#Load Libraries
library(readxl)
## Warning: package 'readxl' was built under R version 4.5.3
library(rpart)
## Warning: package 'rpart' was built under R version 4.5.3
library(rpart.plot)
## Warning: package 'rpart.plot' was built under R version 4.5.3
library(cluster)
## Warning: package 'cluster' was built under R version 4.5.3
library(factoextra)
## Loading required package: ggplot2
## Welcome to factoextra!
## Want to learn more? See two factoextra-related books at https://www.datanovia.com/en/product/practical-guide-to-principal-component-methods-in-r/
library(readxl)
BasketData_C2 <- read_excel("BasketData_C2.xls")
Demographics_C2 <- read_excel("Demographics_C2.xls")
MergedData <- merge(Demographics_C2, BasketData_C2, by="Subject ID")
names(MergedData) <- make.names(names(MergedData))
summary(MergedData)
## Subject.ID Gender Age Partner.
## Length:17486 Length:17486 Min. : 2.00 Length:17486
## Class :character Class :character 1st Qu.:23.00 Class :character
## Mode :character Mode :character Median :29.00 Mode :character
## Mean :29.29
## 3rd Qu.:35.00
## Max. :58.00
## Dependant. Tenure Deprivation.Index Basket.Size
## Length:17486 Length:17486 Min. : 1.0 Min. : 1.000
## Class :character Class :character 1st Qu.: 76.0 1st Qu.: 4.000
## Mode :character Mode :character Median :113.0 Median : 8.000
## Mean :112.8 Mean : 8.976
## 3rd Qu.:150.0 3rd Qu.:14.000
## Max. :225.0 Max. :20.000
## Basket.Value Payment Express.Delivery
## Min. : 8.00 Length:17486 Length:17486
## 1st Qu.:38.43 Class :character Class :character
## Median :53.16 Mode :character Mode :character
## Mean :51.34
## 3rd Qu.:68.58
## Max. :95.20
## Date
## Min. :2024-06-01 00:00:00
## 1st Qu.:2024-07-24 19:01:12
## Median :2024-09-15 23:38:24
## Mean :2024-09-15 19:47:25
## 3rd Qu.:2024-11-07 20:49:12
## Max. :2024-12-31 00:00:00
table(MergedData$Gender)
##
## Female femase mald Male Other
## 7059 892 918 6886 1731
table(MergedData$Age)
##
## 2 3 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
## 9 3 2 3 5 24 25 69 37 73 191 196 237 275 343 460 481 641 696 657
## 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43
## 712 825 803 886 787 810 749 800 777 580 662 642 550 577 558 405 337 265 271 262
## 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58
## 187 146 138 88 81 42 31 17 21 11 7 11 9 3 9
table(MergedData$`Partner?`)
## < table of extent 0 >
table(MergedData$`Dependant?`)
## < table of extent 0 >
table(MergedData$Tenure)
##
## No Nox Yes
## 7838 1895 7753
table(MergedData$`Deprivation Index`)
## < table of extent 0 >
table(MergedData$Basket.Size)
##
## 1 2 3 4 5 6 7 8 10 11 12 13 14 15 16 17
## 1286 1251 1242 1262 1219 1200 1273 1266 699 688 694 685 663 690 668 666
## 18 19 20
## 695 657 682
table(MergedData$Basket.Value)
##
## 8 8.01 8.02 8.03 8.04 8.05 8.06 8.07 8.09 8.1 8.11 8.12 8.14
## 2 10 5 2 2 3 4 7 2 4 4 2 2
## 8.15 8.16 8.17 8.19 8.2 8.21 8.22 8.23 8.24 8.25 8.26 8.27 8.28
## 3 3 2 3 5 3 2 1 4 3 3 3 2
## 8.29 8.3 8.31 8.32 8.33 8.34 8.35 8.36 8.37 8.38 8.39 8.4 8.41
## 1 7 1 5 7 4 5 5 2 2 5 3 2
## 8.42 8.43 8.44 8.45 8.46 8.47 8.48 8.49 8.5 8.51 8.52 8.53 8.54
## 4 1 5 5 8 4 3 2 4 4 5 3 2
## 8.55 8.56 8.57 8.58 8.59 8.6 8.61 8.63 8.64 8.65 8.66 8.67 8.68
## 3 3 3 3 2 2 5 2 5 5 3 2 4
## 8.69 8.7 8.71 8.72 8.73 8.74 8.75 8.76 8.77 8.78 8.79 8.8 8.81
## 1 3 4 2 2 1 2 4 3 6 1 1 2
## 8.82 8.83 8.84 8.85 8.86 8.87 8.88 8.89 8.9 8.91 8.92 8.93 8.94
## 1 4 2 1 6 3 3 3 3 3 2 4 6
## 8.95 8.97 8.98 8.99 9 9.01 9.02 9.03 9.04 9.05 9.06 9.07 9.08
## 7 5 3 2 2 5 3 4 1 2 4 3 2
## 9.09 9.1 9.11 9.12 9.13 9.14 9.15 9.16 9.17 9.18 9.19 9.2 9.22
## 2 4 2 3 4 2 5 2 4 2 5 4 3
## 9.23 9.24 9.25 9.27 9.28 9.29 9.3 9.31 9.32 9.33 9.34 9.35 9.36
## 4 2 2 4 5 2 1 2 2 1 2 4 2
## 9.37 9.38 9.39 9.4 9.41 9.42 9.43 9.44 9.45 9.46 9.47 9.48 9.49
## 5 2 6 3 4 9 1 1 3 3 3 4 1
## 9.5 9.51 9.52 9.53 9.54 9.55 9.56 9.57 9.58 9.59 9.6 9.61 9.62
## 2 4 3 1 3 1 2 2 6 2 3 2 4
## 9.63 9.64 9.65 9.66 9.67 9.68 9.69 9.7 9.71 9.72 9.73 9.74 9.75
## 4 6 3 3 6 2 4 3 5 4 4 4 2
## 9.76 9.77 9.78 9.79 9.8 9.81 9.82 9.83 9.84 9.85 9.86 9.87 9.88
## 4 2 3 4 5 2 2 5 1 8 4 2 1
## 9.89 9.9 9.91 9.92 9.93 9.94 9.95 9.96 9.97 9.98 9.99 10 10.01
## 4 4 3 9 2 1 4 2 4 4 3 2 5
## 10.02 10.03 10.05 10.06 10.07 10.08 10.09 10.1 10.11 10.12 10.13 10.14 10.15
## 8 2 4 4 4 1 3 3 4 2 2 3 1
## 10.16 10.17 10.18 10.2 10.21 10.22 10.23 10.24 10.25 10.26 10.27 10.28 10.29
## 3 6 1 2 3 3 1 4 2 4 3 2 5
## 10.3 10.31 10.32 10.33 10.34 10.35 10.36 10.37 10.38 10.39 10.4 10.41 10.42
## 5 4 3 4 5 3 6 7 2 3 3 1 4
## 10.43 10.44 10.45 10.46 10.47 10.48 10.49 10.5 10.51 10.52 10.53 10.54 10.55
## 6 5 3 4 1 1 2 7 3 4 9 3 1
## 10.56 10.57 10.58 10.59 10.6 10.61 10.62 10.63 10.64 10.65 10.67 10.68 10.69
## 2 2 2 7 4 4 6 2 2 1 5 2 3
## 10.7 10.71 10.72 10.73 10.76 10.78 10.79 10.8 10.81 10.82 10.83 10.84 10.85
## 1 4 3 1 5 3 4 5 3 4 4 6 6
## 10.86 10.87 10.88 10.89 10.9 10.92 10.93 10.94 10.95 10.96 10.97 10.98 10.99
## 2 6 2 5 1 3 3 2 3 3 1 5 4
## 11 11.01 11.02 11.03 11.05 11.06 11.07 11.08 11.09 11.1 11.11 11.12 11.13
## 4 3 2 4 2 2 6 3 4 4 4 1 2
## 11.14 11.15 11.16 11.17 11.18 11.19 11.2 11.21 11.22 11.23 11.24 11.25 11.26
## 3 3 6 4 5 4 4 5 3 1 4 3 2
## 11.27 11.28 11.29 11.3 11.31 11.32 11.33 11.34 11.35 11.36 11.38 11.39 11.4
## 4 6 5 4 3 4 2 4 3 3 3 1 4
## 11.41 11.42 11.43 11.44 11.45 11.46 11.47 11.48 11.49 11.5 11.51 11.52 11.53
## 2 3 3 3 3 4 6 6 3 4 8 3 4
## 11.54 11.55 11.56 11.57 11.58 11.59 11.6 11.61 11.62 11.64 11.65 11.66 11.67
## 3 1 3 2 4 6 5 2 3 2 2 3 2
## 11.68 11.7 11.71 11.72 11.73 11.74 11.75 11.76 11.77 11.78 11.79 11.8 11.81
## 2 2 1 5 5 2 5 6 2 6 3 5 4
## 11.83 11.84 11.85 11.86 11.87 11.88 11.89 11.9 11.91 11.92 11.93 11.94 11.95
## 4 4 2 6 3 6 4 2 2 2 2 8 1
## 11.96 11.97 11.98 11.99 12 16.1 16.18 16.27 16.28 16.29 16.3 16.33 16.36
## 5 4 6 4 1 1 1 1 1 1 1 1 1
## 16.37 16.4 16.41 16.42 16.52 16.54 16.57 16.58 16.6 16.64 16.65 16.66 16.7
## 1 1 1 1 1 1 1 1 1 1 1 2 1
## 16.72 16.74 16.81 16.85 16.86 16.89 16.91 16.97 16.99 17 17.01 17.02 17.03
## 2 1 2 2 1 1 1 1 1 2 1 3 3
## 17.06 17.07 17.09 17.1 17.11 17.13 17.15 17.16 17.17 17.18 17.19 17.2 17.23
## 1 1 1 3 1 1 3 1 1 1 1 1 1
## 17.24 17.25 17.26 17.27 17.28 17.29 17.3 17.31 17.34 17.35 17.37 17.4 17.41
## 2 1 2 1 3 2 1 1 2 1 1 1 1
## 17.43 17.44 17.46 17.47 17.48 17.49 17.51 17.53 17.54 17.57 17.58 17.59 17.6
## 1 4 3 3 1 1 5 4 1 1 2 1 1
## 17.61 17.63 17.64 17.65 17.66 17.67 17.7 17.71 17.72 17.74 17.75 17.76 17.77
## 2 1 1 2 5 1 2 1 1 3 2 2 2
## 17.78 17.79 17.84 17.86 17.87 17.88 17.9 17.91 17.93 17.94 17.96 17.97 17.98
## 2 2 3 2 2 1 1 1 1 1 2 1 1
## 18.01 18.02 18.03 18.04 18.05 18.06 18.08 18.1 18.11 18.12 18.13 18.14 18.16
## 1 2 2 1 2 2 5 1 1 3 1 2 2
## 18.17 18.18 18.19 18.21 18.22 18.23 18.24 18.25 18.26 18.27 18.28 18.29 18.3
## 1 1 1 4 2 5 1 3 3 1 1 1 3
## 18.31 18.32 18.33 18.35 18.36 18.37 18.38 18.39 18.4 18.41 18.42 18.43 18.44
## 1 2 2 2 4 2 2 4 2 2 1 3 3
## 18.45 18.46 18.49 18.51 18.52 18.53 18.55 18.56 18.57 18.58 18.59 18.6 18.61
## 3 2 1 3 3 3 1 1 3 2 1 2 2
## 18.62 18.63 18.64 18.65 18.66 18.67 18.68 18.69 18.7 18.72 18.73 18.74 18.75
## 5 2 1 1 1 2 1 5 1 2 3 1 1
## 18.76 18.77 18.8 18.81 18.82 18.83 18.84 18.85 18.86 18.88 18.89 18.9 18.92
## 5 1 1 2 2 1 1 5 2 1 2 3 1
## 18.93 18.94 18.95 18.96 18.97 18.98 18.99 19 19.01 19.02 19.03 19.04 19.05
## 2 3 5 3 2 4 1 2 5 2 1 3 3
## 19.06 19.07 19.08 19.09 19.1 19.11 19.12 19.13 19.14 19.15 19.16 19.17 19.18
## 3 2 5 2 3 4 1 1 3 1 2 3 1
## 19.19 19.2 19.21 19.22 19.23 19.24 19.25 19.26 19.27 