Luyện tập Ngôn ngữ lập trình

Lê Ngọc Tường Vy

21:47:51, 22 - 09 - 2025

1 .Các kiểu dữ liệu cơ bản (Data Types)

Trong R có một số kiểu dữ liệu chính:

  • Numeric: số thực (ví dụ 3.14, 10, -2.5)

  • Integer: số nguyên (viết thêm L sau số, ví dụ 5L)

  • Character: chuỗi ký tự (ví dụ “Xin chào”)

  • Logical: giá trị logic (TRUE, FALSE)

  • Factor: dữ liệu phân loại (ví dụ “Nam”, “Nữ”)

1.1 .Factor

set.seed(123) # để kết quả tái lập được
v1 <- sample(c("Giỏi", "Khá", "Trung bình"), # tập giá trị
             size = 100,  # số quan sát
             replace = TRUE)   # cho phép lặp lại
v1
##   [1] "Trung bình" "Trung bình" "Trung bình" "Khá"        "Trung bình"
##   [6] "Khá"        "Khá"        "Khá"        "Trung bình" "Giỏi"      
##  [11] "Khá"        "Khá"        "Giỏi"       "Khá"        "Trung bình"
##  [16] "Giỏi"       "Trung bình" "Trung bình" "Giỏi"       "Giỏi"      
##  [21] "Giỏi"       "Giỏi"       "Trung bình" "Khá"        "Trung bình"
##  [26] "Khá"        "Giỏi"       "Khá"        "Trung bình" "Khá"       
##  [31] "Giỏi"       "Trung bình" "Trung bình" "Giỏi"       "Trung bình"
##  [36] "Khá"        "Giỏi"       "Trung bình" "Giỏi"       "Giỏi"      
##  [41] "Khá"        "Trung bình" "Trung bình" "Giỏi"       "Trung bình"
##  [46] "Giỏi"       "Trung bình" "Khá"        "Giỏi"       "Khá"       
##  [51] "Giỏi"       "Giỏi"       "Trung bình" "Giỏi"       "Khá"       
##  [56] "Giỏi"       "Giỏi"       "Trung bình" "Giỏi"       "Khá"       
##  [61] "Giỏi"       "Trung bình" "Giỏi"       "Trung bình" "Khá"       
##  [66] "Trung bình" "Khá"        "Khá"        "Trung bình" "Khá"       
##  [71] "Khá"        "Trung bình" "Trung bình" "Giỏi"       "Khá"       
##  [76] "Khá"        "Giỏi"       "Khá"        "Giỏi"       "Giỏi"      
##  [81] "Khá"        "Trung bình" "Trung bình" "Giỏi"       "Khá"       
##  [86] "Giỏi"       "Khá"        "Giỏi"       "Trung bình" "Trung bình"
##  [91] "Khá"        "Trung bình" "Giỏi"       "Khá"        "Khá"       
##  [96] "Trung bình" "Khá"        "Giỏi"       "Trung bình" "Trung bình"
#Kiểm tra thông tin
class(v1) #kiểu dữ liệu
## [1] "character"
str(v1) #cấu trúc
##  chr [1:100] "Trung bình" "Trung bình" "Trung bình" "Khá" "Trung bình" ...
#Truy cập phần tử trong vector
v1[1]
## [1] "Trung bình"
v1[10]
## [1] "Giỏi"
v1[1:5]
## [1] "Trung bình" "Trung bình" "Trung bình" "Khá"        "Trung bình"
v1[c(1, 12, 40, 65, 100)]
## [1] "Trung bình" "Khá"        "Giỏi"       "Khá"        "Trung bình"
v1[24:50]
##  [1] "Khá"        "Trung bình" "Khá"        "Giỏi"       "Khá"       
##  [6] "Trung bình" "Khá"        "Giỏi"       "Trung bình" "Trung bình"
## [11] "Giỏi"       "Trung bình" "Khá"        "Giỏi"       "Trung bình"
## [16] "Giỏi"       "Giỏi"       "Khá"        "Trung bình" "Trung bình"
## [21] "Giỏi"       "Trung bình" "Giỏi"       "Trung bình" "Khá"       
## [26] "Giỏi"       "Khá"
#Truy cập dựa trên điều kiện
v1[v1 == "Giỏi"]
##  [1] "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi"
## [11] "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi"
## [21] "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Giỏi"
## [31] "Giỏi" "Giỏi" "Giỏi"
v1[v1 == "Khá"]
##  [1] "Khá" "Khá" "Khá" "Khá" "Khá" "Khá" "Khá" "Khá" "Khá" "Khá" "Khá" "Khá"
## [13] "Khá" "Khá" "Khá" "Khá" "Khá" "Khá" "Khá" "Khá" "Khá" "Khá" "Khá" "Khá"
## [25] "Khá" "Khá" "Khá" "Khá" "Khá" "Khá" "Khá" "Khá"
v1[v1 == "Trung bình"]
##  [1] "Trung bình" "Trung bình" "Trung bình" "Trung bình" "Trung bình"
##  [6] "Trung bình" "Trung bình" "Trung bình" "Trung bình" "Trung bình"
## [11] "Trung bình" "Trung bình" "Trung bình" "Trung bình" "Trung bình"
## [16] "Trung bình" "Trung bình" "Trung bình" "Trung bình" "Trung bình"
## [21] "Trung bình" "Trung bình" "Trung bình" "Trung bình" "Trung bình"
## [26] "Trung bình" "Trung bình" "Trung bình" "Trung bình" "Trung bình"
## [31] "Trung bình" "Trung bình" "Trung bình" "Trung bình" "Trung bình"
v1[v1 != "Trung bình"]
##  [1] "Khá"  "Khá"  "Khá"  "Khá"  "Giỏi" "Khá"  "Khá"  "Giỏi" "Khá"  "Giỏi"
## [11] "Giỏi" "Giỏi" "Giỏi" "Giỏi" "Khá"  "Khá"  "Giỏi" "Khá"  "Khá"  "Giỏi"
## [21] "Giỏi" "Khá"  "Giỏi" "Giỏi" "Giỏi" "Khá"  "Giỏi" "Giỏi" "Khá"  "Giỏi"
## [31] "Khá"  "Giỏi" "Giỏi" "Giỏi" "Khá"  "Giỏi" "Giỏi" "Giỏi" "Khá"  "Giỏi"
## [41] "Giỏi" "Khá"  "Khá"  "Khá"  "Khá"  "Khá"  "Giỏi" "Khá"  "Khá"  "Giỏi"
## [51] "Khá"  "Giỏi" "Giỏi" "Khá"  "Giỏi" "Khá"  "Giỏi" "Khá"  "Giỏi" "Khá" 
## [61] "Giỏi" "Khá"  "Khá"  "Khá"  "Giỏi"
v1[v1 != "Khá"]
##  [1] "Trung bình" "Trung bình" "Trung bình" "Trung bình" "Trung bình"
##  [6] "Giỏi"       "Giỏi"       "Trung bình" "Giỏi"       "Trung bình"
## [11] "Trung bình" "Giỏi"       "Giỏi"       "Giỏi"       "Giỏi"      
## [16] "Trung bình" "Trung bình" "Giỏi"       "Trung bình" "Giỏi"      
## [21] "Trung bình" "Trung bình" "Giỏi"       "Trung bình" "Giỏi"      
## [26] "Trung bình" "Giỏi"       "Giỏi"       "Trung bình" "Trung bình"
## [31] "Giỏi"       "Trung bình" "Giỏi"       "Trung bình" "Giỏi"      
## [36] "Giỏi"       "Giỏi"       "Trung bình" "Giỏi"       "Giỏi"      
## [41] "Giỏi"       "Trung bình" "Giỏi"       "Giỏi"       "Trung bình"
## [46] "Giỏi"       "Trung bình" "Trung bình" "Trung bình" "Trung bình"
## [51] "Trung bình" "Giỏi"       "Giỏi"       "Giỏi"       "Giỏi"      
## [56] "Trung bình" "Trung bình" "Giỏi"       "Giỏi"       "Giỏi"      
## [61] "Trung bình" "Trung bình" "Trung bình" "Giỏi"       "Trung bình"
## [66] "Giỏi"       "Trung bình" "Trung bình"
v1[v1 != "Giỏi"]
##  [1] "Trung bình" "Trung bình" "Trung bình" "Khá"        "Trung bình"
##  [6] "Khá"        "Khá"        "Khá"        "Trung bình" "Khá"       
## [11] "Khá"        "Khá"        "Trung bình" "Trung bình" "Trung bình"
## [16] "Trung bình" "Khá"        "Trung bình" "Khá"        "Khá"       
## [21] "Trung bình" "Khá"        "Trung bình" "Trung bình" "Trung bình"
## [26] "Khá"        "Trung bình" "Khá"        "Trung bình" "Trung bình"
## [31] "Trung bình" "Trung bình" "Khá"        "Khá"        "Trung bình"
## [36] "Khá"        "Trung bình" "Khá"        "Trung bình" "Trung bình"
## [41] "Khá"        "Trung bình" "Khá"        "Khá"        "Trung bình"
## [46] "Khá"        "Khá"        "Trung bình" "Trung bình" "Khá"       
## [51] "Khá"        "Khá"        "Khá"        "Trung bình" "Trung bình"
## [56] "Khá"        "Khá"        "Trung bình" "Trung bình" "Khá"       
## [61] "Trung bình" "Khá"        "Khá"        "Trung bình" "Khá"       
## [66] "Trung bình" "Trung bình"
#Tìm vị trí
which(v1 == "Giỏi")
##  [1] 10 13 16 19 20 21 22 27 31 34 37 39 40 44 46 49 51 52 54 56 57 59 61 63 74
## [26] 77 79 80 84 86 88 93 98
which(v1 == "Khá")
##  [1]  4  6  7  8 11 12 14 24 26 28 30 36 41 48 50 55 60 65 67 68 70 71 75 76 78
## [26] 81 85 87 91 94 95 97
which (v1 == "Trung bình")
##  [1]   1   2   3   5   9  15  17  18  23  25  29  32  33  35  38  42  43  45  47
## [20]  53  58  62  64  66  69  72  73  82  83  89  90  92  96  99 100
#Thay đổi giá trị
v1[1] <- "Giỏi"

#Gộp giá trị
k1 <- v1[1:10]
k2 <- v1[(1+17):(10+17)]
gop <- c(k1, k2)
gop
##  [1] "Giỏi"       "Trung bình" "Trung bình" "Khá"        "Trung bình"
##  [6] "Khá"        "Khá"        "Khá"        "Trung bình" "Giỏi"      
## [11] "Trung bình" "Giỏi"       "Giỏi"       "Giỏi"       "Giỏi"      
## [16] "Trung bình" "Khá"        "Trung bình" "Khá"        "Giỏi"
v1_factor <- factor(v1, levels = c("Giỏi", "Khá", "Trung bình"))
summary(v1_factor)
##       Giỏi        Khá Trung bình 
##         34         32         34
set.seed(123)
v2 <- sample(c(2004, 2005, 2006, 2007), size = 200, replace = TRUE)
v2
##   [1] 2006 2006 2006 2005 2006 2005 2005 2005 2006 2004 2007 2005 2005 2004 2005
##  [16] 2006 2007 2004 2006 2006 2004 2007 2004 2004 2004 2006 2007 2005 2006 2005
##  [31] 2004 2005 2006 2007 2005 2004 2006 2006 2004 2007 2006 2007 2005 2004 2006
##  [46] 2004 2004 2005 2006 2006 2007 2004 2006 2004 2006 2007 2005 2004 2005 2004
##  [61] 2004 2007 2007 2006 2004 2005 2004 2004 2006 2004 2005 2004 2006 2004 2006
##  [76] 2005 2007 2006 2007 2007 2005 2005 2006 2007 2005 2005 2006 2006 2007 2004
##  [91] 2005 2005 2004 2005 2007 2004 2004 2005 2006 2006 2004 2007 2005 2004 2007
## [106] 2005 2004 2006 2006 2007 2007 2005 2007 2006 2004 2005 2005 2007 2006 2005
## [121] 2004 2007 2006 2006 2006 2005 2005 2006 2004 2004 2007 2006 2005 2005 2005
## [136] 2007 2005 2005 2005 2006 2007 2007 2005 2004 2005 2005 2005 2006 2007 2005
## [151] 2006 2005 2006 2007 2004 2006 2006 2006 2004 2006 2006 2005 2005 2005 2006
## [166] 2007 2006 2006 2005 2004 2005 2007 2007 2007 2004 2006 2006 2007 2007 2005
## [181] 2007 2004 2006 2004 2006 2005 2005 2004 2006 2005 2007 2004 2006 2007 2007
## [196] 2006 2006 2007 2004 2007
class(v2)
## [1] "numeric"
str(v2)
##  num [1:200] 2006 2006 2006 2005 2006 ...
v2[1]
## [1] 2006
v2[180]
## [1] 2005
v2[2:200]
##   [1] 2006 2006 2005 2006 2005 2005 2005 2006 2004 2007 2005 2005 2004 2005 2006
##  [16] 2007 2004 2006 2006 2004 2007 2004 2004 2004 2006 2007 2005 2006 2005 2004
##  [31] 2005 2006 2007 2005 2004 2006 2006 2004 2007 2006 2007 2005 2004 2006 2004
##  [46] 2004 2005 2006 2006 2007 2004 2006 2004 2006 2007 2005 2004 2005 2004 2004
##  [61] 2007 2007 2006 2004 2005 2004 2004 2006 2004 2005 2004 2006 2004 2006 2005
##  [76] 2007 2006 2007 2007 2005 2005 2006 2007 2005 2005 2006 2006 2007 2004 2005
##  [91] 2005 2004 2005 2007 2004 2004 2005 2006 2006 2004 2007 2005 2004 2007 2005
## [106] 2004 2006 2006 2007 2007 2005 2007 2006 2004 2005 2005 2007 2006 2005 2004
## [121] 2007 2006 2006 2006 2005 2005 2006 2004 2004 2007 2006 2005 2005 2005 2007
## [136] 2005 2005 2005 2006 2007 2007 2005 2004 2005 2005 2005 2006 2007 2005 2006
## [151] 2005 2006 2007 2004 2006 2006 2006 2004 2006 2006 2005 2005 2005 2006 2007
## [166] 2006 2006 2005 2004 2005 2007 2007 2007 2004 2006 2006 2007 2007 2005 2007
## [181] 2004 2006 2004 2006 2005 2005 2004 2006 2005 2007 2004 2006 2007 2007 2006
## [196] 2006 2007 2004 2007
v2[c(2,4,6,100)]
## [1] 2006 2005 2005 2006
v2[v2 == 2004]
##  [1] 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004
## [16] 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004
## [31] 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004
v2[v2 == 2007]
##  [1] 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007
## [16] 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007
## [31] 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007
v2[v2 != 2004]
##   [1] 2006 2006 2006 2005 2006 2005 2005 2005 2006 2007 2005 2005 2005 2006 2007
##  [16] 2006 2006 2007 2006 2007 2005 2006 2005 2005 2006 2007 2005 2006 2006 2007
##  [31] 2006 2007 2005 2006 2005 2006 2006 2007 2006 2006 2007 2005 2005 2007 2007
##  [46] 2006 2005 2006 2005 2006 2006 2005 2007 2006 2007 2007 2005 2005 2006 2007
##  [61] 2005 2005 2006 2006 2007 2005 2005 2005 2007 2005 2006 2006 2007 2005 2007
##  [76] 2005 2006 2006 2007 2007 2005 2007 2006 2005 2005 2007 2006 2005 2007 2006
##  [91] 2006 2006 2005 2005 2006 2007 2006 2005 2005 2005 2007 2005 2005 2005 2006
## [106] 2007 2007 2005 2005 2005 2005 2006 2007 2005 2006 2005 2006 2007 2006 2006
## [121] 2006 2006 2006 2005 2005 2005 2006 2007 2006 2006 2005 2005 2007 2007 2007
## [136] 2006 2006 2007 2007 2005 2007 2006 2006 2005 2005 2006 2005 2007 2006 2007
## [151] 2007 2006 2006 2007 2007
v2[v2 != 2007]
##   [1] 2006 2006 2006 2005 2006 2005 2005 2005 2006 2004 2005 2005 2004 2005 2006
##  [16] 2004 2006 2006 2004 2004 2004 2004 2006 2005 2006 2005 2004 2005 2006 2005
##  [31] 2004 2006 2006 2004 2006 2005 2004 2006 2004 2004 2005 2006 2006 2004 2006
##  [46] 2004 2006 2005 2004 2005 2004 2004 2006 2004 2005 2004 2004 2006 2004 2005
##  [61] 2004 2006 2004 2006 2005 2006 2005 2005 2006 2005 2005 2006 2006 2004 2005
##  [76] 2005 2004 2005 2004 2004 2005 2006 2006 2004 2005 2004 2005 2004 2006 2006
##  [91] 2005 2006 2004 2005 2005 2006 2005 2004 2006 2006 2006 2005 2005 2006 2004
## [106] 2004 2006 2005 2005 2005 2005 2005 2005 2006 2005 2004 2005 2005 2005 2006
## [121] 2005 2006 2005 2006 2004 2006 2006 2006 2004 2006 2006 2005 2005 2005 2006
## [136] 2006 2006 2005 2004 2005 2004 2006 2006 2005 2004 2006 2004 2006 2005 2005
## [151] 2004 2006 2005 2004 2006 2006 2006 2004
v2[ v2 >= 2004]
##   [1] 2006 2006 2006 2005 2006 2005 2005 2005 2006 2004 2007 2005 2005 2004 2005
##  [16] 2006 2007 2004 2006 2006 2004 2007 2004 2004 2004 2006 2007 2005 2006 2005
##  [31] 2004 2005 2006 2007 2005 2004 2006 2006 2004 2007 2006 2007 2005 2004 2006
##  [46] 2004 2004 2005 2006 2006 2007 2004 2006 2004 2006 2007 2005 2004 2005 2004
##  [61] 2004 2007 2007 2006 2004 2005 2004 2004 2006 2004 2005 2004 2006 2004 2006
##  [76] 2005 2007 2006 2007 2007 2005 2005 2006 2007 2005 2005 2006 2006 2007 2004
##  [91] 2005 2005 2004 2005 2007 2004 2004 2005 2006 2006 2004 2007 2005 2004 2007
## [106] 2005 2004 2006 2006 2007 2007 2005 2007 2006 2004 2005 2005 2007 2006 2005
## [121] 2004 2007 2006 2006 2006 2005 2005 2006 2004 2004 2007 2006 2005 2005 2005
## [136] 2007 2005 2005 2005 2006 2007 2007 2005 2004 2005 2005 2005 2006 2007 2005
## [151] 2006 2005 2006 2007 2004 2006 2006 2006 2004 2006 2006 2005 2005 2005 2006
## [166] 2007 2006 2006 2005 2004 2005 2007 2007 2007 2004 2006 2006 2007 2007 2005
## [181] 2007 2004 2006 2004 2006 2005 2005 2004 2006 2005 2007 2004 2006 2007 2007
## [196] 2006 2006 2007 2004 2007
v2[ v2 <= 2004]
##  [1] 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004
## [16] 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004
## [31] 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004 2004
v2[v2 <= 2005]
##   [1] 2005 2005 2005 2005 2004 2005 2005 2004 2005 2004 2004 2004 2004 2004 2005
##  [16] 2005 2004 2005 2005 2004 2004 2005 2004 2004 2004 2005 2004 2004 2005 2004
##  [31] 2005 2004 2004 2004 2005 2004 2004 2004 2005 2004 2004 2005 2005 2005 2005
##  [46] 2005 2004 2005 2005 2004 2005 2004 2004 2005 2004 2005 2004 2005 2004 2005
##  [61] 2004 2005 2005 2005 2004 2005 2005 2004 2004 2005 2005 2005 2005 2005 2005
##  [76] 2005 2004 2005 2005 2005 2005 2005 2004 2004 2005 2005 2005 2005 2004 2005
##  [91] 2004 2005 2004 2004 2005 2005 2004 2005 2004 2004
v2[v2 == 2004 | v2 == 2005]
##   [1] 2005 2005 2005 2005 2004 2005 2005 2004 2005 2004 2004 2004 2004 2004 2005
##  [16] 2005 2004 2005 2005 2004 2004 2005 2004 2004 2004 2005 2004 2004 2005 2004
##  [31] 2005 2004 2004 2004 2005 2004 2004 2004 2005 2004 2004 2005 2005 2005 2005
##  [46] 2005 2004 2005 2005 2004 2005 2004 2004 2005 2004 2005 2004 2005 2004 2005
##  [61] 2004 2005 2005 2005 2004 2005 2005 2004 2004 2005 2005 2005 2005 2005 2005
##  [76] 2005 2004 2005 2005 2005 2005 2005 2004 2004 2005 2005 2005 2005 2004 2005
##  [91] 2004 2005 2004 2004 2005 2005 2004 2005 2004 2004
v2[v2 >= 2004 & v2 <= 2006]
##   [1] 2006 2006 2006 2005 2006 2005 2005 2005 2006 2004 2005 2005 2004 2005 2006
##  [16] 2004 2006 2006 2004 2004 2004 2004 2006 2005 2006 2005 2004 2005 2006 2005
##  [31] 2004 2006 2006 2004 2006 2005 2004 2006 2004 2004 2005 2006 2006 2004 2006
##  [46] 2004 2006 2005 2004 2005 2004 2004 2006 2004 2005 2004 2004 2006 2004 2005
##  [61] 2004 2006 2004 2006 2005 2006 2005 2005 2006 2005 2005 2006 2006 2004 2005
##  [76] 2005 2004 2005 2004 2004 2005 2006 2006 2004 2005 2004 2005 2004 2006 2006
##  [91] 2005 2006 2004 2005 2005 2006 2005 2004 2006 2006 2006 2005 2005 2006 2004
## [106] 2004 2006 2005 2005 2005 2005 2005 2005 2006 2005 2004 2005 2005 2005 2006
## [121] 2005 2006 2005 2006 2004 2006 2006 2006 2004 2006 2006 2005 2005 2005 2006
## [136] 2006 2006 2005 2004 2005 2004 2006 2006 2005 2004 2006 2004 2006 2005 2005
## [151] 2004 2006 2005 2004 2006 2006 2006 2004
which(v2 == 2004)
##  [1]  10  14  18  21  23  24  25  31  36  39  44  46  47  52  54  58  60  61  65
## [20]  67  68  70  72  74  90  93  96  97 101 104 107 115 121 129 130 144 155 159
## [39] 170 175 182 184 188 192 199
which(v2 != 2004)
##   [1]   1   2   3   4   5   6   7   8   9  11  12  13  15  16  17  19  20  22
##  [19]  26  27  28  29  30  32  33  34  35  37  38  40  41  42  43  45  48  49
##  [37]  50  51  53  55  56  57  59  62  63  64  66  69  71  73  75  76  77  78
##  [55]  79  80  81  82  83  84  85  86  87  88  89  91  92  94  95  98  99 100
##  [73] 102 103 105 106 108 109 110 111 112 113 114 116 117 118 119 120 122 123
##  [91] 124 125 126 127 128 131 132 133 134 135 136 137 138 139 140 141 142 143
## [109] 145 146 147 148 149 150 151 152 153 154 156 157 158 160 161 162 163 164
## [127] 165 166 167 168 169 171 172 173 174 176 177 178 179 180 181 183 185 186
## [145] 187 189 190 191 193 194 195 196 197 198 200
v2[1] <- 2010
v2
##   [1] 2010 2006 2006 2005 2006 2005 2005 2005 2006 2004 2007 2005 2005 2004 2005
##  [16] 2006 2007 2004 2006 2006 2004 2007 2004 2004 2004 2006 2007 2005 2006 2005
##  [31] 2004 2005 2006 2007 2005 2004 2006 2006 2004 2007 2006 2007 2005 2004 2006
##  [46] 2004 2004 2005 2006 2006 2007 2004 2006 2004 2006 2007 2005 2004 2005 2004
##  [61] 2004 2007 2007 2006 2004 2005 2004 2004 2006 2004 2005 2004 2006 2004 2006
##  [76] 2005 2007 2006 2007 2007 2005 2005 2006 2007 2005 2005 2006 2006 2007 2004
##  [91] 2005 2005 2004 2005 2007 2004 2004 2005 2006 2006 2004 2007 2005 2004 2007
## [106] 2005 2004 2006 2006 2007 2007 2005 2007 2006 2004 2005 2005 2007 2006 2005
## [121] 2004 2007 2006 2006 2006 2005 2005 2006 2004 2004 2007 2006 2005 2005 2005
## [136] 2007 2005 2005 2005 2006 2007 2007 2005 2004 2005 2005 2005 2006 2007 2005
## [151] 2006 2005 2006 2007 2004 2006 2006 2006 2004 2006 2006 2005 2005 2005 2006
## [166] 2007 2006 2006 2005 2004 2005 2007 2007 2007 2004 2006 2006 2007 2007 2005
## [181] 2007 2004 2006 2004 2006 2005 2005 2004 2006 2005 2007 2004 2006 2007 2007
## [196] 2006 2006 2007 2004 2007
kv2 <- v2[1:10]
kv22 <- v2[(1+17):(10+17)]
kv <- c(kv2, kv22)
kv
##  [1] 2010 2006 2006 2005 2006 2005 2005 2005 2006 2004 2004 2006 2006 2004 2007
## [16] 2004 2004 2004 2006 2007
min(v2)
## [1] 2004
max(v2)
## [1] 2010
mean(v2)
## [1] 2005.505
sum(v2)
## [1] 401101
summary(v2)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    2004    2005    2006    2006    2006    2010
str(v2)
##  num [1:200] 2010 2006 2006 2005 2006 ...
head(v2)
## [1] 2010 2006 2006 2005 2006 2005
tail(v2)
## [1] 2007 2006 2006 2007 2004 2007
length(v2)
## [1] 200
var(v2)
## [1] 1.226106
sd(v2)
## [1] 1.107296
median(v2)
## [1] 2005.5
quantile(v2)
##     0%    25%    50%    75%   100% 
## 2004.0 2005.0 2005.5 2006.0 2010.0
any(v2 == 2020)
## [1] FALSE
any(v2 == 2004) # có phần tử nào bằng 2004 không?
## [1] TRUE
all(v2 > 2000)  # tất cả có > 2000 không?
## [1] TRUE
c(v2, 2007, 2008, 2009)  # nối thêm phần tử
##   [1] 2010 2006 2006 2005 2006 2005 2005 2005 2006 2004 2007 2005 2005 2004 2005
##  [16] 2006 2007 2004 2006 2006 2004 2007 2004 2004 2004 2006 2007 2005 2006 2005
##  [31] 2004 2005 2006 2007 2005 2004 2006 2006 2004 2007 2006 2007 2005 2004 2006
##  [46] 2004 2004 2005 2006 2006 2007 2004 2006 2004 2006 2007 2005 2004 2005 2004
##  [61] 2004 2007 2007 2006 2004 2005 2004 2004 2006 2004 2005 2004 2006 2004 2006
##  [76] 2005 2007 2006 2007 2007 2005 2005 2006 2007 2005 2005 2006 2006 2007 2004
##  [91] 2005 2005 2004 2005 2007 2004 2004 2005 2006 2006 2004 2007 2005 2004 2007
## [106] 2005 2004 2006 2006 2007 2007 2005 2007 2006 2004 2005 2005 2007 2006 2005
## [121] 2004 2007 2006 2006 2006 2005 2005 2006 2004 2004 2007 2006 2005 2005 2005
## [136] 2007 2005 2005 2005 2006 2007 2007 2005 2004 2005 2005 2005 2006 2007 2005
## [151] 2006 2005 2006 2007 2004 2006 2006 2006 2004 2006 2006 2005 2005 2005 2006
## [166] 2007 2006 2006 2005 2004 2005 2007 2007 2007 2004 2006 2006 2007 2007 2005
## [181] 2007 2004 2006 2004 2006 2005 2005 2004 2006 2005 2007 2004 2006 2007 2007
## [196] 2006 2006 2007 2004 2007 2007 2008 2009
table(v2)
## v2
## 2004 2005 2006 2007 2010 
##   45   55   57   42    1

