points_mean is c.7
## 45 concave_points_mean is c.3
## 46 concave_points_mean is c.3
## 47 concave_points_mean is c.5
## 48 concave_points_mean is c.4
## 49 concave_points_mean is c.1
## 50 concave_points_mean is c.2
## 51 concave_points_mean is c.3
## 52 concave_points_mean is c.2
## 53 concave_points_mean is c.8
## 54 concave_points_mean is c.3
## 55 concave_points_mean is c.2
## 56 concave_points_mean is c.14
## 57 concave_points_mean is c.2
## 58 concave_points_mean is c.2
## 59 concave_points_mean is c.5
## 60 concave_points_mean is c.6
## 61 concave_points_mean is c.3
## 62 concave_points_mean is c.2
## 63 concave_points_mean is c.2
## 64 concave_points_mean is c.3
## 65 concave_points_mean is c.7
## 66 concave_points_mean is c.5
## 67 concave_points_mean is c.3
## 68 concave_points_mean is c.7
## 69 concave_points_mean is c.15
## 70 concave_points_mean is c.5
## 71 concave_points_mean is c.3
## 72 concave_points_mean is c.2
## 73 concave_points_mean is c.3
## 74 concave_points_mean is c.5
## 75 concave_points_mean is c.7
## 76 concave_points_mean is c.9
## 77 concave_points_mean is c.3
## 78 concave_points_mean is c.7
## 79 concave_points_mean is c.5
## 80 concave_points_mean is c.5
## 81 concave_points_mean is c.6
## 82 concave_points_mean is c.3
## 83 concave_points_mean is c.3
## 84 concave_points_mean is c.3
## 85 concave_points_mean is c.7
## 86 concave_points_mean is c.4
## 87 concave_points_mean is c.1
## 88 concave_points_mean is c.5
## 89 concave_points_mean is c.2
## 90 concave_points_mean is c.3
## 91 concave_points_mean is c.2
## 92 concave_points_mean is c.3
## 93 concave_points_mean is c.6
## 94 concave_points_mean is c.3
## 95 concave_points_mean is c.5
## 96 concave_points_mean is c.2
## 97 concave_points_mean is c.3
## 98 concave_points_mean is c.6
## 99 concave_points_mean is c.2
## 100 concave_points_mean is c.3
## 101 concave_points_mean is c.8
## 102 concave_points_mean is c.3
## 103 concave_points_mean is c.2
## 104 concave_points_mean is c.1
## 105 concave_points_mean is c.4
## 106 concave_points_mean is c.8
## 107 concave_points_mean is c.10
## 108 concave_points_mean is c.3
## 109 concave_points_mean is c.8
## 110 concave_points_mean is c.2
## 111 concave_points_mean is c.2
## 112 concave_points_mean is c.6
## 113 concave_points_mean is c.8
## 114 concave_points_mean is c.4
## 115 concave_points_mean is c.4
## 116 concave_points_mean is c.3
## 117 concave_points_mean is c.3
## 118 concave_points_mean is c.1
## 119 concave_points_mean is c.1
## 120 concave_points_mean is c.7
## 121 concave_points_mean is c.1
## 122 concave_points_mean is c.2
## 123 concave_points_mean is c.14
## 124 concave_points_mean is c.3
## 125 concave_points_mean is c.1
## 126 concave_points_mean is c.5
## 127 concave_points_mean is c.3
## 128 concave_points_mean is c.2
## 129 concave_points_mean is c.2
## 130 concave_points_mean is c.6
## 131 concave_points_mean is c.3
## 132 concave_points_mean is c.1
## 133 concave_points_mean is c.4
## 134 concave_points_mean is c.7
## 135 concave_points_mean is c.3
## 136 concave_points_mean is c.5
## 137 concave_points_mean is c.6
## 138 concave_points_mean is c.5
## 139 concave_points_mean is c.6
## 140 concave_points_mean is c.2
## 141 concave_points_mean is c.3
## 142 concave_points_mean is c.7
## 143 concave_points_mean is c.3
## 144 concave_points_mean is c.9
## 145 concave_points_mean is c.4
## 146 concave_points_mean is c.5
## 147 concave_points_mean is c.3
## 148 concave_points_mean is c.11
## 149 concave_points_mean is c.3
## 150 concave_points_mean is c.8
## 151 concave_points_mean is c.4## Plot the membership functions
plotMF(object.reg)
pred <- predict(object.reg, testing)## [1] "note: Some of your new data are out of the previously specified range"
## [1] "note: Some of your new data are out of the previously specified range"
## [1] "note: Some of your new data are out of the previously specified range"
## [1] "note: Some of your new data are out of the previously specified range"
## [1] "note: Some of your new data are out of the previously specified range"str(pred)## num [1:369, 1] 0.0288 0.0689 0.1868 0.0719 0.057 ...str(data_research)## tibble [369 × 2] (S3: tbl_df/tbl/data.frame)