19.28 19.29 19.32 19.33
## 3 2 6 1 3 7 5 1 2 1 2 3 2
## 19.34 19.36 19.37 19.38 19.39 19.4 19.41 19.42 19.43 19.44 19.46 19.47 19.48
## 3 2 5 2 2 3 2 2 3 5 1 4 7
## 19.49 19.5 19.51 19.52 19.53 19.54 19.55 19.56 19.57 19.58 19.59 19.6 19.61
## 2 1 3 1 2 2 1 2 4 7 2 3 4
## 19.62 19.63 19.64 19.65 19.66 19.67 19.69 19.7 19.71 19.72 19.73 19.74 19.75
## 4 5 4 2 2 2 3 5 4 1 3 4 1
## 19.76 19.77 19.78 19.79 19.8 19.81 19.82 19.83 19.84 19.85 19.86 19.87 19.88
## 4 4 3 3 2 2 3 5 4 2 1 3 1
## 19.89 19.9 19.91 19.92 19.93 19.94 19.95 19.97 19.98 19.99 20 20.01 20.02
## 5 2 3 6 2 2 1 4 2 2 1 4 1
## 20.03 20.04 20.05 20.06 20.07 20.08 20.09 20.11 20.12 20.13 20.14 20.15 20.16
## 1 2 2 3 2 3 1 3 3 6 5 1 6
## 20.17 20.18 20.19 20.2 20.21 20.22 20.23 20.24 20.25 20.26 20.27 20.28 20.29
## 4 2 2 2 3 3 4 6 3 3 1 4 2
## 20.3 20.31 20.32 20.33 20.34 20.35 20.36 20.37 20.38 20.39 20.4 20.41 20.42
## 1 4 1 6 3 5 4 4 4 7 4 5 4
## 20.43 20.44 20.45 20.46 20.47 20.48 20.49 20.5 20.51 20.52 20.53 20.54 20.55
## 1 2 3 4 5 4 2 3 1 6 5 2 2
## 20.56 20.57 20.58 20.59 20.6 20.61 20.62 20.63 20.64 20.65 20.66 20.67 20.68
## 3 5 2 3 2 2 2 3 2 2 4 2 3
## 20.69 20.7 20.71 20.72 20.73 20.74 20.75 20.76 20.77 20.78 20.79 20.8 20.82
## 5 4 2 3 3 2 2 2 2 4 3 7 3
## 20.83 20.84 20.85 20.86 20.87 20.88 20.89 20.9 20.91 20.92 20.93 20.94 20.96
## 2 5 2 1 3 2 4 2 2 6 4 5 1
## 20.97 20.98 20.99 21 21.01 21.03 21.04 21.05 21.06 21.07 21.08 21.09 21.1
## 4 2 1 1 3 1 3 1 4 5 2 2 1
## 21.11 21.13 21.14 21.15 21.16 21.17 21.18 21.19 21.2 21.21 21.22 21.23 21.24
## 4 1 1 2 4 5 1 1 1 2 3 4 1
## 21.25 21.26 21.27 21.28 21.29 21.3 21.32 21.33 21.34 21.36 21.37 21.38 21.39
## 4 4 2 1 5 2 1 4 3 1 6 2 2
## 21.4 21.41 21.42 21.43 21.44 21.45 21.46 21.47 21.48 21.49 21.5 21.52 21.55
## 4 1 4 1 2 1 2 5 4 2 1 7 1
## 21.56 21.57 21.59 21.6 21.61 21.62 21.63 21.64 21.65 21.66 21.67 21.69 21.7
## 2 2 3 2 3 2 1 1 1 2 2 1 2
## 21.71 21.72 21.73 21.74 21.75 21.76 21.77 21.78 21.79 21.8 21.81 21.82 21.83
## 2 3 1 1 4 2 2 2 1 3 2 1 4
## 21.85 21.88 21.91 21.92 21.93 21.94 21.95 21.96 21.97 21.98 21.99 22.01 22.02
## 2 1 2 1 3 1 1 4 2 3 3 2 3
## 22.03 22.04 22.06 22.07 22.08 22.09 22.11 22.12 22.13 22.14 22.15 22.17 22.18
## 2 1 3 3 1 1 2 1 3 2 2 1 1
## 22.19 22.2 22.21 22.23 22.25 22.26 22.27 22.3 22.31 22.32 22.33 22.34 22.35
## 1 1 1 1 2 1 2 1 2 2 1 1 1
## 22.36 22.37 22.38 22.4 22.41 22.44 22.45 22.46 22.47 22.48 22.49 22.51 22.53
## 4 2 2 2 1 4 1 1 1 1 1 4 2
## 22.54 22.55 22.56 22.57 22.58 22.59 22.6 22.61 22.62 22.63 22.66 22.67 22.69
## 1 1 1 1 2 3 1 1 1 2 1 1 2
## 22.7 22.71 22.72 22.75 22.76 22.77 22.78 22.82 22.85 22.87 22.88 22.89 22.92
## 2 1 1 2 1 1 1 1 2 1 1 1 3
## 22.94 22.95 22.96 22.97 23.01 23.02 23.05 23.1 23.13 23.14 23.15 23.17 23.18
## 1 4 1 2 1 1 1 2 1 2 1 1 1
## 23.2 23.25 23.26 23.29 23.31 23.34 23.37 23.38 23.39 23.48 23.5 23.53 23.54
## 1 2 1 2 1 1 1 2 1 2 1 1 1
## 23.57 23.59 23.66 23.72 23.73 23.74 23.85 23.95 23.97 24.73 24.75 24.82 24.85
## 1 1 1 1 1 1 1 1 2 1 1 1 1
## 25.01 25.09 25.17 25.31 25.35 25.45 25.46 25.52 25.67 25.69 25.7 25.71 25.75
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 25.79 25.82 25.88 25.91 25.92 25.93 25.98 26.01 26.1 26.11 26.12 26.13 26.14
## 1 1 1 1 1 1 2 1 1 1 1 1 1
## 26.16 26.18 26.2 26.21 26.22 26.24 26.28 26.36 26.38 26.41 26.43 26.44 26.46
## 2 1 1 1 1 2 1 1 2 1 1 1 1
## 26.47 26.48 26.49 26.5 26.52 26.56 26.57 26.59 26.6 26.64 26.65 26.66 26.68
## 1 1 2 2 2 3 1 1 1 1 1 1 1
## 26.71 26.73 26.74 26.75 26.77 26.78 26.79 26.83 26.9 26.91 26.94 26.95 26.98
## 1 1 2 1 1 1 2 2 1 2 2 2 1
## 26.99 27 27.01 27.02 27.03 27.04 27.05 27.06 27.1 27.11 27.18 27.2 27.22
## 1 2 1 2 1 2 1 2 3 1 2 1 1
## 27.23 27.24 27.27 27.28 27.29 27.3 27.32 27.34 27.36 27.37 27.38 27.39 27.4
## 2 2 1 2 5 1 2 3 1 1 2 3 1
## 27.42 27.43 27.44 27.45 27.46 27.47 27.48 27.49 27.52 27.53 27.54 27.55 27.56
## 2 1 1 2 2 1 1 2 1 1 1 1 2
## 27.58 27.59 27.6 27.61 27.62 27.63 27.64 27.65 27.66 27.67 27.69 27.7 27.71
## 2 1 1 1 3 3 1 1 1 1 3 3 1
## 27.72 27.73 27.74 27.75 27.76 27.77 27.78 27.8 27.82 27.83 27.85 27.87 27.88
## 1 1 1 1 2 2 1 2 1 1 3 1 1
## 27.89 27.9 27.91 27.92 27.93 27.94 27.95 27.97 27.98 27.99 28 28.01 28.02
## 1 1 1 2 1 3 2 1 1 1 3 2 3
## 28.03 28.05 28.06 28.07 28.08 28.09 28.1 28.11 28.12 28.14 28.15 28.17 28.18
## 2 2 1 2 3 3 1 2 1 1 1 2 3
## 28.21 28.23 28.25 28.26 28.27 28.28 28.29 28.3 28.31 28.32 28.33 28.34 28.35
## 2 1 1 3 2 2 4 4 2 2 5 1 4
## 28.36 28.37 28.39 28.4 28.43 28.44 28.45 28.46 28.47 28.48 28.49 28.5 28.51
## 2 1 4 3 4 1 2 5 4 1 1 3 1
## 28.53 28.54 28.55 28.56 28.58 28.59 28.6 28.61 28.62 28.63 28.64 28.65 28.66
## 2 5 2 3 3 2 3 2 2 3 2 3 2
## 28.67 28.68 28.71 28.72 28.73 28.74 28.75 28.76 28.78 28.79 28.8 28.82 28.83
## 4 4 1 1 2 3 2 2 2 4 1 2 2
## 28.84 28.85 28.86 28.87 28.88 28.89 28.91 28.92 28.93 28.95 28.96 28.97 28.99
## 3 2 1 3 3 2 3 1 1 3 1 4 1
## 29 29.01 29.02 29.03 29.04 29.05 29.07 29.08 29.09 29.1 29.11 29.13 29.14
## 1 2 3 2 3 3 7 4 2 3 2 3 2
## 29.15 29.16 29.17 29.18 29.19 29.2 29.21 29.23 29.24 29.25 29.26 29.27 29.28
## 2 3 5 2 1 3 2 3 5 2 2 4 3
## 29.3 29.31 29.32 29.33 29.34 29.35 29.36 29.37 29.38 29.39 29.4 29.41 29.42
## 4 1 5 2 3 1 1 1 1 1 4 2 1
## 29.43 29.44 29.45 29.46 29.47 29.48 29.5 29.51 29.53 29.54 29.55 29.56 29.57
## 3 4 3 4 3 1 4 1 3 1 1 1 4
## 29.58 29.59 29.6 29.61 29.62 29.63 29.64 29.67 29.68 29.69 29.7 29.71 29.72
## 2 3 5 3 1 3 2 4 4 2 5 2 4
## 29.73 29.75 29.76 29.77 29.78 29.79 29.8 29.81 29.82 29.84 29.85 29.86 29.87
## 2 3 3 3 1 2 1 1 3 3 1 2 6
## 29.88 29.89 29.9 29.91 29.92 29.93 29.94 29.95 29.96 29.98 29.99 30 30.02
## 1 2 3 4 2 2 3 3 2 3 3 1 3
## 30.03 30.04 30.05 30.06 30.07 30.08 30.09 30.1 30.11 30.12 30.13 30.14 30.15
## 2 4 3 1 1 3 3 2 2 1 4 3 3
## 30.16 30.17 30.18 30.19 30.2 30.21 30.22 30.24 30.25 30.26 30.28 30.29 30.31
## 1 1 7 3 2 4 2 1 3 1 3 1 4
## 30.32 30.33 30.34 30.35 30.36 30.37 30.38 30.39 30.4 30.41 30.42 30.43 30.44
## 3 1 4 3 4 2 1 4 2 1 3 3 3
## 30.45 30.46 30.47 30.49 30.5 30.51 30.52 30.53 30.54 30.55 30.56 30.57 30.58
## 4 3 1 2 1 2 1 2 1 6 1 3 1
## 30.59 30.6 30.62 30.63 30.64 30.65 30.66 30.67 30.68 30.69 30.7 30.71 30.72
## 2 1 1 4 1 1 1 4 4 3 4 2 5
## 30.73 30.74 30.77 30.78 30.79 30.8 30.81 30.82 30.83 30.84 30.85 30.86 30.87
## 3 3 3 4 2 3 4 3 1 1 3 3 4
## 30.88 30.89 30.9 30.91 30.92 30.93 30.94 30.95 30.96 30.97 30.98 30.99 31.01
## 3 3 2 1 3 3 2 1 2 2 2 2 3
## 31.02 31.03 31.04 31.05 31.06 31.07 31.08 31.09 31.1 31.11 31.12 31.13 31.14
## 4 5 3 5 1 1 5 1 4 7 1 4 1
## 31.15 31.17 31.18 31.19 31.2 31.21 31.22 31.23 31.24 31.25 31.26 31.28 31.29
## 1 1 3 2 1 2 3 1 2 2 3 1 3
## 31.3 31.31 31.32 31.33 31.34 31.35 31.36 31.37 31.38 31.39 31.41 31.42 31.43
## 2 2 5 3 3 1 3 1 1 2 2 1 2
## 31.44 31.45 31.46 31.47 31.48 31.49 31.51 31.53 31.55 31.56 31.58 31.59 31.6
## 2 1 1 2 2 1 2 2 2 3 2 1 2
## 31.61 31.65 31.67 31.68 31.69 31.7 31.71 31.72 31.73 31.74 31.76 31.77 31.8
## 2 3 3 2 1 1 3 2 1 3 1 2 1
## 31.81 31.82 31.84 31.85 31.86 31.87 31.88 31.89 31.9 31.91 31.92 31.93 31.94
## 2 2 3 3 1 3 2 1 4 1 3 1 3
## 31.96 31.98 31.99 32 32.02 32.03 32.04 32.05 32.07 32.08 32.09 32.1 32.12
## 2 1 1 4 2 4 2 1 1 3 3 1 3
## 32.14 32.16 32.17 32.18 32.19 32.2 32.21 32.22 32.24 32.25 32.26 32.27 32.28
## 1 1 2 2 2 1 2 2 4 1 2 1 1
## 32.29 32.3 32.31 32.33 32.35 32.36 32.38 32.39 32.4 32.41 32.44 32.45 32.49
## 1 2 1 2 3 3 1 2 4 5 1 1 4
## 32.5 32.51 32.53 32.55 32.56 32.57 32.58 32.62 32.63 32.65 32.66 32.67 32.69
## 1 2 2 4 3 1 3 3 3 1 1 2 2
## 32.7 32.72 32.73 32.74 32.76 32.78 32.79 32.8 