1.2 .Matrix

#Tạo ma trận điểm
scores <- matrix(c(8, 7, 9, 
                   6, 8, 7,
                   10, 9, 10,
                   8, 8, 8),
                 nrow = 4,
                 ncol = 3,
                 byrow = TRUE
                 )
#Đặt tên hàng và cột
rownames(scores) <- c("HS1", "HS2", "HS3", "HS4")
colnames(scores) <- c("Toán", "Văn", "Anh")
scores
##     Toán Văn Anh
## HS1    8   7   9
## HS2    6   8   7
## HS3   10   9  10
## HS4    8   8   8
#Truy cập phần tử #scores[i,j]
scores[1, 1] #HS1, Toán
## [1] 8
scores[2, 3] #HS2, Anh
## [1] 7
scores[ , 1] #Tất cả điểm toán
## HS1 HS2 HS3 HS4 
##   8   6  10   8
scores[ , 2] #tất cả điểm văn
## HS1 HS2 HS3 HS4 
##   7   8   9   8
scores[1, ] #điểm của hs1
## Toán  Văn  Anh 
##    8    7    9
scores[4, ] #điểm của hs4
## Toán  Văn  Anh 
##    8    8    8
scores[c(1,3), ] #điểm của hs1 và hs3
##     Toán Văn Anh
## HS1    8   7   9
## HS3   10   9  10
scores[c(3,4), ] #điểm hs3 và hs4
##     Toán Văn Anh
## HS3   10   9  10
## HS4    8   8   8
scores[ , c(1,3)] #điểm toán và anh
##     Toán Anh
## HS1    8   9
## HS2    6   7
## HS3   10  10
## HS4    8   8
scores[ , c(1,2)] #điểm toán văn
##     Toán Văn
## HS1    8   7
## HS2    6   8
## HS3   10   9
## HS4    8   8
#Thay đổi giá trị
scores[2, 2] <- 5 #sửa điểm văn hs2 8 thành 5
scores[1, 1] <- 10 #sửa điểm toán hs1 thành 10

#Thêm hàng thêm cột
scores <- rbind(scores, HS5 = c(7,7,7)) #thêm hs5
scores <- cbind(scores, Trung = c(5,6,7,8,9)) #thêm môn tiếng Trung

scores <- rbind(scores, HS6 = c(10,8,9,9)) #thêm hs6
scores <- cbind(scores, Pháp = c(9,8,7,6,5,9)) #thêm tiếng Pháp
scores <- cbind(scores, Nhật = c(7,8,9,8,8,6)) #thêm tiếng nhật
scores
##     Toán Văn Anh Trung Pháp Nhật
## HS1   10   7   9     5    9    7
## HS2    6   5   7     6    8    8
## HS3   10   9  10     7    7    9
## HS4    8   8   8     8    6    8
## HS5    7   7   7     9    5    8
## HS6   10   8   9     9    9    6
#Thống kê nhanh
rowSums(scores) #tổng điểm của mỗi hs
## HS1 HS2 HS3 HS4 HS5 HS6 
##  47  40  52  46  43  51
colSums(scores) #tổng điểm mỗi môn
##  Toán   Văn   Anh Trung  Pháp  Nhật 
##    51    44    50    44    44    46
rowMeans(scores) #dtb mỗi hs
##      HS1      HS2      HS3      HS4      HS5      HS6 
## 7.833333 6.666667 8.666667 7.666667 7.166667 8.500000
colMeans(scores) #dtb mỗi môn
##     Toán      Văn      Anh    Trung     Pháp     Nhật 
## 8.500000 7.333333 8.333333 7.333333 7.333333 7.666667
#Phân tích thống kê nâng cao
cov(scores) #ma tran hps
##       Toán        Văn         Anh      Trung       Pháp        Nhật
## Toán   3.1  1.8000000  2.00000000 -0.2000000  1.4000000 -0.60000000
## Văn    1.8  1.8666667  1.26666667  0.8666667 -0.3333333  0.13333333
## Anh    2.0  1.2666667  1.46666667 -0.3333333  0.8666667 -0.06666667
## Trung -0.2  0.8666667 -0.33333333  2.6666667 -1.3333333 -0.26666667
## Pháp   1.4 -0.3333333  0.86666667 -1.3333333  2.6666667 -1.06666667
## Nhật  -0.6  0.1333333 -0.06666667 -0.2666667 -1.0666667  1.06666667
cor(scores) #ma tran tq
##              Toán         Văn         Anh       Trung       Pháp        Nhật
## Toán   1.00000000  0.74826989  0.93795810 -0.06956083  0.4869258 -0.32995601
## Văn    0.74826989  1.00000000  0.76553182  0.38844930 -0.1494036  0.09449112
## Anh    0.93795810  0.76553182  1.00000000 -0.16854997  0.4382299 -0.05330018
## Trung -0.06956083  0.38844930 -0.16854997  1.00000000 -0.5000000 -0.15811388
## Pháp   0.48692584 -0.14940358  0.43822991 -0.50000000  1.0000000 -0.63245553
## Nhật  -0.32995601  0.09449112 -0.05330018 -0.15811388 -0.6324555  1.00000000
det(scores) #định thức
## [1] -318
solve(scores) #ma trận nghịch đảo
##               HS1         HS2         HS3        HS4         HS5         HS6
## Toán   0.84905660 -0.45911950 -0.47169811 -0.2830189  0.76100629 -0.30817610
## Văn    0.05660377 -0.11949686 -0.69811321  1.9811321 -0.99371069 -0.17610063
## Anh   -1.22641509  0.47798742  1.79245283 -1.9245283 -0.02515723  0.70440252
## Trung -0.16981132  0.02515723  0.09433962 -0.4433962  0.31446541  0.19496855
## Pháp   0.15094340  0.12578616 -0.52830189  0.7830189 -0.42767296 -0.02515723
## Nhật   0.37735849 -0.01886792 -0.32075472  0.2075472  0.26415094 -0.39622642
#Tìm kiếm và logic
which.max(scores[ , 2]) #HS cao điểm nhất môn văn
## HS3 
##   3
which.max(scores[ , "Anh"]) #hs cao điểm nhất môn anh
## HS3 
##   3
which.min(scores[ , "Trung"]) #hs thấp điểm nhất môn Trung
## HS1 
##   1
scores[scores >= 9]  # lọc tất cả điểm >= 9
##  [1] 10 10 10  9  9 10  9  9  9  9  9  9
scores[scores != 10] #lọc tất cả điểm khác 10
##  [1] 6 8 7 7 5 9 8 7 8 9 7 8 7 9 5 6 7 8 9 9 9 8 7 6 5 9 7 8 9 8 8 6
#Thao tác toán học
t(scores) #chuyển vị
##       HS1 HS2 HS3 HS4 HS5 HS6
## Toán   10   6  10   8   7  10
## Văn     7   5   9   8   7   8
## Anh     9   7  10   8   7   9
## Trung   5   6   7   8   9   9
## Pháp    9   8   7   6   5   9
## Nhật    7   8   9   8   8   6
scores - 1 #trừ 1 điểm cho tất cả
##     Toán Văn Anh Trung Pháp Nhật
## HS1    9   6   8     4    8    6
## HS2    5   4   6     5    7    7
## HS3    9   8   9     6    6    8
## HS4    7   7   7     7    5    7
## HS5    6   6   6     8    4    7
## HS6    9   7   8     8    8    5
scores * 10 #NHÂN 10 LẦN
##     Toán Văn Anh Trung Pháp Nhật
## HS1  100  70  90    50   90   70
## HS2   60  50  70    60   80   80
## HS3  100  90 100    70   70   90
## HS4   80  80  80    80   60   80
## HS5   70  70  70    90   50   80
## HS6  100  80  90    90   90   60
scores %*% t(scores) #nhân ma trận
##     HS1 HS2 HS3 HS4 HS5 HS6
## HS1 385 316 414 358 328 405
## HS2 316 274 345 304 284 337
## HS3 414 345 460 402 373 442
## HS4 358 304 402 356 334 390
## HS5 328 284 373 334 317 363
## HS6 405 337 442 390 363 443
I <- diag (6)
scores %*% I #nhân vs ma trận chuyển vị
##     [,1] [,2] [,3] [,4] [,5] [,6]
## HS1   10    7    9    5    9    7
## HS2    6    5    7    6    8    8
## HS3   10    9   10    7    7    9
## HS4    8    8    8    8    6    8
## HS5    7    7    7    9    5    8
## HS6   10    8    9    9    9    6

1.3 .List

#Tạo list
sinhvien <- list(
  ten = "Nguyen Van An",
  tuoi = 17,
  diem = c(Toan = 9, Van = 8, Anh = 7),
  passed = TRUE,
  sothich = c("Nghe nhạc", "Đi bộ", "Du lịch"), 
  diachi = "Phường Thạnh Mỹ Tây, HCM",
  sdt = "0123456789"
  )
sinhvien
## $ten
## [1] "Nguyen Van An"
## 
## $tuoi
## [1] 17
## 
## $diem
## Toan  Van  Anh 
##    9    8    7 
## 
## $passed
## [1] TRUE
## 
## $sothich
## [1] "Nghe nhạc" "Đi bộ"     "Du lịch"  
## 
## $diachi
## [1] "Phường Thạnh Mỹ Tây, HCM"
## 
## $sdt
## [1] "0123456789"
#Truy cập 
sinhvien$ten   # lấy tên
## [1] "Nguyen Van An"
sinhvien$diem  # lấy vector điểm
## Toan  Van  Anh 
##    9    8    7
sinhvien$diem["Anh"] # điểm môn Anh
## Anh 
##   7
sinhvien$sothich[2] # sở thích thứ 2
## [1] "Đi bộ"
sinhvien$sdt
## [1] "0123456789"
#Thêm hoặc thay đổi phần tử
sinhvien$dantoc <- "Kinh" #thêm phần tử mới
sinhvien$tongiao <- "Không"
sinhvien$tuoi <- 16 #thay đổi tuổi

#Xóa phần tử
sinhvien$diachi <- NULL
sinhvien
## $ten
## [1] "Nguyen Van An"
## 
## $tuoi
## [1] 16
## 
## $diem
## Toan  Van  Anh 
##    9    8    7 
## 
## $passed
## [1] TRUE
## 
## $sothich
## [1] "Nghe nhạc" "Đi bộ"     "Du lịch"  
## 
## $sdt
## [1] "0123456789"
## 
## $dantoc
## [1] "Kinh"
## 
## $tongiao
## [1] "Không"
#Áp dụng hàm
lapply(sinhvien, class)  # lấy kiểu dữ liệu của từng phần tử
## $ten
## [1] "character"
## 
## $tuoi
## [1] "numeric"
## 
## $diem
## [1] "numeric"
## 
## $passed
## [1] "logical"
## 
## $sothich
## [1] "character"
## 
## $sdt
## [1] "character"
## 
## $dantoc
## [1] "character"
## 
## $tongiao
## [1] "character"
sapply(sinhvien, length) # lấy độ dài từng phần tử
##     ten    tuoi    diem  passed sothich     sdt  dantoc tongiao 
##       1       1       3       1       3       1       1       1
for (item in sinhvien) {
  print(item)
} #Lặp qua list
## [1] "Nguyen Van An"
## [1] 16
## Toan  Van  Anh 
##    9    8    7 
## [1] TRUE
## [1] "Nghe nhạc" "Đi bộ"     "Du lịch"  
## [1] "0123456789"
## [1] "Kinh"
## [1] "Không"
for (item in sinhvien) {
  print(item)
}
## [1] "Nguyen Van An"
## [1] 16
## Toan  Van  Anh 
##    9    8    7 
## [1] TRUE
## [1] "Nghe nhạc" "Đi bộ"     "Du lịch"  
## [1] "0123456789"
## [1] "Kinh"
## [1] "Không"

1.4 .Data Frame

#Tạo df
df <- data.frame(
  Ten = c("Nguyen Van Te Hen", "Le Van A Em", "Nguyen Thi Tray Hop", "Le Thi Dung Cuc"),
  Tuoi = c(20, 21, 23, 22),
  Gioitinh = c("M", "M", "F", "F"),
  Truong = c("UFM", "UFM", "UEH", "FTU"),
  Quequan = c("HCM", "HCM", "HCM", "LA"),
  Diemthi = c(9.5, 4.5, 9, 9.75),
  Ketqua = c(TRUE, FALSE, TRUE, TRUE)
  )
df
Ten Tuoi Gioitinh Truong Quequan Diemthi Ketqua
Nguyen Van Te Hen 20 M UFM HCM 9.50 TRUE
Le Van A Em 21 M UFM HCM 4.50 FALSE
Nguyen Thi Tray Hop 23 F UEH HCM 9.00 TRUE
Le Thi Dung Cuc 22 F FTU LA 9.75 TRUE 
#Thông tin
str(df) #cấu trúc
## 'data.frame':    4 obs. of  7 variables:
##  $ Ten     : chr  "Nguyen Van Te Hen" "Le Van A Em" "Nguyen Thi Tray Hop" "Le Thi Dung Cuc"
##  $ Tuoi    : num  20 21 23 22
##  $ Gioitinh: chr  "M" "M" "F" "F"
##  $ Truong  : chr  "UFM" "UFM" "UEH" "FTU"
##  $ Quequan : chr  "HCM" "HCM" "HCM" "LA"
##  $ Diemthi : num  9.5 4.5 9 9.75
##  $ Ketqua  : logi  TRUE FALSE TRUE TRUE
nrow(df)
## [1] 4
ncol(df)
## [1] 7
dim(df) #kích thước
## [1] 4 7
names(df) #Tên các biến có trong df
## [1] "Ten"      "Tuoi"     "Gioitinh" "Truong"   "Quequan"  "Diemthi"  "Ketqua"
#Truy cập dữ liệu
df$Ten #lấy tên
## [1] "Nguyen Van Te Hen"   "Le Van A Em"         "Nguyen Thi Tray Hop"
## [4] "Le Thi Dung Cuc"
df$Tuoi #lấy tuổi
## [1] 20 21 23 22
df[ , "Diemthi"] #lấy điểm thi
## [1] 9.50 4.50 9.00 9.75
df[1, ] #lấy h1
Ten Tuoi Gioitinh Truong Quequan Diemthi Ketqua
Nguyen Van Te Hen 20 M UFM HCM 9.5 TRUE 
df[4, ] #lấy h4
Ten Tuoi Gioitinh Truong Quequan Diemthi Ketqua
4 Le Thi Dung Cuc 22 F FTU LA 9.75 TRUE 
df[2:4, ] #lấy hàng 2-4
Ten Tuoi Gioitinh Truong Quequan Diemthi Ketqua
2 Le Van A Em 21 M UFM HCM 4.50 FALSE
3 Nguyen Thi Tray Hop 23 F UEH HCM 9.00 TRUE
4 Le Thi Dung Cuc 22 F FTU LA 9.75 TRUE 
df[c(2,4), ] #lấy hàng 2 và 4
Ten Tuoi Gioitinh Truong Quequan Diemthi Ketqua
2 Le Van A Em 21 M UFM HCM 4.50 FALSE
4 Le Thi Dung Cuc 22 F FTU LA 9.75 TRUE 
df[ , 2] #lấy cột 2
## [1] 20 21 23 22
#Thêm và sửa dữ liệu
df$Dotthi <- c("D1", "D2", "D1", "D1")
df$Quequan[2] <- "LA"
df <- rbind(
  df, 
  data.frame(
    Ten = "Le Ngoc Ne Za", 
    Tuoi = 21, 
    Gioitinh = "F", 
    Truong = "UFM", 
    Quequan = "LA", 
    Diemthi = 9.75, 
    Ketqua = TRUE, Dotthi = "D3"
  )
)

df$Dotthi <- NULL #Xóa biến Dotthi
df <- df[-3, ] #Xóa hàng 3
#Thống kê nhanh
summary(df) # thống kê cơ bản cho từng cột
##      Ten                 Tuoi         Gioitinh            Truong         
##  Length:4           Min.   :20.00   Length:4           Length:4          
##  Class :character   1st Qu.:20.75   Class :character   Class :character  
##  Mode  :character   Median :21.00   Mode  :character   Mode  :character  
##                     Mean   :21.00                                        
##                     3rd Qu.:21.25                                        
##                     Max.   :22.00                                        
##    Quequan             Diemthi        Ketqua       
##  Length:4           Min.   :4.500   Mode :logical  
##  Class :character   1st Qu.:8.250   FALSE:1        
##  Mode  :character   Median :9.625   TRUE :3        
##                     Mean   :8.375                  
##                     3rd Qu.:9.750                  
##                     Max.   :9.750
mean(df$Diemthi)  # trung bình cột Diem
## [1] 8.375
table(df$Gioitinh) #Tan so theo GT
## 
## F M 
## 2 2
max(df$Tuoi)
## [1] 22
min(df$Diemthi)
## [1] 4.5
#Lọc dữ liệu thep điều kiện
df[df$Diemthi > 8, ]
Ten Tuoi Gioitinh Truong Quequan Diemthi Ketqua
1 Nguyen Van Te Hen 20 M UFM HCM 9.50 TRUE
4 Le Thi Dung Cuc 22 F FTU LA 9.75 TRUE
5 Le Ngoc Ne Za 21 F UFM LA 9.75 TRUE 
df[df$Ketqua == FALSE, ]
Ten Tuoi Gioitinh Truong Quequan Diemthi Ketqua
2 Le Van A Em 21 M UFM LA 4.5 FALSE 
df[df$Tuoi != 22, ]
Ten Tuoi Gioitinh Truong Quequan Diemthi Ketqua
1 Nguyen Van Te Hen 20 M UFM HCM 9.50 TRUE
2 Le Van A Em 21 M UFM LA 4.50 FALSE
5 Le Ngoc Ne Za 21 F UFM LA 9.75 TRUE 
df[df$Tuoi == 22, ]
Ten Tuoi Gioitinh Truong Quequan Diemthi Ketqua
4 Le Thi Dung Cuc 22 F FTU LA 9.75 TRUE 
#Sắp xếp
df[order(df$Diemthi), ] # sắp xếp tăng theo điểm
Ten Tuoi Gioitinh Truong Quequan Diemthi Ketqua
2 Le Van A Em 21 M UFM LA 4.50 FALSE
1 Nguyen Van Te Hen 20 M UFM HCM 9.50 TRUE
4 Le Thi Dung Cuc 22 F FTU LA 9.75 TRUE
5 Le Ngoc Ne Za 21 F UFM LA 9.75 TRUE 
df[order(-df$Diemthi), ] # sắp xếp giảm
Ten Tuoi Gioitinh Truong Quequan Diemthi Ketqua
4 Le Thi Dung Cuc 22 F FTU LA 9.75 TRUE
5 Le Ngoc Ne Za 21 F UFM LA 9.75 TRUE
1 Nguyen Van Te Hen 20 M UFM HCM 9.50 TRUE
2 Le Van A Em 21 M UFM LA 4.50 FALSE 
#Thao tác nâng cao
aggregate(Diemthi ~ Gioitinh, data = df, mean) # trung bình diemthi theo giới
Gioitinh Diemthi
F 9.75
M 7.00 
aggregate(Diemthi ~ Gioitinh, data = df, max) #diem thi cao nhat theo gioi tinh
Gioitinh Diemthi
F 9.75
M 9.50 
#Xuất file
write.csv(df,"~/Downloads/TLHK3:2025/Ngôn ngữ lập tri", row.names = FALSE) #lưu ra file

getwd() # xem thư mục hiện tại
## [1] "/Users/lengoctuongvy"