## $ radius_mean : num [1:369] 12.2 17.5 23.3 13.8 12.5 ...
## $ concave_points_mean: num [1:369] 0.0411 0.0749 0.162 0.0918 0.0382 ...data_research$predict <- pred
data_research## # A tibble: 369 × 3
## radius_mean concave_points_mean predict[,1]
## <dbl> <dbl> <dbl>
## 1 12.2 0.0411 0.0288
## 2 17.5 0.0749 0.0689
## 3 23.3 0.162 0.187
## 4 13.8 0.0918 0.0719
## 5 12.5 0.0382 0.0570
## 6 15.1 0.0408 0.0520
## 7 9.88 0.0195 0.0173
## 8 17.0 0.0539 0.0651
## 9 13.1 0.0510 0.0484
## 10 15.3 0.0316 0.0453
## # … with 359 more rows## Display the FRBS model
summary(object.reg)## The name of model: sim-0
## Model was trained using: WM
## The names of attributes: radius_mean texture_mean perimeter_mean area_mean smoothness_mean compactness_mean concavity_mean concave_points_mean
## The interval of training data:
## radius_mean texture_mean perimeter_mean area_mean smoothness_mean
## min 6.981 9.71 43.79 143.5 0.06251
## max 27.220 26.86 182.10 2250.0 0.14470
## compactness_mean concavity_mean concave_points_mean
## min 0.01938 0.0000 0.0000
## max 0.34540 0.4268 0.2012
## Type of FRBS model:
## [1] "MAMDANI"
## Type of membership functions:
## [1] "GAUSSIAN"
## Type of t-norm method:
## [1] "Standard t-norm (min)"
## Type of s-norm method:
## [1] "Standard s-norm"
## Type of defuzzification technique:
## [1] "modified COG"
## Type of implication function:
## [1] "LUKASIEWICZ"
## The names of linguistic terms on the input variables:
## [1] "v.1_a.1" "v.1_a.2" "v.1_a.3" "v.1_a.4" "v.1_a.5" "v.1_a.6"
## [7] "v.1_a.7" "v.1_a.8" "v.1_a.9" "v.1_a.10" "v.1_a.11" "v.1_a.12"
## [13] "v.1_a.13" "v.1_a.14" "v.1_a.15" "v.2_a.1" "v.2_a.2" "v.2_a.3"
## [19] "v.2_a.4" "v.2_a.5" "v.2_a.6" "v.2_a.7" "v.2_a.8" "v.2_a.9"
## [25] "v.2_a.10" "v.2_a.11" "v.2_a.12" "v.2_a.13" "v.2_a.14" "v.2_a.15"
## [31] "v.3_a.1" "v.3_a.2" "v.3_a.3" "v.3_a.4" "v.3_a.5" "v.3_a.6"
## [37] "v.3_a.7" "v.3_a.8" "v.3_a.9" "v.3_a.10" "v.3_a.11" "v.3_a.12"
## [43] "v.3_a.13" "v.3_a.14" "v.3_a.15" "v.4_a.1" "v.4_a.2" "v.4_a.3"
## [49] "v.4_a.4" "v.4_a.5" "v.4_a.6" "v.4_a.7" "v.4_a.8" "v.4_a.9"
## [55] "v.4_a.10" "v.4_a.11" "v.4_a.12" "v.4_a.13" "v.4_a.14" "v.4_a.15"
## [61] "v.5_a.1" "v.5_a.2" "v.5_a.3" "v.5_a.4" "v.5_a.5" "v.5_a.6"
## [67] "v.5_a.7" "v.5_a.8" "v.5_a.9" "v.5_a.10" "v.5_a.11" "v.5_a.12"
## [73] "v.5_a.13" "v.5_a.14" "v.5_a.15" "v.6_a.1" "v.6_a.2" "v.6_a.3"
## [79] "v.6_a.4" "v.6_a.5" "v.6_a.6" "v.6_a.7" "v.6_a.8" "v.6_a.9"
## [85] "v.6_a.10" "v.6_a.11" "v.6_a.12" "v.6_a.13" "v.6_a.14" "v.6_a.15"
## [91] "v.7_a.1" "v.7_a.2" "v.7_a.3" "v.7_a.4" "v.7_a.5" "v.7_a.6"
## [97] "v.7_a.7" "v.7_a.8" "v.7_a.9" "v.7_a.10" "v.7_a.11" "v.7_a.12"
## [103] "v.7_a.13" "v.7_a.14" "v.7_a.15"
## The parameter values of membership function on the input variable (normalized):
## v.1_a.1 v.1_a.2 v.1_a.3 v.1_a.4 v.1_a.5 v.1_a.6 v.1_a.7
## [1,] 5.000 5.00000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000
## [2,] 0.000 0.07142857 0.1428571 0.2142857 0.2857143 0.3571429 0.4285714
## [3,] 0.025 0.02500000 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.1_a.8 v.1_a.9 v.1_a.10 v.1_a.11 v.1_a.12 v.1_a.13 v.1_a.14
## [1,] 5.000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000
## [2,] 0.500 0.5714286 0.6428571 0.7142857 0.7857143 0.8571429 0.9285714
## [3,] 0.025 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.1_a.15 v.2_a.1 v.2_a.2 v.2_a.3 v.2_a.4 v.2_a.5 v.2_a.6
## [1,] 5.000 5.000 5.00000000 5.0000000 5.0000000 5.0000000 5.0000000
## [2,] 1.000 0.000 0.07142857 0.1428571 0.2142857 0.2857143 0.3571429
## [3,] 0.025 0.025 0.02500000 0.0250000 0.0250000 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.2_a.7 v.2_a.8 v.2_a.9 v.2_a.10 v.2_a.11 v.2_a.12 v.2_a.13
## [1,] 5.0000000 5.000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000
## [2,] 0.4285714 0.500 0.5714286 0.6428571 0.7142857 0.7857143 0.8571429
## [3,] 0.0250000 0.025 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.2_a.14 v.2_a.15 v.3_a.1 v.3_a.2 v.3_a.3 v.3_a.4 v.3_a.5
## [1,] 5.0000000 5.000 5.000 5.00000000 5.0000000 5.0000000 5.0000000
## [2,] 0.9285714 1.000 0.000 0.07142857 0.1428571 0.2142857 0.2857143
## [3,] 0.0250000 0.025 0.025 0.02500000 0.0250000 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.3_a.6 v.3_a.7 v.3_a.8 v.3_a.9 v.3_a.10 v.3_a.11 v.3_a.12
## [1,] 5.0000000 5.0000000 5.000 5.0000000 5.0000000 5.0000000 5.0000000
## [2,] 0.3571429 0.4285714 0.500 0.5714286 0.6428571 0.7142857 0.7857143
## [3,] 0.0250000 0.0250000 0.025 0.0250000 0.0250000 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.3_a.13 v.3_a.14 v.3_a.15 v.4_a.1 v.4_a.2 v.4_a.3 v.4_a.4
## [1,] 5.0000000 5.0000000 5.000 5.000 5.00000000 5.0000000 5.0000000
## [2,] 0.8571429 0.9285714 1.000 0.000 0.07142857 0.1428571 0.2142857
## [3,] 0.0250000 0.0250000 0.025 0.025 0.02500000 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.4_a.5 v.4_a.6 v.4_a.7 v.4_a.8 v.4_a.9 v.4_a.10 v.4_a.11
## [1,] 5.0000000 5.0000000 5.0000000 5.000 5.0000000 5.0000000 5.0000000
## [2,] 0.2857143 0.3571429 0.4285714 0.500 0.5714286 0.6428571 0.7142857
## [3,] 0.0250000 0.0250000 0.0250000 0.025 0.0250000 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.4_a.12 v.4_a.13 v.4_a.14 v.4_a.15 v.5_a.1 v.5_a.2 v.5_a.3
## [1,] 5.0000000 5.0000000 5.0000000 5.000 5.000 5.00000000 5.0000000
## [2,] 0.7857143 0.8571429 0.9285714 1.000 0.000 0.07142857 0.1428571
## [3,] 0.0250000 0.0250000 0.0250000 0.025 0.025 0.02500000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.5_a.4 v.5_a.5 v.5_a.6 v.5_a.7 v.5_a.8 v.5_a.9 v.5_a.10
## [1,] 5.0000000 5.0000000 5.0000000 5.0000000 5.000 5.0000000 5.0000000
## [2,] 0.2142857 0.2857143 0.3571429 0.4285714 0.500 0.5714286 0.6428571
## [3,] 0.0250000 0.0250000 0.0250000 0.0250000 0.025 0.0250000 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.5_a.11 v.5_a.12 v.5_a.13 v.5_a.14 v.5_a.15 v.6_a.1 v.6_a.2
## [1,] 5.0000000 5.0000000 5.0000000 5.0000000 5.000 5.000 5.00000000
## [2,] 0.7142857 0.7857143 0.8571429 0.9285714 1.000 0.000 0.07142857
## [3,] 0.0250000 0.0250000 0.0250000 0.0250000 0.025 0.025 0.02500000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.6_a.3 v.6_a.4 v.6_a.5 v.6_a.6 v.6_a.7 v.6_a.8 v.6_a.9
## [1,] 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.000 5.0000000
## [2,] 0.1428571 0.2142857 0.2857143 0.3571429 0.4285714 0.500 0.5714286
## [3,] 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.025 0.0250000
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.6_a.10 v.6_a.11 v.6_a.12 v.6_a.13 v.6_a.14 v.6_a.15 v.7_a.1
## [1,] 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.000 5.000
## [2,] 0.6428571 0.7142857 0.7857143 0.8571429 0.9285714 1.000 0.000
## [3,] 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.025 0.025
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.7_a.2 v.7_a.3 v.7_a.4 v.7_a.5 v.7_a.6 v.7_a.7 v.7_a.8