32.81 32.83 32.84 32.85 32.91
## 3 2 2 2 3 2 2 1 2 1 1 1 2
## 32.92 32.93 32.94 32.97 32.98 32.99 33.01 33.02 33.04 33.05 33.06 33.07 33.08
## 3 1 3 1 1 1 1 2 1 2 3 3 2
## 33.09 33.11 33.16 33.17 33.18 33.19 33.2 33.21 33.22 33.26 33.27 33.29 33.3
## 1 2 2 1 2 2 1 2 2 2 1 1 2
## 33.36 33.37 33.38 33.41 33.43 33.44 33.45 33.46 33.47 33.49 33.51 33.52 33.53
## 2 1 2 1 1 2 1 1 1 2 2 1 1
## 33.55 33.56 33.57 33.59 33.6 33.61 33.66 33.69 33.71 33.72 33.73 33.75 33.81
## 1 1 2 1 2 1 1 2 1 3 1 1 1
## 33.82 33.84 33.85 33.87 33.88 33.9 33.95 33.96 33.97 33.99 34.01 34.04 34.05
## 1 1 1 1 2 3 1 1 1 1 2 1 1
## 34.07 34.08 34.11 34.14 34.15 34.18 34.21 34.22 34.23 34.24 34.25 34.26 34.27
## 2 1 2 1 2 3 1 1 1 1 2 1 1
## 34.3 34.35 34.37 34.4 34.44 34.45 34.46 34.5 34.51 34.52 34.53 34.54 34.57
## 1 1 1 1 1 1 1 1 1 1 1 1 1
## 34.58 34.59 34.6 34.61 34.62 34.63 34.66 34.67 34.73 34.74 34.81 34.82 34.86
## 1 3 1 1 1 1 1 1 1 1 2 1 1
## 34.89 34.9 34.92 34.93 34.97 35.02 35.03 35.04 35.05 35.1 35.11 35.12 35.14
## 2 2 1 1 3 1 1 4 1 1 1 2 1
## 35.15 35.16 35.18 35.2 35.21 35.23 35.24 35.25 35.27 35.28 35.29 35.31 35.32
## 1 1 1 1 2 1 2 1 2 2 3 1 1
## 35.33 35.34 35.35 35.36 35.38 35.4 35.43 35.46 35.48 35.49 35.55 35.56 35.57
## 1 1 1 2 1 1 1 1 1 1 1 3 1
## 35.58 35.6 35.65 35.68 35.69 35.7 35.71 35.72 35.73 35.76 35.79 35.8 35.82
## 1 1 1 1 1 1 2 3 1 1 1 1 1
## 35.83 35.84 35.86 35.87 35.88 35.94 35.95 35.96 35.98 35.99 36 36.01 36.02
## 1 1 2 3 1 1 1 2 1 2 1 2 1
## 36.03 36.05 36.06 36.07 36.08 36.09 36.1 36.12 36.13 36.14 36.16 36.17 36.18
## 3 1 1 1 1 2 1 2 1 1 1 1 2
## 36.19 36.2 36.21 36.22 36.23 36.24 36.25 36.26 36.28 36.29 36.3 36.31 36.32
## 1 1 1 1 1 1 1 2 1 2 2 1 2
## 36.34 36.35 36.38 36.41 36.42 36.43 36.44 36.45 36.46 36.47 36.48 36.49 36.5
## 2 1 1 1 1 4 2 3 1 3 2 1 2
## 36.51 36.52 36.54 36.55 36.56 36.57 36.58 36.6 36.62 36.63 36.64 36.65 36.66
## 2 2 3 2 2 4 1 4 3 2 1 3 2
## 36.67 36.68 36.69 36.7 36.72 36.73 36.74 36.75 36.76 36.77 36.78 36.79 36.8
## 1 1 1 1 1 1 2 1 3 3 1 3 1
## 36.82 36.83 36.86 36.87 36.88 36.89 36.91 36.92 36.93 36.97 36.98 36.99 37
## 2 1 2 1 2 2 1 2 2 1 1 1 3
## 37.01 37.02 37.03 37.04 37.05 37.06 37.07 37.08 37.09 37.1 37.12 37.13 37.14
## 1 2 2 2 1 3 1 1 3 1 5 1 3
## 37.15 37.17 37.18 37.19 37.2 37.21 37.22 37.23 37.24 37.26 37.27 37.29 37.3
## 3 4 1 2 1 1 1 4 1 2 1 1 3
## 37.32 37.33 37.34 37.35 37.37 37.39 37.4 37.41 37.42 37.43 37.45 37.46 37.47
## 1 4 1 1 2 2 3 2 5 1 3 1 1
## 37.48 37.51 37.52 37.53 37.54 37.55 37.56 37.57 37.59 37.6 37.61 37.62 37.63
## 2 1 1 4 2 1 2 5 2 3 3 3 1
## 37.64 37.65 37.66 37.68 37.69 37.71 37.72 37.73 37.74 37.75 37.76 37.77 37.78
## 2 1 1 2 1 4 3 2 3 4 5 3 3
## 37.79 37.8 37.82 37.83 37.84 37.85 37.87 37.88 37.89 37.91 37.94 37.95 37.96
## 2 2 5 2 2 3 2 2 1 5 3 3 3
## 37.97 37.98 37.99 38 38.01 38.02 38.03 38.04 38.05 38.06 38.07 38.08 38.09
## 5 3 1 7 1 5 3 1 3 2 2 2 1
## 38.1 38.11 38.12 38.13 38.14 38.15 38.16 38.17 38.18 38.19 38.2 38.21 38.23
## 2 4 1 3 3 5 3 4 2 2 4 4 5
## 38.24 38.25 38.26 38.27 38.28 38.29 38.3 38.31 38.32 38.33 38.34 38.35 38.36
## 2 3 4 3 4 1 2 4 7 2 2 2 4
## 38.37 38.38 38.39 38.4 38.41 38.42 38.43 38.44 38.45 38.46 38.47 38.48 38.49
## 1 2 2 3 2 1 3 1 3 4 3 7 4
## 38.5 38.51 38.52 38.53 38.54 38.55 38.56 38.57 38.59 38.6 38.61 38.62 38.63
## 1 2 2 3 3 4 3 2 2 6 6 2 4
## 38.64 38.65 38.66 38.67 38.68 38.69 38.7 38.71 38.72 38.73 38.74 38.75 38.76
## 4 3 2 2 2 5 9 5 2 4 1 3 7
## 38.77 38.78 38.79 38.8 38.81 38.82 38.83 38.84 38.85 38.86 38.87 38.88 38.89
## 2 1 9 1 2 1 3 2 2 7 1 2 6
## 38.9 38.91 38.92 38.93 38.94 38.95 38.96 38.97 38.98 38.99 39 39.01 39.02
## 5 5 3 1 3 1 5 2 8 4 3 4 1
## 39.03 39.04 39.05 39.06 39.07 39.08 39.09 39.1 39.11 39.12 39.13 39.14 39.15
## 2 4 3 5 4 2 4 2 4 3 2 2 5
## 39.17 39.18 39.19 39.2 39.21 39.22 39.23 39.24 39.26 39.27 39.28 39.29 39.3
## 6 3 2 6 4 2 1 3 1 3 6 2 5
## 39.31 39.32 39.33 39.34 39.35 39.36 39.37 39.38 39.39 39.4 39.41 39.42 39.43
## 1 4 4 1 1 3 1 2 4 4 4 5 1
## 39.44 39.45 39.46 39.47 39.48 39.49 39.5 39.51 39.52 39.53 39.55 39.56 39.57
## 4 5 2 1 5 4 6 2 5 6 2 4 4
## 39.58 39.59 39.6 39.61 39.62 39.63 39.64 39.65 39.66 39.67 39.68 39.69 39.7
## 6 3 4 3 2 2 2 4 2 4 1 10 1
## 39.71 39.72 39.73 39.74 39.75 39.76 39.77 39.78 39.79 39.8 39.81 39.83 39.84
## 2 3 4 2 4 2 8 4 7 1 4 6 5
## 39.85 39.86 39.87 39.88 39.89 39.9 39.91 39.92 39.93 39.94 39.95 39.96 39.97
## 5 3 1 2 5 2 3 1 7 3 1 8 3
## 39.98 39.99 40 40.01 40.02 40.03 40.04 40.05 40.06 40.07 40.08 40.09 40.1
## 1 5 4 9 6 2 3 1 6 6 3 1 5
## 40.11 40.12 40.13 40.14 40.15 40.16 40.17 40.18 40.19 40.2 40.21 40.22 40.23
## 1 3 3 3 2 2 1 3 3 4 4 4 2
## 40.24 40.25 40.26 40.27 40.28 40.29 40.3 40.31 40.32 40.33 40.34 40.35 40.36
## 3 4 4 6 1 2 4 7 4 5 7 1 4
## 40.37 40.38 40.39 40.4 40.41 40.42 40.43 40.44 40.45 40.46 40.47 40.48 40.49
## 5 4 3 3 6 3 3 4 5 5 6 5 2
## 40.5 40.51 40.52 40.54 40.55 40.56 40.57 40.58 40.59 40.6 40.61 40.62 40.63
## 3 4 1 4 4 6 1 7 4 2 5 4 6
## 40.64 40.65 40.66 40.67 40.68 40.69 40.7 40.71 40.72 40.73 40.74 40.75 40.76
## 5 3 1 5 2 3 4 7 5 1 2 2 3
## 40.77 40.78 40.79 40.8 40.81 40.82 40.83 40.84 40.85 40.86 40.87 40.88 40.89
## 3 2 2 3 2 1 2 5 3 1 2 2 6
## 40.9 40.91 40.92 40.93 40.94 40.95 40.96 40.97 40.99 41 41.01 41.02 41.03
## 3 3 7 3 6 4 2 6 2 2 1 2 4
## 41.05 41.06 41.07 41.09 41.1 41.11 41.12 41.13 41.14 41.15 41.16 41.17 41.18
## 5 3 5 4 1 5 5 2 4 9 1 1 5
## 41.19 41.2 41.21 41.24 41.25 41.26 41.27 41.28 41.29 41.3 41.31 41.32 41.33
## 1 2 2 3 6 1 3 2 2 3 2 8 5
## 41.34 41.35 41.36 41.37 41.38 41.39 41.4 41.42 41.43 41.44 41.45 41.46 41.47
## 4 3 1 4 2 1 2 2 7 1 2 8 2
## 41.48 41.49 41.5 41.52 41.53 41.54 41.55 41.56 41.57 41.58 41.59 41.6 41.61
## 3 7 1 3 5 3 7 3 4 2 3 7 4
## 41.62 41.63 41.64 41.65 41.66 41.67 41.68 41.69 41.7 41.71 41.72 41.73 41.74
## 1 5 2 5 2 6 7 3 2 5 3 4 6
## 41.75 41.76 41.77 41.78 41.79 41.8 41.81 41.82 41.83 41.84 41.85 41.86 41.87
## 3 3 6 7 5 1 3 2 5 5 3 2 2
## 41.88 41.89 41.9 41.91 41.92 41.93 41.94 41.95 41.96 41.97 41.98 41.99 42
## 2 5 6 2 2 5 2 6 4 1 4 4 4
## 42.01 42.02 42.03 42.04 42.05 42.06 42.07 42.08 42.09 42.1 42.11 42.12 42.13
## 5 7 4 1 2 7 4 3 3 2 2 2 3
## 42.14 42.15 42.16 42.17 42.18 42.19 42.2 42.21 42.22 42.23 42.24 42.25 42.26
## 8 3 2 1 3 1 1 4 2 5 3 3 4
## 42.28 42.29 42.3 42.31 42.32 42.33 42.35 42.36 42.37 42.38 42.39 42.41 42.42
## 2 5 1 2 2 1 4 1 3 2 7 1 3
## 42.43 42.44 42.45 42.46 42.47 42.48 42.49 42.5 42.51 42.52 42.53 42.54 42.55
## 4 2 3 2 5 5 5 3 2 3 2 6 2
## 42.56 42.57 42.58 42.59 42.6 42.61 42.62 42.63 42.64 42.65 42.66 42.67 42.68
## 5 4 3 3 3 4 1 3 4 3 2 2 6
## 42.69 42.7 42.72 42.73 42.74 42.75 42.76 42.77 42.78 42.79 42.81 42.83 42.84
## 4 5 1 4 6 2 4 1 3 2 3 2 4
## 42.85 42.86 42.87 42.89 42.9 42.91 42.92 42.93 42.94 42.95 42.96 42.97 42.98
## 3 4 3 2 1 1 4 3 1 1 3 3 1
## 42.99 43 43.01 43.02 43.04 43.06 43.07 43.08 43.1 43.11 43.12 43.13 43.14
## 2 7 3 4 2 2 1 5 3 1 4 4 1
## 43.15 43.17 43.18 43.19 43.2 43.21 43.22 43.24 43.25 43.26 43.27 43.28 43.29
## 3 2 4 3 2 1 2 1 1 1 1 2 3
## 43.3 43.32 43.33 43.34 43.35 43.36 43.37 43.39 43.4 43.41 43.42 43.43 43.44
## 5 1 1 2 3 2 4 4 2 4 1 3 2
## 43.45 43.46 43.47 43.48 43.49 43.5 43.51 43.52 43.53 43.54 43.55 43.56 43.57
## 1 2 3 2 2 3 4 5 1 2 1 2 2
## 43.58 43.59 43.61 43.62 43.63 43.65 43.66 43.67 43.68 43.69 43.7 43.71 43.72
## 2 3 3 3 1 1 1 2 5 2 3 3 2
## 43.73 43.74 43.75 43.76 43.77 43.78 43.79 43.8 43.81 43.83 43.84 43.86 43.87
## 4 2 2 1 1 3 2 1 3 1 2 4 3
## 43.88 43.89 43.9 43.91 43.92 43.93 43.94 43.95 43.96 43.97 