1.5 . Data SuperMarket

library(readxl)
data <- read_excel("~/Downloads/TLHK2:2025/T2_PHÂN TÍCH DỮ LIỆU ĐỊNH TÍNH/SuperMarket-Analysis.xlsx")
data
Invoice ID Branch City Customer type Gender Product line Unit price Quantity Tax 5% Sales Date Time Payment cogs gross margin percentage gross income Rating
750-67-8428 Alex Yangon Member Female Health and beauty 74.69 7 26.1415 548.9715 1/5/2019 1:08:00 PM Ewallet 522.83 4.761905 26.1415 9.1
226-31-3081 Giza Naypyitaw Normal Female Electronic accessories 15.28 5 3.8200 80.2200 3/8/2019 10:29:00 AM Cash 76.40 4.761905 3.8200 9.6
631-41-3108 Alex Yangon Normal Female Home and lifestyle 46.33 7 16.2155 340.5255 3/3/2019 1:23:00 PM Credit card 324.31 4.761905 16.2155 7.4
123-19-1176 Alex Yangon Member Female Health and beauty 58.22 8 23.2880 489.0480 1/27/2019 8:33:00 PM Ewallet 465.76 4.761905 23.2880 8.4
373-73-7910 Alex Yangon Member Female Sports and travel 86.31 7 30.2085 634.3785 2/8/2019 10:37:00 AM Ewallet 604.17 4.761905 30.2085 5.3
699-14-3026 Giza Naypyitaw Member Female Electronic accessories 85.39 7 29.8865 627.6165 3/25/2019 6:30:00 PM Ewallet 597.73 4.761905 29.8865 4.1
355-53-5943 Alex Yangon Member Female Electronic accessories 68.84 6 20.6520 433.6920 2/25/2019 2:36:00 PM Ewallet 413.04 4.761905 20.6520 5.8
315-22-5665 Giza Naypyitaw Member Female Home and lifestyle 73.56 10 36.7800 772.3800 2/24/2019 11:38:00 AM Ewallet 735.60 4.761905 36.7800 8.0
665-32-9167 Alex Yangon Member Female Health and beauty 36.26 2 3.6260 76.1460 1/10/2019 5:15:00 PM Credit card 72.52 4.761905 3.6260 7.2
692-92-5582 Cairo Mandalay Member Female Food and beverages 54.84 3 8.2260 172.7460 2/20/2019 1:27:00 PM Credit card 164.52 4.761905 8.2260 5.9
351-62-0822 Cairo Mandalay Member Female Fashion accessories 14.48 4 2.8960 60.8160 2/6/2019 6:07:00 PM Ewallet 57.92 4.761905 2.8960 4.5
529-56-3974 Cairo Mandalay Member Female Electronic accessories 25.51 4 5.1020 107.1420 3/9/2019 5:03:00 PM Cash 102.04 4.761905 5.1020 6.8
365-64-0515 Alex Yangon Member Female Electronic accessories 46.95 5 11.7375 246.4875 2/12/2019 10:25:00 AM Ewallet 234.75 4.761905 11.7375 7.1
252-56-2699 Alex Yangon Member Female Food and beverages 43.19 10 21.5950 453.4950 2/7/2019 4:48:00 PM Ewallet 431.90 4.761905 21.5950 8.2
829-34-3910 Alex Yangon Member Female Health and beauty 71.38 10 35.6900 749.4900 3/29/2019 7:21:00 PM Cash 713.80 4.761905 35.6900 5.7
299-46-1805 Cairo Mandalay Member Female Sports and travel 93.72 6 28.1160 590.4360 1/15/2019 4:19:00 PM Cash 562.32 4.761905 28.1160 4.5
656-95-9349 Alex Yangon Member Female Health and beauty 68.93 7 24.1255 506.6355 3/11/2019 11:03:00 AM Credit card 482.51 4.761905 24.1255 4.6
765-26-6951 Alex Yangon Member Female Sports and travel 72.61 6 21.7830 457.4430 1/1/2019 10:39:00 AM Credit card 435.66 4.761905 21.7830 6.9
329-62-1586 Alex Yangon Member Female Food and beverages 54.67 3 8.2005 172.2105 1/21/2019 6:00:00 PM Credit card 164.01 4.761905 8.2005 8.6
319-50-3348 Cairo Mandalay Member Female Home and lifestyle 40.30 2 4.0300 84.6300 3/11/2019 3:30:00 PM Ewallet 80.60 4.761905 4.0300 4.4
300-71-4605 Giza Naypyitaw Member Female Electronic accessories 86.04 5 21.5100 451.7100 2/25/2019 11:24:00 AM Ewallet 430.20 4.761905 21.5100 4.8
371-85-5789 Cairo Mandalay Member Female Health and beauty 87.98 3 13.1970 277.1370 3/5/2019 10:40:00 AM Ewallet 263.94 4.761905 13.1970 5.1
273-16-6619 Cairo Mandalay Member Female Home and lifestyle 33.20 2 3.3200 69.7200 3/15/2019 12:20:00 PM Credit card 66.40 4.761905 3.3200 4.4
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549-23-9016 Giza Naypyitaw Member Female Food and beverages 14.87 2 1.4870 31.2270 2/13/2019 6:15:00 PM Credit card 29.74 4.761905 1.4870 8.9
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840-76-5966 Alex Yangon Member Male Sports and travel 12.76 2 1.2760 26.7960 1/8/2019 6:06:00 PM Ewallet 25.52 4.761905 1.2760 7.8
152-03-4217 Cairo Mandalay Normal Female Home and lifestyle 11.28 9 5.0760 106.5960 3/17/2019 11:55:00 AM Credit card 101.52 4.761905 5.0760 4.3
533-66-5566 Cairo Mandalay Normal Female Home and lifestyle 51.07 7 17.8745 375.3645 1/12/2019 11:42:00 AM Cash 357.49 4.761905 17.8745 7.0
124-31-1458 Alex Yangon Member Female Electronic accessories 79.59 3 11.9385 250.7085 1/8/2019 2:30:00 PM Cash 238.77 4.761905 11.9385 6.6
176-78-1170 Giza Naypyitaw Member Male Health and beauty 33.81 3 5.0715 106.5015 1/26/2019 3:11:00 PM Ewallet 101.43 4.761905 5.0715 7.3
361-59-0574 Cairo Mandalay Member Male Sports and travel 90.53 8 36.2120 760.4520 3/15/2019 2:48:00 PM Credit card 724.24 4.761905 36.2120 6.5
101-81-4070 Giza Naypyitaw Member Female Health and beauty 62.82 2 6.2820 131.9220 1/17/2019 12:36:00 PM Ewallet 125.64 4.761905 6.2820 4.9
631-34-1880 Giza Naypyitaw Member Male Food and beverages 24.31 3 3.6465 76.5765 1/8/2019 7:09:00 PM Credit card 72.93 4.761905 3.6465 4.3
852-82-2749 Alex Yangon Normal Male Sports and travel 64.59 4 12.9180 271.2780 1/6/2019 1:35:00 PM Ewallet 258.36 4.761905 12.9180 9.3
873-14-6353 Alex Yangon Member Male Food and beverages 24.82 7 8.6870 182.4270 2/16/2019 10:33:00 AM Credit card 173.74 4.761905 8.6870 7.1
584-66-4073 Giza Naypyitaw Normal Male Fashion accessories 56.50 1 2.8250 59.3250 3/13/2019 3:45:00 PM Ewallet 56.50 4.761905 2.8250 9.6
544-55-9589 Cairo Mandalay Member Female Electronic accessories 21.43 10 10.7150 225.0150 1/28/2019 11:51:00 AM Cash 214.30 4.761905 10.7150 6.2
166-19-2553 Alex Yangon Member Male Sports and travel 89.06 6 26.7180 561.0780 1/18/2019 5:26:00 PM Cash 534.36 4.761905 26.7180 9.9
737-88-5876 Alex Yangon Member Male Home and lifestyle 23.29 4 4.6580 97.8180 3/19/2019 11:52:00 AM Credit card 93.16 4.761905 4.6580 5.9
154-87-7367 Giza Naypyitaw Normal Male Home and lifestyle 65.26 8 26.1040 548.1840 3/15/2019 2:04:00 PM Ewallet 522.08 4.761905 26.1040 6.3
885-56-0389 Giza Naypyitaw Member Male Fashion accessories 52.35 1 2.6175 54.9675 2/12/2019 5:49:00 PM Cash 52.35 4.761905 2.6175 4.0
608-05-3804 Cairo Mandalay Member Male Electronic accessories 39.75 1 1.9875 41.7375 2/25/2019 8:19:00 PM Cash 39.75 4.761905 1.9875 6.1
448-61-3783 Alex Yangon Normal Female Electronic accessories 90.02 8 36.0080 756.1680 3/21/2019 4:08:00 PM Credit card 720.16 4.761905 36.0080 4.5
761-49-0439 Cairo Mandalay Member Female Electronic accessories 12.10 8 4.8400 101.6400 1/19/2019 10:17:00 AM Ewallet 96.80 4.761905 4.8400 8.6
490-95-0021 Cairo Mandalay Member Female Food and beverages 33.21 10 16.6050 348.7050 1/8/2019 2:25:00 PM Ewallet 332.10 4.761905 16.6050 6.0
115-38-7388 Giza Naypyitaw Member Female Fashion accessories 10.18 8 4.0720 85.5120 3/30/2019 12:51:00 PM Credit card 81.44 4.761905 4.0720 9.5
311-13-6971 Cairo Mandalay Member Male Sports and travel 31.99 10 15.9950 335.8950 2/20/2019 3:18:00 PM Credit card 319.90 4.761905 15.9950 9.9
291-55-6563 Alex Yangon Member Female Home and lifestyle 34.42 6 10.3260 216.8460 3/30/2019 12:45:00 PM Ewallet 206.52 4.761905 10.3260 7.5
548-48-3156 Alex Yangon Member Female Food and beverages 83.34 2 8.3340 175.0140 3/19/2019 1:37:00 PM Cash 166.68 4.761905 8.3340 7.6
460-93-5834 Alex Yangon Normal Male Sports and travel 45.58 7 15.9530 335.0130 1/13/2019 10:03:00 AM Cash 319.06 4.761905 15.9530 5.0
325-89-4209 Alex Yangon Member Male Food and beverages 87.90 1 4.3950 92.2950 2/5/2019 7:42:00 PM Ewallet 87.90 4.761905 4.3950 6.7
884-80-6021 Alex Yangon Member Female Electronic accessories 73.47 10 36.7350 771.4350 3/23/2019 1:14:00 PM Ewallet 734.70 4.761905 36.7350 9.5
137-74-8729 Giza Naypyitaw Normal Female Fashion accessories 12.19 8 4.8760 102.3960 3/13/2019 12:47:00 PM Ewallet 97.52 4.761905 4.8760 6.8
880-46-5796 Alex Yangon Member Male Sports and travel 76.92 10 38.4600 807.6600 3/17/2019 7:53:00 PM Ewallet 769.20 4.761905 38.4600 5.6
389-70-2397 Giza Naypyitaw Normal Female Health and beauty 83.66 5 20.9150 439.2150 2/21/2019 10:26:00 AM Cash 418.30 4.761905 20.9150 7.2
114-35-5271 Cairo Mandalay Normal Female Electronic accessories 57.91 8 23.1640 486.4440 2/7/2019 3:06:00 PM Cash 463.28 4.761905 23.1640 8.1
607-76-6216 Giza Naypyitaw Member Female Fashion accessories 92.49 5 23.1225 485.5725 3/2/2019 4:35:00 PM Credit card 462.45 4.761905 23.1225 8.6
715-20-1673 Cairo Mandalay Normal Male Electronic accessories 28.38 5 7.0950 148.9950 3/6/2019 8:57:00 PM Cash 141.90 4.761905 7.0950 9.4
811-35-1094 Cairo Mandalay Member Male Electronic accessories 50.45 6 15.1350 317.8350 2/6/2019 3:16:00 PM Credit card 302.70 4.761905 15.1350 8.9
699-88-1972 Cairo Mandalay Normal Male Health and beauty 99.16 8 39.6640 832.9440 1/28/2019 5:47:00 PM Credit card 793.28 4.761905 39.6640 4.2
781-84-8059 Giza Naypyitaw Normal Male Fashion accessories 60.74 7 21.2590 446.4390 1/18/2019 4:23:00 PM Ewallet 425.18 4.761905 21.2590 5.0
409-49-6995 Giza Naypyitaw Member Female Food and beverages 47.27 6 14.1810 297.8010 2/5/2019 10:17:00 AM Cash 283.62 4.761905 14.1810 8.8
725-54-0677 Giza Naypyitaw Member Male Health and beauty 85.60 7 29.9600 629.1600 3/2/2019 1:50:00 PM Cash 599.20 4.761905 29.9600 5.3
146-09-5432 Alex Yangon Member Male Food and beverages 35.04 9 15.7680 331.1280 2/9/2019 7:17:00 PM Ewallet 315.36 4.761905 15.7680 4.6
377-79-7592 Giza Naypyitaw Member Female Electronic accessories 44.84 9 20.1780 423.7380 1/14/2019 2:00:00 PM Credit card 403.56 4.761905 20.1780 7.5
509-10-0516 Cairo Mandalay Normal Male Home and lifestyle 45.97 4 9.1940 193.0740 2/9/2019 12:02:00 PM Ewallet 183.88 4.761905 9.1940 5.1
595-94-9924 Alex Yangon Member Female Health and beauty 27.73 5 6.9325 145.5825 3/26/2019 8:21:00 PM Credit card 138.65 4.761905 6.9325 4.2
865-41-9075 Alex Yangon Normal Male Food and beverages 11.53 7 4.0355 84.7455 1/28/2019 5:35:00 PM Cash 80.71 4.761905 4.0355 8.1
545-07-8534 Giza Naypyitaw Normal Female Health and beauty 58.32 2 5.8320 122.4720 2/14/2019 12:42:00 PM Ewallet 116.64 4.761905 5.8320 6.0
118-62-1812 Giza Naypyitaw Member Female Home and lifestyle 78.38 4 15.6760 329.1960 3/24/2019 5:56:00 PM Cash 313.52 4.761905 15.6760 7.9
450-42-3339 Giza Naypyitaw Normal Male Health and beauty 84.61 10 42.3050 888.4050 2/9/2019 6:58:00 PM Credit card 846.10 4.761905 42.3050 8.8
851-98-3555 Cairo Mandalay Normal Female Health and beauty 82.88 5 20.7200 435.1200 3/24/2019 2:08:00 PM Credit card 414.40 4.761905 20.7200 6.6
186-71-5196 Alex Yangon Member Female Food and beverages 79.54 2 7.9540 167.0340 3/27/2019 4:30:00 PM Ewallet 159.08 4.761905 7.9540 6.2
624-01-8356 Cairo Mandalay Normal Female Home and lifestyle 49.01 10 24.5050 514.6050 1/27/2019 10:44:00 AM Credit card 490.10 4.761905 24.5050 4.2
313-66-9943 Cairo Mandalay Member Female Food and beverages 29.15 3 4.3725 91.8225 3/27/2019 8:29:00 PM Credit card 87.45 4.761905 4.3725 7.3
151-27-8496 Giza Naypyitaw Normal Female Electronic accessories 56.13 4 11.2260 235.7460 1/19/2019 11:43:00 AM Ewallet 224.52 4.761905 11.2260 8.6
453-33-6436 Alex Yangon Normal Female Home and lifestyle 93.12 8 37.2480 782.2080 2/7/2019 10:09:00 AM Cash 744.96 4.761905 37.2480 6.8
522-57-8364 Alex Yangon Member Male Fashion accessories 51.34 8 20.5360 431.2560 1/31/2019 10:00:00 AM Ewallet 410.72 4.761905 20.5360 7.6
459-45-2396 Alex Yangon Member Female Food and beverages 99.60 3 14.9400 313.7400 2/25/2019 6:45:00 PM Cash 298.80 4.761905 14.9400 5.8
717-96-4189 Giza Naypyitaw Normal Female Electronic accessories 35.49 6 10.6470 223.5870 2/2/2019 12:40:00 PM Cash 212.94 4.761905 10.6470 4.1
722-13-2115 Giza Naypyitaw Member Male Sports and travel 42.85 1 2.1425 44.9925 3/14/2019 3:36:00 PM Credit card 42.85 4.761905 2.1425 9.3
749-81-8133 Alex Yangon Normal Female Fashion accessories 94.67 4 18.9340 397.6140 3/11/2019 12:04:00 PM Cash 378.68 4.761905 18.9340 6.8
777-67-2495 Cairo Mandalay Normal Male Home and lifestyle 68.97 3 10.3455 217.2555 2/22/2019 11:26:00 AM Ewallet 206.91 4.761905 10.3455 8.7
636-98-3364 Cairo Mandalay Member Female Electronic accessories 26.26 3 3.9390 82.7190 3/2/2019 12:36:00 PM Ewallet 78.78 4.761905 3.9390 6.3
246-55-6923 Giza Naypyitaw Member Female Home and lifestyle 35.79 9 16.1055 338.2155 3/10/2019 3:06:00 PM Credit card 322.11 4.761905 16.1055 5.1
181-82-6255 Cairo Mandalay Normal Female Home and lifestyle 16.37 6 4.9110 103.1310 2/8/2019 10:58:00 AM Cash 98.22 4.761905 4.9110 7.0
838-02-1821 Giza Naypyitaw Member Female Home and lifestyle 12.73 2 1.2730 26.7330 2/22/2019 12:10:00 PM Credit card 25.46 4.761905 1.2730 5.2
887-42-0517 Giza Naypyitaw Normal Female Sports and travel 83.14 7 29.0990 611.0790 1/10/2019 10:31:00 AM Credit card 581.98 4.761905 29.0990 6.6
457-12-0244 Giza Naypyitaw Member Female Sports and travel 35.22 6 10.5660 221.8860 3/14/2019 1:49:00 PM Ewallet 211.32 4.761905 10.5660 6.5
226-34-0034 Cairo Mandalay Normal Female Electronic accessories 13.78 4 2.7560 57.8760 1/10/2019 11:10:00 AM Ewallet 55.12 4.761905 2.7560 9.0
321-49-7382 Cairo Mandalay Member Male Sports and travel 88.31 1 4.4155 92.7255 2/15/2019 5:38:00 PM Credit card 88.31 4.761905 4.4155 5.2
397-25-8725 Alex Yangon Member Female Health and beauty 39.62 9 17.8290 374.4090 1/13/2019 5:54:00 PM Credit card 356.58 4.761905 17.8290 6.8
431-66-2305 Cairo Mandalay Normal Female Electronic accessories 88.25 9 39.7125 833.9625 2/15/2019 8:51:00 PM Credit card 794.25 4.761905 39.7125 7.6
825-94-5922 Cairo Mandalay Normal Male Sports and travel 25.31 2 2.5310 53.1510 3/2/2019 7:26:00 PM Ewallet 50.62 4.761905 2.5310 7.2
641-62-7288 Cairo Mandalay Normal Male Home and lifestyle 99.92 6 29.9760 629.4960 3/24/2019 1:33:00 PM Ewallet 599.52 4.761905 29.9760 7.1
756-93-1854 Giza Naypyitaw Member Female Fashion accessories 83.35 2 8.3350 175.0350 2/2/2019 2:05:00 PM Credit card 166.70 4.761905 8.3350 9.5
243-55-8457 Alex Yangon Normal Female Food and beverages 74.44 10 37.2200 781.6200 2/27/2019 11:40:00 AM Ewallet 744.40 4.761905 37.2200 5.1
458-10-8612 Giza Naypyitaw Normal Male Health and beauty 64.08 7 22.4280 470.9880 1/20/2019 12:27:00 PM Ewallet 448.56 4.761905 22.4280 7.6
501-61-1753 Cairo Mandalay Normal Female Home and lifestyle 63.15 6 18.9450 397.8450 1/3/2019 8:24:00 PM Ewallet 378.90 4.761905 18.9450 9.8
235-06-8510 Giza Naypyitaw Member Male Home and lifestyle 85.72 3 12.8580 270.0180 1/24/2019 8:59:00 PM Ewallet 257.16 4.761905 12.8580 5.1
433-08-7822 Giza Naypyitaw Normal Female Health and beauty 78.89 7 27.6115 579.8415 1/5/2019 7:48:00 PM Ewallet 552.23 4.761905 27.6115 7.5
361-85-2571 Alex Yangon Normal Female Sports and travel 89.48 5 22.3700 469.7700 3/30/2019 10:18:00 AM Cash 447.40 4.761905 22.3700 7.4
131-70-8179 Alex Yangon Member Female Health and beauty 92.09 3 13.8135 290.0835 2/17/2019 4:27:00 PM Cash 276.27 4.761905 13.8135 4.2
500-02-2261 Giza Naypyitaw Normal Female Food and beverages 57.29 6 17.1870 360.9270 3/21/2019 5:04:00 PM Ewallet 343.74 4.761905 17.1870 5.9
720-72-2436 Alex Yangon Normal Male Food and beverages 66.52 4 13.3040 279.3840 3/2/2019 6:14:00 PM Ewallet 266.08 4.761905 13.3040 6.9
702-83-5291 Giza Naypyitaw Member Male Fashion accessories 99.82 9 44.9190 943.2990 3/27/2019 10:43:00 AM Cash 898.38 4.761905 44.9190 6.6
809-69-9497 Alex Yangon Normal Female Home and lifestyle 45.68 10 22.8400 479.6400 1/19/2019 7:30:00 PM Ewallet 456.80 4.761905 22.8400 5.7
449-16-6770 Alex Yangon Normal Male Health and beauty 50.79 5 12.6975 266.6475 2/19/2019 2:53:00 PM Credit card 253.95 4.761905 12.6975 5.3
333-23-2632 Alex Yangon Member Male Health and beauty 10.08 7 3.5280 74.0880 3/28/2019 8:14:00 PM Cash 70.56 4.761905 3.5280 4.2
489-82-1237 Alex Yangon Normal Female Electronic accessories 93.88 7 32.8580 690.0180 1/5/2019 11:51:00 AM Credit card 657.16 4.761905 32.8580 7.3
859-97-6048 Giza Naypyitaw Member Male Electronic accessories 84.25 2 8.4250 176.9250 3/26/2019 2:13:00 PM Credit card 168.50 4.761905 8.4250 5.3
676-10-2200 Cairo Mandalay Member Male Fashion accessories 53.78 1 2.6890 56.4690 2/3/2019 8:13:00 PM Ewallet 53.78 4.761905 2.6890 4.7
373-88-1424 Giza Naypyitaw Member Male Home and lifestyle 35.81 5 8.9525 188.0025 2/6/2019 6:44:00 PM Ewallet 179.05 4.761905 8.9525 7.9
365-16-4334 Cairo Mandalay Normal Female Food and beverages 26.43 8 10.5720 222.0120 2/24/2019 2:26:00 PM Ewallet 211.44 4.761905 10.5720 8.9
503-21-4385 Cairo Mandalay Member Male Health and beauty 39.91 3 5.9865 125.7165 2/21/2019 12:40:00 PM Ewallet 119.73 4.761905 5.9865 9.3
305-89-2768 Cairo Mandalay Member Female Home and lifestyle 21.90 3 3.2850 68.9850 1/9/2019 6:43:00 PM Ewallet 65.70 4.761905 3.2850 4.7
574-80-1489 Cairo Mandalay Member Female Food and beverages 62.85 4 12.5700 263.9700 2/25/2019 1:22:00 PM Ewallet 251.40 4.761905 12.5700 8.7
784-08-0310 Giza Naypyitaw Member Female Food and beverages 21.04 4 4.2080 88.3680 1/13/2019 1:58:00 PM Cash 84.16 4.761905 4.2080 7.6
200-40-6154 Cairo Mandalay Member Male Home and lifestyle 65.91 6 19.7730 415.2330 2/9/2019 11:45:00 AM Cash 395.46 4.761905 19.7730 5.7
846-10-0341 Alex Yangon Normal Female Fashion accessories 42.57 7 14.8995 312.8895 1/6/2019 11:51:00 AM Cash 297.99 4.761905 14.8995 6.8
577-34-7579 Giza Naypyitaw Member Male Food and beverages 50.49 9 22.7205 477.1305 1/10/2019 5:16:00 PM Cash 454.41 4.761905 22.7205 5.4
430-02-3888 Cairo Mandalay Normal Male Electronic accessories 46.02 6 13.8060 289.9260 2/7/2019 3:55:00 PM Cash 276.12 4.761905 13.8060 7.1
867-47-1948 Giza Naypyitaw Normal Female Home and lifestyle 15.80 10 7.9000 165.9000 1/9/2019 12:07:00 PM Cash 158.00 4.761905 7.9000 7.8
384-59-6655 Alex Yangon Member Female Food and beverages 98.66 9 44.3970 932.3370 2/19/2019 3:07:00 PM Cash 887.94 4.761905 44.3970 8.4
256-58-3609 Giza Naypyitaw Member Male Fashion accessories 91.98 1 4.5990 96.5790 3/18/2019 3:29:00 PM Cash 91.98 4.761905 4.5990 9.8
324-92-3863 Alex Yangon Member Male Electronic accessories 20.89 2 2.0890 43.8690 2/5/2019 6:45:00 PM Cash 41.78 4.761905 2.0890 9.8
593-08-5916 Alex Yangon Normal Female Fashion accessories 15.50 1 0.7750 16.2750 3/19/2019 3:23:00 PM Credit card 15.50 4.761905 0.7750 7.4
364-34-2972 Giza Naypyitaw Member Male Electronic accessories 96.82 3 14.5230 304.9830 3/30/2019 8:37:00 PM Cash 290.46 4.761905 14.5230 6.7
794-42-3736 Cairo Mandalay Normal Male Food and beverages 33.33 2 3.3330 69.9930 1/26/2019 2:41:00 PM Credit card 66.66 4.761905 3.3330 6.4
172-42-8274 Cairo Mandalay Normal Female Electronic accessories 38.27 2 3.8270 80.3670 3/2/2019 6:18:00 PM Credit card 76.54 4.761905 3.8270 5.8
558-60-5016 Alex Yangon Normal Female Home and lifestyle 33.30 9 14.9850 314.6850 3/4/2019 3:27:00 PM Ewallet 299.70 4.761905 14.9850 7.2
195-06-0432 Alex Yangon Member Male Home and lifestyle 81.01 3 12.1515 255.1815 1/13/2019 12:55:00 PM Credit card 243.03 4.761905 12.1515 9.3
605-03-2706 Alex Yangon Normal Female Health and beauty 15.80 3 2.3700 49.7700 3/25/2019 6:02:00 PM Cash 47.40 4.761905 2.3700 9.5
214-30-2776 Cairo Mandalay Member Female Electronic accessories 34.49 5 8.6225 181.0725 3/11/2019 7:44:00 PM Credit card 172.45 4.761905 8.6225 9.0
746-04-1077 Cairo Mandalay Member Female Food and beverages 84.63 10 42.3150 888.6150 1/1/2019 11:36:00 AM Credit card 846.30 4.761905 42.3150 9.0
448-34-8700 Cairo Mandalay Member Male Home and lifestyle 36.91 7 12.9185 271.2885 2/10/2019 1:51:00 PM Ewallet 258.37 4.761905 12.9185 6.7
452-04-8808 Cairo Mandalay Normal Male Electronic accessories 87.08 7 30.4780 640.0380 1/26/2019 3:17:00 PM Cash 609.56 4.761905 30.4780 5.5
531-56-4728 Alex Yangon Normal Male Home and lifestyle 80.08 3 12.0120 252.2520 2/11/2019 3:29:00 PM Cash 240.24 4.761905 12.0120 5.4
744-82-9138 Giza Naypyitaw Normal Male Fashion accessories 86.13 2 8.6130 180.8730 2/7/2019 5:59:00 PM Cash 172.26 4.761905 8.6130 8.2
883-69-1285 Cairo Mandalay Member Male Fashion accessories 49.92 2 4.9920 104.8320 3/6/2019 11:55:00 AM Credit card 99.84 4.761905 4.9920 7.0
221-25-5073 Alex Yangon Normal Female Food and beverages 74.66 4 14.9320 313.5720 3/4/2019 10:39:00 AM Cash 298.64 4.761905 14.9320 8.5
518-71-6847 Cairo Mandalay Member Male Food and beverages 26.60 6 7.9800 167.5800 2/26/2019 3:10:00 PM Ewallet 159.60 4.761905 7.9800 4.9