## [1,] 5.00000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.000
## [2,] 0.07142857 0.1428571 0.2142857 0.2857143 0.3571429 0.4285714 0.500
## [3,] 0.02500000 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.025
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## v.7_a.9 v.7_a.10 v.7_a.11 v.7_a.12 v.7_a.13 v.7_a.14 v.7_a.15
## [1,] 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.000
## [2,] 0.5714286 0.6428571 0.7142857 0.7857143 0.8571429 0.9285714 1.000
## [3,] 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.025
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## The names of linguistic terms on the output variable:
## [1] "c.1" "c.2" "c.3" "c.4" "c.5" "c.6" "c.7" "c.8" "c.9" "c.10"
## [11] "c.11" "c.12" "c.13" "c.14" "c.15"
## The parameter values of membership function on the output variable (normalized):
## c.1 c.2 c.3 c.4 c.5 c.6 c.7 c.8
## [1,] 5.000 5.00000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.000
## [2,] 0.000 0.07142857 0.1428571 0.2142857 0.2857143 0.3571429 0.4285714 0.500
## [3,] 0.025 0.02500000 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.025
## [4,] NA NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA NA
## c.9 c.10 c.11 c.12 c.13 c.14 c.15
## [1,] 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.000
## [2,] 0.5714286 0.6428571 0.7142857 0.7857143 0.8571429 0.9285714 1.000
## [3,] 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.0250000 0.025
## [4,] NA NA NA NA NA NA NA
## [5,] NA NA NA NA NA NA NA
## The number of linguistic terms on each variables
## radius_mean texture_mean perimeter_mean area_mean smoothness_mean
## [1,] 15 15 15 15 15
## compactness_mean concavity_mean concave_points_mean
## [1,] 15 15 15
## The fuzzy IF-THEN rules:
## V1 V2 V3 V4 V5 V6 V7 V8 V9 V10
## 1 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.11 and perimeter_mean
## 2 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.11 and perimeter_mean
## 3 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.6 and perimeter_mean
## 4 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.8 and perimeter_mean
## 5 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.8 and perimeter_mean
## 6 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.11 and perimeter_mean
## 7 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.8 and perimeter_mean
## 8 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.8 and perimeter_mean
## 9 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.11 and perimeter_mean
## 10 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.9 and perimeter_mean
## 11 IF radius_mean is v.1_a.2 and texture_mean is v.2_a.3 and perimeter_mean
## 12 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.5 and perimeter_mean
## 13 IF radius_mean is v.1_a.2 and texture_mean is v.2_a.10 and perimeter_mean
## 14 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.11 and perimeter_mean
## 15 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.4 and perimeter_mean
## 16 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.13 and perimeter_mean
## 17 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.13 and perimeter_mean
## 18 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.10 and perimeter_mean
## 19 IF radius_mean is v.1_a.2 and texture_mean is v.2_a.7 and perimeter_mean
## 20 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.7 and perimeter_mean
## 21 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.10 and perimeter_mean
## 22 IF radius_mean is v.1_a.2 and texture_mean is v.2_a.5 and perimeter_mean
## 23 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.6 and perimeter_mean
## 24 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.7 and perimeter_mean
## 25 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.9 and perimeter_mean
## 26 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.2 and perimeter_mean
## 27 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.6 and perimeter_mean
## 28 IF radius_mean is v.1_a.10 and texture_mean is v.2_a.13 and perimeter_mean
## 29 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.8 and perimeter_mean
## 30 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.10 and perimeter_mean
## 31 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.6 and perimeter_mean
## 32 IF radius_mean is v.1_a.14 and texture_mean is v.2_a.13 and perimeter_mean
## 33 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.15 and perimeter_mean
## 34 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.6 and perimeter_mean
## 35 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.8 and perimeter_mean
## 36 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.11 and perimeter_mean
## 37 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.13 and perimeter_mean
## 38 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.6 and perimeter_mean
## 39 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.13 and perimeter_mean
## 40 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.12 and perimeter_mean
## 41 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.5 and perimeter_mean
## 42 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.8 and perimeter_mean
## 43 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.9 and perimeter_mean
## 44 IF radius_mean is v.1_a.10 and texture_mean is v.2_a.12 and perimeter_mean
## 45 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.8 and perimeter_mean
## 46 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.4 and perimeter_mean
## 47 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.9 and perimeter_mean
## 48 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.13 and perimeter_mean
## 49 IF radius_mean is v.1_a.1 and texture_mean is v.2_a.4 and perimeter_mean
## 50 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.10 and perimeter_mean
## 51 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.9 and perimeter_mean
## 52 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.9 and perimeter_mean
## 53 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.6 and perimeter_mean
## 54 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.8 and perimeter_mean
## 55 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.8 and perimeter_mean
## 56 IF radius_mean is v.1_a.12 and texture_mean is v.2_a.9 and perimeter_mean
## 57 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.10 and perimeter_mean
## 58 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.7 and perimeter_mean
## 59 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.10 and perimeter_mean
## 60 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.9 