43.98 43.99 44
## 4 1 7 3 1 2 2 4 2 3 6 2 2
## 44.01 44.03 44.04 44.05 44.06 44.07 44.08 44.09 44.1 44.12 44.13 44.14 44.15
## 3 1 2 3 2 3 1 2 3 1 1 2 1
## 44.16 44.18 44.19 44.2 44.21 44.22 44.27 44.28 44.29 44.31 44.32 44.33 44.35
## 1 3 2 2 1 5 3 3 1 3 2 6 4
## 44.36 44.37 44.38 44.39 44.4 44.41 44.42 44.43 44.44 44.45 44.46 44.47 44.48
## 2 3 2 3 2 3 1 2 3 2 6 1 4
## 44.49 44.51 44.52 44.53 44.54 44.55 44.56 44.57 44.59 44.6 44.61 44.62 44.63
## 3 5 4 1 5 5 3 1 2 2 2 2 4
## 44.64 44.65 44.66 44.67 44.7 44.71 44.72 44.74 44.75 44.76 44.77 44.78 44.79
## 2 2 2 4 5 3 4 1 1 2 1 2 4
## 44.8 44.81 44.82 44.83 44.84 44.85 44.86 44.87 44.88 44.89 44.9 44.91 44.92
## 1 7 2 2 2 2 2 3 2 2 2 2 6
## 44.93 44.94 44.96 44.97 44.99 45.01 45.02 45.03 45.04 45.06 45.07 45.08 45.09
## 1 3 2 3 5 2 4 5 2 4 1 1 3
## 45.1 45.11 45.12 45.13 45.14 45.15 45.16 45.17 45.18 45.19 45.2 45.21 45.23
## 2 2 2 5 3 3 2 2 1 2 2 3 2
## 45.24 45.25 45.26 45.27 45.28 45.29 45.3 45.31 45.32 45.33 45.34 45.35 45.36
## 5 3 2 2 2 2 3 2 4 4 3 4 2
## 45.37 45.38 45.39 45.4 45.41 45.42 45.43 45.44 45.45 45.46 45.48 45.49 45.5
## 2 1 2 3 1 3 3 5 3 3 3 1 3
## 45.51 45.52 45.53 45.54 45.55 45.56 45.57 45.59 45.6 45.61 45.62 45.63 45.64
## 2 1 1 2 3 5 1 2 2 3 3 3 5
## 45.65 45.66 45.67 45.68 45.69 45.71 45.72 45.73 45.74 45.75 45.76 45.77 45.78
## 2 1 2 1 1 3 2 3 2 2 1 4 1
## 45.8 45.81 45.83 45.84 45.85 45.86 45.87 45.88 45.89 45.9 45.91 45.92 45.93
## 3 1 3 3 1 1 4 3 2 4 3 6 3
## 45.94 45.95 45.96 45.97 45.98 45.99 46 46.01 46.03 46.04 46.05 46.06 46.07
## 2 1 5 3 3 3 4 2 9 5 1 3 4
## 46.08 46.09 46.1 46.11 46.13 46.14 46.15 46.16 46.18 46.19 46.2 46.21 46.22
## 3 2 2 2 5 1 1 1 2 1 3 2 3
## 46.23 46.24 46.25 46.26 46.27 46.28 46.29 46.3 46.31 46.32 46.34 46.35 46.36
## 4 1 4 4 1 2 3 2 5 1 1 3 5
## 46.38 46.39 46.4 46.41 46.42 46.44 46.45 46.46 46.47 46.48 46.49 46.5 46.51
## 2 2 3 4 3 2 2 4 2 1 3 4 2
## 46.52 46.53 46.54 46.56 46.57 46.58 46.59 46.6 46.61 46.62 46.63 46.64 46.66
## 4 5 4 3 4 1 1 4 1 2 2 2 1
## 46.67 46.68 46.69 46.7 46.71 46.72 46.73 46.74 46.75 46.76 46.78 46.79 46.8
## 1 4 1 3 2 2 2 3 2 3 4 2 3
## 46.81 46.82 46.84 46.85 46.86 46.87 46.88 46.89 46.9 46.91 46.92 46.93 46.94
## 3 4 2 5 5 2 4 4 5 1 2 1 3
## 46.95 46.96 46.97 46.98 46.99 47 47.01 47.02 47.03 47.04 47.05 47.06 47.07
## 6 4 3 4 2 2 4 4 3 2 3 3 3
## 47.08 47.09 47.1 47.11 47.13 47.14 47.15 47.16 47.17 47.18 47.19 47.2 47.21
## 1 1 4 2 3 4 3 4 2 2 1 7 3
## 47.22 47.23 47.24 47.25 47.26 47.27 47.28 47.29 47.3 47.31 47.32 47.33 47.34
## 5 2 2 2 3 2 2 5 3 3 5 3 1
## 47.36 47.37 47.38 47.39 47.4 47.41 47.42 47.43 47.44 47.45 47.46 47.47 47.48
## 1 3 2 1 3 4 2 4 2 6 4 2 4
## 47.49 47.5 47.51 47.52 47.53 47.54 47.55 47.56 47.57 47.58 47.59 47.6 47.62
## 3 3 2 2 1 4 2 6 4 1 1 4 6
## 47.63 47.64 47.65 47.67 47.68 47.69 47.7 47.71 47.72 47.73 47.74 47.75 47.76
## 4 8 2 2 6 1 5 4 4 1 1 2 3
## 47.77 47.78 47.79 47.8 47.81 47.82 47.83 47.84 47.85 47.86 47.87 47.88 47.89
## 3 3 3 5 3 3 1 3 3 4 4 1 3
## 47.9 47.91 47.92 47.93 47.94 47.95 47.96 47.97 47.98 47.99 48 48.01 48.02
## 4 3 5 4 3 4 4 2 7 4 2 6 1
## 48.03 48.04 48.05 48.06 48.07 48.08 48.09 48.1 48.11 48.12 48.13 48.14 48.15
## 2 1 2 2 7 4 2 5 8 2 1 5 2
## 48.16 48.17 48.18 48.19 48.2 48.21 48.22 48.23 48.24 48.25 48.26 48.27 48.28
## 6 4 2 2 6 3 2 4 5 3 6 2 4
## 48.29 48.3 48.31 48.32 48.33 48.34 48.35 48.36 48.37 48.38 48.39 48.4 48.41
## 1 4 2 2 6 3 4 3 2 1 3 3 3
## 48.42 48.43 48.44 48.45 48.46 48.47 48.48 48.49 48.51 48.52 48.53 48.54 48.55
## 1 2 6 2 2 5 3 1 3 1 4 1 2
## 48.57 48.58 48.59 48.6 48.61 48.62 48.63 48.64 48.65 48.66 48.67 48.68 48.69
## 2 3 6 5 4 4 3 4 4 3 3 1 2
## 48.7 48.71 48.72 48.73 48.74 48.75 48.76 48.77 48.78 48.79 48.8 48.81 48.82
## 5 1 2 3 2 1 1 5 2 4 4 1 4
## 48.83 48.84 48.85 48.86 48.87 48.88 48.89 48.9 48.91 48.92 48.93 48.94 48.95
## 1 4 10 2 5 1 7 1 2 2 1 1 4
## 48.96 48.97 48.98 48.99 49 49.01 49.02 49.03 49.04 49.05 49.06 49.08 49.09
## 7 4 9 3 3 6 2 2 5 3 5 5 5
## 49.1 49.11 49.12 49.13 49.14 49.15 49.16 49.17 49.18 49.19 49.2 49.21 49.22
## 5 5 2 3 1 4 6 3 5 2 2 3 2
## 49.23 49.24 49.25 49.26 49.27 49.28 49.29 49.3 49.31 49.33 49.34 49.35 49.36
## 2 4 2 5 2 5 2 6 5 5 1 4 5
## 49.37 49.38 49.39 49.4 49.41 49.42 49.43 49.45 49.46 49.47 49.48 49.49 49.5
## 3 4 5 4 5 8 2 2 3 4 3 5 3
## 49.51 49.52 49.53 49.54 49.55 49.56 49.57 49.59 49.6 49.61 49.62 49.63 49.64
## 3 5 5 4 5 5 3 3 2 4 1 4 3
## 49.65 49.66 49.67 49.68 49.69 49.7 49.71 49.72 49.74 49.75 49.76 49.77 49.78
## 3 4 4 6 2 6 3 6 3 5 4 4 6
## 49.79 49.8 49.81 49.82 49.83 49.84 49.85 49.86 49.87 49.88 49.89 49.9 49.91
## 6 1 3 7 2 8 5 3 2 3 3 2 1
## 49.92 49.93 49.94 49.95 49.96 49.97 49.98 49.99 50 50.01 50.02 50.03 50.04
## 6 4 6 1 3 5 1 3 4 2 4 4 4
## 50.05 50.06 50.07 50.08 50.09 50.1 50.11 50.12 50.13 50.14 50.15 50.16 50.17
## 3 2 3 5 4 1 4 7 4 1 5 5 2
## 50.18 50.19 50.2 50.21 50.22 50.23 50.24 50.25 50.26 50.27 50.28 50.29 50.3
## 3 3 2 9 4 3 4 2 3 1 6 3 2
## 50.31 50.32 50.33 50.34 50.35 50.36 50.37 50.38 50.39 50.4 50.41 50.42 50.43
## 3 2 7 8 3 5 6 2 5 4 4 2 5
## 50.44 50.45 50.46 50.47 50.48 50.49 50.5 50.51 50.52 50.53 50.54 50.55 50.56
## 7 3 1 3 1 9 4 1 3 1 4 4 1
## 50.57 50.58 50.59 50.6 50.61 50.62 50.63 50.64 50.65 50.66 50.67 50.68 50.69
## 4 4 2 2 1 4 8 2 4 2 4 3 2
## 50.7 50.71 50.72 50.73 50.74 50.75 50.76 50.77 50.78 50.79 50.8 50.81 50.82
## 2 7 3 4 5 5 4 3 3 3 2 7 7
## 50.83 50.84 50.85 50.86 50.87 50.88 50.89 50.9 50.91 50.92 50.93 50.94 50.95
## 1 1 4 2 1 1 5 3 4 4 3 5 1
## 50.96 50.97 50.98 50.99 51 51.01 51.02 51.03 51.04 51.05 51.06 51.07 51.08
## 3 5 8 3 4 4 2 4 1 3 2 4 1
## 51.09 51.1 51.11 51.12 51.13 51.14 51.15 51.16 51.17 51.18 51.19 51.2 51.21
## 6 2 5 7 2 4 5 5 1 5 2 1 4
## 51.22 51.23 51.24 51.25 51.26 51.27 51.28 51.29 51.31 51.32 51.33 51.34 51.35
## 2 4 2 3 5 4 3 3 6 5 2 6 4
## 51.36 51.37 51.38 51.39 51.41 51.42 51.43 51.44 51.45 51.46 51.47 51.48 51.49
## 2 1 2 4 3 4 3 2 4 1 2 3 3
## 51.5 51.51 51.52 51.53 51.54 51.55 51.56 51.57 51.58 51.59 51.6 51.61 51.63
## 1 4 5 4 4 1 4 3 6 1 1 3 3
## 51.64 51.65 51.66 51.67 51.68 51.69 51.7 51.71 51.72 51.73 51.74 51.75 51.76
## 4 4 2 4 7 3 6 3 4 3 4 1 4
## 51.77 51.78 51.8 51.81 51.82 51.83 51.84 51.85 51.86 51.87 51.88 51.89 51.9
## 4 2 1 7 1 4 4 3 1 5 6 3 4
## 51.91 51.92 51.93 51.94 51.96 51.97 51.98 51.99 52 52.01 52.02 52.03 52.04
## 2 2 3 3 4 4 3 3 4 2 2 4 3
## 52.05 52.06 52.07 52.08 52.09 52.1 52.11 52.12 52.13 52.14 52.15 52.16 52.17
## 1 2 4 3 4 4 6 3 3 2 1 5 3
## 52.18 52.19 52.2 52.21 52.22 52.23 52.24 52.25 52.26 52.27 52.28 52.29 52.3
## 7 4 1 6 4 2 3 1 3 2 2 4 3
## 52.31 52.32 52.33 52.35 52.36 52.37 52.39 52.4 52.41 52.42 52.43 52.44 52.45
## 5 2 2 2 4 5 2 3 4 1 3 3 3
## 52.46 52.47 52.48 52.49 52.5 52.51 52.52 52.53 52.54 52.55 52.56 52.58 52.59
## 4 4 2 3 2 1 2 4 10 1 5 1 3
## 52.6 52.62 52.64 52.65 52.66 52.68 52.7 52.71 52.72 52.73 52.74 52.75 52.76
## 2 3 4 2 7 5 2 1 3 3 2 2 2
## 52.77 52.78 52.79 52.8 52.81 52.82 52.83 52.84 52.86 52.87 52.88 52.89 52.9
## 1 1 5 6 1 6 2 3 2 3 2 5 3
## 52.91 52.92 52.93 52.94 52.95 52.96 52.97 52.98 52.99 53 53.01 53.02 53.03
## 2 2 1 5 1 1 2 3 2 1 1 5 4
## 53.04 53.05 53.06 53.07 53.08 53.09 53.1 53.11 53.12 53.13 53.14 53.15 53.16
## 3 4 3 4 2 1 2 1 2 4 1 4 6
## 53.17 53.18 53.19 53.2 53.21 53.22 53.23 53.24 53.25 53.26 53.27 53.28 53.29
## 3 6 3 1 1 3 4 2 3 4 4 3 6
## 53.3 53.31 53.32 53.33 53.34 53.35 53.36 53.37 53.38 53.39 53.4 53.41 53.42
## 6 5 2 1 1 2 2 3 2 1 2 1 4
## 53.43 53.44 53.45 53.46 53.47 53.48 53.5 53.51 53.52 53.53 53.54 53.55 