156-20-0370 Cairo Mandalay Normal Female Electronic accessories 25.45 1 1.2725 26.7225 3/10/2019 6:10:00 PM Credit card 25.45 4.761905 1.2725 5.1
151-33-7434 Cairo Mandalay Normal Female Food and beverages 67.77 1 3.3885 71.1585 2/4/2019 8:43:00 PM Credit card 67.77 4.761905 3.3885 6.5
728-47-9078 Giza Naypyitaw Member Male Food and beverages 59.59 4 11.9180 250.2780 1/19/2019 12:46:00 PM Cash 238.36 4.761905 11.9180 9.8
809-46-1866 Alex Yangon Normal Male Health and beauty 58.15 4 11.6300 244.2300 1/23/2019 5:44:00 PM Cash 232.60 4.761905 11.6300 8.4
139-32-4183 Alex Yangon Member Female Sports and travel 97.48 9 43.8660 921.1860 3/14/2019 2:19:00 PM Ewallet 877.32 4.761905 43.8660 7.4
148-41-7930 Giza Naypyitaw Normal Male Health and beauty 99.96 7 34.9860 734.7060 1/23/2019 10:33:00 AM Cash 699.72 4.761905 34.9860 6.1
189-40-5216 Giza Naypyitaw Normal Male Electronic accessories 96.37 7 33.7295 708.3195 1/9/2019 11:40:00 AM Cash 674.59 4.761905 33.7295 6.0
374-38-5555 Cairo Mandalay Normal Female Fashion accessories 63.71 5 15.9275 334.4775 2/7/2019 7:30:00 PM Ewallet 318.55 4.761905 15.9275 8.5
764-44-8999 Cairo Mandalay Normal Female Health and beauty 14.76 2 1.4760 30.9960 2/18/2019 2:42:00 PM Ewallet 29.52 4.761905 1.4760 4.3
552-44-5977 Cairo Mandalay Member Male Health and beauty 62.00 8 24.8000 520.8000 1/3/2019 7:08:00 PM Credit card 496.00 4.761905 24.8000 6.2
267-62-7380 Giza Naypyitaw Member Male Electronic accessories 82.34 10 41.1700 864.5700 3/29/2019 7:12:00 PM Ewallet 823.40 4.761905 41.1700 4.3
430-53-4718 Cairo Mandalay Member Male Health and beauty 75.37 8 30.1480 633.1080 1/28/2019 3:46:00 PM Credit card 602.96 4.761905 30.1480 8.4
886-18-2897 Alex Yangon Normal Female Food and beverages 56.56 5 14.1400 296.9400 3/22/2019 7:06:00 PM Credit card 282.80 4.761905 14.1400 4.5
602-16-6955 Cairo Mandalay Normal Female Sports and travel 76.60 10 38.3000 804.3000 1/24/2019 6:10:00 PM Ewallet 766.00 4.761905 38.3000 6.0
745-74-0715 Alex Yangon Normal Male Electronic accessories 58.03 2 5.8030 121.8630 3/10/2019 8:46:00 PM Ewallet 116.06 4.761905 5.8030 8.8
690-01-6631 Cairo Mandalay Normal Male Fashion accessories 17.49 10 8.7450 183.6450 2/22/2019 6:35:00 PM Ewallet 174.90 4.761905 8.7450 6.6
652-49-6720 Giza Naypyitaw Member Female Electronic accessories 60.95 1 3.0475 63.9975 2/18/2019 11:40:00 AM Ewallet 60.95 4.761905 3.0475 5.9
233-67-5758 Giza Naypyitaw Normal Male Health and beauty 40.35 1 2.0175 42.3675 1/29/2019 1:46:00 PM Ewallet 40.35 4.761905 2.0175 6.2
303-96-2227 Cairo Mandalay Normal Female Home and lifestyle 97.38 10 48.6900 1022.4900 3/2/2019 5:16:00 PM Ewallet 973.80 4.761905 48.6900 4.4
727-02-1313 Alex Yangon Member Male Food and beverages 31.84 1 1.5920 33.4320 2/9/2019 1:22:00 PM Cash 31.84 4.761905 1.5920 7.7
347-56-2442 Alex Yangon Normal Male Home and lifestyle 65.82 1 3.2910 69.1110 2/22/2019 3:33:00 PM Cash 65.82 4.761905 3.2910 4.1
849-09-3807 Alex Yangon Member Female Fashion accessories 88.34 7 30.9190 649.2990 2/18/2019 1:28:00 PM Cash 618.38 4.761905 30.9190 6.6 
#Thông tin
str(data)
## tibble [1,000 × 17] (S3: tbl_df/tbl/data.frame)
##  $ Invoice ID             : chr [1:1000] "750-67-8428" "226-31-3081" "631-41-3108" "123-19-1176" ...
##  $ Branch                 : chr [1:1000] "Alex" "Giza" "Alex" "Alex" ...
##  $ City                   : chr [1:1000] "Yangon" "Naypyitaw" "Yangon" "Yangon" ...
##  $ Customer type          : chr [1:1000] "Member" "Normal" "Normal" "Member" ...
##  $ Gender                 : chr [1:1000] "Female" "Female" "Female" "Female" ...
##  $ Product line           : chr [1:1000] "Health and beauty" "Electronic accessories" "Home and lifestyle" "Health and beauty" ...
##  $ Unit price             : num [1:1000] 74.7 15.3 46.3 58.2 86.3 ...
##  $ Quantity               : num [1:1000] 7 5 7 8 7 7 6 10 2 3 ...
##  $ Tax 5%                 : num [1:1000] 26.14 3.82 16.22 23.29 30.21 ...
##  $ Sales                  : num [1:1000] 549 80.2 340.5 489 634.4 ...
##  $ Date                   : chr [1:1000] "1/5/2019" "3/8/2019" "3/3/2019" "1/27/2019" ...
##  $ Time                   : chr [1:1000] "1:08:00 PM" "10:29:00 AM" "1:23:00 PM" "8:33:00 PM" ...
##  $ Payment                : chr [1:1000] "Ewallet" "Cash" "Credit card" "Ewallet" ...
##  $ cogs                   : num [1:1000] 522.8 76.4 324.3 465.8 604.2 ...
##  $ gross margin percentage: num [1:1000] 4.76 4.76 4.76 4.76 4.76 ...
##  $ gross income           : num [1:1000] 26.14 3.82 16.22 23.29 30.21 ...
##  $ Rating                 : num [1:1000] 9.1 9.6 7.4 8.4 5.3 4.1 5.8 8 7.2 5.9 ...
summary(data)
##   Invoice ID           Branch              City           Customer type     
##  Length:1000        Length:1000        Length:1000        Length:1000       
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##     Gender          Product line         Unit price       Quantity    
##  Length:1000        Length:1000        Min.   :10.08   Min.   : 1.00  
##  Class :character   Class :character   1st Qu.:32.88   1st Qu.: 3.00  
##  Mode  :character   Mode  :character   Median :55.23   Median : 5.00  
##                                        Mean   :55.67   Mean   : 5.51  
##                                        3rd Qu.:77.94   3rd Qu.: 8.00  
##                                        Max.   :99.96   Max.   :10.00  
##      Tax 5%            Sales             Date               Time          
##  Min.   : 0.5085   Min.   :  10.68   Length:1000        Length:1000       
##  1st Qu.: 5.9249   1st Qu.: 124.42   Class :character   Class :character  
##  Median :12.0880   Median : 253.85   Mode  :character   Mode  :character  
##  Mean   :15.3794   Mean   : 322.97                                        
##  3rd Qu.:22.4453   3rd Qu.: 471.35                                        
##  Max.   :49.6500   Max.   :1042.65                                        
##    Payment               cogs        gross margin percentage  gross income    
##  Length:1000        Min.   : 10.17   Min.   :4.762           Min.   : 0.5085  
##  Class :character   1st Qu.:118.50   1st Qu.:4.762           1st Qu.: 5.9249  
##  Mode  :character   Median :241.76   Median :4.762           Median :12.0880  
##                     Mean   :307.59   Mean   :4.762           Mean   :15.3794  
##                     3rd Qu.:448.90   3rd Qu.:4.762           3rd Qu.:22.4453  
##                     Max.   :993.00   Max.   :4.762           Max.   :49.6500  
##      Rating      
##  Min.   : 4.000  
##  1st Qu.: 5.500  
##  Median : 7.000  
##  Mean   : 6.973  
##  3rd Qu.: 8.500  
##  Max.   :10.000
nrow(data)
## [1] 1000
ncol(data)
## [1] 17
dim(data)
## [1] 1000   17
names(data)
##  [1] "Invoice ID"              "Branch"                 
##  [3] "City"                    "Customer type"          
##  [5] "Gender"                  "Product line"           
##  [7] "Unit price"              "Quantity"               
##  [9] "Tax 5%"                  "Sales"                  
## [11] "Date"                    "Time"                   
## [13] "Payment"                 "cogs"                   
## [15] "gross margin percentage" "gross income"           
## [17] "Rating"
#Truy cập dữ liệu
data$`Product line`
##    [1] "Health and beauty"      "Electronic accessories"
##    [3] "Home and lifestyle"     "Health and beauty"     
##    [5] "Sports and travel"      "Electronic accessories"
##    [7] "Electronic accessories" "Home and lifestyle"    
##    [9] "Health and beauty"      "Food and beverages"    
##   [11] "Fashion accessories"    "Electronic accessories"
##   [13] "Electronic accessories" "Food and beverages"    
##   [15] "Health and beauty"      "Sports and travel"     
##   [17] "Health and beauty"      "Sports and travel"     
##   [19] "Food and beverages"     "Home and lifestyle"    
##   [21] "Electronic accessories" "Health and beauty"     
##   [23] "Home and lifestyle"     "Electronic accessories"
##   [25] "Sports and travel"      "Home and lifestyle"    
##   [27] "Fashion accessories"    "Fashion accessories"   
##   [29] "Food and beverages"     "Health and beauty"     
##   [31] "Fashion accessories"    "Sports and travel"     
##   [33] "Sports and travel"      "Health and beauty"     
##   [35] "Food and beverages"     "Sports and travel"     
##   [37] "Sports and travel"      "Electronic accessories"
##   [39] "Health and beauty"      "Home and lifestyle"    
##   [41] "Home and lifestyle"     "Home and lifestyle"    
##   [43] "Sports and travel"      "Food and beverages"    
##   [45] "Health and beauty"      "Electronic accessories"
##   [47] "Health and beauty"      "Food and beverages"    
##   [49] "Electronic accessories" "Fashion accessories"   
##   [51] "Food and beverages"     "Food and beverages"    
##   [53] "Fashion accessories"    "Fashion accessories"   
##   [55] "Home and lifestyle"     "Electronic accessories"
##   [57] "Home and lifestyle"     "Health and beauty"     
##   [59] "Home and lifestyle"     "Electronic accessories"
##   [61] "Sports and travel"      "Home and lifestyle"    
##   [63] "Sports and travel"      "Sports and travel"     
##   [65] "Health and beauty"      "Health and beauty"     
##   [67] "Health and beauty"      "Fashion accessories"   
##   [69] "Sports and travel"      "Health and beauty"     
##   [71] "Food and beverages"     "Fashion accessories"   
##   [73] "Food and beverages"     "Electronic accessories"
##   [75] "Home and lifestyle"     "Electronic accessories"
##   [77] "Fashion accessories"    "Fashion accessories"   
##   [79] "Food and beverages"     "Health and beauty"     
##   [81] "Health and beauty"      "Food and beverages"    
##   [83] "Food and beverages"     "Food and beverages"    
##   [85] "Sports and travel"      "Sports and travel"     
##   [87] "Fashion accessories"    "Food and beverages"    
##   [89] "Sports and travel"      "Health and beauty"     
##   [91] "Home and lifestyle"     "Sports and travel"     
##   [93] "Sports and travel"      "Health and beauty"     
##   [95] "Health and beauty"      "Electronic accessories"
##   [97] "Health and beauty"      "Electronic accessories"
##   [99] "Food and beverages"     "Home and lifestyle"    
##  [101] "Fashion accessories"    "Fashion accessories"   
##  [103] "Electronic accessories" "Food and beverages"    
##  [105] "Health and beauty"      "Electronic accessories"
##  [107] "Fashion accessories"    "Sports and travel"     
##  [109] "Food and beverages"     "Electronic accessories"
##  [111] "Sports and travel"      "Health and beauty"     
##  [113] "Fashion accessories"    "Home and lifestyle"    
##  [115] "Home and lifestyle"     "Fashion accessories"   
##  [117] "Fashion accessories"    "Fashion accessories"   
##  [119] "Food and beverages"     "Home and lifestyle"    
##  [121] "Electronic accessories" "Sports and travel"     
##  [123] "Sports and travel"      "Home and lifestyle"    
##  [125] "Fashion accessories"    "Home and lifestyle"    
##  [127] "Sports and travel"      "Fashion accessories"   
##  [129] "Food and beverages"     "Sports and travel"     
##  [131] "Fashion accessories"    "Sports and travel"     
##  [133] "Sports and travel"      "Electronic accessories"
##  [135] "Health and beauty"      "Fashion accessories"   
##  [137] "Electronic accessories" "Home and lifestyle"    
##  [139] "Sports and travel"      "Sports and travel"     
##  [141] "Sports and travel"      "Health and beauty"     
##  [143] "Health and beauty"      "Food and beverages"    
##  [145] "Home and lifestyle"     "Health and beauty"     
##  [147] "Fashion accessories"    "Health and beauty"     
##  [149] "Home and lifestyle"     "Health and beauty"     
##  [151] "Fashion accessories"    "Sports and travel"     
##  [153] "Fashion accessories"    "Food and beverages"    
##  [155] "Sports and travel"      "Food and beverages"    
##  [157] "Electronic accessories" "Home and lifestyle"    
##  [159] "Health and beauty"      "Sports and travel"     
##  [161] "Food and beverages"     "Sports and travel"     
##  [163] "Food and beverages"     "Sports and travel"     
##  [165] "Food and beverages"     "Health and beauty"     
##  [167] "Home and lifestyle"     "Fashion accessories"   
##  [169] "Food and beverages"     "Sports and travel"     
##  [171] "Health and beauty"      "Food and beverages"    
##  [173] "Electronic accessories" "Electronic accessories"
##  [175] "Food and beverages"     "Home and lifestyle"    
##  [177] "Food and beverages"     "Fashion accessories"   
##  [179] "Food and beverages"     "Health and beauty"     
##  [181] "Fashion accessories"    "Food and beverages"    
##  [183] "Sports and travel"      "Health and beauty"     
##  [185] "Sports and travel"      "Food and beverages"    
##  [187] "Home and lifestyle"     "Home and lifestyle"    
##  [189] "Home and lifestyle"     "Home and lifestyle"    
##  [191] "Home and lifestyle"     "Fashion accessories"   
##  [193] "Food and beverages"     "Home and lifestyle"    
##  [195] "Electronic accessories" "Fashion accessories"   
##  [197] "Health and beauty"      "Home and lifestyle"    
##  [199] "Health and beauty"      "Food and beverages"    
##  [201] "Sports and travel"      "Electronic accessories"
##  [203] "Electronic accessories" "Health and beauty"     
##  [205] "Home and lifestyle"     "Health and beauty"     
##  [207] "Electronic accessories" "Home and lifestyle"    
##  [209] "Fashion accessories"    "Electronic accessories"
##  [211] "Electronic accessories" "Food and beverages"    
##  [213] "Home and lifestyle"     "Sports and travel"     
##  [215] "Sports and travel"      "Home and lifestyle"    
##  [217] "Sports and travel"      "Electronic accessories"
##  [219] "Fashion accessories"    "Food and beverages"    
##  [221] "Electronic accessories" "Food and beverages"    
##  [223] "Electronic accessories" "Fashion accessories"   
##  [225] "Food and beverages"     "Sports and travel"     
##  [227] "Health and beauty"      "Electronic accessories"
##  [229] "Electronic accessories" "Home and lifestyle"    
##  [231] "Fashion accessories"    "Electronic accessories"
##  [233] "Health and beauty"      "Fashion accessories"   
##  [235] "Health and beauty"      "Sports and travel"     
##  [237] "Health and beauty"      "Fashion accessories"   
##  [239] "Electronic accessories" "Fashion accessories"   
##  [241] "Food and beverages"     "Health and beauty"     
##  [243] "Fashion accessories"    "Home and lifestyle"    
##  [245] "Home and lifestyle"     "Home and lifestyle"    
##  [247] "Electronic accessories" "Fashion accessories"   
##  [249] "Electronic accessories" "Food and beverages"    
##  [251] "Food and beverages"     "Fashion accessories"   
##  [253] "Sports and travel"      "Home and lifestyle"    
##  [255] "Home and lifestyle"     "Fashion accessories"   
##  [257] "Electronic accessories" "Home and lifestyle"    
##  [259] "Electronic accessories" "Electronic accessories"
##  [261] "Electronic accessories" "Fashion accessories"   
##  [263] "Fashion accessories"    "Sports and travel"     
##  [265] "Sports and travel"      "Sports and travel"     
##  [267] "Home and lifestyle"     "Food and beverages"    
##  [269] "Home and lifestyle"     "Home and lifestyle"    
##  [271] "Sports and travel"      "Health and beauty"     
##  [273] "Home and lifestyle"     "Home and lifestyle"    
##  [275] "Health and beauty"      "Fashion accessories"   
##  [277] "Home and lifestyle"     "Fashion accessories"   
##  [279] "Fashion accessories"    "Sports and travel"     
##  [281] "Home and lifestyle"     "Home and lifestyle"    
##  [283] "Sports and travel"      "Health and beauty"     
##  [285] "Health and beauty"      "Health and beauty"     
##  [287] "Home and lifestyle"     "Sports and travel"     
##  [289] "Food and beverages"     "Home and lifestyle"    
##  [291] "Electronic accessories" "Electronic accessories"
##  [293] "Electronic accessories" "Food and beverages"    
##  [295] "Health and beauty"      "Electronic accessories"
##  [297] "Electronic accessories" "Home and lifestyle"    
##  [299] "Home and lifestyle"     "Home and lifestyle"    
##  [301] "Fashion accessories"    "Health and beauty"     
##  [303] "Food and beverages"     "Electronic accessories"
##  [305] "Electronic accessories" "Electronic accessories"
##  [307] "Sports and travel"      "Home and lifestyle"    
##  [309] "Electronic accessories" "Fashion accessories"   
##  [311] "Sports and travel"      "Fashion accessories"   
##  [313] "Food and beverages"     "Health and beauty"     
##  [315] "Electronic accessories" "Food and beverages"    
##  [317] "Food and beverages"     "Electronic accessories"
##  [319] "Health and beauty"      "Health and beauty"     
##  [321] "Food and beverages"     "Health and beauty"     
##  [323] "Health and beauty"      "Fashion accessories"   
##  [325] "Home and lifestyle"     "Sports and travel"     
##  [327] "Food and beverages"     "Food and beverages"    
##  [329] "Health and beauty"      "Electronic accessories"
##  [331] "Home and lifestyle"     "Food and beverages"    
##  [333] "Fashion accessories"    "Food and beverages"    
##  [335] "Sports and travel"      "Electronic accessories"
##  [337] "Fashion accessories"    "Sports and travel"     
##  [339] "Electronic accessories" "Food and beverages"    
##  [341] "Electronic accessories" "Health and beauty"     
##  [343] "Health and beauty"      "Food and beverages"    
##  [345] "Sports and travel"      "Fashion accessories"   
##  [347] "Electronic accessories" "Home and lifestyle"    
##  [349] "Electronic accessories" "Health and beauty"     
##  [351] "Fashion accessories"    "Electronic accessories"
##  [353] "Fashion accessories"    "Home and lifestyle"    
##  [355] "Electronic accessories" "Food and beverages"    
##  [357] "Fashion accessories"    "Sports and travel"     
##  [359] "Electronic accessories" "Sports and travel"     
##  [361] "Food and beverages"     "Food and beverages"    
##  [363] "Food and beverages"     "Home and lifestyle"    
##  [365] "Food and beverages"     "Fashion accessories"   
##  [367] "Electronic accessories" "Home and lifestyle"    
##  [369] "Sports and travel"      "Electronic accessories"
##  [371] "Electronic accessories" "Fashion accessories"   
##  [373] "Home and lifestyle"     "Fashion accessories"   
##  [375] "Home and lifestyle"     "Fashion accessories"   
##  [377] "Home and lifestyle"     "Sports and travel"     
##  [379] "Fashion accessories"    "Electronic accessories"
##  [381] "Sports and travel"      "Electronic accessories"
##  [383] "Food and beverages"     "Food and beverages"    
##  [385] "Food and beverages"     "Sports and travel"     
##  [387] "Food and beverages"     "Health and beauty"     
##  [389] "Fashion accessories"    "Food and beverages"    
##  [391] "Fashion accessories"    "Fashion accessories"   
##  [393] "Electronic accessories" "Sports and travel"     
##  [395] "Health and beauty"      "Health and beauty"     
##  [397] "Food and beverages"     "Home and lifestyle"    
##  [399] "Health and beauty"      "Electronic accessories"
##  [401] "Food and beverages"     "Home and lifestyle"    
##  [403] "Home and lifestyle"     "Fashion accessories"   
##  [405] "Fashion accessories"    "Sports and travel"     
##  [407] "Food and beverages"     "Fashion accessories"   
##  [409] "Home and lifestyle"     "Fashion accessories"   
##  [411] "Health and beauty"      "Sports and travel"     
##  [413] "Health and beauty"      "Sports and travel"     
##  [415] "Home and lifestyle"     "Health and beauty"     
##  [417] "Home and lifestyle"     "Health and beauty"     
##  [419] "Health and beauty"      "Electronic accessories"
##  [421] "Food and beverages"     "Electronic accessories"
##  [423] "Fashion accessories"    "Fashion accessories"   
##  [425] "Fashion accessories"    "Fashion accessories"   