and perimeter_mean
## 61 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.10 and perimeter_mean
## 62 IF radius_mean is v.1_a.2 and texture_mean is v.2_a.6 and perimeter_mean
## 63 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.11 and perimeter_mean
## 64 IF radius_mean is v.1_a.2 and texture_mean is v.2_a.6 and perimeter_mean
## 65 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.7 and perimeter_mean
## 66 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.9 and perimeter_mean
## 67 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.2 and perimeter_mean
## 68 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.7 and perimeter_mean
## 69 IF radius_mean is v.1_a.13 and texture_mean is v.2_a.10 and perimeter_mean
## 70 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.2 and perimeter_mean
## 71 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.6 and perimeter_mean
## 72 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.7 and perimeter_mean
## 73 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.13 and perimeter_mean
## 74 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.9 and perimeter_mean
## 75 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.6 and perimeter_mean
## 76 IF radius_mean is v.1_a.10 and texture_mean is v.2_a.14 and perimeter_mean
## 77 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.4 and perimeter_mean
## 78 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.9 and perimeter_mean
## 79 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.11 and perimeter_mean
## 80 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.4 and perimeter_mean
## 81 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.11 and perimeter_mean
## 82 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.11 and perimeter_mean
## 83 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.7 and perimeter_mean
## 84 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.6 and perimeter_mean
## 85 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.7 and perimeter_mean
## 86 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.4 and perimeter_mean
## 87 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.3 and perimeter_mean
## 88 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.8 and perimeter_mean
## 89 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.7 and perimeter_mean
## 90 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.6 and perimeter_mean
## 91 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.5 and perimeter_mean
## 92 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.5 and perimeter_mean
## 93 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.7 and perimeter_mean
## 94 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.8 and perimeter_mean
## 95 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.5 and perimeter_mean
## 96 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.8 and perimeter_mean
## 97 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.10 and perimeter_mean
## 98 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.6 and perimeter_mean
## 99 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.4 and perimeter_mean
## 100 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.8 and perimeter_mean
## 101 IF radius_mean is v.1_a.8 and texture_mean is v.2_a.10 and perimeter_mean
## 102 IF radius_mean is v.1_a.8 and texture_mean is v.2_a.9 and perimeter_mean
## 103 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.3 and perimeter_mean
## 104 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.4 and perimeter_mean
## 105 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.10 and perimeter_mean
## 106 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.6 and perimeter_mean
## 107 IF radius_mean is v.1_a.10 and texture_mean is v.2_a.8 and perimeter_mean
## 108 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.11 and perimeter_mean
## 109 IF radius_mean is v.1_a.12 and texture_mean is v.2_a.11 and perimeter_mean
## 110 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.9 and perimeter_mean
## 111 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.1 and perimeter_mean
## 112 IF radius_mean is v.1_a.8 and texture_mean is v.2_a.8 and perimeter_mean
## 113 IF radius_mean is v.1_a.8 and texture_mean is v.2_a.13 and perimeter_mean
## 114 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.7 and perimeter_mean
## 115 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.3 and perimeter_mean
## 116 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.9 and perimeter_mean
## 117 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.5 and perimeter_mean
## 118 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.5 and perimeter_mean
## 119 IF radius_mean is v.1_a.2 and texture_mean is v.2_a.5 and perimeter_mean
## 120 IF radius_mean is v.1_a.8 and texture_mean is v.2_a.9 and perimeter_mean
## 121 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.11 and perimeter_mean
## 122 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.4 and perimeter_mean
## 123 IF radius_mean is v.1_a.15 and texture_mean is v.2_a.11 and perimeter_mean
## 124 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.11 and perimeter_mean
## 125 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.5 and perimeter_mean
## 126 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.8 and perimeter_mean
## 127 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.7 and perimeter_mean
## 128 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.7 and perimeter_mean
## 129 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.6 and perimeter_mean
## 130 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.12 and perimeter_mean
## 131 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.11 and perimeter_mean
## 132 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.8 and perimeter_mean
## 133 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.15 and perimeter_mean
## 134 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.12 and perimeter_mean
## 135 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.6 and perimeter_mean
## 136 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.11 and perimeter_mean
## 137 IF radius_mean is v.1_a.9 and texture_mean is v.2_a.11 and perimeter_mean
## 138 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.10 and perimeter_mean
## 139 IF radius_mean is v.1_a.6 and texture_mean is v.2_a.11 and perimeter_mean
## 140 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.9 and perimeter_mean
## 141 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.6 and perimeter_mean
## 142 IF radius_mean is v.1_a.8 and texture_mean is v.2_a.13 and perimeter_mean