53.57
## 3 3 5 1 2 1 3 2 3 3 3 2 4
## 53.58 53.59 53.6 53.61 53.62 53.63 53.64 53.65 53.66 53.67 53.68 53.69 53.7
## 3 4 3 2 2 1 4 5 4 1 3 2 2
## 53.71 53.72 53.73 53.74 53.75 53.76 53.77 53.78 53.79 53.8 53.81 53.82 53.83
## 3 6 1 5 1 2 1 2 2 3 5 2 4
## 53.84 53.85 53.86 53.87 53.88 53.9 53.91 53.92 53.94 53.95 53.96 53.97 53.98
## 1 2 3 4 4 1 1 2 3 6 2 3 3
## 53.99 54 54.01 54.02 54.03 54.04 54.05 54.06 54.08 54.09 54.1 54.13 54.14
## 1 1 3 3 2 1 4 4 3 2 2 1 1
## 54.15 54.16 54.17 54.18 54.19 54.2 54.21 54.22 54.23 54.24 54.25 54.26 54.27
## 3 2 2 5 7 3 3 2 4 3 2 3 1
## 54.28 54.29 54.3 54.31 54.32 54.33 54.34 54.35 54.37 54.38 54.39 54.4 54.41
## 1 2 3 2 4 1 2 3 3 1 2 3 5
## 54.42 54.43 54.44 54.45 54.46 54.47 54.48 54.49 54.5 54.52 54.53 54.54 54.55
## 3 6 6 4 3 2 5 3 3 4 4 2 1
## 54.56 54.57 54.58 54.59 54.6 54.61 54.62 54.63 54.64 54.65 54.66 54.67 54.68
## 1 1 3 2 1 2 2 2 3 6 3 4 2
## 54.69 54.7 54.71 54.72 54.73 54.74 54.75 54.76 54.77 54.78 54.79 54.8 54.81
## 6 2 1 2 2 3 4 5 5 1 1 1 4
## 54.83 54.84 54.85 54.86 54.88 54.89 54.9 54.91 54.92 54.93 54.95 54.96 54.97
## 3 4 2 2 3 5 1 6 4 2 1 1 2
## 54.98 54.99 55 55.02 55.03 55.04 55.05 55.06 55.07 55.08 55.09 55.11 55.12
## 7 5 4 6 1 4 3 1 3 1 2 3 1
## 55.13 55.14 55.16 55.17 55.18 55.19 55.2 55.21 55.22 55.23 55.24 55.25 55.26
## 2 3 2 2 1 2 3 4 1 3 1 2 1
## 55.27 55.28 55.29 55.3 55.31 55.32 55.34 55.35 55.36 55.37 55.38 55.39 55.4
## 5 3 1 3 2 3 4 1 3 2 3 6 3
## 55.41 55.42 55.43 55.44 55.45 55.46 55.47 55.48 55.49 55.5 55.51 55.52 55.53
## 4 5 1 2 1 2 2 3 2 3 3 2 1
## 55.54 55.55 55.56 55.57 55.58 55.59 55.6 55.62 55.63 55.64 55.65 55.66 55.68
## 3 2 3 2 6 3 6 2 4 4 4 2 2
## 55.69 55.7 55.71 55.72 55.73 55.74 55.75 55.76 55.77 55.78 55.8 55.81 55.82
## 2 2 3 2 2 2 2 1 3 1 4 2 4
## 55.83 55.84 55.85 55.86 55.87 55.88 55.89 55.91 55.92 55.93 55.94 55.95 55.96
## 2 1 2 3 3 2 1 1 5 2 3 3 3
## 55.97 55.98 55.99 56 56.01 56.02 56.03 56.04 56.05 56.06 56.07 56.08 56.1
## 1 6 4 4 2 1 4 1 3 2 1 2 2
## 56.11 56.12 56.13 56.14 56.15 56.16 56.17 56.18 56.19 56.2 56.21 56.22 56.23
## 1 4 4 4 3 3 2 1 1 2 1 3 2
## 56.24 56.25 56.26 56.27 56.28 56.29 56.3 56.32 56.33 56.34 56.35 56.36 56.37
## 1 5 2 5 3 1 4 2 2 4 3 2 2
## 56.38 56.39 56.4 56.41 56.42 56.43 56.45 56.46 56.47 56.48 56.49 56.5 56.51
## 4 2 3 2 3 3 6 3 1 4 3 1 2
## 56.52 56.53 56.54 56.55 56.56 56.57 56.58 56.59 56.61 56.62 56.63 56.64 56.65
## 2 2 3 3 4 5 5 4 2 3 2 1 3
## 56.67 56.68 56.69 56.7 56.71 56.72 56.73 56.74 56.75 56.76 56.77 56.78 56.79
## 4 1 5 4 1 2 3 5 4 2 1 6 2
## 56.8 56.81 56.82 56.83 56.84 56.85 56.86 56.87 56.88 56.89 56.9 56.91 56.92
## 5 1 1 3 3 1 3 8 2 8 2 4 2
## 56.93 56.94 56.95 56.96 56.97 56.98 57 57.01 57.03 57.04 57.05 57.06 57.07
## 3 5 2 1 2 3 2 6 5 1 3 4 3
## 57.08 57.09 57.1 57.11 57.12 57.13 57.14 57.15 57.16 57.17 57.18 57.19 57.2
## 4 2 2 1 4 4 2 2 1 2 6 1 3
## 57.21 57.22 57.23 57.24 57.25 57.27 57.28 57.29 57.31 57.32 57.33 57.34 57.35
## 4 3 3 6 2 3 3 4 2 2 1 3 4
## 57.36 57.37 57.38 57.39 57.4 57.41 57.43 57.44 57.45 57.46 57.47 57.48 57.49
## 3 2 4 5 2 4 4 2 1 2 2 7 3
## 57.5 57.51 57.53 57.54 57.55 57.56 57.57 57.58 57.59 57.6 57.61 57.62 57.63
## 4 5 3 1 4 2 2 2 1 5 3 5 1
## 57.64 57.65 57.67 57.68 57.69 57.7 57.71 57.72 57.73 57.74 57.75 57.76 57.77
## 4 1 3 2 6 3 3 3 4 3 6 1 2
## 57.78 57.79 57.8 57.81 57.82 57.83 57.84 57.85 57.86 57.87 57.88 57.89 57.9
## 2 2 3 1 5 2 3 4 3 2 6 4 2
## 57.91 57.92 57.93 57.94 57.95 57.96 57.97 57.99 58 58.01 58.02 58.03 58.04
## 1 3 2 3 6 1 4 1 2 3 3 8 4
## 58.05 58.06 58.07 58.08 58.09 58.1 58.11 58.12 58.13 58.14 58.15 58.16 58.17
## 2 1 6 3 3 1 4 2 2 7 3 1 4
## 58.18 58.19 58.21 58.22 58.23 58.24 58.25 58.26 58.27 58.28 58.29 58.3 58.32
## 5 3 4 4 4 3 1 7 2 4 2 5 2
## 58.33 58.34 58.35 58.36 58.37 58.38 58.39 58.4 58.41 58.42 58.43 58.44 58.45
## 2 7 3 1 4 2 2 3 2 7 2 4 2
## 58.46 58.47 58.48 58.49 58.5 58.53 58.54 58.55 58.56 58.57 58.59 58.6 58.61
## 4 2 4 5 2 4 6 5 2 5 4 3 6
## 58.62 58.63 58.64 58.65 58.66 58.67 58.68 58.69 58.7 58.71 58.72 58.73 58.74
## 1 2 2 2 1 1 3 6 8 2 1 3 4
## 58.75 58.76 58.77 58.78 58.79 58.8 58.81 58.82 58.83 58.84 58.85 58.86 58.87
## 3 1 3 3 2 3 4 2 2 4 5 2 2
## 58.88 58.89 58.9 58.91 58.92 58.93 58.94 58.95 58.96 58.97 58.98 58.99 59
## 5 3 2 1 3 4 3 8 4 3 4 1 3
## 59.01 59.02 59.03 59.04 59.05 59.07 59.08 59.09 59.1 59.11 59.12 59.13 59.14
## 1 6 6 5 3 1 2 2 2 1 3 2 6
## 59.15 59.16 59.17 59.18 59.19 59.2 59.21 59.22 59.23 59.24 59.26 59.27 59.28
## 6 2 5 6 1 2 3 5 4 2 1 3 1
## 59.29 59.3 59.31 59.32 59.33 59.34 59.35 59.36 59.37 59.38 59.39 59.4 59.41
## 1 3 4 5 4 1 4 2 1 2 1 3 3
## 59.42 59.43 59.45 59.46 59.47 59.48 59.49 59.5 59.51 59.52 59.53 59.54 59.55
## 4 4 3 2 8 5 5 2 3 4 5 7 3
## 59.56 59.57 59.58 59.59 59.6 59.61 59.62 59.63 59.64 59.65 59.66 59.67 59.68
## 4 4 3 1 3 3 3 4 5 1 3 2 5
## 59.69 59.7 59.71 59.72 59.73 59.74 59.75 59.76 59.77 59.78 59.79 59.8 59.81
## 3 2 9 10 2 3 5 5 3 2 1 5 4
## 59.82 59.83 59.84 59.85 59.86 59.87 59.88 59.89 59.9 59.91 59.92 59.93 59.94
## 2 5 7 4 1 2 1 3 1 2 2 4 4
## 59.95 59.96 59.97 59.98 59.99 60 60.01 60.02 60.03 60.04 60.05 60.06 60.07
## 3 5 2 6 3 2 3 4 4 4 6 2 6
## 60.08 60.09 60.1 60.11 60.12 60.13 60.14 60.15 60.16 60.17 60.18 60.19 60.2
## 3 2 3 1 3 1 1 5 4 6 5 2 3
## 60.21 60.22 60.23 60.24 60.25 60.26 60.27 60.28 60.29 60.3 60.31 60.32 60.33
## 3 6 5 1 3 5 2 4 5 7 5 3 4
## 60.34 60.35 60.36 60.37 60.38 60.39 60.4 60.41 60.42 60.43 60.44 60.45 60.46
## 4 3 2 1 5 2 3 4 6 5 6 3 2
## 60.47 60.48 60.49 60.5 60.51 60.52 60.53 60.54 60.55 60.56 60.57 60.58 60.59
## 3 7 6 5 9 4 2 6 2 7 3 6 4
## 60.6 60.61 60.62 60.63 60.64 60.65 60.66 60.67 60.68 60.69 60.7 60.71 60.72
## 2 6 6 5 2 1 1 3 2 3 3 5 4
## 60.73 60.74 60.75 60.76 60.77 60.78 60.79 60.8 60.82 60.83 60.84 60.85 60.86
## 4 1 3 3 2 3 5 1 5 8 1 4 6
## 60.87 60.89 60.9 60.91 60.93 60.94 60.95 60.96 60.97 60.98 60.99 61 61.01
## 2 2 2 2 4 4 1 3 2 2 3 2 2
## 61.02 61.03 61.04 61.05 61.06 61.07 61.08 61.09 61.1 61.11 61.12 61.13 61.14
## 2 2 4 5 2 6 3 4 4 7 5 4 2
## 61.16 61.18 61.19 61.2 61.21 61.22 61.23 61.24 61.25 61.26 61.27 61.28 61.29
## 3 3 4 6 3 5 1 3 5 3 1 2 2
## 61.3 61.31 61.32 61.33 61.34 61.35 61.36 61.38 61.39 61.4 61.41 61.42 61.43
## 4 3 5 4 5 5 5 5 3 2 4 3 4
## 61.44 61.45 61.46 61.47 61.48 61.49 61.5 61.51 61.52 61.53 61.54 61.55 61.56
## 9 8 3 3 1 3 3 4 3 4 4 4 4
## 61.57 61.58 61.59 61.6 61.61 61.62 61.63 61.64 61.65 61.66 61.67 61.68 61.7
## 5 1 5 4 3 4 8 4 3 3 5 2 5
## 61.71 61.72 61.73 61.74 61.75 61.76 61.77 61.78 61.79 61.8 61.81 61.82 61.83
## 1 1 7 1 1 6 3 3 3 6 5 3 2
## 61.84 61.85 61.86 61.87 61.88 61.89 61.9 61.91 61.92 61.93 61.94 61.96 61.97
## 3 3 2 1 6 5 4 4 5 4 5 2 2
## 61.98 61.99 62 62.01 62.02 62.03 62.04 62.05 62.06 62.07 62.08 62.09 62.1
## 2 8 2 1 3 4 2 3 2 2 4 4 1
## 62.11 62.12 62.13 62.14 62.15 62.16 62.17 62.18 62.19 62.2 62.21 62.22 62.23
## 4 4 5 4 6 2 4 1 2 4 1 2 1
## 62.24 62.25 62.27 62.28 62.29 62.3 62.31 62.32 62.33 62.34 62.35 62.36 62.37
## 3 2 4 2 4 4 6 4 1 2 4 3 3
## 62.38 62.39 62.4 62.41 62.42 62.43 62.44 62.45 62.46 62.47 62.48 62.49 62.5
## 5 3 3 2 3 3 3 3 2 3 2 3 5
## 62.51 62.52 62.53 62.54 62.55 62.57 62.58 62.59 62.6 62.61 62.62 62.63 62.64
## 1 1 1 2 2 4 1 2 5 1 2 4 4
## 62.65 62.66 62.67 62.68 62.7 62.71 62.72 62.73 62.74 62.75 62.76 62.77 62.78
## 3 3 1 1 3 1 1 5 3 4 1 1 2
## 62.79 62.8 62.81 62.82 62.83 62.84 62.86 62.87 62.88 62.89 62.9 62.91 62.92
## 2 3 7 4 1 7 3 7 3 5 2 1 2
## 62.93 62.94 62.95 62.97 62.98 62.99 63 63.01 63.03 63.04 63.05 63.06 63.07
## 4 4 1 3 3 3 3 