##  [427] "Health and beauty"      "Food and beverages"    
##  [429] "Sports and travel"      "Home and lifestyle"    
##  [431] "Fashion accessories"    "Food and beverages"    
##  [433] "Electronic accessories" "Fashion accessories"   
##  [435] "Fashion accessories"    "Sports and travel"     
##  [437] "Sports and travel"      "Home and lifestyle"    
##  [439] "Food and beverages"     "Electronic accessories"
##  [441] "Food and beverages"     "Sports and travel"     
##  [443] "Home and lifestyle"     "Fashion accessories"   
##  [445] "Sports and travel"      "Health and beauty"     
##  [447] "Food and beverages"     "Fashion accessories"   
##  [449] "Health and beauty"      "Sports and travel"     
##  [451] "Electronic accessories" "Electronic accessories"
##  [453] "Food and beverages"     "Health and beauty"     
##  [455] "Electronic accessories" "Fashion accessories"   
##  [457] "Food and beverages"     "Electronic accessories"
##  [459] "Electronic accessories" "Food and beverages"    
##  [461] "Food and beverages"     "Food and beverages"    
##  [463] "Sports and travel"      "Food and beverages"    
##  [465] "Food and beverages"     "Sports and travel"     
##  [467] "Health and beauty"      "Sports and travel"     
##  [469] "Food and beverages"     "Electronic accessories"
##  [471] "Home and lifestyle"     "Sports and travel"     
##  [473] "Fashion accessories"    "Health and beauty"     
##  [475] "Electronic accessories" "Health and beauty"     
##  [477] "Sports and travel"      "Electronic accessories"
##  [479] "Sports and travel"      "Electronic accessories"
##  [481] "Food and beverages"     "Electronic accessories"
##  [483] "Sports and travel"      "Home and lifestyle"    
##  [485] "Sports and travel"      "Sports and travel"     
##  [487] "Fashion accessories"    "Fashion accessories"   
##  [489] "Home and lifestyle"     "Home and lifestyle"    
##  [491] "Fashion accessories"    "Fashion accessories"   
##  [493] "Health and beauty"      "Home and lifestyle"    
##  [495] "Fashion accessories"    "Sports and travel"     
##  [497] "Electronic accessories" "Food and beverages"    
##  [499] "Sports and travel"      "Sports and travel"     
##  [501] "Sports and travel"      "Fashion accessories"   
##  [503] "Home and lifestyle"     "Sports and travel"     
##  [505] "Sports and travel"      "Electronic accessories"
##  [507] "Sports and travel"      "Food and beverages"    
##  [509] "Health and beauty"      "Home and lifestyle"    
##  [511] "Sports and travel"      "Home and lifestyle"    
##  [513] "Fashion accessories"    "Electronic accessories"
##  [515] "Sports and travel"      "Fashion accessories"   
##  [517] "Health and beauty"      "Home and lifestyle"    
##  [519] "Home and lifestyle"     "Sports and travel"     
##  [521] "Electronic accessories" "Home and lifestyle"    
##  [523] "Home and lifestyle"     "Health and beauty"     
##  [525] "Food and beverages"     "Sports and travel"     
##  [527] "Fashion accessories"    "Fashion accessories"   
##  [529] "Food and beverages"     "Sports and travel"     
##  [531] "Health and beauty"      "Fashion accessories"   
##  [533] "Electronic accessories" "Food and beverages"    
##  [535] "Home and lifestyle"     "Home and lifestyle"    
##  [537] "Fashion accessories"    "Home and lifestyle"    
##  [539] "Fashion accessories"    "Food and beverages"    
##  [541] "Home and lifestyle"     "Health and beauty"     
##  [543] "Sports and travel"      "Electronic accessories"
##  [545] "Food and beverages"     "Home and lifestyle"    
##  [547] "Fashion accessories"    "Sports and travel"     
##  [549] "Sports and travel"      "Electronic accessories"
##  [551] "Fashion accessories"    "Fashion accessories"   
##  [553] "Health and beauty"      "Electronic accessories"
##  [555] "Electronic accessories" "Home and lifestyle"    
##  [557] "Fashion accessories"    "Food and beverages"    
##  [559] "Food and beverages"     "Home and lifestyle"    
##  [561] "Electronic accessories" "Food and beverages"    
##  [563] "Electronic accessories" "Electronic accessories"
##  [565] "Fashion accessories"    "Food and beverages"    
##  [567] "Sports and travel"      "Fashion accessories"   
##  [569] "Fashion accessories"    "Sports and travel"     
##  [571] "Home and lifestyle"     "Sports and travel"     
##  [573] "Food and beverages"     "Food and beverages"    
##  [575] "Sports and travel"      "Fashion accessories"   
##  [577] "Food and beverages"     "Food and beverages"    
##  [579] "Health and beauty"      "Health and beauty"     
##  [581] "Food and beverages"     "Health and beauty"     
##  [583] "Fashion accessories"    "Fashion accessories"   
##  [585] "Sports and travel"      "Health and beauty"     
##  [587] "Food and beverages"     "Sports and travel"     
##  [589] "Fashion accessories"    "Health and beauty"     
##  [591] "Health and beauty"      "Home and lifestyle"    
##  [593] "Sports and travel"      "Sports and travel"     
##  [595] "Sports and travel"      "Health and beauty"     
##  [597] "Food and beverages"     "Sports and travel"     
##  [599] "Fashion accessories"    "Home and lifestyle"    
##  [601] "Electronic accessories" "Fashion accessories"   
##  [603] "Food and beverages"     "Sports and travel"     
##  [605] "Fashion accessories"    "Home and lifestyle"    
##  [607] "Fashion accessories"    "Food and beverages"    
##  [609] "Fashion accessories"    "Food and beverages"    
##  [611] "Electronic accessories" "Food and beverages"    
##  [613] "Fashion accessories"    "Sports and travel"     
##  [615] "Food and beverages"     "Sports and travel"     
##  [617] "Sports and travel"      "Electronic accessories"
##  [619] "Food and beverages"     "Fashion accessories"   
##  [621] "Food and beverages"     "Food and beverages"    
##  [623] "Home and lifestyle"     "Fashion accessories"   
##  [625] "Fashion accessories"    "Food and beverages"    
##  [627] "Sports and travel"      "Health and beauty"     
##  [629] "Home and lifestyle"     "Fashion accessories"   
##  [631] "Sports and travel"      "Electronic accessories"
##  [633] "Food and beverages"     "Home and lifestyle"    
##  [635] "Food and beverages"     "Health and beauty"     
##  [637] "Health and beauty"      "Electronic accessories"
##  [639] "Food and beverages"     "Fashion accessories"   
##  [641] "Food and beverages"     "Electronic accessories"
##  [643] "Electronic accessories" "Food and beverages"    
##  [645] "Electronic accessories" "Home and lifestyle"    
##  [647] "Health and beauty"      "Fashion accessories"   
##  [649] "Sports and travel"      "Electronic accessories"
##  [651] "Electronic accessories" "Health and beauty"     
##  [653] "Home and lifestyle"     "Sports and travel"     
##  [655] "Fashion accessories"    "Electronic accessories"
##  [657] "Electronic accessories" "Fashion accessories"   
##  [659] "Sports and travel"      "Fashion accessories"   
##  [661] "Sports and travel"      "Sports and travel"     
##  [663] "Fashion accessories"    "Food and beverages"    
##  [665] "Sports and travel"      "Fashion accessories"   
##  [667] "Food and beverages"     "Health and beauty"     
##  [669] "Health and beauty"      "Sports and travel"     
##  [671] "Fashion accessories"    "Food and beverages"    
##  [673] "Health and beauty"      "Health and beauty"     
##  [675] "Electronic accessories" "Fashion accessories"   
##  [677] "Sports and travel"      "Food and beverages"    
##  [679] "Health and beauty"      "Food and beverages"    
##  [681] "Electronic accessories" "Sports and travel"     
##  [683] "Fashion accessories"    "Fashion accessories"   
##  [685] "Sports and travel"      "Home and lifestyle"    
##  [687] "Sports and travel"      "Home and lifestyle"    
##  [689] "Sports and travel"      "Food and beverages"    
##  [691] "Sports and travel"      "Food and beverages"    
##  [693] "Health and beauty"      "Fashion accessories"   
##  [695] "Food and beverages"     "Home and lifestyle"    
##  [697] "Sports and travel"      "Home and lifestyle"    
##  [699] "Electronic accessories" "Home and lifestyle"    
##  [701] "Fashion accessories"    "Food and beverages"    
##  [703] "Fashion accessories"    "Health and beauty"     
##  [705] "Home and lifestyle"     "Health and beauty"     
##  [707] "Electronic accessories" "Food and beverages"    
##  [709] "Fashion accessories"    "Sports and travel"     
##  [711] "Food and beverages"     "Home and lifestyle"    
##  [713] "Electronic accessories" "Health and beauty"     
##  [715] "Fashion accessories"    "Health and beauty"     
##  [717] "Fashion accessories"    "Electronic accessories"
##  [719] "Fashion accessories"    "Fashion accessories"   
##  [721] "Fashion accessories"    "Sports and travel"     
##  [723] "Home and lifestyle"     "Food and beverages"    
##  [725] "Food and beverages"     "Health and beauty"     
##  [727] "Home and lifestyle"     "Sports and travel"     
##  [729] "Fashion accessories"    "Home and lifestyle"    
##  [731] "Fashion accessories"    "Health and beauty"     
##  [733] "Fashion accessories"    "Electronic accessories"
##  [735] "Food and beverages"     "Health and beauty"     
##  [737] "Home and lifestyle"     "Electronic accessories"
##  [739] "Electronic accessories" "Home and lifestyle"    
##  [741] "Home and lifestyle"     "Food and beverages"    
##  [743] "Sports and travel"      "Home and lifestyle"    
##  [745] "Sports and travel"      "Food and beverages"    
##  [747] "Fashion accessories"    "Home and lifestyle"    
##  [749] "Home and lifestyle"     "Health and beauty"     
##  [751] "Fashion accessories"    "Food and beverages"    
##  [753] "Electronic accessories" "Home and lifestyle"    
##  [755] "Fashion accessories"    "Fashion accessories"   
##  [757] "Electronic accessories" "Home and lifestyle"    
##  [759] "Food and beverages"     "Food and beverages"    
##  [761] "Food and beverages"     "Electronic accessories"
##  [763] "Fashion accessories"    "Health and beauty"     
##  [765] "Health and beauty"      "Home and lifestyle"    
##  [767] "Fashion accessories"    "Sports and travel"     
##  [769] "Electronic accessories" "Home and lifestyle"    
##  [771] "Sports and travel"      "Health and beauty"     
##  [773] "Sports and travel"      "Food and beverages"    
##  [775] "Food and beverages"     "Food and beverages"    
##  [777] "Health and beauty"      "Sports and travel"     
##  [779] "Sports and travel"      "Electronic accessories"
##  [781] "Health and beauty"      "Sports and travel"     
##  [783] "Fashion accessories"    "Home and lifestyle"    
##  [785] "Health and beauty"      "Electronic accessories"
##  [787] "Electronic accessories" "Health and beauty"     
##  [789] "Health and beauty"      "Sports and travel"     
##  [791] "Fashion accessories"    "Health and beauty"     
##  [793] "Home and lifestyle"     "Electronic accessories"
##  [795] "Electronic accessories" "Fashion accessories"   
##  [797] "Home and lifestyle"     "Sports and travel"     
##  [799] "Health and beauty"      "Home and lifestyle"    
##  [801] "Sports and travel"      "Electronic accessories"
##  [803] "Fashion accessories"    "Fashion accessories"   
##  [805] "Electronic accessories" "Home and lifestyle"    
##  [807] "Sports and travel"      "Electronic accessories"
##  [809] "Health and beauty"      "Fashion accessories"   
##  [811] "Health and beauty"      "Electronic accessories"
##  [813] "Sports and travel"      "Electronic accessories"
##  [815] "Electronic accessories" "Food and beverages"    
##  [817] "Fashion accessories"    "Food and beverages"    
##  [819] "Health and beauty"      "Food and beverages"    
##  [821] "Electronic accessories" "Home and lifestyle"    
##  [823] "Sports and travel"      "Health and beauty"     
##  [825] "Sports and travel"      "Sports and travel"     
##  [827] "Health and beauty"      "Fashion accessories"   
##  [829] "Electronic accessories" "Electronic accessories"
##  [831] "Electronic accessories" "Health and beauty"     
##  [833] "Sports and travel"      "Health and beauty"     
##  [835] "Home and lifestyle"     "Fashion accessories"   
##  [837] "Fashion accessories"    "Sports and travel"     
##  [839] "Electronic accessories" "Sports and travel"     
##  [841] "Fashion accessories"    "Electronic accessories"
##  [843] "Sports and travel"      "Food and beverages"    
##  [845] "Fashion accessories"    "Electronic accessories"
##  [847] "Electronic accessories" "Sports and travel"     
##  [849] "Food and beverages"     "Fashion accessories"   
##  [851] "Fashion accessories"    "Fashion accessories"   
##  [853] "Health and beauty"      "Electronic accessories"
##  [855] "Health and beauty"      "Fashion accessories"   
##  [857] "Food and beverages"     "Home and lifestyle"    
##  [859] "Health and beauty"      "Food and beverages"    
##  [861] "Home and lifestyle"     "Sports and travel"     
##  [863] "Home and lifestyle"     "Home and lifestyle"    
##  [865] "Electronic accessories" "Health and beauty"     
##  [867] "Sports and travel"      "Health and beauty"     
##  [869] "Food and beverages"     "Sports and travel"     
##  [871] "Food and beverages"     "Fashion accessories"   
##  [873] "Electronic accessories" "Sports and travel"     
##  [875] "Home and lifestyle"     "Home and lifestyle"    
##  [877] "Fashion accessories"    "Electronic accessories"
##  [879] "Electronic accessories" "Electronic accessories"
##  [881] "Food and beverages"     "Fashion accessories"   
##  [883] "Sports and travel"      "Home and lifestyle"    
##  [885] "Food and beverages"     "Sports and travel"     
##  [887] "Food and beverages"     "Electronic accessories"
##  [889] "Fashion accessories"    "Sports and travel"     
##  [891] "Health and beauty"      "Electronic accessories"
##  [893] "Fashion accessories"    "Electronic accessories"
##  [895] "Electronic accessories" "Health and beauty"     
##  [897] "Fashion accessories"    "Food and beverages"    
##  [899] "Health and beauty"      "Food and beverages"    
##  [901] "Electronic accessories" "Home and lifestyle"    
##  [903] "Health and beauty"      "Food and beverages"    
##  [905] "Health and beauty"      "Home and lifestyle"    
##  [907] "Health and beauty"      "Health and beauty"     
##  [909] "Food and beverages"     "Home and lifestyle"    
##  [911] "Food and beverages"     "Electronic accessories"
##  [913] "Home and lifestyle"     "Fashion accessories"   
##  [915] "Food and beverages"     "Electronic accessories"
##  [917] "Sports and travel"      "Fashion accessories"   
##  [919] "Home and lifestyle"     "Electronic accessories"
##  [921] "Home and lifestyle"     "Home and lifestyle"    
##  [923] "Home and lifestyle"     "Sports and travel"     
##  [925] "Sports and travel"      "Electronic accessories"
##  [927] "Sports and travel"      "Health and beauty"     
##  [929] "Electronic accessories" "Sports and travel"     
##  [931] "Home and lifestyle"     "Fashion accessories"   
##  [933] "Food and beverages"     "Health and beauty"     
##  [935] "Home and lifestyle"     "Home and lifestyle"    
##  [937] "Health and beauty"      "Sports and travel"     
##  [939] "Health and beauty"      "Food and beverages"    
##  [941] "Food and beverages"     "Fashion accessories"   
##  [943] "Home and lifestyle"     "Health and beauty"     
##  [945] "Health and beauty"      "Electronic accessories"
##  [947] "Electronic accessories" "Fashion accessories"   
##  [949] "Home and lifestyle"     "Food and beverages"    
##  [951] "Health and beauty"      "Home and lifestyle"    
##  [953] "Food and beverages"     "Food and beverages"    
##  [955] "Home and lifestyle"     "Fashion accessories"   
##  [957] "Food and beverages"     "Electronic accessories"
##  [959] "Home and lifestyle"     "Food and beverages"    
##  [961] "Fashion accessories"    "Electronic accessories"
##  [963] "Fashion accessories"    "Electronic accessories"
##  [965] "Food and beverages"     "Electronic accessories"
##  [967] "Home and lifestyle"     "Home and lifestyle"    
##  [969] "Health and beauty"      "Electronic accessories"
##  [971] "Food and beverages"     "Home and lifestyle"    
##  [973] "Electronic accessories" "Home and lifestyle"    
##  [975] "Fashion accessories"    "Fashion accessories"   
##  [977] "Food and beverages"     "Food and beverages"    
##  [979] "Electronic accessories" "Food and beverages"    
##  [981] "Food and beverages"     "Health and beauty"     
##  [983] "Sports and travel"      "Health and beauty"     
##  [985] "Electronic accessories" "Fashion accessories"   
##  [987] "Health and beauty"      "Health and beauty"     
##  [989] "Electronic accessories" "Health and beauty"     
##  [991] "Food and beverages"     "Sports and travel"     
##  [993] "Electronic accessories" "Fashion accessories"   
##  [995] "Electronic accessories" "Health and beauty"     
##  [997] "Home and lifestyle"     "Food and beverages"    
##  [999] "Home and lifestyle"     "Fashion accessories"
data$`Unit price`