## 143 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.5 and perimeter_mean
## 144 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.3 and perimeter_mean
## 145 IF radius_mean is v.1_a.5 and texture_mean is v.2_a.11 and perimeter_mean
## 146 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.10 and perimeter_mean
## 147 IF radius_mean is v.1_a.4 and texture_mean is v.2_a.9 and perimeter_mean
## 148 IF radius_mean is v.1_a.11 and texture_mean is v.2_a.15 and perimeter_mean
## 149 IF radius_mean is v.1_a.2 and texture_mean is v.2_a.10 and perimeter_mean
## 150 IF radius_mean is v.1_a.7 and texture_mean is v.2_a.12 and perimeter_mean
## 151 IF radius_mean is v.1_a.3 and texture_mean is v.2_a.8 and perimeter_mean
## V11 V12 V13 V14 V15 V16 V17 V18 V19 V20
## 1 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.5
## 2 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.5
## 3 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.3
## 4 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.4
## 5 is v.3_a.9 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.10
## 6 is v.3_a.6 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.6
## 7 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 8 is v.3_a.9 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.8
## 9 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.10
## 10 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.4
## 11 is v.3_a.2 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.7
## 12 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.10
## 13 is v.3_a.2 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.12
## 14 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.8
## 15 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.4
## 16 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.9
## 17 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.10
## 18 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.8
## 19 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.9
## 20 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 21 is v.3_a.9 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.6
## 22 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.7
## 23 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.8
## 24 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.6
## 25 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.6
## 26 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.12
## 27 is v.3_a.9 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.8
## 28 is v.3_a.11 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.12
## 29 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 30 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.9
## 31 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.9
## 32 is v.3_a.14 and area_mean is v.4_a.13 and smoothness_mean is v.5_a.8
## 33 is v.3_a.10 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.11
## 34 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 35 is v.3_a.9 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.7
## 36 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.6
## 37 is v.3_a.9 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.6
## 38 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.10
## 39 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.6
## 40 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.6
## 41 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.3
## 42 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.8
## 43 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.8
## 44 is v.3_a.10 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.6
## 45 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.8
## 46 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.6
## 47 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.7
## 48 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.7
## 49 is v.3_a.1 and area_mean is v.4_a.1 and smoothness_mean is v.5_a.10
## 50 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.4
## 51 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.7
## 52 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.7
## 53 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.14
## 54 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.10
## 55 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.5
## 56 is v.3_a.12 and area_mean is v.4_a.10 and smoothness_mean is v.5_a.13
## 57 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.5
## 58 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.8
## 59 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 60 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.4
## 61 is v.3_a.4 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.9
## 62 is v.3_a.2 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.10
## 63 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 64 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.6
## 65 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.10
## 66 is v.3_a.8 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.5
## 67 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.6
## 68 is v.3_a.9 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.8
## 69 is v.3_a.13 and area_mean is v.4_a.12 and smoothness_mean is v.5_a.15
## 70 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.9
## 71 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.2
## 72 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.5
## 73 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.6
## 74 is v.3_a.9 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.4
## 75 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.10
## 76 is v.3_a.10 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.8
## 77 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.9
## 78 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.9
## 79 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.8
## 80 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.6
## 81 is v.3_a.9 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.6
## 82 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.6
## 83 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.8
## 84 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 85 is v.3_a.6 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.10
## 86 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.10
## 87 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.6
## 88 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.7
## 89 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.9
## 90 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.5
## 91 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.4
## 92 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.10