2 3 3 2 1 5
## 63.08 63.09 63.1 63.11 63.12 63.13 63.14 63.15 63.16 63.17 63.18 63.19 63.2
## 3 3 1 2 3 1 3 1 3 5 2 1 7
## 63.21 63.23 63.24 63.26 63.28 63.29 63.3 63.31 63.32 63.33 63.34 63.35 63.36
## 2 5 3 4 2 5 1 6 4 5 5 4 4
## 63.37 63.38 63.39 63.4 63.41 63.42 63.43 63.44 63.45 63.46 63.47 63.48 63.49
## 5 2 5 4 4 1 1 2 1 1 1 5 4
## 63.5 63.51 63.53 63.54 63.55 63.56 63.57 63.58 63.59 63.6 63.61 63.62 63.63
## 3 2 3 4 2 2 2 1 4 1 2 3 2
## 63.64 63.66 63.67 63.68 63.69 63.7 63.71 63.72 63.74 63.75 63.76 63.77 63.78
## 4 2 1 1 3 2 4 6 4 4 4 1 4
## 63.79 63.8 63.81 63.82 63.83 63.84 63.85 63.86 63.87 63.88 63.89 63.9 63.91
## 3 3 2 2 3 2 2 2 2 2 4 2 5
## 63.92 63.93 63.94 63.95 63.96 63.97 63.98 63.99 64 64.01 64.02 64.03 64.04
## 3 2 2 9 2 1 1 4 2 3 6 4 1
## 64.05 64.06 64.07 64.08 64.09 64.1 64.11 64.12 64.13 64.15 64.17 64.18 64.2
## 3 2 2 2 3 1 3 1 3 2 1 2 2
## 64.21 64.22 64.23 64.24 64.25 64.26 64.27 64.29 64.3 64.31 64.32 64.33 64.34
## 3 1 2 2 3 2 3 3 5 4 1 5 4
## 64.35 64.36 64.37 64.38 64.4 64.41 64.42 64.43 64.44 64.45 64.46 64.47 64.48
## 5 2 3 3 3 6 2 3 2 2 1 3 3
## 64.49 64.5 64.51 64.52 64.53 64.54 64.55 64.56 64.57 64.59 64.6 64.61 64.62
## 2 3 3 4 4 1 3 6 3 1 2 3 3
## 64.63 64.64 64.65 64.66 64.67 64.69 64.7 64.71 64.72 64.73 64.74 64.75 64.76
## 3 4 3 2 3 2 2 2 3 3 1 3 2
## 64.77 64.78 64.79 64.8 64.81 64.82 64.83 64.84 64.85 64.86 64.9 64.91 64.92
## 4 7 3 4 2 2 4 3 2 1 7 3 4
## 64.93 64.94 64.95 64.96 64.97 64.98 64.99 65 65.01 65.02 65.03 65.04 65.05
## 3 2 4 2 3 3 3 3 2 2 3 5 2
## 65.06 65.08 65.09 65.1 65.11 65.12 65.13 65.14 65.15 65.16 65.17 65.18 65.2
## 1 1 1 1 3 1 2 1 2 4 3 2 4
## 65.21 65.22 65.23 65.25 65.26 65.27 65.28 65.3 65.34 65.35 65.36 65.37 65.38
## 4 4 5 3 2 1 2 2 5 1 2 2 3
## 65.39 65.4 65.41 65.42 65.43 65.44 65.45 65.46 65.47 65.48 65.49 65.5 65.51
## 2 1 4 1 4 3 3 3 1 4 2 2 2
## 65.53 65.54 65.55 65.56 65.58 65.59 65.6 65.61 65.62 65.63 65.64 65.65 65.66
## 2 3 3 1 2 4 4 1 2 1 2 1 2
## 65.67 65.69 65.7 65.71 65.72 65.73 65.74 65.75 65.76 65.77 65.78 65.79 65.8
## 6 4 3 3 1 4 1 5 2 1 2 2 2
## 65.81 65.82 65.83 65.84 65.85 65.87 65.88 65.89 65.9 65.91 65.92 65.93 65.94
## 5 3 3 3 3 4 3 3 1 3 1 3 1
## 65.95 65.96 65.97 65.98 65.99 66 66.02 66.03 66.05 66.06 66.08 66.09 66.1
## 3 3 1 3 2 2 2 1 2 4 3 4 2
## 66.11 66.12 66.13 66.14 66.15 66.16 66.17 66.18 66.19 66.21 66.22 66.23 66.25
## 2 6 4 2 5 2 2 3 3 1 1 6 3
## 66.26 66.27 66.28 66.29 66.3 66.31 66.33 66.34 66.35 66.36 66.37 66.38 66.39
## 3 1 4 3 1 3 3 3 3 2 2 4 2
## 66.4 66.41 66.42 66.43 66.44 66.45 66.46 66.47 66.48 66.49 66.5 66.51 66.52
## 2 1 2 5 3 4 1 5 3 3 2 1 5
## 66.53 66.54 66.55 66.56 66.57 66.58 66.59 66.6 66.61 66.62 66.64 66.65 66.66
## 3 1 2 1 5 1 4 3 2 1 7 4 3
## 66.67 66.68 66.69 66.7 66.71 66.72 66.73 66.74 66.75 66.76 66.77 66.78 66.79
## 4 1 5 3 3 3 2 5 4 1 1 3 4
## 66.8 66.81 66.82 66.83 66.84 66.85 66.86 66.87 66.88 66.89 66.9 66.91 66.92
## 2 3 1 2 1 4 5 3 1 3 2 4 4
## 66.93 66.94 66.95 66.96 66.97 66.98 66.99 67 67.01 67.02 67.03 67.05 67.06
## 3 2 2 2 2 7 3 2 2 5 3 2 1
## 67.07 67.08 67.09 67.1 67.11 67.12 67.13 67.14 67.15 67.16 67.17 67.19 67.2
## 2 3 2 2 4 1 1 1 3 6 3 2 5
## 67.22 67.23 67.24 67.25 67.26 67.27 67.28 67.29 67.3 67.31 67.32 67.33 67.34
## 1 4 6 3 2 3 2 2 5 5 5 3 6
## 67.35 67.36 67.37 67.38 67.39 67.4 67.41 67.42 67.43 67.44 67.45 67.46 67.47
## 2 2 3 1 5 5 6 3 2 5 1 4 4
## 67.48 67.49 67.5 67.51 67.52 67.53 67.54 67.55 67.56 67.57 67.58 67.59 67.6
## 3 2 2 5 4 5 4 3 5 5 3 2 1
## 67.61 67.62 67.63 67.64 67.65 67.66 67.67 67.68 67.69 67.7 67.71 67.72 67.73
## 4 5 8 3 3 5 1 1 5 1 6 2 1
## 67.74 67.76 67.77 67.78 67.79 67.8 67.81 67.82 67.83 67.84 67.85 67.86 67.87
## 2 2 4 3 2 3 3 4 2 4 5 1 2
## 67.88 67.89 67.9 67.91 67.92 67.94 67.95 67.96 67.97 67.98 67.99 68 68.01
## 1 3 1 1 5 1 2 3 4 4 4 5 3
## 68.02 68.04 68.05 68.06 68.07 68.08 68.09 68.1 68.11 68.12 68.13 68.14 68.15
## 3 3 1 3 3 4 3 2 4 3 2 2 1
## 68.17 68.18 68.19 68.2 68.21 68.22 68.23 68.24 68.25 68.26 68.27 68.28 68.29
## 4 10 2 8 1 5 4 2 2 8 3 4 4
## 68.3 68.31 68.32 68.33 68.34 68.35 68.36 68.37 68.38 68.39 68.4 68.41 68.42
## 4 3 7 4 3 2 2 3 3 5 4 5 3
## 68.43 68.44 68.45 68.46 68.47 68.49 68.5 68.52 68.53 68.54 68.55 68.56 68.57
## 4 2 1 3 4 2 5 2 5 2 3 5 3
## 68.58 68.59 68.6 68.61 68.62 68.63 68.64 68.65 68.66 68.67 68.68 68.69 68.7
## 4 3 5 2 5 3 2 2 3 3 1 1 5
## 68.71 68.72 68.73 68.74 68.75 68.76 68.77 68.78 68.79 68.8 68.82 68.84 68.85
## 5 6 3 2 1 2 4 4 2 9 4 5 4
## 68.86 68.87 68.88 68.89 68.9 68.91 68.92 68.93 68.94 68.95 68.96 68.97 68.98
## 6 2 5 5 2 3 6 2 2 4 5 5 4
## 69 69.01 69.02 69.03 69.04 69.05 69.06 69.07 69.08 69.09 69.1 69.11 69.12
## 4 1 2 3 6 3 5 5 4 1 2 3 1
## 69.13 69.14 69.15 69.16 69.17 69.18 69.19 69.2 69.21 69.22 69.23 69.24 69.25
## 6 1 5 5 1 6 1 3 2 5 4 2 3
## 69.26 69.27 69.28 69.29 69.3 69.31 69.33 69.34 69.35 69.36 69.37 69.38 69.39
## 2 4 4 4 8 1 5 3 2 5 1 3 2
## 69.4 69.41 69.42 69.43 69.44 69.45 69.46 69.47 69.48 69.49 69.5 69.51 69.52
## 3 4 1 4 4 3 4 7 6 4 2 2 5
## 69.53 69.54 69.55 69.56 69.57 69.58 69.59 69.6 69.61 69.62 69.63 69.64 69.65
## 5 3 4 2 1 2 1 1 7 5 2 6 1
## 69.66 69.67 69.68 69.69 69.7 69.71 69.74 69.75 69.76 69.77 69.78 69.79 69.81
## 1 3 5 4 2 1 5 4 4 4 2 2 4
## 69.82 69.83 69.84 69.85 69.86 69.87 69.88 69.89 69.9 69.91 69.92 69.93 69.94
## 3 2 3 1 7 5 2 2 3 7 4 1 4
## 69.95 69.96 69.97 69.98 69.99 70 70.01 70.02 70.03 70.04 70.05 70.06 70.07
## 5 4 2 3 9 3 4 2 4 4 6 6 1
## 70.08 70.09 70.1 70.11 70.12 70.13 70.14 70.15 70.16 70.17 70.18 70.19 70.2
## 4 3 7 5 4 2 5 4 4 5 4 2 3
## 70.22 70.23 70.24 70.25 70.26 70.27 70.28 70.29 70.3 70.31 70.32 70.33 70.34
## 8 4 3 5 1 2 4 1 2 5 3 1 2
## 70.35 70.36 70.37 70.39 70.4 70.41 70.42 70.43 70.44 70.45 70.46 70.47 70.48
## 1 4 3 3 1 2 6 1 4 2 3 3 1
## 70.49 70.5 70.51 70.52 70.53 70.54 70.55 70.56 70.57 70.58 70.59 70.6 70.61
## 3 1 5 1 1 2 2 2 4 2 4 3 8
## 70.63 70.64 70.65 70.66 70.67 70.68 70.69 70.7 70.72 70.73 70.74 70.75 70.76
## 1 1 2 5 1 4 2 7 2 3 4 3 4
## 70.77 70.78 70.79 70.81 70.82 70.83 70.84 70.85 70.86 70.87 70.88 70.89 70.9
## 2 5 2 3 2 2 6 4 4 4 3 6 4
## 70.91 70.92 70.93 70.94 70.95 70.96 70.97 70.98 70.99 71 71.01 71.02 71.03
## 8 3 4 3 5 4 3 5 1 6 2 2 4
## 71.04 71.05 71.06 71.07 71.08 71.09 71.1 71.11 71.12 71.13 71.14 71.16 71.17
## 1 3 4 4 4 6 3 2 3 3 3 2 1
## 71.18 71.19 71.2 71.21 71.22 71.23 71.24 71.25 71.28 71.29 71.3 71.31 71.32
## 3 6 1 3 2 3 6 4 3 3 1 3 4
## 71.33 71.34 71.35 71.36 71.37 71.38 71.39 71.4 71.41 71.42 71.43 71.44 71.45
## 3 4 3 2 2 4 3 4 5 4 4 1 3
## 71.46 71.47 71.48 71.49 71.5 71.51 71.52 71.53 71.54 71.55 71.56 71.57 71.58
## 2 5 4 2 4 3 1 3 4 2 4 3 4
## 71.59 71.6 71.62 71.63 71.64 71.65 71.66 71.67 71.68 71.69 71.7 71.71 71.72
## 9 1 1 1 3 6 6 2 1 3 4 2 6
## 71.73 71.74 71.75 71.76 71.77 71.78 71.79 71.8 71.81 71.82 71.83 71.84 71.85
## 3 1 4 3 1 1 4 2 4 4 5 1 7
## 71.86 71.87 71.88 71.89 71.9 71.91 71.92 71.93 71.94 71.95 71.96 71.97 71.98
## 3 1 4 2 6 4 2 3 1 3 3 3 1
## 71.99 72 72.01 72.02 72.04 72.05 72.06 72.07 72.1 72.11 72.12 72.13 72.14
## 3 2 3 4 2 3 2 4 4 6 3 2 2
## 72.15 72.17 72.18 72.2 72.21 72.22 72.23 72.24 72.25 72.26 72.27 72.28 72.29
## 2 4 3 3 5 2 3 2 2 2 3 1 7
## 72.3 72.31 72.32 72.33 72.34 72.35 72.36 72.37 72.38 72.39 72.4 72.41 72.42
## 1 1 5 3 9 4 4 8 2 5 3 2 4
## 72.43 72.44 72.45 72.48 72.49 72.5 72.51 72.52 72.53 72.54 72.55 72.56 72.57
## 4 2 5 4 1 3 3 2 8 2 5 2 4
## 72.58 72.59 72.6 72.61 72.62 72.63 72.64 72.65 72.66 72.67 72.68 72.69 72.7
## 2 2 4 2 5 3 1 1 2 4 1 3 5
## 72.71 