##    [1] 74.69 15.28 46.33 58.22 86.31 85.39 68.84 73.56 36.26 54.84 14.48 25.51
##   [13] 46.95 43.19 71.38 93.72 68.93 72.61 54.67 40.30 86.04 87.98 33.20 34.56
##   [25] 88.63 52.59 33.52 87.67 88.36 24.89 94.13 78.07 83.78 96.58 99.42 68.12
##   [37] 62.62 60.88 54.92 30.12 86.72 56.11 69.12 98.70 15.37 93.96 56.69 20.01
##   [49] 18.93 82.63 91.40 44.59 17.87 15.43 16.16 85.98 44.34 89.60 72.35 30.61
##   [61] 24.74 55.73 55.07 15.81 75.74 15.87 33.47 97.61 78.77 18.33 89.48 62.12
##   [73] 48.52 75.91 74.67 41.65 49.04 20.01 78.31 20.38 99.19 96.68 19.25 80.36
##   [85] 48.91 83.06 76.52 49.38 42.47 76.99 47.38 44.86 21.98 64.36 89.75 97.16
##   [97] 87.87 12.45 52.75 82.70 48.71 78.55 23.07 58.26 30.35 88.67 27.38 62.13
##  [109] 33.98 81.97 16.49 98.21 72.84 58.07 80.79 27.02 21.94 51.36 10.96 53.44
##  [121] 99.56 57.12 99.96 63.91 56.47 93.69 32.25 31.73 68.54 90.28 39.62 92.13
##  [133] 34.84 87.45 81.30 90.22 26.31 34.42 51.91 72.50 89.80 90.50 68.60 30.41
##  [145] 77.95 46.26 30.14 66.14 71.86 32.46 91.54 34.56 83.24 16.48 80.97 92.29
##  [157] 72.17 50.28 97.22 93.39 43.18 63.69 45.79 76.40 39.90 42.57 95.58 98.98
##  [169] 51.28 69.52 70.01 80.05 20.85 52.89 19.79 33.84 22.17 22.51 73.88 86.80
##  [181] 64.26 38.47 15.50 34.31 12.34 18.08 94.49 46.47 74.07 69.81 77.04 73.52
##  [193] 87.80 25.55 32.71 74.29 43.70 25.29 41.50 71.39 19.15 57.49 61.41 25.90
##  [205] 17.77 23.03 66.65 28.53 30.37 99.73 26.23 93.26 92.36 46.42 29.61 18.28
##  [217] 24.77 94.64 94.87 57.34 45.35 62.08 11.81 12.54 43.25 87.16 69.37 37.06
##  [229] 90.70 63.42 81.37 10.59 84.09 73.82 51.94 93.14 17.41 44.22 13.22 89.69
##  [241] 24.94 59.77 93.20 62.65 93.87 47.59 81.40 17.94 77.72 73.06 46.55 35.19
##  [253] 14.39 23.75 58.90 32.62 66.35 25.91 32.25 65.94 75.06 16.45 38.30 22.24
##  [265] 54.45 98.40 35.47 74.60 70.74 35.54 67.43 21.12 21.54 12.03 99.71 47.97
##  [277] 21.82 95.42 70.99 44.02 69.96 37.00 15.34 99.83 47.67 66.68 74.86 23.75
##  [289] 48.51 94.88 40.30 27.85 62.48 36.36 18.11 51.92 28.84 78.38 60.01 88.61
##  [301] 99.82 39.01 48.61 51.19 14.96 72.20 40.23 88.79 26.48 81.91 79.93 69.33
##  [313] 14.23 15.55 78.13 99.37 21.08 74.79 29.67 44.07 22.93 39.42 15.26 61.77
##  [325] 21.52 97.74 99.78 94.26 51.13 36.36 22.02 32.90 77.02 23.48 14.70 28.45
##  [337] 76.40 57.95 47.65 42.82 48.09 55.97 76.90 97.03 44.65 77.93 71.95 89.25
##  [349] 26.02 13.50 99.30 51.69 54.73 27.00 30.24 89.14 37.55 95.44 27.50 74.97
##  [361] 80.96 94.47 99.79 73.22 41.24 81.68 51.32 65.94 14.36 21.50 26.26 60.96
##  [373] 70.11 42.08 67.09 96.70 35.38 95.49 96.98 23.65 82.33 26.61 99.69 74.89
##  [385] 40.94 75.82 46.77 32.32 54.07 18.22 80.48 37.95 76.82 52.26 79.74 77.50
##  [397] 54.27 13.59 41.06 19.24 39.43 46.22 13.98 39.75 97.79 67.26 13.79 68.71
##  [409] 56.53 23.82 34.21 21.87 20.97 25.84 50.93 96.11 45.38 81.51 57.22 25.22
##  [421] 38.60 84.05 97.21 25.42 16.28 40.61 53.17 20.87 67.27 90.65 69.08 43.27
##  [433] 23.46 95.54 47.44 99.24 82.93 33.99 17.04 40.86 17.44 88.43 89.21 12.78
##  [445] 19.10 19.15 27.66 45.74 27.07 39.12 74.71 22.01 63.61 25.00 20.77 29.56
##  [457] 77.40 79.39 46.57 35.89 40.52 73.05 73.95 22.62 51.34 54.55 37.15 37.02
##  [469] 21.58 98.84 83.77 40.05 43.13 72.57 64.44 65.18 33.26 84.07 34.37 38.60
##  [481] 65.97 32.80 37.14 60.38 36.98 49.49 41.09 37.15 22.96 77.68 34.70 19.66
##  [493] 25.32 12.12 99.89 75.92 63.22 90.24 98.13 51.52 73.97 31.90 69.40 93.31
##  [505] 88.45 24.18 48.50 84.05 61.29 15.95 90.74 42.91 54.28 99.55 58.39 51.47
##  [517] 54.86 39.39 34.73 71.92 45.71 83.17 37.44 62.87 81.71 91.41 39.21 59.86
##  [529] 54.36 98.09 25.43 86.68 22.95 16.31 28.32 16.67 73.96 97.94 73.05 87.48
##  [541] 30.68 75.88 20.18 18.77 71.20 38.81 29.42 60.95 51.54 66.06 57.27 54.31
##  [553] 58.24 22.21 19.32 37.48 72.04 98.52 41.66 72.42 21.58 89.20 42.42 74.51
##  [565] 99.25 81.21 49.33 65.74 79.86 73.98 82.04 26.67 10.13 72.39 85.91 81.31
##  [577] 60.30 31.77 64.27 69.51 27.22 77.68 92.98 18.08 63.06 51.71 52.34 43.06
##  [589] 59.61 14.62 46.53 24.24 45.58 75.20 96.80 14.82 52.20 46.66 36.85 70.32
##  [601] 83.08 64.99 77.56 54.51 51.89 31.75 53.65 49.79 30.61 57.89 28.96 98.97
##  [613] 93.22 80.93 67.45 38.72 72.60 87.91 98.53 43.46 71.68 91.61 94.59 83.25
##  [625] 91.35 78.88 60.87 82.58 53.30 12.09 64.19 78.31 83.77 99.70 79.91 66.47
##  [637] 28.95 46.20 17.63 52.42 98.79 88.55 55.67 72.52 12.05 19.36 70.21 33.63
##  [649] 15.49 24.74 75.66 55.81 72.78 37.32 60.18 15.69 99.69 88.15 27.93 55.45
##  [661] 42.97 17.14 58.75 87.10 98.80 48.63 57.74 17.97 47.71 40.62 56.04 93.40
##  [673] 73.41 33.64 45.48 83.77 64.08 73.47 58.95 48.50 39.48 34.81 49.32 21.48
##  [685] 23.08 49.10 64.83 63.56 72.88 67.10 70.19 55.04 48.63 73.38 52.60 87.37
##  [697] 27.04 62.19 69.58 97.50 60.41 32.32 19.77 80.47 88.39 71.77 43.00 68.98
##  [709] 15.62 25.70 80.62 75.53 77.63 13.85 98.70 35.68 71.46 11.94 45.38 17.48
##  [721] 25.56 90.63 44.12 36.77 23.34 28.50 55.57 69.74 97.26 52.18 22.32 56.00
##  [733] 19.70 75.88 53.72 81.95 81.20 58.76 91.56 93.96 55.61 84.83 71.63 37.69
##  [745] 31.67 38.42 65.23 10.53 12.29 81.23 22.32 27.28 17.42 73.28 84.87 97.29
##  [757] 35.74 96.52 18.85 55.39 77.20 72.13 63.88 10.69 55.50 95.46 76.06 13.69
##  [769] 95.64 11.43 95.54 85.87 67.99 52.42 65.65 28.86 65.31 93.38 25.25 87.87
##  [781] 21.80 94.76 30.62 44.01 10.16 74.58 71.89 10.99 60.47 58.91 46.41 68.55
##  [793] 97.37 92.60 46.61 27.18 60.87 24.49 92.78 86.69 23.01 30.20 67.39 48.96
##  [805] 75.59 77.47 93.18 50.23 17.75 62.18 10.75 40.26 64.97 95.15 48.62 53.21
##  [817] 45.44 33.88 96.16 47.16 52.89 47.68 10.17 68.71 60.08 22.01 72.11 41.28
##  [829] 64.95 74.22 10.56 62.57 11.85 91.30 40.73 52.38 38.54 44.63 55.87 29.22
##  [841] 51.94 60.30 39.47 14.87 21.32 93.78 73.26 22.38 72.88 99.10 74.10 98.48
##  [853] 53.19 52.79 95.95 36.51 21.12 28.31 57.59 47.63 86.27 12.76 11.28 51.07
##  [865] 79.59 33.81 90.53 62.82 24.31 64.59 24.82 56.50 21.43 89.06 23.29 65.26
##  [877] 52.35 39.75 90.02 12.10 33.21 10.18 31.99 34.42 83.34 45.58 87.90 73.47
##  [889] 12.19 76.92 83.66 57.91 92.49 28.38 50.45 99.16 60.74 47.27 85.60 35.04
##  [901] 44.84 45.97 27.73 11.53 58.32 78.38 84.61 82.88 79.54 49.01 29.15 56.13
##  [913] 93.12 51.34 99.60 35.49 42.85 94.67 68.97 26.26 35.79 16.37 12.73 83.14
##  [925] 35.22 13.78 88.31 39.62 88.25 25.31 99.92 83.35 74.44 64.08 63.15 85.72
##  [937] 78.89 89.48 92.09 57.29 66.52 99.82 45.68 50.79 10.08 93.88 84.25 53.78
##  [949] 35.81 26.43 39.91 21.90 62.85 21.04 65.91 42.57 50.49 46.02 15.80 98.66
##  [961] 91.98 20.89 15.50 96.82 33.33 38.27 33.30 81.01 15.80 34.49 84.63 36.91
##  [973] 87.08 80.08 86.13 49.92 74.66 26.60 25.45 67.77 59.59 58.15 97.48 99.96
##  [985] 96.37 63.71 14.76 62.00 82.34 75.37 56.56 76.60 58.03 17.49 60.95 40.35
##  [997] 97.38 31.84 65.82 88.34
data[1, ]
Invoice ID Branch City Customer type Gender Product line Unit price Quantity Tax 5% Sales Date Time Payment cogs gross margin percentage gross income Rating
750-67-8428 Alex Yangon Member Female Health and beauty 74.69 7 26.1415 548.9715 1/5/2019 1:08:00 PM Ewallet 522.83 4.761905 26.1415 9.1 
data[, 2]
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data[2:3, ]
Invoice ID Branch City Customer type Gender Product line Unit price Quantity Tax 5% Sales Date Time Payment cogs gross margin percentage gross income Rating
226-31-3081 Giza Naypyitaw Normal Female Electronic accessories 15.28 5 3.8200 80.2200 3/8/2019 10:29:00 AM Cash 76.40 4.761905 3.8200 9.6
631-41-3108 Alex Yangon Normal Female Home and lifestyle 46.33 7 16.2155 340.5255 3/3/2019 1:23:00 PM Credit card 324.31 4.761905 16.2155 7.4 
data[c(1,4), ]
Invoice ID Branch City Customer type Gender Product line Unit price Quantity Tax 5% Sales Date Time Payment cogs gross margin percentage gross income Rating
750-67-8428 Alex Yangon Member Female Health and beauty 74.69 7 26.1415 548.9715 1/5/2019 1:08:00 PM Ewallet 522.83 4.761905 26.1415 9.1
123-19-1176 Alex Yangon Member Female Health and beauty 58.22 8 23.2880 489.0480 1/27/2019 8:33:00 PM Ewallet 465.76 4.761905 23.2880 8.4 
#Thêm, sửa, xóa
data <- data[ , -3]
dim(data)
## [1] 1000   16
data[data$`Unit price` >= 60,  ]
Invoice ID Branch Customer type Gender Product line Unit price Quantity Tax 5% Sales Date Time Payment cogs gross margin percentage gross income Rating
750-67-8428 Alex Member Female Health and beauty 74.69 7 26.1415 548.9715 1/5/2019 1:08:00 PM Ewallet 522.83 4.761905 26.1415 9.1
373-73-7910 Alex Member Female Sports and travel 86.31 7 30.2085 634.3785 2/8/2019 10:37:00 AM Ewallet 604.17 4.761905 30.2085 5.3
699-14-3026 Giza Member Female Electronic accessories 85.39 7 29.8865 627.6165 3/25/2019 6:30:00 PM Ewallet 597.73 4.761905 29.8865 4.1
355-53-5943 Alex Member Female Electronic accessories 68.84 6 20.6520 433.6920 2/25/2019 2:36:00 PM Ewallet 413.04 4.761905 20.6520 5.8
315-22-5665 Giza Member Female Home and lifestyle 73.56 10 36.7800 772.3800 2/24/2019 11:38:00 AM Ewallet 735.60 4.761905 36.7800 8.0
829-34-3910 Alex Member Female Health and beauty 71.38 10 35.6900 749.4900 3/29/2019 7:21:00 PM Cash 713.80 4.761905 35.6900 5.7
299-46-1805 Cairo Member Female Sports and travel 93.72 6 28.1160 590.4360 1/15/2019 4:19:00 PM Cash 562.32 4.761905 28.1160 4.5
656-95-9349 Alex Member Female Health and beauty 68.93 7 24.1255 506.6355 3/11/2019 11:03:00 AM Credit card 482.51 4.761905 24.1255 4.6
765-26-6951 Alex Member Female Sports and travel 72.61 6 21.7830 457.4430 1/1/2019 10:39:00 AM Credit card 435.66 4.761905 21.7830 6.9
300-71-4605 Giza Member Female Electronic accessories 86.04 5 21.5100 451.7100 2/25/2019 11:24:00 AM Ewallet 430.20 4.761905 21.5100 4.8
371-85-5789 Cairo Member Female Health and beauty 87.98 3 13.1970 277.1370 3/5/2019 10:40:00 AM Ewallet 263.94 4.761905 13.1970 5.1
549-59-1358 Alex Member Female Sports and travel 88.63 3 13.2945 279.1845 3/2/2019 5:36:00 PM Ewallet 265.89 4.761905 13.2945 6.0
189-17-4241 Alex Member Female Fashion accessories 87.67 2 8.7670 184.1070 3/10/2019 12:17:00 PM Credit card 175.34 4.761905 8.7670 7.7
145-94-9061 Cairo Member Female Food and beverages 88.36 5 22.0900 463.8900 1/25/2019 7:48:00 PM Cash 441.80 4.761905 22.0900 9.6
871-79-8483 Cairo Member Female Fashion accessories 94.13 5 23.5325 494.1825 2/25/2019 7:39:00 PM Credit card 470.65 4.761905 23.5325 4.8
149-71-6266 Cairo Member Female Sports and travel 78.07 9 35.1315 737.7615 1/28/2019 12:43:00 PM Cash 702.63 4.761905 35.1315 4.5
640-49-2076 Cairo Member Female Sports and travel 83.78 8 33.5120 703.7520 1/10/2019 2:49:00 PM Cash 670.24 4.761905 33.5120 5.1
595-11-5460 Alex Member Female Health and beauty 96.58 2 9.6580 202.8180 3/15/2019 10:12:00 AM Credit card 193.16 4.761905 9.6580 5.1
183-56-6882 Giza Member Female Food and beverages 99.42 4 19.8840 417.5640 2/6/2019 10:42:00 AM Ewallet 397.68 4.761905 19.8840 7.5
232-16-2483 Giza Member Female Sports and travel 68.12 1 3.4060 71.5260 1/7/2019 12:28:00 PM Ewallet 68.12 4.761905 3.4060 6.8
129-29-8530 Alex Member Female Sports and travel 62.62 5 15.6550 328.7550 3/10/2019 7:15:00 PM Ewallet 313.10 4.761905 15.6550 7.0
272-65-1806 Alex Member Female Electronic accessories 60.88 9 27.3960 575.3160 1/15/2019 5:17:00 PM Ewallet 547.92 4.761905 27.3960 4.7
280-35-5823 Cairo Member Female Home and lifestyle 86.72 1 4.3360 91.0560 1/17/2019 6:45:00 PM Ewallet 86.72 4.761905 4.3360 7.9
354-25-5821 Cairo Member Female Sports and travel 69.12 6 20.7360 435.4560 2/8/2019 1:03:00 PM Cash 414.72 4.761905 20.7360 5.6
228-96-1411 Giza Member Female Food and beverages 98.70 8 39.4800 829.0800 3/4/2019 8:39:00 PM Cash 789.60 4.761905 39.4800 7.6
132-32-9879 Cairo Member Female Electronic accessories 93.96 4 18.7920 394.6320 3/9/2019 6:00:00 PM Cash 375.84 4.761905 18.7920 9.5
574-22-5561 Giza Member Female Fashion accessories 82.63 10 41.3150 867.6150 3/19/2019 5:08:00 PM Ewallet 826.30 4.761905 41.3150 7.9
326-78-5178 Giza Member Female Food and beverages 91.40 7 31.9900 671.7900 2/3/2019 10:19:00 AM Cash 639.80 4.761905 31.9900 9.5
399-46-5918 Giza Member Female Electronic accessories 85.98 8 34.3920 722.2320 2/28/2019 7:01:00 PM Cash 687.84 4.761905 34.3920 8.2
635-40-6220 Alex Member Female Health and beauty 89.60 8 35.8400 752.6400 2/7/2019 11:28:00 AM Ewallet 716.80 4.761905 35.8400 6.6
817-48-8732 Alex Member Female Home and lifestyle 72.35 10 36.1750 759.6750 1/20/2019 3:55:00 PM Cash 723.50 4.761905 36.1750 5.4
853-23-2453 Cairo Member Female Health and beauty 75.74 4 15.1480 318.1080 2/14/2019 2:35:00 PM Cash 302.96 4.761905 15.1480 7.6
109-28-2512 Cairo Member Female Fashion accessories 97.61 6 29.2830 614.9430 1/7/2019 3:01:00 PM Ewallet 585.66 4.761905 29.2830 9.9
232-11-3025 Alex Member Female Sports and travel 78.77 10 39.3850 827.0850 1/24/2019 10:04:00 AM Cash 787.70 4.761905 39.3850 6.4
393-65-2792 Giza Member Female Food and beverages 89.48 10 44.7400 939.5400 1/6/2019 12:46:00 PM Credit card 894.80 4.761905 44.7400 9.6
796-12-2025 Giza Member Female Fashion accessories 62.12 10 31.0600 652.2600 2/11/2019 4:19:00 PM Cash 621.20 4.761905 31.0600 5.9
841-35-6630 Giza Member Female Electronic accessories 75.91 6 22.7730 478.2330 3/9/2019 6:21:00 PM Cash 455.46 4.761905 22.7730 8.7
287-21-9091 Alex Member Female Home and lifestyle 74.67 9 33.6015 705.6315 1/22/2019 10:55:00 AM Ewallet 672.03 4.761905 33.6015 9.4
829-49-1914 Giza Member Female Food and beverages 78.31 10 39.1550 822.2550 3/5/2019 4:24:00 PM Ewallet 783.10 4.761905 39.1550 6.6
870-72-4431 Giza Member Female Health and beauty 99.19 6 29.7570 624.8970 1/21/2019 2:42:00 PM Credit card 595.14 4.761905 29.7570 5.5
847-38-7188 Cairo Member Female Food and beverages 96.68 3 14.5020 304.5420 1/26/2019 7:56:00 PM Ewallet 290.04 4.761905 14.5020 6.4
787-56-0757 Giza Member Female Food and beverages 80.36 4 16.0720 337.5120 2/23/2019 6:45:00 PM Credit card 321.44 4.761905 16.0720 8.3
730-50-9884 Giza Member Female Sports and travel 83.06 7 29.0710 610.4910 3/5/2019 2:31:00 PM Ewallet 581.42 4.761905 29.0710 4.0
362-58-8315 Giza Member Female Fashion accessories 76.52 5 19.1300 401.7300 3/25/2019 10:23:00 AM Cash 382.60 4.761905 19.1300 9.9
318-68-5053 Cairo Member Female Health and beauty 76.99 6 23.0970 485.0370 2/27/2019 5:55:00 PM Cash 461.94 4.761905 23.0970 6.1
152-08-9985 Cairo Member Female Health and beauty 64.36 9 28.9620 608.2020 3/12/2019 12:09:00 PM Credit card 579.24 4.761905 28.9620 8.6
512-91-0811 Giza Member Female Health and beauty 89.75 1 4.4875 94.2375 2/6/2019 8:05:00 PM Credit card 89.75 4.761905 4.4875 6.6
594-34-4444 Alex Member Female Electronic accessories 97.16 1 4.8580 102.0180 3/8/2019 8:38:00 PM Ewallet 97.16 4.761905 4.8580 7.2
766-85-7061 Cairo Member Female Health and beauty 87.87 10 43.9350 922.6350 3/29/2019 10:25:00 AM Ewallet 878.70 4.761905 43.9350 5.1
733-01-9107 Cairo Member Female Home and lifestyle 82.70 6 24.8100 521.0100 3/5/2019 6:14:00 PM Cash 496.20 4.761905 24.8100 7.4
189-98-2939 Giza Member Female Fashion accessories 78.55 9 35.3475 742.2975 3/1/2019 1:22:00 PM Cash 706.95 4.761905 35.3475 7.2
704-48-3927 Alex Member Female Electronic accessories 88.67 10 44.3350 931.0350 1/12/2019 2:50:00 PM Ewallet 886.70 4.761905 44.3350 7.3
630-74-5166 Alex Member Female Sports and travel 62.13 6 18.6390 391.4190 3/22/2019 8:19:00 PM Cash 372.78 4.761905 18.6390 7.4
861-77-0145 Giza Member Female Electronic accessories 81.97 10 40.9850 860.6850 3/3/2019 2:30:00 PM Cash 819.70 4.761905 40.9850 9.2
210-67-5886 Giza Member Female Health and beauty 98.21 3 14.7315 309.3615 2/5/2019 10:41:00 AM Credit card 294.63 4.761905 14.7315 7.8
227-78-1148 Cairo Member Female Fashion accessories 72.84 7 25.4940 535.3740 2/15/2019 12:44:00 PM Cash 509.88 4.761905 25.4940 8.4
237-01-6122 Giza Member Female Home and lifestyle 80.79 9 36.3555 763.4655 2/1/2019 8:31:00 PM Credit card 727.11 4.761905 36.3555 9.5
638-60-7125 Alex Member Female Electronic accessories 99.56 8 39.8240 836.3040 2/14/2019 5:03:00 PM Credit card 796.48 4.761905 39.8240 5.2
219-22-9386 Cairo Member Female Sports and travel 99.96 9 44.9820 944.6220 3/9/2019 5:26:00 PM Credit card 899.64 4.761905 44.9820 4.2
336-78-2147 Giza Member Female Home and lifestyle 63.91 8 25.5640 536.8440 3/13/2019 7:52:00 PM Credit card 511.28 4.761905 25.5640 4.6
668-90-8900 Alex Member Female Home and lifestyle 93.69 7 32.7915 688.6215 3/10/2019 6:44:00 PM Credit card 655.83 4.761905 32.7915 4.5
663-86-9076 Giza Member Female Food and beverages 68.54 8 27.4160 575.7360 1/8/2019 3:57:00 PM Ewallet 548.32 4.761905 27.4160 8.5
549-84-7482 Cairo Member Female Sports and travel 90.28 9 40.6260 853.1460 2/8/2019 11:15:00 AM Ewallet 812.52 4.761905 40.6260 7.2
802-70-5316 Alex Member Female Sports and travel 92.13 6 27.6390 580.4190 3/6/2019 8:34:00 PM Cash 552.78 4.761905 27.6390 8.3
590-83-4591 Cairo Member Female Electronic accessories 87.45 6 26.2350 550.9350 2/17/2019 2:40:00 PM Credit card 524.70 4.761905 26.2350 8.8
483-71-1164 Giza Normal Female Health and beauty 81.30 6 24.3900 512.1900 3/8/2019 4:43:00 PM Ewallet 487.80 4.761905 24.3900 5.3
597-78-7908 Giza Normal Female Fashion accessories 90.22 3 13.5330 284.1930 2/18/2019 7:39:00 PM Cash 270.66 4.761905 13.5330 6.2
575-30-8091 Alex Normal Female Sports and travel 72.50 8 29.0000 609.0000 3/16/2019 7:25:00 PM Ewallet 580.00 4.761905 29.0000 9.2
731-81-9469 Giza Member Female Sports and travel 89.80 10 44.9000 942.9000 1/23/2019 1:00:00 PM Credit card 898.00 4.761905 44.9000 5.4
280-17-4359 Giza Member Male Health and beauty 90.50 10 45.2500 950.2500 1/25/2019 1:48:00 PM Cash 905.00 4.761905 45.2500 8.1
338-65-2210 Giza Member Female Health and beauty 68.60 10 34.3000 720.3000 2/5/2019 7:57:00 PM Cash 686.00 4.761905 34.3000 9.1
239-10-7476 Alex Normal Female Home and lifestyle 77.95 6 23.3850 491.0850 1/21/2019 4:37:00 PM Ewallet 467.70 4.761905 23.3850 8.0
568-90-5112 Giza Normal Male Health and beauty 66.14 4 13.2280 277.7880 3/19/2019 12:46:00 PM Credit card 264.56 4.761905 13.2280 5.6
262-47-2794 Cairo Member Male Home and lifestyle 71.86 8 28.7440 603.6240 3/6/2019 3:07:00 PM Credit card 574.88 4.761905 28.7440 6.2
608-96-3517 Cairo Member Female Fashion accessories 91.54 4 18.3080 384.4680 3/23/2019 7:20:00 PM Credit card 366.16 4.761905 18.3080 4.8
746-94-0204 Alex Normal Male Fashion accessories 83.24 9 37.4580 786.6180 1/29/2019 11:56:00 AM Credit card 749.16 4.761905 37.4580 7.4
400-89-4171 Giza Normal Female Sports and travel 80.97 8 32.3880 680.1480 1/28/2019 1:05:00 PM Cash 647.76 4.761905 32.3880 9.3
782-95-9291 Alex Member Male Food and beverages 92.29 5 23.0725 484.5225 2/20/2019 3:55:00 PM Credit card 461.45 4.761905 23.0725 9.0
279-74-2924 Cairo Member Male Electronic accessories 72.17 1 3.6085 75.7785 1/4/2019 7:40:00 PM Cash 72.17 4.761905 3.6085 6.1
743-04-1105 Cairo Member Male Health and beauty 97.22 9 43.7490 918.7290 3/30/2019 2:43:00 PM Ewallet 874.98 4.761905 43.7490 6.0
423-57-2993 Cairo Normal Male Sports and travel 93.39 6 28.0170 588.3570 3/27/2019 7:18:00 PM Ewallet 560.34 4.761905 28.0170 10.0
275-28-0149 Alex Normal Male Sports and travel 63.69 1 3.1845 66.8745 2/25/2019 4:21:00 PM Cash 63.69 4.761905 3.1845 6.0
423-80-0988 Giza Normal Male Sports and travel 76.40 2 7.6400 160.4400 1/30/2019 7:42:00 PM Ewallet 152.80 4.761905 7.6400 6.5
234-65-2137 Giza Normal Male Home and lifestyle 95.58 10 47.7900 1003.5900 1/16/2019 1:32:00 PM Cash 955.80 4.761905 47.7900 4.8
687-47-8271 Alex Normal Male Fashion accessories 98.98 10 49.4900 1039.2900 2/8/2019 4:20:00 PM Credit card 989.80 4.761905 49.4900 8.7
105-31-1824 Alex Member Male Sports and travel 69.52 7 24.3320 510.9720 2/1/2019 3:10:00 PM Credit card 486.64 4.761905 24.3320 8.5
249-42-3782 Alex Normal Male Health and beauty 70.01 5 17.5025 367.5525 1/3/2019 11:36:00 AM Ewallet 350.05 4.761905 17.5025 5.5
316-55-4634 Cairo Member Male Food and beverages 80.05 5 20.0125 420.2625 1/26/2019 12:45:00 PM Credit card 400.25 4.761905 20.0125 9.4
407-63-8975 Alex Normal Male Food and beverages 73.88 6 22.1640 465.4440 3/23/2019 7:16:00 PM Ewallet 443.28 4.761905 22.1640 4.4
342-65-4817 Giza Member Male Health and beauty 86.80 3 13.0200 273.4200 1/28/2019 4:47:00 PM Ewallet 260.40 4.761905 13.0200 9.9
130-98-8941 Giza Normal Male Fashion accessories 64.26 7 22.4910 472.3110 2/9/2019 10:00:00 AM Cash 449.82 4.761905 22.4910 5.7
305-14-0245 Cairo Member Female Home and lifestyle 94.49 8 37.7960 793.7160 3/3/2019 7:00:00 PM Ewallet 755.92 4.761905 37.7960 7.5
400-60-7251 Alex Normal Male Home and lifestyle 74.07 1 3.7035 77.7735 2/10/2019 12:50:00 PM Ewallet 74.07 4.761905 3.7035 9.9
593-65-1552 Giza Normal Female Home and lifestyle 69.81 4 13.9620 293.2020 1/28/2019 8:50:00 PM Credit card 279.24 4.761905 13.9620 5.9
284-34-9626 Cairo Normal Female Home and lifestyle 77.04 3 11.5560 242.6760 2/11/2019 10:39:00 AM Credit card 231.12 4.761905 11.5560 7.2
437-58-8131 Cairo Normal Female Fashion accessories 73.52 2 7.3520 154.3920 1/15/2019 1:41:00 PM Ewallet 147.04 4.761905 7.3520 4.6
286-43-6208 Giza Normal Female Food and beverages 87.80 9 39.5100 829.7100 3/16/2019 7:08:00 PM Cash 790.20 4.761905 39.5100 9.2
556-86-3144 Giza Member Female Fashion accessories 74.29 1 3.7145 78.0045 1/13/2019 7:30:00 PM Cash 74.29 4.761905 3.7145 5.0
420-11-4919 Giza Member Female Food and beverages 71.39 5 17.8475 374.7975 2/17/2019 7:57:00 PM Credit card 356.95 4.761905 17.8475 5.5
426-39-2418 Giza Normal Male Electronic accessories 61.41 7 21.4935 451.3635 1/14/2019 10:02:00 AM Cash 429.87 4.761905 21.4935 9.8
672-51-8681 Giza Member Female Electronic accessories 66.65 9 29.9925 629.8425 1/4/2019 6:19:00 PM Credit card 599.85 4.761905 29.9925 9.7
817-69-8206 Cairo Normal Female Electronic accessories 99.73 9 44.8785 942.4485 3/2/2019 7:42:00 PM Credit card 897.57 4.761905 44.8785 6.5
677-11-0152 Giza Normal Female Food and beverages 93.26 9 41.9670 881.3070 1/16/2019 6:08:00 PM Cash 839.34 4.761905 41.9670 8.8
142-63-6033 Cairo Normal Male Home and lifestyle 92.36 5 23.0900 484.8900 3/20/2019 7:17:00 PM Ewallet 461.80 4.761905 23.0900 4.9
319-74-2561 Alex Member Female Electronic accessories 94.64 3 14.1960 298.1160 2/21/2019 4:55:00 PM Cash 283.92 4.761905 14.1960 5.5
549-03-9315 Cairo Normal Male Fashion accessories 94.87 8 37.9480 796.9080 2/12/2019 12:58:00 PM Ewallet 758.96 4.761905 37.9480 8.7
468-01-2051 Cairo Normal Male Food and beverages 62.08 7 21.7280 456.2880 3/6/2019 1:46:00 PM Ewallet 434.56 4.761905 21.7280 5.4
746-68-6593 Giza Member Female Sports and travel 87.16 2 8.7160 183.0360 1/11/2019 2:29:00 PM Credit card 174.32 4.761905 8.7160 9.7
836-82-5858 Cairo Member Male Health and beauty 69.37 9 31.2165 655.5465 1/26/2019 7:14:00 PM Ewallet 624.33 4.761905 31.2165 4.0
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450-42-3339 Giza Normal Male Health and beauty 84.61 10 42.3050 888.4050 2/9/2019 6:58:00 PM Credit card 846.10 4.761905 42.3050 8.8