## 93 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.9
## 94 is v.3_a.6 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.4
## 95 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.7
## 96 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.4
## 97 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.10
## 98 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.9
## 99 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 100 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.5
## 101 is v.3_a.8 and area_mean is v.4_a.6 and smoothness_mean is v.5_a.9
## 102 is v.3_a.8 and area_mean is v.4_a.6 and smoothness_mean is v.5_a.3
## 103 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.6
## 104 is v.3_a.4 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.3
## 105 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.9
## 106 is v.3_a.9 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.5
## 107 is v.3_a.10 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.9
## 108 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.8
## 109 is v.3_a.12 and area_mean is v.4_a.11 and smoothness_mean is v.5_a.5
## 110 is v.3_a.6 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.5
## 111 is v.3_a.4 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.7
## 112 is v.3_a.8 and area_mean is v.4_a.6 and smoothness_mean is v.5_a.5
## 113 is v.3_a.8 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.8
## 114 is v.3_a.6 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.7
## 115 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.8
## 116 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.6
## 117 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 118 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.5
## 119 is v.3_a.2 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.6
## 120 is v.3_a.8 and area_mean is v.4_a.6 and smoothness_mean is v.5_a.7
## 121 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.1
## 122 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.5
## 123 is v.3_a.15 and area_mean is v.4_a.15 and smoothness_mean is v.5_a.9
## 124 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.6
## 125 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.6
## 126 is v.3_a.9 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.5
## 127 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.7
## 128 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.8
## 129 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.4
## 130 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.9
## 131 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.5
## 132 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.2
## 133 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.8
## 134 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.8
## 135 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.4
## 136 is v.3_a.8 and area_mean is v.4_a.7 and smoothness_mean is v.5_a.3
## 137 is v.3_a.9 and area_mean is v.4_a.8 and smoothness_mean is v.5_a.5
## 138 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.7
## 139 is v.3_a.6 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.11
## 140 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.8
## 141 is v.3_a.5 and area_mean is v.4_a.4 and smoothness_mean is v.5_a.6
## 142 is v.3_a.8 and area_mean is v.4_a.6 and smoothness_mean is v.5_a.9
## 143 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.6
## 144 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.12
## 145 is v.3_a.5 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.5
## 146 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.7
## 147 is v.3_a.4 and area_mean is v.4_a.3 and smoothness_mean is v.5_a.4
## 148 is v.3_a.11 and area_mean is v.4_a.9 and smoothness_mean is v.5_a.10
## 149 is v.3_a.2 and area_mean is v.4_a.1 and smoothness_mean is v.5_a.6
## 150 is v.3_a.7 and area_mean is v.4_a.5 and smoothness_mean is v.5_a.10
## 151 is v.3_a.3 and area_mean is v.4_a.2 and smoothness_mean is v.5_a.7
## V21 V22 V23 V24 V25 V26 V27 V28 V29
## 1 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.3 THEN
## 2 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 3 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 4 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 5 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.7 THEN
## 6 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.3 THEN
## 7 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 8 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.5 THEN
## 9 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.5 THEN
## 10 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.1 THEN
## 11 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 12 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.1 THEN
## 13 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 14 and compactness_mean is v.6_a.9 and concavity_mean is v.7_a.8 THEN
## 15 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 16 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.5 THEN
## 17 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.5 THEN
## 18 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 19 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.11 THEN
## 20 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 21 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.5 THEN
## 22 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.4 THEN
## 23 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.4 THEN
## 24 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 25 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.4 THEN
## 26 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.3 THEN
## 27 and compactness_mean is v.6_a.9 and concavity_mean is v.7_a.7 THEN
## 28 and compactness_mean is v.6_a.15 and concavity_mean is v.7_a.13 THEN
## 29 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 30 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 31 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.5 THEN
## 32 and compactness_mean is v.6_a.12 and concavity_mean is v.7_a.12 THEN
## 33 and compactness_mean is v.6_a.8 and concavity_mean is v.7_a.7 THEN
## 34 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 35 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.5 THEN
## 36 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.5 THEN
## 37 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.6 THEN
## 38 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.4 THEN
## 39 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 40 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.5 THEN
## 41 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 42 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 