72.72 72.73 72.74 72.75 72.76 72.78 72.79 72.8 72.81 72.82 72.83 72.84
## 1 5 4 2 3 1 3 3 1 2 3 7 3
## 72.85 72.86 72.87 72.88 72.89 72.9 72.91 72.92 72.93 72.94 72.95 72.96 72.97
## 4 2 3 3 4 3 3 3 2 2 7 3 2
## 72.98 72.99 73 73.01 73.02 73.03 73.04 73.05 73.06 73.07 73.08 73.09 73.1
## 6 5 1 4 2 2 4 3 3 4 5 3 2
## 73.11 73.12 73.13 73.14 73.15 73.16 73.17 73.18 73.19 73.2 73.21 73.22 73.23
## 7 2 4 4 3 3 1 3 1 4 5 5 3
## 73.24 73.25 73.26 73.27 73.28 73.29 73.3 73.31 73.32 73.34 73.35 73.36 73.37
## 2 4 3 1 1 5 4 7 4 2 5 3 4
## 73.38 73.39 73.4 73.41 73.42 73.43 73.44 73.45 73.46 73.47 73.48 73.49 73.51
## 2 4 1 4 3 4 1 2 3 5 4 3 3
## 73.52 73.53 73.54 73.55 73.56 73.57 73.59 73.6 73.61 73.62 73.63 73.64 73.65
## 2 4 4 2 1 4 4 7 3 2 2 4 3
## 73.66 73.67 73.68 73.69 73.7 73.71 73.72 73.73 73.74 73.75 73.76 73.77 73.78
## 2 3 1 2 4 2 2 3 3 2 2 6 1
## 73.79 73.8 73.81 73.83 73.84 73.85 73.86 73.87 73.88 73.9 73.91 73.92 73.93
## 1 4 2 2 3 1 6 6 1 2 6 1 2
## 73.94 73.95 73.96 73.97 73.98 73.99 74 74.01 74.02 74.03 74.04 74.05 74.06
## 3 3 3 3 1 2 2 3 4 4 2 3 4
## 74.07 74.08 74.09 74.1 74.11 74.12 74.13 74.14 74.15 74.16 74.19 74.2 74.21
## 5 1 3 5 3 2 4 3 2 3 3 1 4
## 74.22 74.23 74.24 74.25 74.26 74.27 74.28 74.29 74.3 74.31 74.32 74.34 74.35
## 1 2 4 4 1 1 1 4 2 3 5 2 2
## 74.36 74.37 74.38 74.39 74.4 74.41 74.42 74.43 74.44 74.45 74.46 74.47 74.48
## 2 4 2 4 3 3 2 2 2 2 1 1 2
## 74.49 74.5 74.51 74.52 74.53 74.54 74.55 74.56 74.57 74.58 74.59 74.6 74.61
## 4 3 3 3 2 6 3 3 3 2 3 1 3
## 74.62 74.63 74.64 74.65 74.66 74.67 74.68 74.69 74.7 74.71 74.72 74.73 74.74
## 1 1 2 4 3 1 1 1 3 3 2 2 6
## 74.77 74.78 74.79 74.8 74.82 74.83 74.84 74.85 74.86 74.87 74.88 74.89 74.9
## 3 2 4 4 3 4 2 3 1 1 5 2 2
## 74.91 74.92 74.94 74.95 74.97 74.98 74.99 75 75.01 75.02 75.03 75.04 75.05
## 2 4 4 3 3 1 2 1 3 2 7 1 2
## 75.06 75.07 75.08 75.09 75.1 75.11 75.12 75.13 75.14 75.15 75.16 75.17 75.18
## 5 1 4 5 3 2 2 2 1 3 3 2 4
## 75.19 75.2 75.21 75.22 75.23 75.24 75.25 75.26 75.27 75.28 75.29 75.3 75.31
## 5 5 2 5 5 2 1 3 4 2 1 4 1
## 75.32 75.33 75.34 75.35 75.36 75.37 75.38 75.39 75.4 75.41 75.42 75.43 75.44
## 1 4 3 5 4 1 1 3 2 2 4 4 2
## 75.45 75.46 75.47 75.48 75.49 75.5 75.51 75.52 75.53 75.54 75.55 75.56 75.57
## 3 3 1 2 3 3 2 5 4 2 3 1 1
## 75.58 75.59 75.6 75.61 75.62 75.63 75.64 75.67 75.69 75.7 75.71 75.72 75.73
## 2 2 2 3 2 3 3 2 2 1 3 3 2
## 75.74 75.75 75.76 75.77 75.78 75.79 75.8 75.81 75.82 75.84 75.85 75.86 75.88
## 1 1 2 2 1 2 1 2 1 2 1 3 2
## 75.89 75.9 75.91 75.92 75.93 75.94 75.95 75.96 75.97 75.98 75.99 76 76.01
## 3 1 2 4 2 5 3 4 1 2 2 2 1
## 76.02 76.03 76.04 76.05 76.06 76.07 76.08 76.09 76.1 76.11 76.12 76.13 76.14
## 5 1 2 3 4 2 2 4 1 2 2 2 1
## 76.15 76.16 76.17 76.18 76.19 76.2 76.21 76.22 76.23 76.24 76.25 76.26 76.27
## 1 2 3 1 1 3 3 2 3 2 4 2 2
## 76.28 76.29 76.3 76.31 76.32 76.33 76.34 76.35 76.36 76.37 76.38 76.39 76.41
## 2 1 1 1 3 2 1 1 1 4 2 2 1
## 76.42 76.43 76.44 76.45 76.46 76.47 76.48 76.49 76.5 76.51 76.52 76.53 76.54
## 1 1 3 1 3 5 2 2 3 3 4 1 2
## 76.55 76.56 76.57 76.59 76.6 76.62 76.63 76.64 76.65 76.66 76.67 76.68 76.69
## 2 2 1 3 5 3 2 3 4 5 4 2 2
## 76.7 76.71 76.72 76.73 76.74 76.75 76.76 76.77 76.78 76.8 76.81 76.82 76.83
## 1 4 3 5 2 4 2 2 2 2 4 4 2
## 76.84 76.85 76.86 76.87 76.88 76.89 76.9 76.91 76.92 76.94 76.95 76.96 76.97
## 1 1 4 1 4 3 5 2 1 4 2 2 2
## 76.98 76.99 77 77.01 77.02 77.03 77.04 77.05 77.06 77.07 77.09 77.1 77.11
## 4 4 5 1 1 1 1 3 8 3 2 4 2
## 77.12 77.13 77.14 77.15 77.16 77.17 77.18 77.19 77.2 77.21 77.22 77.24 77.25
## 1 3 4 2 2 4 3 2 4 5 1 3 2
## 77.26 77.27 77.28 77.29 77.3 77.31 77.32 77.33 77.34 77.36 77.37 77.38 77.39
## 1 3 4 1 2 2 4 3 5 1 1 3 3
## 77.4 77.41 77.42 77.43 77.44 77.45 77.46 77.47 77.48 77.49 77.5 77.51 77.52
## 3 3 2 5 9 2 7 4 1 5 2 1 4
## 77.53 77.54 77.55 77.56 77.57 77.58 77.59 77.6 77.61 77.62 77.63 77.64 77.65
## 2 2 2 2 1 4 4 4 3 1 1 2 2
## 77.66 77.67 77.68 77.69 77.7 77.71 77.73 77.74 77.75 77.76 77.77 77.78 77.79
## 5 2 2 3 1 5 2 1 2 1 3 1 2
## 77.8 77.81 77.82 77.83 77.84 77.85 77.86 77.87 77.88 77.89 77.9 77.91 77.92
## 2 3 2 1 3 3 3 1 1 1 5 3 1
## 77.93 77.94 77.95 77.96 77.97 77.98 77.99 78 78.01 78.02 78.03 78.04 78.05
## 4 3 4 5 3 4 6 4 3 2 3 1 1
## 78.06 78.07 78.08 78.09 78.1 78.11 78.12 78.14 78.15 78.16 78.17 78.18 78.19
## 4 2 3 2 1 2 3 1 4 2 4 4 3
## 78.2 78.21 78.22 78.23 78.24 78.25 78.26 78.27 78.28 78.29 78.3 78.31 78.32
## 1 2 1 2 2 2 1 4 3 5 2 4 1
## 78.33 78.34 78.35 78.36 78.37 78.38 78.39 78.4 78.41 78.42 78.43 78.44 78.45
## 4 4 1 4 5 5 2 3 2 1 3 1 2
## 78.46 78.47 78.48 78.49 78.5 78.51 78.52 78.53 78.54 78.55 78.56 78.57 78.58
## 2 2 5 4 4 4 2 1 3 1 4 6 1
## 78.59 78.6 78.61 78.62 78.63 78.64 78.65 78.66 78.67 78.68 78.69 78.71 78.72
## 5 1 1 2 2 4 2 5 2 1 1 4 4
## 78.73 78.74 78.75 78.76 78.78 78.79 78.8 78.81 78.82 78.84 78.85 78.86 78.87
## 3 4 4 2 1 4 1 6 3 3 2 2 1
## 78.88 78.89 78.9 78.91 78.92 78.93 78.94 78.95 78.96 78.97 78.98 78.99 79
## 1 5 2 2 5 4 1 3 3 3 5 1 1
## 79.01 79.02 79.03 79.04 79.05 79.06 79.07 79.08 79.1 79.12 79.13 79.14 79.15
## 3 4 6 5 2 4 2 3 1 4 3 7 6
## 79.16 79.17 79.18 79.19 79.2 79.21 79.22 79.23 79.25 79.26 79.27 79.28 79.29
## 1 4 3 7 2 4 1 2 5 4 2 1 2
## 79.3 79.31 79.32 79.33 79.35 79.36 79.37 79.38 79.39 79.4 79.41 79.43 79.44
## 2 3 2 4 2 3 4 2 1 3 4 1 5
## 79.45 79.46 79.47 79.48 79.49 79.5 79.51 79.52 79.53 79.54 79.55 79.56 79.57
## 4 2 3 3 4 2 2 3 3 3 1 5 3
## 79.58 79.59 79.6 79.61 79.62 79.63 79.64 79.65 79.66 79.67 79.68 79.69 79.71
## 1 4 4 5 2 2 3 4 3 4 5 3 2
## 79.72 79.73 79.74 79.75 79.76 79.78 79.79 79.8 79.81 79.83 79.84 79.85 79.86
## 3 3 4 2 4 2 5 1 1 1 5 7 3
## 79.87 79.88 79.89 79.9 79.91 79.92 79.94 79.95 79.96 79.97 79.98 79.99 80
## 2 5 3 2 2 4 4 5 3 4 2 1 2
## 80.01 80.02 80.03 80.04 80.05 80.06 80.07 80.08 80.09 80.1 80.11 80.12 80.13
## 1 6 2 7 2 3 1 1 1 2 1 2 3
## 80.15 80.16 80.17 80.18 80.19 80.2 80.21 80.23 80.24 80.25 80.26 80.27 80.28
## 6 2 6 2 1 2 5 2 1 6 4 3 4
## 80.29 80.3 80.31 80.32 80.33 80.35 80.36 80.37 80.38 80.39 80.4 80.42 80.43
## 2 1 2 2 3 3 2 3 2 2 1 4 1
## 80.44 80.45 80.46 80.47 80.48 80.49 80.5 80.51 80.52 80.53 80.54 80.55 80.56
## 3 3 3 4 2 1 3 1 1 3 4 3 3
## 80.57 80.58 80.59 80.6 80.61 80.62 80.64 80.65 80.66 80.67 80.68 80.69 80.7
## 2 4 2 2 1 3 2 1 4 6 3 3 4
## 80.71 80.72 80.74 80.75 80.76 80.77 80.78 80.79 80.81 80.82 80.83 80.84 80.85
## 8 2 4 2 3 3 2 2 2 5 1 2 5
## 80.86 80.87 80.88 80.89 80.9 80.91 80.92 80.93 80.94 80.95 80.96 80.97 80.98
## 3 2 2 5 1 1 1 1 5 4 2 3 3
## 80.99 81 81.01 81.02 81.03 81.04 81.05 81.06 81.07 81.08 81.09 81.1 81.12
## 2 1 4 3 2 3 4 3 5 2 1 1 3
## 81.13 81.14 81.15 81.16 81.18 81.19 81.2 81.22 81.23 81.24 81.25 81.26 81.27
## 3 2 2 3 3 5 3 1 2 4 2 2 1
## 81.28 81.3 81.31 81.32 81.33 81.34 81.35 81.36 81.38 81.39 81.4 81.41 81.42
## 1 2 3 1 3 3 1 2 2 1 3 2 7
## 81.43 81.44 81.47 81.48 81.49 81.5 81.51 81.52 81.53 81.54 81.55 81.56 81.57
## 3 4 2 3 2 2 3 2 3 1 4 3 5
## 81.59 81.6 81.61 81.62 81.63 81.64 81.66 81.68 81.69 81.7 81.71 81.73 81.74
## 2 3 5 2 4 2 2 4 2 3 4 2 3
## 81.75 81.76 81.77 81.78 81.79 81.8 81.81 81.82 81.83 81.84 81.86 81.87 81.88
## 1 1 2 2 2 1 3 2 2 6 1 4 3
## 81.89 81.9 81.91 81.92 81.93 81.94 81.95 81.96 81.97 81.98 82 82.01 82.03
## 3 2 1 1 2 5 5 2 4 1 3 2 3
## 82.04 82.05 82.06 82.07 82.08 82.09 82.1 82.11 82.12 82.15 82.16 82.17 82.18
## 2 2 3 1 2 3 4 3 1 1 1 1 1
## 82.19 82.21 82.22 82.23 82.24 82.26 82.27 82.28 82.29 82.3 82.31 82.32 82.33
## 3 3 2 3 3 5 2 2 1 1 1 1 6
## 82.35 82.36 82.37 82.38 82.39 