851-98-3555 Cairo Normal Female Health and beauty 82.88 5 20.7200 435.1200 3/24/2019 2:08:00 PM Credit card 414.40 4.761905 20.7200 6.6
186-71-5196 Alex Member Female Food and beverages 79.54 2 7.9540 167.0340 3/27/2019 4:30:00 PM Ewallet 159.08 4.761905 7.9540 6.2
453-33-6436 Alex Normal Female Home and lifestyle 93.12 8 37.2480 782.2080 2/7/2019 10:09:00 AM Cash 744.96 4.761905 37.2480 6.8
459-45-2396 Alex Member Female Food and beverages 99.60 3 14.9400 313.7400 2/25/2019 6:45:00 PM Cash 298.80 4.761905 14.9400 5.8
749-81-8133 Alex Normal Female Fashion accessories 94.67 4 18.9340 397.6140 3/11/2019 12:04:00 PM Cash 378.68 4.761905 18.9340 6.8
777-67-2495 Cairo Normal Male Home and lifestyle 68.97 3 10.3455 217.2555 2/22/2019 11:26:00 AM Ewallet 206.91 4.761905 10.3455 8.7
887-42-0517 Giza Normal Female Sports and travel 83.14 7 29.0990 611.0790 1/10/2019 10:31:00 AM Credit card 581.98 4.761905 29.0990 6.6
321-49-7382 Cairo Member Male Sports and travel 88.31 1 4.4155 92.7255 2/15/2019 5:38:00 PM Credit card 88.31 4.761905 4.4155 5.2
431-66-2305 Cairo Normal Female Electronic accessories 88.25 9 39.7125 833.9625 2/15/2019 8:51:00 PM Credit card 794.25 4.761905 39.7125 7.6
641-62-7288 Cairo Normal Male Home and lifestyle 99.92 6 29.9760 629.4960 3/24/2019 1:33:00 PM Ewallet 599.52 4.761905 29.9760 7.1
756-93-1854 Giza Member Female Fashion accessories 83.35 2 8.3350 175.0350 2/2/2019 2:05:00 PM Credit card 166.70 4.761905 8.3350 9.5
243-55-8457 Alex Normal Female Food and beverages 74.44 10 37.2200 781.6200 2/27/2019 11:40:00 AM Ewallet 744.40 4.761905 37.2200 5.1
458-10-8612 Giza Normal Male Health and beauty 64.08 7 22.4280 470.9880 1/20/2019 12:27:00 PM Ewallet 448.56 4.761905 22.4280 7.6
501-61-1753 Cairo Normal Female Home and lifestyle 63.15 6 18.9450 397.8450 1/3/2019 8:24:00 PM Ewallet 378.90 4.761905 18.9450 9.8
235-06-8510 Giza Member Male Home and lifestyle 85.72 3 12.8580 270.0180 1/24/2019 8:59:00 PM Ewallet 257.16 4.761905 12.8580 5.1
433-08-7822 Giza Normal Female Health and beauty 78.89 7 27.6115 579.8415 1/5/2019 7:48:00 PM Ewallet 552.23 4.761905 27.6115 7.5
361-85-2571 Alex Normal Female Sports and travel 89.48 5 22.3700 469.7700 3/30/2019 10:18:00 AM Cash 447.40 4.761905 22.3700 7.4
131-70-8179 Alex Member Female Health and beauty 92.09 3 13.8135 290.0835 2/17/2019 4:27:00 PM Cash 276.27 4.761905 13.8135 4.2
720-72-2436 Alex Normal Male Food and beverages 66.52 4 13.3040 279.3840 3/2/2019 6:14:00 PM Ewallet 266.08 4.761905 13.3040 6.9
702-83-5291 Giza Member Male Fashion accessories 99.82 9 44.9190 943.2990 3/27/2019 10:43:00 AM Cash 898.38 4.761905 44.9190 6.6
489-82-1237 Alex Normal Female Electronic accessories 93.88 7 32.8580 690.0180 1/5/2019 11:51:00 AM Credit card 657.16 4.761905 32.8580 7.3
859-97-6048 Giza Member Male Electronic accessories 84.25 2 8.4250 176.9250 3/26/2019 2:13:00 PM Credit card 168.50 4.761905 8.4250 5.3
574-80-1489 Cairo Member Female Food and beverages 62.85 4 12.5700 263.9700 2/25/2019 1:22:00 PM Ewallet 251.40 4.761905 12.5700 8.7
200-40-6154 Cairo Member Male Home and lifestyle 65.91 6 19.7730 415.2330 2/9/2019 11:45:00 AM Cash 395.46 4.761905 19.7730 5.7
384-59-6655 Alex Member Female Food and beverages 98.66 9 44.3970 932.3370 2/19/2019 3:07:00 PM Cash 887.94 4.761905 44.3970 8.4
256-58-3609 Giza Member Male Fashion accessories 91.98 1 4.5990 96.5790 3/18/2019 3:29:00 PM Cash 91.98 4.761905 4.5990 9.8
364-34-2972 Giza Member Male Electronic accessories 96.82 3 14.5230 304.9830 3/30/2019 8:37:00 PM Cash 290.46 4.761905 14.5230 6.7
195-06-0432 Alex Member Male Home and lifestyle 81.01 3 12.1515 255.1815 1/13/2019 12:55:00 PM Credit card 243.03 4.761905 12.1515 9.3
746-04-1077 Cairo Member Female Food and beverages 84.63 10 42.3150 888.6150 1/1/2019 11:36:00 AM Credit card 846.30 4.761905 42.3150 9.0
452-04-8808 Cairo Normal Male Electronic accessories 87.08 7 30.4780 640.0380 1/26/2019 3:17:00 PM Cash 609.56 4.761905 30.4780 5.5
531-56-4728 Alex Normal Male Home and lifestyle 80.08 3 12.0120 252.2520 2/11/2019 3:29:00 PM Cash 240.24 4.761905 12.0120 5.4
744-82-9138 Giza Normal Male Fashion accessories 86.13 2 8.6130 180.8730 2/7/2019 5:59:00 PM Cash 172.26 4.761905 8.6130 8.2
221-25-5073 Alex Normal Female Food and beverages 74.66 4 14.9320 313.5720 3/4/2019 10:39:00 AM Cash 298.64 4.761905 14.9320 8.5
151-33-7434 Cairo Normal Female Food and beverages 67.77 1 3.3885 71.1585 2/4/2019 8:43:00 PM Credit card 67.77 4.761905 3.3885 6.5
139-32-4183 Alex Member Female Sports and travel 97.48 9 43.8660 921.1860 3/14/2019 2:19:00 PM Ewallet 877.32 4.761905 43.8660 7.4
148-41-7930 Giza Normal Male Health and beauty 99.96 7 34.9860 734.7060 1/23/2019 10:33:00 AM Cash 699.72 4.761905 34.9860 6.1
189-40-5216 Giza Normal Male Electronic accessories 96.37 7 33.7295 708.3195 1/9/2019 11:40:00 AM Cash 674.59 4.761905 33.7295 6.0
374-38-5555 Cairo Normal Female Fashion accessories 63.71 5 15.9275 334.4775 2/7/2019 7:30:00 PM Ewallet 318.55 4.761905 15.9275 8.5
552-44-5977 Cairo Member Male Health and beauty 62.00 8 24.8000 520.8000 1/3/2019 7:08:00 PM Credit card 496.00 4.761905 24.8000 6.2
267-62-7380 Giza Member Male Electronic accessories 82.34 10 41.1700 864.5700 3/29/2019 7:12:00 PM Ewallet 823.40 4.761905 41.1700 4.3
430-53-4718 Cairo Member Male Health and beauty 75.37 8 30.1480 633.1080 1/28/2019 3:46:00 PM Credit card 602.96 4.761905 30.1480 8.4
602-16-6955 Cairo Normal Female Sports and travel 76.60 10 38.3000 804.3000 1/24/2019 6:10:00 PM Ewallet 766.00 4.761905 38.3000 6.0
652-49-6720 Giza Member Female Electronic accessories 60.95 1 3.0475 63.9975 2/18/2019 11:40:00 AM Ewallet 60.95 4.761905 3.0475 5.9
303-96-2227 Cairo Normal Female Home and lifestyle 97.38 10 48.6900 1022.4900 3/2/2019 5:16:00 PM Ewallet 973.80 4.761905 48.6900 4.4
347-56-2442 Alex Normal Male Home and lifestyle 65.82 1 3.2910 69.1110 2/22/2019 3:33:00 PM Cash 65.82 4.761905 3.2910 4.1
849-09-3807 Alex Member Female Fashion accessories 88.34 7 30.9190 649.2990 2/18/2019 1:28:00 PM Cash 618.38 4.761905 30.9190 6.6 
data[data$Branch == "Giza", ]
Invoice ID Branch Customer type Gender Product line Unit price Quantity Tax 5% Sales Date Time Payment cogs gross margin percentage gross income Rating
226-31-3081 Giza Normal Female Electronic accessories 15.28 5 3.8200 80.2200 3/8/2019 10:29:00 AM Cash 76.40 4.761905 3.8200 9.6
699-14-3026 Giza Member Female Electronic accessories 85.39 7 29.8865 627.6165 3/25/2019 6:30:00 PM Ewallet 597.73 4.761905 29.8865 4.1
315-22-5665 Giza Member Female Home and lifestyle 73.56 10 36.7800 772.3800 2/24/2019 11:38:00 AM Ewallet 735.60 4.761905 36.7800 8.0
300-71-4605 Giza Member Female Electronic accessories 86.04 5 21.5100 451.7100 2/25/2019 11:24:00 AM Ewallet 430.20 4.761905 21.5100 4.8
183-56-6882 Giza Member Female Food and beverages 99.42 4 19.8840 417.5640 2/6/2019 10:42:00 AM Ewallet 397.68 4.761905 19.8840 7.5
232-16-2483 Giza Member Female Sports and travel 68.12 1 3.4060 71.5260 1/7/2019 12:28:00 PM Ewallet 68.12 4.761905 3.4060 6.8
333-73-7901 Giza Member Female Health and beauty 54.92 8 21.9680 461.3280 3/23/2019 1:24:00 PM Ewallet 439.36 4.761905 21.9680 7.6
554-53-8700 Giza Member Female Home and lifestyle 56.11 2 5.6110 117.8310 2/2/2019 10:11:00 AM Cash 112.22 4.761905 5.6110 6.3
228-96-1411 Giza Member Female Food and beverages 98.70 8 39.4800 829.0800 3/4/2019 8:39:00 PM Cash 789.60 4.761905 39.4800 7.6
617-15-4209 Giza Member Female Health and beauty 15.37 2 1.5370 32.2770 3/16/2019 7:47:00 PM Cash 30.74 4.761905 1.5370 7.2
574-22-5561 Giza Member Female Fashion accessories 82.63 10 41.3150 867.6150 3/19/2019 5:08:00 PM Ewallet 826.30 4.761905 41.3150 7.9
326-78-5178 Giza Member Female Food and beverages 91.40 7 31.9900 671.7900 2/3/2019 10:19:00 AM Cash 639.80 4.761905 31.9900 9.5
778-71-5554 Giza Member Female Fashion accessories 15.43 1 0.7715 16.2015 1/25/2019 3:46:00 PM Credit card 15.43 4.761905 0.7715 6.1
399-46-5918 Giza Member Female Electronic accessories 85.98 8 34.3920 722.2320 2/28/2019 7:01:00 PM Cash 687.84 4.761905 34.3920 8.2
120-06-4233 Giza Member Female Electronic accessories 30.61 6 9.1830 192.8430 3/12/2019 8:36:00 PM Cash 183.66 4.761905 9.1830 9.3
285-68-5083 Giza Member Female Sports and travel 24.74 3 3.7110 77.9310 2/15/2019 5:47:00 PM Credit card 74.22 4.761905 3.7110 10.0
803-83-5989 Giza Member Female Home and lifestyle 55.73 6 16.7190 351.0990 2/24/2019 10:55:00 AM Ewallet 334.38 4.761905 16.7190 7.0
838-78-4295 Giza Member Female Health and beauty 33.47 2 3.3470 70.2870 2/10/2019 3:43:00 PM Ewallet 66.94 4.761905 3.3470 6.7
393-65-2792 Giza Member Female Food and beverages 89.48 10 44.7400 939.5400 1/6/2019 12:46:00 PM Credit card 894.80 4.761905 44.7400 9.6
796-12-2025 Giza Member Female Fashion accessories 62.12 10 31.0600 652.2600 2/11/2019 4:19:00 PM Cash 621.20 4.761905 31.0600 5.9
841-35-6630 Giza Member Female Electronic accessories 75.91 6 22.7730 478.2330 3/9/2019 6:21:00 PM Cash 455.46 4.761905 22.7730 8.7
732-94-0499 Giza Member Female Electronic accessories 41.65 10 20.8250 437.3250 1/13/2019 5:04:00 PM Credit card 416.50 4.761905 20.8250 5.4
263-10-3913 Giza Member Female Fashion accessories 49.04 9 22.0680 463.4280 1/9/2019 2:20:00 PM Credit card 441.36 4.761905 22.0680 8.6
829-49-1914 Giza Member Female Food and beverages 78.31 10 39.1550 822.2550 3/5/2019 4:24:00 PM Ewallet 783.10 4.761905 39.1550 6.6
756-01-7507 Giza Member Female Health and beauty 20.38 5 5.0950 106.9950 1/22/2019 6:56:00 PM Cash 101.90 4.761905 5.0950 6.0
870-72-4431 Giza Member Female Health and beauty 99.19 6 29.7570 624.8970 1/21/2019 2:42:00 PM Credit card 595.14 4.761905 29.7570 5.5
480-63-2856 Giza Member Female Food and beverages 19.25 8 7.7000 161.7000 1/23/2019 6:37:00 PM Ewallet 154.00 4.761905 7.7000 6.6
787-56-0757 Giza Member Female Food and beverages 80.36 4 16.0720 337.5120 2/23/2019 6:45:00 PM Credit card 321.44 4.761905 16.0720 8.3
360-39-5055 Giza Member Female Sports and travel 48.91 5 12.2275 256.7775 3/9/2019 10:17:00 AM Cash 244.55 4.761905 12.2275 6.6
730-50-9884 Giza Member Female Sports and travel 83.06 7 29.0710 610.4910 3/5/2019 2:31:00 PM Ewallet 581.42 4.761905 29.0710 4.0
362-58-8315 Giza Member Female Fashion accessories 76.52 5 19.1300 401.7300 3/25/2019 10:23:00 AM Cash 382.60 4.761905 19.1300 9.9
565-80-5980 Giza Member Female Home and lifestyle 47.38 4 9.4760 198.9960 1/23/2019 10:25:00 AM Cash 189.52 4.761905 9.4760 7.1
225-32-0908 Giza Member Female Sports and travel 44.86 10 22.4300 471.0300 1/26/2019 7:54:00 PM Ewallet 448.60 4.761905 22.4300 8.2
512-91-0811 Giza Member Female Health and beauty 89.75 1 4.4875 94.2375 2/6/2019 8:05:00 PM Credit card 89.75 4.761905 4.4875 6.6
871-39-9221 Giza Member Female Electronic accessories 12.45 6 3.7350 78.4350 2/9/2019 1:11:00 PM Cash 74.70 4.761905 3.7350 4.1
163-56-7055 Giza Member Female Fashion accessories 48.71 1 2.4355 51.1455 3/26/2019 7:20:00 PM Cash 48.71 4.761905 2.4355 4.1
189-98-2939 Giza Member Female Fashion accessories 78.55 9 35.3475 742.2975 3/1/2019 1:22:00 PM Cash 706.95 4.761905 35.3475 7.2
551-21-3069 Giza Member Female Electronic accessories 23.07 9 10.3815 218.0115 2/1/2019 11:27:00 AM Cash 207.63 4.761905 10.3815 4.9
628-34-3388 Giza Member Female Fashion accessories 27.38 6 8.2140 172.4940 1/5/2019 8:54:00 PM Credit card 164.28 4.761905 8.2140 7.9
588-01-7461 Giza Member Female Food and beverages 33.98 9 15.2910 321.1110 3/24/2019 10:43:00 AM Cash 305.82 4.761905 15.2910 4.2
861-77-0145 Giza Member Female Electronic accessories 81.97 10 40.9850 860.6850 3/3/2019 2:30:00 PM Cash 819.70 4.761905 40.9850 9.2
210-67-5886 Giza Member Female Health and beauty 98.21 3 14.7315 309.3615 2/5/2019 10:41:00 AM Credit card 294.63 4.761905 14.7315 7.8
237-01-6122 Giza Member Female Home and lifestyle 80.79 9 36.3555 763.4655 2/1/2019 8:31:00 PM Credit card 727.11 4.761905 36.3555 9.5
225-98-1496 Giza Member Female Fashion accessories 27.02 3 4.0530 85.1130 3/2/2019 1:01:00 PM Credit card 81.06 4.761905 4.0530 7.1
659-36-1684 Giza Member Female Sports and travel 57.12 7 19.9920 419.8320 1/12/2019 12:02:00 PM Credit card 399.84 4.761905 19.9920 6.5
336-78-2147 Giza Member Female Home and lifestyle 63.91 8 25.5640 536.8440 3/13/2019 7:52:00 PM Credit card 511.28 4.761905 25.5640 4.6
189-08-9157 Giza Member Female Fashion accessories 31.73 9 14.2785 299.8485 1/8/2019 4:17:00 PM Credit card 285.57 4.761905 14.2785 5.9
663-86-9076 Giza Member Female Food and beverages 68.54 8 27.4160 575.7360 1/8/2019 3:57:00 PM Ewallet 548.32 4.761905 27.4160 8.5
483-71-1164 Giza Normal Female Health and beauty 81.30 6 24.3900 512.1900 3/8/2019 4:43:00 PM Ewallet 487.80 4.761905 24.3900 5.3
597-78-7908 Giza Normal Female Fashion accessories 90.22 3 13.5330 284.1930 2/18/2019 7:39:00 PM Cash 270.66 4.761905 13.5330 6.2
731-81-9469 Giza Member Female Sports and travel 89.80 10 44.9000 942.9000 1/23/2019 1:00:00 PM Credit card 898.00 4.761905 44.9000 5.4
280-17-4359 Giza Member Male Health and beauty 90.50 10 45.2500 950.2500 1/25/2019 1:48:00 PM Cash 905.00 4.761905 45.2500 8.1
338-65-2210 Giza Member Female Health and beauty 68.60 10 34.3000 720.3000 2/5/2019 7:57:00 PM Cash 686.00 4.761905 34.3000 9.1
488-25-4221 Giza Member Female Food and beverages 30.41 1 1.5205 31.9305 2/22/2019 10:36:00 AM Credit card 30.41 4.761905 1.5205 8.4
458-41-1477 Giza Normal Female Health and beauty 46.26 6 13.8780 291.4380 3/8/2019 5:11:00 PM Credit card 277.56 4.761905 13.8780 9.5
568-90-5112 Giza Normal Male Health and beauty 66.14 4 13.2280 277.7880 3/19/2019 12:46:00 PM Credit card 264.56 4.761905 13.2280 5.6
584-86-7256 Giza Member Male Sports and travel 34.56 7 12.0960 254.0160 3/11/2019 4:07:00 PM Credit card 241.92 4.761905 12.0960 7.3
214-17-6927 Giza Normal Female Food and beverages 16.48 6 4.9440 103.8240 2/7/2019 6:23:00 PM Ewallet 98.88 4.761905 4.9440 9.9
400-89-4171 Giza Normal Female Sports and travel 80.97 8 32.3880 680.1480 1/28/2019 1:05:00 PM Cash 647.76 4.761905 32.3880 9.3
894-41-5205 Giza Normal Female Food and beverages 43.18 8 17.2720 362.7120 1/19/2019 7:39:00 PM Credit card 345.44 4.761905 17.2720 8.3
423-80-0988 Giza Normal Male Sports and travel 76.40 2 7.6400 160.4400 1/30/2019 7:42:00 PM Ewallet 152.80 4.761905 7.6400 6.5
234-65-2137 Giza Normal Male Home and lifestyle 95.58 10 47.7900 1003.5900 1/16/2019 1:32:00 PM Cash 955.80 4.761905 47.7900 4.8
733-33-4967 Giza Normal Male Electronic accessories 20.85 8 8.3400 175.1400 3/3/2019 7:17:00 PM Cash 166.80 4.761905 8.3400 6.3
139-52-2867 Giza Normal Female Fashion accessories 22.51 7 7.8785 165.4485 2/13/2019 10:50:00 AM Credit card 157.57 4.761905 7.8785 4.8
342-65-4817 Giza Member Male Health and beauty 86.80 3 13.0200 273.4200 1/28/2019 4:47:00 PM Ewallet 260.40 4.761905 13.0200 9.9
130-98-8941 Giza Normal Male Fashion accessories 64.26 7 22.4910 472.3110 2/9/2019 10:00:00 AM Cash 449.82 4.761905 22.4910 5.7
434-83-9547 Giza Member Male Food and beverages 38.47 8 15.3880 323.1480 1/23/2019 11:51:00 AM Cash 307.76 4.761905 15.3880 7.7
824-88-3614 Giza Normal Male Health and beauty 34.31 8 13.7240 288.2040 1/25/2019 3:00:00 PM Ewallet 274.48 4.761905 13.7240 5.7
593-65-1552 Giza Normal Female Home and lifestyle 69.81 4 13.9620 293.2020 1/28/2019 8:50:00 PM Credit card 279.24 4.761905 13.9620 5.9
286-43-6208 Giza Normal Female Food and beverages 87.80 9 39.5100 829.7100 3/16/2019 7:08:00 PM Cash 790.20 4.761905 39.5100 9.2
556-86-3144 Giza Member Female Fashion accessories 74.29 1 3.7145 78.0045 1/13/2019 7:30:00 PM Cash 74.29 4.761905 3.7145 5.0
848-24-9445 Giza Member Male Health and beauty 43.70 2 4.3700 91.7700 3/26/2019 6:03:00 PM Cash 87.40 4.761905 4.3700 4.9
699-01-4164 Giza Normal Male Health and beauty 41.50 4 8.3000 174.3000 3/12/2019 7:58:00 PM Credit card 166.00 4.761905 8.3000 8.2
420-11-4919 Giza Member Female Food and beverages 71.39 5 17.8475 374.7975 2/17/2019 7:57:00 PM Credit card 356.95 4.761905 17.8475 5.5
606-80-4905 Giza Member Female Sports and travel 19.15 6 5.7450 120.6450 1/29/2019 10:01:00 AM Credit card 114.90 4.761905 5.7450 6.8
426-39-2418 Giza Normal Male Electronic accessories 61.41 7 21.4935 451.3635 1/14/2019 10:02:00 AM Cash 429.87 4.761905 21.4935 9.8
672-51-8681 Giza Member Female Electronic accessories 66.65 9 29.9925 629.8425 1/4/2019 6:19:00 PM Credit card 599.85 4.761905 29.9925 9.7
263-87-5680 Giza Member Female Home and lifestyle 28.53 10 14.2650 299.5650 3/18/2019 5:38:00 PM Ewallet 285.30 4.761905 14.2650 7.8
677-11-0152 Giza Normal Female Food and beverages 93.26 9 41.9670 881.3070 1/16/2019 6:08:00 PM Cash 839.34 4.761905 41.9670 8.8
389-25-3394 Giza Normal Male Electronic accessories 11.81 5 2.9525 62.0025 2/17/2019 6:06:00 PM Cash 59.05 4.761905 2.9525 9.4
279-62-1445 Giza Member Female Fashion accessories 12.54 1 0.6270 13.1670 2/21/2019 12:38:00 PM Cash 12.54 4.761905 0.6270 8.2
746-68-6593 Giza Member Female Sports and travel 87.16 2 8.7160 183.0360 1/11/2019 2:29:00 PM Credit card 174.32 4.761905 8.7160 9.7
583-72-1480 Giza Member Male Electronic accessories 37.06 4 7.4120 155.6520 1/31/2019 4:24:00 PM Ewallet 148.24 4.761905 7.4120 9.7
211-30-9270 Giza Normal Male Health and beauty 17.41 5 4.3525 91.4025 1/28/2019 3:16:00 PM Credit card 87.05 4.761905 4.3525 4.9
755-12-3214 Giza Member Female Fashion accessories 44.22 5 11.0550 232.1550 3/5/2019 5:07:00 PM Credit card 221.10 4.761905 11.0550 8.6
142-72-4741 Giza Member Male Fashion accessories 93.20 2 9.3200 195.7200 2/28/2019 6:37:00 PM Credit card 186.40 4.761905 9.3200 6.0
662-47-5456 Giza Member Male Fashion accessories 35.19 10 17.5950 369.4950 3/17/2019 7:06:00 PM Credit card 351.90 4.761905 17.5950 8.4
883-17-4236 Giza Normal Female Sports and travel 14.39 2 1.4390 30.2190 3/2/2019 7:44:00 PM Credit card 28.78 4.761905 1.4390 7.2
380-94-4661 Giza Member Male Electronic accessories 65.94 4 13.1880 276.9480 2/7/2019 1:05:00 PM Credit card 263.76 4.761905 13.1880 6.9
821-07-3596 Giza Normal Female Fashion accessories 16.45 4 3.2900 69.0900 3/7/2019 2:53:00 PM Ewallet 65.80 4.761905 3.2900 5.6
808-65-0703 Giza Normal Male Home and lifestyle 35.47 4 7.0940 148.9740 3/14/2019 5:22:00 PM Credit card 141.88 4.761905 7.0940 6.9
687-15-1097 Giza Member Female Health and beauty 21.12 2 2.1120 44.3520 1/3/2019 7:17:00 PM Cash 42.24 4.761905 2.1120 9.7
526-86-8552 Giza Member Female Home and lifestyle 21.82 10 10.9100 229.1100 1/7/2019 5:36:00 PM Cash 218.20 4.761905 10.9100 7.1
376-56-3573 Giza Normal Female Fashion accessories 95.42 4 19.0840 400.7640 2/2/2019 1:23:00 PM Ewallet 381.68 4.761905 19.0840 6.4
537-72-0426 Giza Member Male Fashion accessories 70.99 10 35.4950 745.3950 3/20/2019 4:28:00 PM Cash 709.90 4.761905 35.4950 5.7
523-38-0215 Giza Normal Male Home and lifestyle 37.00 1 1.8500 38.8500 3/6/2019 1:29:00 PM Credit card 37.00 4.761905 1.8500 7.9
593-95-4461 Giza Member Male Home and lifestyle 74.86 1 3.7430 78.6030 3/24/2019 2:49:00 PM Cash 74.86 4.761905 3.7430 6.9
226-71-3580 Giza Normal Female Sports and travel 23.75 9 10.6875 224.4375 1/31/2019 12:02:00 PM Cash 213.75 4.761905 10.6875 9.5
558-80-4082 Giza Normal Male Electronic accessories 27.85 7 9.7475 204.6975 3/14/2019 5:20:00 PM Ewallet 194.95 4.761905 9.7475 6.0
211-05-0490 Giza Member Female Electronic accessories 51.92 5 12.9800 272.5800 3/3/2019 1:42:00 PM Cash 259.60 4.761905 12.9800 7.5
727-75-6477 Giza Normal Male Electronic accessories 28.84 4 5.7680 121.1280 3/29/2019 2:44:00 PM Cash 115.36 4.761905 5.7680 6.4
779-06-0012 Giza Member Female Home and lifestyle 88.61 1 4.4305 93.0405 1/19/2019 10:21:00 AM Cash 88.61 4.761905 4.4305 7.7
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345-68-9016 Giza Member Female Sports and travel 31.67 8 12.6680 266.0280 1/2/2019 4:19:00 PM Credit card 253.36 4.761905 12.6680 5.6
390-17-5806 Giza Member Female Food and beverages 38.42 1 1.9210 40.3410 2/2/2019 4:33:00 PM Cash 38.42 4.761905 1.9210 8.6
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314-23-4520 Giza Member Male Health and beauty 81.23 7 28.4305 597.0405 1/15/2019 8:44:00 PM Cash 568.61 4.761905 28.4305 9.0