43 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.7 THEN
## 44 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.6 THEN
## 45 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 46 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 47 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.4 THEN
## 48 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.4 THEN
## 49 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.1 THEN
## 50 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 51 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 52 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 53 and compactness_mean is v.6_a.8 and concavity_mean is v.7_a.8 THEN
## 54 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.3 THEN
## 55 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 56 and compactness_mean is v.6_a.12 and concavity_mean is v.7_a.15 THEN
## 57 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.3 THEN
## 58 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 59 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.4 THEN
## 60 and compactness_mean is v.6_a.10 and concavity_mean is v.7_a.11 THEN
## 61 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.3 THEN
## 62 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 63 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 64 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.4 THEN
## 65 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.7 THEN
## 66 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.3 THEN
## 67 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 68 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.6 THEN
## 69 and compactness_mean is v.6_a.12 and concavity_mean is v.7_a.15 THEN
## 70 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.4 THEN
## 71 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.4 THEN
## 72 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.1 THEN
## 73 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 74 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.4 THEN
## 75 and compactness_mean is v.6_a.8 and concavity_mean is v.7_a.5 THEN
## 76 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.9 THEN
## 77 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 78 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.6 THEN
## 79 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.4 THEN
## 80 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 81 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.5 THEN
## 82 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.3 THEN
## 83 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 84 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 85 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.6 THEN
## 86 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.3 THEN
## 87 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.1 THEN
## 88 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.4 THEN
## 89 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 90 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 91 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 92 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.2 THEN
## 93 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.6 THEN
## 94 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.4 THEN
## 95 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.4 THEN
## 96 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 97 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 98 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.14 THEN
## 99 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 100 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 101 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.7 THEN
## 102 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.3 THEN
## 103 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 104 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.1 THEN
## 105 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.3 THEN
## 106 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.5 THEN
## 107 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.9 THEN
## 108 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.3 THEN
## 109 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.5 THEN
## 110 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 111 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 112 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.4 THEN
## 113 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.8 THEN
## 114 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.2 THEN
## 115 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 116 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.3 THEN
## 117 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 118 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.1 THEN
## 119 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.1 THEN
## 120 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.7 THEN
## 121 and compactness_mean is v.6_a.1 and concavity_mean is v.7_a.1 THEN
## 122 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.1 THEN
## 123 and compactness_mean is v.6_a.8 and concavity_mean is v.7_a.10 THEN
## 124 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.3 THEN
## 125 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.1 THEN
## 126 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.4 THEN
## 127 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 128 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 129 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 130 and compactness_mean is v.6_a.11 and concavity_mean is v.7_a.7 THEN
## 131 and compactness_mean is v.6_a.3 and concavity_mean is v.7_a.2 THEN
## 132 and compactness_mean is v.6_a.1 and concavity_mean is v.7_a.1 THEN
## 133 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.5 THEN
## 134 and compactness_mean is v.6_a.9 and concavity_mean is v.7_a.7 THEN
## 135 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 136 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.5 THEN
## 137 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.5 THEN
## 138 and compactness_mean is v.6_a.5 and concavity_mean is v.7_a.5 THEN
## 139 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.6 THEN
## 140 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.1 THEN
## 141 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.4 THEN
## 142 and compactness_mean is v.6_a.8 and concavity_mean is v.7_a.7 THEN
## 143 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 144 and compactness_mean is v.6_a.7 and concavity_mean is v.7_a.8 THEN
## 145 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 