82.4 82.41 82.43 82.44 82.45 82.47 82.49 82.51
## 1 1 2 1 1 2 5 3 3 1 3 1 3
## 82.52 82.53 82.55 82.56 82.57 82.58 82.59 82.6 82.61 82.62 82.63 82.64 82.65
## 2 4 3 3 2 2 2 3 4 3 3 3 2
## 82.66 82.67 82.7 82.71 82.72 82.73 82.74 82.75 82.76 82.77 82.78 82.79 82.8
## 2 1 4 2 3 2 2 3 1 1 1 3 4
## 82.81 82.82 82.83 82.84 82.85 82.86 82.87 82.88 82.89 82.9 82.91 82.92 82.93
## 2 1 2 1 3 1 4 1 1 3 2 1 3
## 82.94 82.95 82.96 82.97 82.98 82.99 83 83.02 83.03 83.04 83.05 83.06 83.08
## 1 2 3 2 1 2 3 1 2 2 5 1 3
## 83.09 83.1 83.11 83.12 83.13 83.14 83.15 83.17 83.18 83.19 83.2 83.21 83.22
## 3 4 2 4 1 3 3 2 1 1 1 2 1
## 83.24 83.26 83.27 83.28 83.32 83.34 83.35 83.36 83.37 83.4 83.41 83.42 83.43
## 2 4 4 1 2 1 1 2 2 3 2 1 4
## 83.44 83.45 83.46 83.48 83.49 83.5 83.51 83.52 83.54 83.55 83.57 83.58 83.59
## 1 2 4 1 1 2 1 3 3 3 3 2 1
## 83.6 83.61 83.65 83.66 83.67 83.68 83.69 83.7 83.71 83.74 83.75 83.76 83.77
## 1 1 3 2 2 2 1 1 1 2 1 2 1
## 83.78 83.79 83.8 83.81 83.83 83.84 83.85 83.87 83.88 83.89 83.9 83.91 83.92
## 2 3 1 2 3 2 1 1 2 1 2 1 3
## 83.93 83.94 83.95 83.97 83.98 83.99 84 84.01 84.02 84.03 84.04 84.05 84.06
## 1 2 1 2 1 2 1 3 3 1 1 2 3
## 84.07 84.08 84.12 84.14 84.16 84.17 84.18 84.19 84.2 84.21 84.22 84.23 84.24
## 1 1 2 3 3 2 2 3 3 1 1 1 1
## 84.27 84.28 84.29 84.3 84.32 84.33 84.34 84.35 84.36 84.37 84.4 84.41 84.42
## 1 4 3 1 2 1 1 1 1 1 3 2 2
## 84.44 84.47 84.48 84.49 84.5 84.52 84.54 84.55 84.58 84.59 84.61 84.65 84.66
## 3 1 1 2 3 2 3 4 3 2 1 1 1
## 84.68 84.69 84.7 84.72 84.75 84.77 84.79 84.8 84.81 84.83 84.84 84.85 84.86
## 1 2 1 1 1 2 3 1 1 1 1 1 1
## 84.87 84.89 84.91 84.92 84.93 84.95 84.96 84.97 84.98 85 85.01 85.04 85.05
## 1 1 1 1 1 3 1 1 1 2 1 2 1
## 85.06 85.09 85.1 85.11 85.12 85.13 85.14 85.18 85.2 85.24 85.26 85.28 85.29
## 1 1 1 2 1 2 2 4 1 2 2 2 1
## 85.32 85.38 85.39 85.4 85.44 85.45 85.47 85.48 85.49 85.5 85.51 85.54 85.56
## 2 4 2 1 1 2 2 3 1 1 1 1 1
## 85.59 85.6 85.62 85.64 85.65 85.66 85.67 85.71 85.72 85.73 85.75 85.79 85.8
## 2 2 2 1 2 4 1 2 2 1 4 1 2
## 85.82 85.83 85.84 85.86 85.87 85.88 85.91 85.95 85.96 86 86.06 86.07 86.08
## 2 1 1 3 1 1 1 2 1 2 1 3 1
## 86.09 86.1 86.11 86.13 86.15 86.17 86.19 86.2 86.26 86.28 86.3 86.34 86.38
## 1 1 2 2 2 1 1 2 1 1 1 1 2
## 86.41 86.43 86.44 86.46 86.48 86.5 86.53 86.54 86.56 86.57 86.61 86.64 86.65
## 1 1 1 1 1 2 2 1 1 1 1 1 1
## 86.72 86.86 86.87 86.89 86.92 86.96 87.01 87.06 87.11 87.14 87.16 87.17 87.18
## 1 1 1 1 1 1 1 1 1 2 2 1 3
## 87.21 87.24 87.26 87.28 87.31 87.33 87.36 87.37 87.44 87.45 87.52 87.53 87.55
## 1 1 1 1 1 2 1 1 1 1 2 1 1
## 87.56 87.58 87.61 87.65 87.67 87.71 87.72 87.76 87.82 87.83 87.92 87.96 87.97
## 1 2 1 1 1 2 1 2 1 1 1 1 1
## 88 88.01 88.02 88.17 88.18 88.2 88.23 88.35 88.42 88.49 88.54 88.6 88.61
## 1 1 1 1 1 1 1 2 1 1 1 1 1
## 88.64 88.69 88.73 88.74 88.76 88.8 88.9 88.93 88.96 89 89.05 89.11 89.3
## 1 1 1 1 1 1 1 1 1 1 2 1 1
## 89.32 89.42 89.75 89.95 89.98 90.07 90.12 90.41 90.45 90.63 90.73 91.1 91.12
## 2 1 1 1 1 1 1 1 1 1 1 1 1
## 91.23 91.35 91.52 91.7 91.74 91.78 91.85 92.11 92.97 93.37 94.21 95.2
## 1 1 1 1 1 1 1 1 1 1 1 1
table(MergedData$Payment)
##
## Bank Transfer Credit Card PayPal PayPaly
## 3590 9250 2095 1473
table(MergedData$Express.Delivery)
##
## NO YES
## 5581 11905
#Fix Gender Spelling Mistakes
MergedData$Gender <- replace(MergedData$Gender, MergedData$Gender == "mald", "Male")
MergedData$Gender <- replace(MergedData$Gender, MergedData$Gender == "femase", "Female")
#Fix Partner Spelling
MergedData$Partner. <- replace(MergedData$Partner. , MergedData$Partner. == "ON","NO")
MergedData$Tenure <-replace(MergedData$Tenure , MergedData$Tenure == "Nox","No")
MergedData$Payment <-replace(MergedData$Payment , MergedData$Payment == "PayPaly","PayPal")
MergedData$Above30 <- ifelse(MergedData$Age >=30, "Older", "Younger")
#Check corrected tables
table(MergedData$Gender)
##
## Female Male Other
## 7951 7804 1731
table(MergedData$Partner.)
##
## NO Unknown YES
## 10782 2286 4418
table(MergedData$Tenure)
##
## No Yes
## 9733 7753
table(MergedData$Payment)
##
## Bank Transfer Credit Card PayPal
## 3590 9250 3568
table(MergedData$Above30)
##
## Older Younger
## 8236 9250
Gender_subset <- subset(MergedData, Gender %in% c("Male", "Female"))
#Summary of gender counts
table(Gender_subset$Gender)
##
## Female Male
## 7951 7804
#T Test comparing basket value by Gender
t.test(Basket.Value ~ Gender, data = Gender_subset)
##
## Welch Two Sample t-test
##
## data: Basket.Value by Gender
## t = -0.23757, df = 15735, p-value = 0.8122
## alternative hypothesis: true difference in means between group Female and group Male is not equal to 0
## 95 percent confidence interval:
## -0.7353645 0.5763794
## sample estimates:
## mean in group Female mean in group Male
## 51.23211 51.31160
#Boxplot comparing basket value by gender
boxplot(Basket.Value ~ Gender,
data = Gender_subset,
main = "Basket Value by Gender",
xlab = "Gender",
ylab = "Basket.Value")
Age_subset <- subset(MergedData, Above30 %in% c("Older", "Younger"))
#Count of older vs younger shoppers
#Average basket value by age group
aggregate(Age_subset$Basket.Value ~ Age_subset$Above30,
FUN = mean)
## Age_subset$Above30 Age_subset$Basket.Value
## 1 Older 58.67541
## 2 Younger 44.81322
#Boxplot comparing basket value by age group
boxplot(Age_subset$Basket.Value ~ Age_subset$Above30,
main = "Basket Value by Age Group",
xlab = "Age Group",
ylab = "Basket Value")
#T Test comparing basket value by age group
t.test(Age_subset$Basket.Value ~ Above30, data = Age_subset)
##
## Welch Two Sample t-test
##
## data: Age_subset$Basket.Value by Above30
## t = 47.286, df = 16050, p-value < 2.2e-16
## alternative hypothesis: true difference in means between group Older and group Younger is not equal to 0
## 95 percent confidence interval:
## 13.28758 14.43682
## sample estimates:
## mean in group Older mean in group Younger
## 58.67541 44.81322
tree_model <- rpart(
Basket.Value ~ Basket.Size + Dependant. + Gender + Express.Delivery + Partner.,
data = MergedData,
method = "anova"
)
rpart.plot(tree_model, main = "Decision Tree Predicting Basket Value")
tree_model_2 <- rpart(
Basket.Value ~ Dependant. + Gender + Express.Delivery + Partner.,
data = MergedData,
method = "anova"
)
rpart.plot(tree_model_2, main = "Decision Tree Predicting Basket Value (No Basket Size)")
#Select clustering variables
cluster_data <- MergedData[,c("Age", "Basket.Size", "Basket.Value")]
#Remove missing values
cluster_data <- na.omit(cluster_data)
#scale the data
scaled_data <- scale(cluster_data)
within_cluster <- numeric(10)
for(num_clusters in 1:10) {
within_cluster[num_clusters] <- kmeans(scaled_data,
centers = num_clusters,
nstart = 25)$tot.withinss}
plot(1:10, within_cluster, type="b", pch=19,
xlab="Number of Clusters",
ylab="Within-Cluster Sum of Squares",
main="Elbow Method to Choose Best k")
set.seed(123)
kmeans_model <- kmeans(scaled_data, centers = 4, nstart =25)
#Add cluster labels into dataset
MergedData$cluster <- factor(kmeans_model$cluster)
aggregate(cluster_data, by=list(Cluster=MergedData$cluster), mean)
## Cluster Age Basket.Size Basket.Value
## 1 1 36.99946 17.734150 71.52279
## 2 2 23.52047 2.499703 24.96159
## 3 3 23.63066 6.525081 65.32548
## 4 4 36.84418 12.301417 48.73470
aggregate(Basket.Value ~cluster, data=MergedData, mean)
## cluster Basket.Value
## 1 1 71.52279
## 2 2 24.96159
## 3 3 65.32548
## 4 4 48.73470
boxplot(Basket.Value ~ cluster, data=MergedData,
main="Basket Value by Cluster",
xlab="Cluster",
ylab="Basket Value")