146 and compactness_mean is v.6_a.4 and concavity_mean is v.7_a.3 THEN
## 147 and compactness_mean is v.6_a.2 and concavity_mean is v.7_a.2 THEN
## 148 and compactness_mean is v.6_a.12 and concavity_mean is v.7_a.9 THEN
## 149 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.5 THEN
## 150 and compactness_mean is v.6_a.8 and concavity_mean is v.7_a.8 THEN
## 151 and compactness_mean is v.6_a.6 and concavity_mean is v.7_a.5 THEN
## V30 V31 V32
## 1 concave_points_mean is c.3
## 2 concave_points_mean is c.2
## 3 concave_points_mean is c.2
## 4 concave_points_mean is c.2
## 5 concave_points_mean is c.8
## 6 concave_points_mean is c.3
## 7 concave_points_mean is c.3
## 8 concave_points_mean is c.7
## 9 concave_points_mean is c.7
## 10 concave_points_mean is c.1
## 11 concave_points_mean is c.2
## 12 concave_points_mean is c.2
## 13 concave_points_mean is c.2
## 14 concave_points_mean is c.7
## 15 concave_points_mean is c.3
## 16 concave_points_mean is c.6
## 17 concave_points_mean is c.7
## 18 concave_points_mean is c.2
## 19 concave_points_mean is c.4
## 20 concave_points_mean is c.3
## 21 concave_points_mean is c.7
## 22 concave_points_mean is c.3
## 23 concave_points_mean is c.5
## 24 concave_points_mean is c.3
## 25 concave_points_mean is c.6
## 26 concave_points_mean is c.6
## 27 concave_points_mean is c.9
## 28 concave_points_mean is c.12
## 29 concave_points_mean is c.3
## 30 concave_points_mean is c.3
## 31 concave_points_mean is c.6
## 32 concave_points_mean is c.14
## 33 concave_points_mean is c.11
## 34 concave_points_mean is c.2
## 35 concave_points_mean is c.7
## 36 concave_points_mean is c.4
## 37 concave_points_mean is c.7
## 38 concave_points_mean is c.6
## 39 concave_points_mean is c.3
## 40 concave_points_mean is c.6
## 41 concave_points_mean is c.3
## 42 concave_points_mean is c.3
## 43 concave_points_mean is c.7
## 44 concave_points_mean is c.7
## 45 concave_points_mean is c.3
## 46 concave_points_mean is c.3
## 47 concave_points_mean is c.5
## 48 concave_points_mean is c.4
## 49 concave_points_mean is c.1
## 50 concave_points_mean is c.2
## 51 concave_points_mean is c.3
## 52 concave_points_mean is c.2
## 53 concave_points_mean is c.8
## 54 concave_points_mean is c.3
## 55 concave_points_mean is c.2
## 56 concave_points_mean is c.14
## 57 concave_points_mean is c.2
## 58 concave_points_mean is c.2
## 59 concave_points_mean is c.5
## 60 concave_points_mean is c.6
## 61 concave_points_mean is c.3
## 62 concave_points_mean is c.2
## 63 concave_points_mean is c.2
## 64 concave_points_mean is c.3
## 65 concave_points_mean is c.7
## 66 concave_points_mean is c.5
## 67 concave_points_mean is c.3
## 68 concave_points_mean is c.7
## 69 concave_points_mean is c.15
## 70 concave_points_mean is c.5
## 71 concave_points_mean is c.3
## 72 concave_points_mean is c.2
## 73 concave_points_mean is c.3
## 74 concave_points_mean is c.5
## 75 concave_points_mean is c.7
## 76 concave_points_mean is c.9
## 77 concave_points_mean is c.3
## 78 concave_points_mean is c.7
## 79 concave_points_mean is c.5
## 80 concave_points_mean is c.5
## 81 concave_points_mean is c.6
## 82 concave_points_mean is c.3
## 83 concave_points_mean is c.3
## 84 concave_points_mean is c.3
## 85 concave_points_mean is c.7
## 86 concave_points_mean is c.4
## 87 concave_points_mean is c.1
## 88 concave_points_mean is c.5
## 89 concave_points_mean is c.2
## 90 concave_points_mean is c.3
## 91 concave_points_mean is c.2
## 92 concave_points_mean is c.3
## 93 concave_points_mean is c.6
## 94 concave_points_mean is c.3
## 95 concave_points_mean is c.5
## 96 concave_points_mean is c.2
## 97 concave_points_mean is c.3
## 98 concave_points_mean is c.6
## 99 concave_points_mean is c.2
## 100 concave_points_mean is c.3
## 101 concave_points_mean is c.8
## 102 concave_points_mean is c.3
## 103 concave_points_mean is c.2
## 104 concave_points_mean is c.1
## 105 concave_points_mean is c.4
## 106 concave_points_mean is c.8
## 107 concave_points_mean is c.10
## 108 concave_points_mean is c.3
## 109 concave_points_mean is c.8
## 110 concave_points_mean is c.2
## 111 concave_points_mean is c.2
## 112 concave_points_mean is c.6
## 113 concave_points_mean is c.8
## 114 concave_points_mean is c.4
## 115 concave_points_mean is c.4
## 116 concave_points_mean is c.3
## 117 concave_points_mean is c.3
## 118 concave_points_mean is c.1
## 119 concave_points_mean is c.1
## 120 concave_points_mean is c.7
## 121 concave_points_mean is c.1
## 122 concave_points_mean is c.2
## 123 concave_points_mean is c.14
## 124 concave_points_mean is c.3
## 125 concave_points_mean is c.1
## 126 concave_points_mean is c.5
## 127 concave_points_mean is c.3
## 128 concave_points_mean is c.2
## 129 concave_points_mean is c.2
## 130 concave_points_mean is c.6
## 131 concave_points_mean is c.3
## 132 concave_points_mean is c.1
## 133 concave_points_mean is c.4
## 134 concave_points_mean is c.7
## 135 concave_points_mean is c.3
## 136 concave_points_mean is c.5
## 137 concave_points_mean is c.6
## 138 concave_points_mean is c.5
## 139 concave_points_mean is c.6
## 140 concave_points_mean is c.2
## 141 concave_points_mean is c.3
## 142 concave_points_mean is c.7
## 143 concave_points_mean is c.3
## 144 concave_points_mean is c.9
## 145 concave_points_mean is c.4
## 146 concave_points_mean is c.5
## 147 concave_points_mean is c.3
## 148 concave_points_mean is c.11
## 149 concave_points_mean is c.3
## 150 concave_points_mean is c.8
## 151 concave_points_mean is c.4pred <- predict(object.reg, testing)## [1] "note: Some of your new data are out of the previously specified range"
## [1] "note: Some of your new data are out of the previously specified range"
## [1] "note: Some of your new data are out of the previously specified range"
## [1] "note: Some of your new data are out of the previously specified range"
## [1] "note: Some of your new data are out of the previously specified range"str(pred)## num [1:369, 1] 0.0288 0.0689 0.1868 0.0719 0.057 ...str(data_research)## tibble [369 × 3] (S3: tbl_df/tbl/data.frame)
## $ radius_mean : num [1:369] 12.2 17.5 23.3 13.8 12.5 ...
## $ concave_points_mean: num [1:369] 0.0411 0.0749 0.162 0.0918 0.0382 ...
## $ predict : num [1:369, 1] 0.0288 0.0689 0.1868 0.0719 0.057 ...data_research$predict <- pred
data_research## # A tibble: 369 × 3
## radius_mean concave_points_mean predict[,1]
## <dbl> <dbl> <dbl>
## 1 12.2 0.0411 0.0288
## 2 17.5 0.0749 0.0689
## 3 23.3 0.162 0.187
## 4 13.8 0.0918 0.0719
## 5 12.5 0.0382 0.0570
## 6 15.1 0.0408 0.0520
## 7 9.88 0.0195 0.0173
## 8 17.0 0.0539 0.0651
## 9 13.1 0.0510 0.0484
## 10 15.3 0.0316 0.0453
## # … with 359 more rowsR Markdown
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