288-38-3758 Giza Member Female Fashion accessories 84.87 3 12.7305 267.3405 1/25/2019 6:30:00 PM Ewallet 254.61 4.761905 12.7305 7.4
801-88-0346 Giza Normal Female Fashion accessories 76.06 3 11.4090 239.5890 1/5/2019 8:30:00 PM Credit card 228.18 4.761905 11.4090 9.8
759-98-4285 Giza Member Female Health and beauty 85.87 7 30.0545 631.1445 2/27/2019 7:01:00 PM Credit card 601.09 4.761905 30.0545 8.0
201-63-8275 Giza Member Female Sports and travel 67.99 7 23.7965 499.7265 2/17/2019 4:50:00 PM Ewallet 475.93 4.761905 23.7965 5.7
471-06-8611 Giza Normal Female Food and beverages 52.42 1 2.6210 55.0410 2/6/2019 10:22:00 AM Credit card 52.42 4.761905 2.6210 6.3
200-16-5952 Giza Member Male Food and beverages 65.65 2 6.5650 137.8650 1/17/2019 4:46:00 PM Cash 131.30 4.761905 6.5650 6.0
102-77-2261 Giza Member Male Health and beauty 65.31 7 22.8585 480.0285 3/5/2019 6:02:00 PM Credit card 457.17 4.761905 22.8585 4.2
102-06-2002 Giza Member Male Sports and travel 25.25 5 6.3125 132.5625 3/20/2019 5:52:00 PM Cash 126.25 4.761905 6.3125 6.1
629-42-4133 Giza Normal Male Health and beauty 21.80 8 8.7200 183.1200 2/19/2019 7:24:00 PM Cash 174.40 4.761905 8.7200 8.3
468-99-7231 Giza Normal Female Home and lifestyle 44.01 8 17.6040 369.6840 3/3/2019 5:36:00 PM Cash 352.08 4.761905 17.6040 8.8
516-77-6464 Giza Member Female Health and beauty 10.16 5 2.5400 53.3400 2/24/2019 1:08:00 PM Ewallet 50.80 4.761905 2.5400 4.1
886-77-9084 Giza Normal Male Electronic accessories 71.89 8 28.7560 603.8760 2/19/2019 11:33:00 AM Ewallet 575.12 4.761905 28.7560 5.5
790-38-4466 Giza Normal Female Health and beauty 10.99 5 2.7475 57.6975 1/23/2019 10:18:00 AM Credit card 54.95 4.761905 2.7475 9.3
704-10-4056 Giza Member Male Health and beauty 60.47 3 9.0705 190.4805 1/14/2019 10:55:00 AM Credit card 181.41 4.761905 9.0705 5.6
400-80-4065 Giza Member Male Health and beauty 68.55 4 13.7100 287.9100 2/15/2019 8:21:00 PM Credit card 274.20 4.761905 13.7100 9.2
443-60-9639 Giza Member Female Home and lifestyle 60.87 1 3.0435 63.9135 1/24/2019 1:24:00 PM Cash 60.87 4.761905 3.0435 5.5
401-09-4232 Giza Member Male Home and lifestyle 86.69 5 21.6725 455.1225 2/11/2019 6:38:00 PM Ewallet 433.45 4.761905 21.6725 9.4
324-41-6833 Giza Member Female Electronic accessories 30.20 8 12.0800 253.6800 3/3/2019 7:30:00 PM Ewallet 241.60 4.761905 12.0800 5.1
474-33-8305 Giza Member Male Fashion accessories 67.39 7 23.5865 495.3165 3/23/2019 1:23:00 PM Ewallet 471.73 4.761905 23.5865 6.9
189-55-2313 Giza Normal Female Fashion accessories 62.18 10 31.0900 652.8900 1/31/2019 10:33:00 AM Ewallet 621.80 4.761905 31.0900 6.0
815-04-6282 Giza Member Female Sports and travel 64.97 5 16.2425 341.0925 2/8/2019 12:52:00 PM Credit card 324.85 4.761905 16.2425 6.5
477-59-2456 Giza Normal Female Fashion accessories 45.44 7 15.9040 333.9840 1/23/2019 11:15:00 AM Cash 318.08 4.761905 15.9040 9.2
784-21-9238 Giza Member Male Sports and travel 10.17 1 0.5085 10.6785 2/7/2019 2:15:00 PM Cash 10.17 4.761905 0.5085 5.9
538-22-0304 Giza Normal Male Electronic accessories 64.95 10 32.4750 681.9750 3/24/2019 6:27:00 PM Cash 649.50 4.761905 32.4750 5.2
660-29-7083 Giza Normal Male Electronic accessories 55.87 10 27.9350 586.6350 1/15/2019 3:01:00 PM Cash 558.70 4.761905 27.9350 5.8
271-77-8740 Giza Member Female Sports and travel 29.22 6 8.7660 184.0860 1/1/2019 11:40:00 AM Ewallet 175.32 4.761905 8.7660 5.0
549-23-9016 Giza Member Female Food and beverages 14.87 2 1.4870 31.2270 2/13/2019 6:15:00 PM Credit card 29.74 4.761905 1.4870 8.9
862-29-5914 Giza Normal Female Sports and travel 22.38 1 1.1190 23.4990 1/30/2019 5:08:00 PM Credit card 22.38 4.761905 1.1190 8.6
845-94-6841 Giza Member Female Food and beverages 72.88 9 32.7960 688.7160 1/8/2019 7:38:00 PM Cash 655.92 4.761905 32.7960 4.0
658-66-3967 Giza Normal Male Health and beauty 53.19 7 18.6165 390.9465 1/14/2019 3:42:00 PM Ewallet 372.33 4.761905 18.6165 5.0
848-95-6252 Giza Member Female Home and lifestyle 86.27 1 4.3135 90.5835 2/20/2019 1:24:00 PM Ewallet 86.27 4.761905 4.3135 7.0
176-78-1170 Giza Member Male Health and beauty 33.81 3 5.0715 106.5015 1/26/2019 3:11:00 PM Ewallet 101.43 4.761905 5.0715 7.3
101-81-4070 Giza Member Female Health and beauty 62.82 2 6.2820 131.9220 1/17/2019 12:36:00 PM Ewallet 125.64 4.761905 6.2820 4.9
631-34-1880 Giza Member Male Food and beverages 24.31 3 3.6465 76.5765 1/8/2019 7:09:00 PM Credit card 72.93 4.761905 3.6465 4.3
584-66-4073 Giza Normal Male Fashion accessories 56.50 1 2.8250 59.3250 3/13/2019 3:45:00 PM Ewallet 56.50 4.761905 2.8250 9.6
154-87-7367 Giza Normal Male Home and lifestyle 65.26 8 26.1040 548.1840 3/15/2019 2:04:00 PM Ewallet 522.08 4.761905 26.1040 6.3
885-56-0389 Giza Member Male Fashion accessories 52.35 1 2.6175 54.9675 2/12/2019 5:49:00 PM Cash 52.35 4.761905 2.6175 4.0
115-38-7388 Giza Member Female Fashion accessories 10.18 8 4.0720 85.5120 3/30/2019 12:51:00 PM Credit card 81.44 4.761905 4.0720 9.5
137-74-8729 Giza Normal Female Fashion accessories 12.19 8 4.8760 102.3960 3/13/2019 12:47:00 PM Ewallet 97.52 4.761905 4.8760 6.8
389-70-2397 Giza Normal Female Health and beauty 83.66 5 20.9150 439.2150 2/21/2019 10:26:00 AM Cash 418.30 4.761905 20.9150 7.2
607-76-6216 Giza Member Female Fashion accessories 92.49 5 23.1225 485.5725 3/2/2019 4:35:00 PM Credit card 462.45 4.761905 23.1225 8.6
781-84-8059 Giza Normal Male Fashion accessories 60.74 7 21.2590 446.4390 1/18/2019 4:23:00 PM Ewallet 425.18 4.761905 21.2590 5.0
409-49-6995 Giza Member Female Food and beverages 47.27 6 14.1810 297.8010 2/5/2019 10:17:00 AM Cash 283.62 4.761905 14.1810 8.8
725-54-0677 Giza Member Male Health and beauty 85.60 7 29.9600 629.1600 3/2/2019 1:50:00 PM Cash 599.20 4.761905 29.9600 5.3
377-79-7592 Giza Member Female Electronic accessories 44.84 9 20.1780 423.7380 1/14/2019 2:00:00 PM Credit card 403.56 4.761905 20.1780 7.5
545-07-8534 Giza Normal Female Health and beauty 58.32 2 5.8320 122.4720 2/14/2019 12:42:00 PM Ewallet 116.64 4.761905 5.8320 6.0
118-62-1812 Giza Member Female Home and lifestyle 78.38 4 15.6760 329.1960 3/24/2019 5:56:00 PM Cash 313.52 4.761905 15.6760 7.9
450-42-3339 Giza Normal Male Health and beauty 84.61 10 42.3050 888.4050 2/9/2019 6:58:00 PM Credit card 846.10 4.761905 42.3050 8.8
151-27-8496 Giza Normal Female Electronic accessories 56.13 4 11.2260 235.7460 1/19/2019 11:43:00 AM Ewallet 224.52 4.761905 11.2260 8.6
717-96-4189 Giza Normal Female Electronic accessories 35.49 6 10.6470 223.5870 2/2/2019 12:40:00 PM Cash 212.94 4.761905 10.6470 4.1
722-13-2115 Giza Member Male Sports and travel 42.85 1 2.1425 44.9925 3/14/2019 3:36:00 PM Credit card 42.85 4.761905 2.1425 9.3
246-55-6923 Giza Member Female Home and lifestyle 35.79 9 16.1055 338.2155 3/10/2019 3:06:00 PM Credit card 322.11 4.761905 16.1055 5.1
838-02-1821 Giza Member Female Home and lifestyle 12.73 2 1.2730 26.7330 2/22/2019 12:10:00 PM Credit card 25.46 4.761905 1.2730 5.2
887-42-0517 Giza Normal Female Sports and travel 83.14 7 29.0990 611.0790 1/10/2019 10:31:00 AM Credit card 581.98 4.761905 29.0990 6.6
457-12-0244 Giza Member Female Sports and travel 35.22 6 10.5660 221.8860 3/14/2019 1:49:00 PM Ewallet 211.32 4.761905 10.5660 6.5
756-93-1854 Giza Member Female Fashion accessories 83.35 2 8.3350 175.0350 2/2/2019 2:05:00 PM Credit card 166.70 4.761905 8.3350 9.5
458-10-8612 Giza Normal Male Health and beauty 64.08 7 22.4280 470.9880 1/20/2019 12:27:00 PM Ewallet 448.56 4.761905 22.4280 7.6
235-06-8510 Giza Member Male Home and lifestyle 85.72 3 12.8580 270.0180 1/24/2019 8:59:00 PM Ewallet 257.16 4.761905 12.8580 5.1
433-08-7822 Giza Normal Female Health and beauty 78.89 7 27.6115 579.8415 1/5/2019 7:48:00 PM Ewallet 552.23 4.761905 27.6115 7.5
500-02-2261 Giza Normal Female Food and beverages 57.29 6 17.1870 360.9270 3/21/2019 5:04:00 PM Ewallet 343.74 4.761905 17.1870 5.9
702-83-5291 Giza Member Male Fashion accessories 99.82 9 44.9190 943.2990 3/27/2019 10:43:00 AM Cash 898.38 4.761905 44.9190 6.6
859-97-6048 Giza Member Male Electronic accessories 84.25 2 8.4250 176.9250 3/26/2019 2:13:00 PM Credit card 168.50 4.761905 8.4250 5.3
373-88-1424 Giza Member Male Home and lifestyle 35.81 5 8.9525 188.0025 2/6/2019 6:44:00 PM Ewallet 179.05 4.761905 8.9525 7.9
784-08-0310 Giza Member Female Food and beverages 21.04 4 4.2080 88.3680 1/13/2019 1:58:00 PM Cash 84.16 4.761905 4.2080 7.6
577-34-7579 Giza Member Male Food and beverages 50.49 9 22.7205 477.1305 1/10/2019 5:16:00 PM Cash 454.41 4.761905 22.7205 5.4
867-47-1948 Giza Normal Female Home and lifestyle 15.80 10 7.9000 165.9000 1/9/2019 12:07:00 PM Cash 158.00 4.761905 7.9000 7.8
256-58-3609 Giza Member Male Fashion accessories 91.98 1 4.5990 96.5790 3/18/2019 3:29:00 PM Cash 91.98 4.761905 4.5990 9.8
364-34-2972 Giza Member Male Electronic accessories 96.82 3 14.5230 304.9830 3/30/2019 8:37:00 PM Cash 290.46 4.761905 14.5230 6.7
744-82-9138 Giza Normal Male Fashion accessories 86.13 2 8.6130 180.8730 2/7/2019 5:59:00 PM Cash 172.26 4.761905 8.6130 8.2
728-47-9078 Giza Member Male Food and beverages 59.59 4 11.9180 250.2780 1/19/2019 12:46:00 PM Cash 238.36 4.761905 11.9180 9.8
148-41-7930 Giza Normal Male Health and beauty 99.96 7 34.9860 734.7060 1/23/2019 10:33:00 AM Cash 699.72 4.761905 34.9860 6.1
189-40-5216 Giza Normal Male Electronic accessories 96.37 7 33.7295 708.3195 1/9/2019 11:40:00 AM Cash 674.59 4.761905 33.7295 6.0
267-62-7380 Giza Member Male Electronic accessories 82.34 10 41.1700 864.5700 3/29/2019 7:12:00 PM Ewallet 823.40 4.761905 41.1700 4.3
652-49-6720 Giza Member Female Electronic accessories 60.95 1 3.0475 63.9975 2/18/2019 11:40:00 AM Ewallet 60.95 4.761905 3.0475 5.9
233-67-5758 Giza Normal Male Health and beauty 40.35 1 2.0175 42.3675 1/29/2019 1:46:00 PM Ewallet 40.35 4.761905 2.0175 6.2 
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Invoice ID Branch Customer type Gender Product line Unit price Quantity Tax 5% Sales Date Time Payment cogs gross margin percentage gross income Rating
280-17-4359 Giza Member Male Health and beauty 90.50 10 45.2500 950.2500 1/25/2019 1:48:00 PM Cash 905.00 4.761905 45.2500 8.1
568-90-5112 Giza Normal Male Health and beauty 66.14 4 13.2280 277.7880 3/19/2019 12:46:00 PM Credit card 264.56 4.761905 13.2280 5.6
262-47-2794 Cairo Member Male Home and lifestyle 71.86 8 28.7440 603.6240 3/6/2019 3:07:00 PM Credit card 574.88 4.761905 28.7440 6.2
238-49-0436 Alex Normal Male Health and beauty 32.46 8 12.9840 272.6640 3/27/2019 1:48:00 PM Credit card 259.68 4.761905 12.9840 4.9
584-86-7256 Giza Member Male Sports and travel 34.56 7 12.0960 254.0160 3/11/2019 4:07:00 PM Credit card 241.92 4.761905 12.0960 7.3
746-94-0204 Alex Normal Male Fashion accessories 83.24 9 37.4580 786.6180 1/29/2019 11:56:00 AM Credit card 749.16 4.761905 37.4580 7.4
782-95-9291 Alex Member Male Food and beverages 92.29 5 23.0725 484.5225 2/20/2019 3:55:00 PM Credit card 461.45 4.761905 23.0725 9.0
279-74-2924 Cairo Member Male Electronic accessories 72.17 1 3.6085 75.7785 1/4/2019 7:40:00 PM Cash 72.17 4.761905 3.6085 6.1
307-85-2293 Cairo Normal Male Home and lifestyle 50.28 5 12.5700 263.9700 3/7/2019 1:58:00 PM Ewallet 251.40 4.761905 12.5700 9.7
743-04-1105 Cairo Member Male Health and beauty 97.22 9 43.7490 918.7290 3/30/2019 2:43:00 PM Ewallet 874.98 4.761905 43.7490 6.0
423-57-2993 Cairo Normal Male Sports and travel 93.39 6 28.0170 588.3570 3/27/2019 7:18:00 PM Ewallet 560.34 4.761905 28.0170 10.0
275-28-0149 Alex Normal Male Sports and travel 63.69 1 3.1845 66.8745 2/25/2019 4:21:00 PM Cash 63.69 4.761905 3.1845 6.0
101-17-6199 Alex Normal Male Food and beverages 45.79 7 16.0265 336.5565 3/13/2019 7:44:00 PM Credit card 320.53 4.761905 16.0265 7.0
423-80-0988 Giza Normal Male Sports and travel 76.40 2 7.6400 160.4400 1/30/2019 7:42:00 PM Ewallet 152.80 4.761905 7.6400 6.5
548-46-9322 Cairo Normal Male Food and beverages 39.90 10 19.9500 418.9500 2/20/2019 3:24:00 PM Credit card 399.00 4.761905 19.9500 5.9
505-02-0892 Cairo Member Male Health and beauty 42.57 8 17.0280 357.5880 2/25/2019 2:12:00 PM Ewallet 340.56 4.761905 17.0280 5.6
234-65-2137 Giza Normal Male Home and lifestyle 95.58 10 47.7900 1003.5900 1/16/2019 1:32:00 PM Cash 955.80 4.761905 47.7900 4.8
687-47-8271 Alex Normal Male Fashion accessories 98.98 10 49.4900 1039.2900 2/8/2019 4:20:00 PM Credit card 989.80 4.761905 49.4900 8.7
796-32-9050 Alex Normal Male Food and beverages 51.28 6 15.3840 323.0640 1/19/2019 4:31:00 PM Cash 307.68 4.761905 15.3840 6.5
105-31-1824 Alex Member Male Sports and travel 69.52 7 24.3320 510.9720 2/1/2019 3:10:00 PM Credit card 486.64 4.761905 24.3320 8.5
249-42-3782 Alex Normal Male Health and beauty 70.01 5 17.5025 367.5525 1/3/2019 11:36:00 AM Ewallet 350.05 4.761905 17.5025 5.5
316-55-4634 Cairo Member Male Food and beverages 80.05 5 20.0125 420.2625 1/26/2019 12:45:00 PM Credit card 400.25 4.761905 20.0125 9.4
733-33-4967 Giza Normal Male Electronic accessories 20.85 8 8.3400 175.1400 3/3/2019 7:17:00 PM Cash 166.80 4.761905 8.3400 6.3
608-27-6295 Cairo Member Male Electronic accessories 52.89 6 15.8670 333.2070 1/19/2019 5:34:00 PM Credit card 317.34 4.761905 15.8670 9.8
414-12-7047 Cairo Normal Male Food and beverages 19.79 8 7.9160 166.2360 1/18/2019 12:04:00 PM Ewallet 158.32 4.761905 7.9160 8.7
827-26-2100 Alex Member Male Home and lifestyle 33.84 9 15.2280 319.7880 3/21/2019 4:21:00 PM Ewallet 304.56 4.761905 15.2280 8.8
175-54-2529 Alex Member Male Food and beverages 22.17 8 8.8680 186.2280 3/3/2019 5:01:00 PM Credit card 177.36 4.761905 8.8680 9.6
407-63-8975 Alex Normal Male Food and beverages 73.88 6 22.1640 465.4440 3/23/2019 7:16:00 PM Ewallet 443.28 4.761905 22.1640 4.4
342-65-4817 Giza Member Male Health and beauty 86.80 3 13.0200 273.4200 1/28/2019 4:47:00 PM Ewallet 260.40 4.761905 13.0200 9.9
130-98-8941 Giza Normal Male Fashion accessories 64.26 7 22.4910 472.3110 2/9/2019 10:00:00 AM Cash 449.82 4.761905 22.4910 5.7
434-83-9547 Giza Member Male Food and beverages 38.47 8 15.3880 323.1480 1/23/2019 11:51:00 AM Cash 307.76 4.761905 15.3880 7.7
851-28-6367 Alex Member Male Sports and travel 15.50 10 7.7500 162.7500 3/23/2019 10:55:00 AM Ewallet 155.00 4.761905 7.7500 8.0
824-88-3614 Giza Normal Male Health and beauty 34.31 8 13.7240 288.2040 1/25/2019 3:00:00 PM Ewallet 274.48 4.761905 13.7240 5.7
895-66-0685 Cairo Member Male Food and beverages 18.08 3 2.7120 56.9520 3/5/2019 7:46:00 PM Ewallet 54.24 4.761905 2.7120 8.0
732-04-5373 Cairo Member Male Home and lifestyle 46.47 4 9.2940 195.1740 2/8/2019 10:53:00 AM Cash 185.88 4.761905 9.2940 7.0
400-60-7251 Alex Normal Male Home and lifestyle 74.07 1 3.7035 77.7735 2/10/2019 12:50:00 PM Ewallet 74.07 4.761905 3.7035 9.9
641-43-2399 Cairo Normal Male Home and lifestyle 25.55 4 5.1100 107.3100 1/26/2019 8:23:00 PM Ewallet 102.20 4.761905 5.1100 5.7
831-07-6050 Alex Normal Male Electronic accessories 32.71 5 8.1775 171.7275 3/19/2019 11:30:00 AM Credit card 163.55 4.761905 8.1775 9.9
848-24-9445 Giza Member Male Health and beauty 43.70 2 4.3700 91.7700 3/26/2019 6:03:00 PM Cash 87.40 4.761905 4.3700 4.9
699-01-4164 Giza Normal Male Health and beauty 41.50 4 8.3000 174.3000 3/12/2019 7:58:00 PM Credit card 166.00 4.761905 8.3000 8.2
426-39-2418 Giza Normal Male Electronic accessories 61.41 7 21.4935 451.3635 1/14/2019 10:02:00 AM Cash 429.87 4.761905 21.4935 9.8
875-46-5808 Cairo Member Male Health and beauty 25.90 10 12.9500 271.9500 2/6/2019 2:51:00 PM Ewallet 259.00 4.761905 12.9500 8.7
394-43-4238 Cairo Member Male Home and lifestyle 17.77 5 4.4425 93.2925 2/15/2019 12:42:00 PM Credit card 88.85 4.761905 4.4425 5.4
888-02-0338 Alex Normal Male Electronic accessories 26.23 9 11.8035 247.8735 1/25/2019 8:24:00 PM Ewallet 236.07 4.761905 11.8035 5.9
142-63-6033 Cairo Normal Male Home and lifestyle 92.36 5 23.0900 484.8900 3/20/2019 7:17:00 PM Ewallet 461.80 4.761905 23.0900 4.9
656-16-1063 Cairo Normal Male Sports and travel 46.42 3 6.9630 146.2230 1/4/2019 1:24:00 PM Credit card 139.26 4.761905 6.9630 4.4
802-43-8934 Alex Normal Male Home and lifestyle 18.28 1 0.9140 19.1940 3/22/2019 3:05:00 PM Credit card 18.28 4.761905 0.9140 8.3
549-03-9315 Cairo Normal Male Fashion accessories 94.87 8 37.9480 796.9080 2/12/2019 12:58:00 PM Ewallet 758.96 4.761905 37.9480 8.7
239-36-3640 Cairo Normal Male Electronic accessories 45.35 6 13.6050 285.7050 1/31/2019 1:44:00 PM Ewallet 272.10 4.761905 13.6050 6.1
468-01-2051 Cairo Normal Male Food and beverages 62.08 7 21.7280 456.2880 3/6/2019 1:46:00 PM Ewallet 434.56 4.761905 21.7280 5.4
389-25-3394 Giza Normal Male Electronic accessories 11.81 5 2.9525 62.0025 2/17/2019 6:06:00 PM Cash 59.05 4.761905 2.9525 9.4
213-72-6612 Alex Normal Male Food and beverages 43.25 2 4.3250 90.8250 3/20/2019 3:56:00 PM Cash 86.50 4.761905 4.3250 6.2
836-82-5858 Cairo Member Male Health and beauty 69.37 9 31.2165 655.5465 1/26/2019 7:14:00 PM Ewallet 624.33 4.761905 31.2165 4.0
583-72-1480 Giza Member Male Electronic accessories 37.06 4 7.4120 155.6520 1/31/2019 4:24:00 PM Ewallet 148.24 4.761905 7.4120 9.7
269-04-5750 Cairo Member Male Fashion accessories 73.82 4 14.7640 310.0440 2/21/2019 6:31:00 PM Cash 295.28 4.761905 14.7640 6.7
157-13-5295 Alex Member Male Health and beauty 51.94 10 25.9700 545.3700 3/9/2019 6:24:00 PM Ewallet 519.40 4.761905 25.9700 6.5
211-30-9270 Giza Normal Male Health and beauty 17.41 5 4.3525 91.4025 1/28/2019 3:16:00 PM Credit card 87.05 4.761905 4.3525 4.9
478-06-7835 Alex Normal Male Fashion accessories 89.69 1 4.4845 94.1745 1/11/2019 11:20:00 AM Ewallet 89.69 4.761905 4.4845 4.9
540-11-4336 Alex Normal Male Food and beverages 24.94 9 11.2230 235.6830 1/11/2019 4:49:00 PM Credit card 224.46 4.761905 11.2230 5.6
448-81-5016 Alex Normal Male Health and beauty 59.77 2 5.9770 125.5170 3/11/2019 12:01:00 PM Credit card 119.54 4.761905 5.9770 5.8
142-72-4741 Giza Member Male Fashion accessories 93.20 2 9.3200 195.7200 2/28/2019 6:37:00 PM Credit card 186.40 4.761905 9.3200 6.0
217-58-1179 Alex Member Male Home and lifestyle 62.65 4 12.5300 263.1300 1/5/2019 11:25:00 AM Cash 250.60 4.761905 12.5300 4.2
376-02-8238 Cairo Normal Male Home and lifestyle 93.87 8 37.5480 788.5080 2/2/2019 6:42:00 PM Credit card 750.96 4.761905 37.5480 8.3
530-90-9855 Alex Member Male Home and lifestyle 47.59 8 19.0360 399.7560 1/1/2019 2:47:00 PM Cash 380.72 4.761905 19.0360 5.7
604-70-6476 Alex Member Male Fashion accessories 17.94 5 4.4850 94.1850 1/23/2019 2:04:00 PM Ewallet 89.70 4.761905 4.4850 6.8
799-71-1548 Alex Member Male Electronic accessories 77.72 4 15.5440 326.4240 1/7/2019 4:11:00 PM Credit card 310.88 4.761905 15.5440 8.8
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361-59-0574 Cairo Member Male Sports and travel 90.53 8 36.2120 760.4520 3/15/2019 2:48:00 PM Credit card 724.24 4.761905 36.2120 6.5
631-34-1880 Giza Member Male Food and beverages 24.31 3 3.6465 76.5765 1/8/2019 7:09:00 PM Credit card 72.93 4.761905 3.6465 4.3
852-82-2749 Alex Normal Male Sports and travel 64.59 4 12.9180 271.2780 1/6/2019 1:35:00 PM Ewallet 258.36 4.761905 12.9180 9.3
873-14-6353 Alex Member Male Food and beverages 24.82 7 8.6870 182.4270 2/16/2019 10:33:00 AM Credit card 173.74 4.761905 8.6870 7.1
584-66-4073 Giza Normal Male Fashion accessories 56.50 1 2.8250 59.3250 3/13/2019 3:45:00 PM Ewallet 56.50 4.761905 2.8250 9.6
166-19-2553 Alex Member Male Sports and travel 89.06 6 26.7180 561.0780 1/18/2019 5:26:00 PM Cash 534.36 4.761905 26.7180 9.9
737-88-5876 Alex Member Male Home and lifestyle 23.29 4 4.6580 97.8180 3/19/2019 11:52:00 AM Credit card 93.16 4.761905 4.6580 5.9
154-87-7367 Giza Normal Male Home and lifestyle 65.26 8 26.1040 548.1840 3/15/2019 2:04:00 PM Ewallet 522.08 4.761905 26.1040 6.3
885-56-0389 Giza Member Male Fashion accessories 52.35 1 2.6175 54.9675 2/12/2019 5:49:00 PM Cash 52.35 4.761905 2.6175 4.0
608-05-3804 Cairo Member Male Electronic accessories 39.75 1 1.9875 41.7375 2/25/2019 8:19:00 PM Cash 39.75 4.761905 1.9875 6.1
311-13-6971 Cairo Member Male Sports and travel 31.99 10 15.9950 335.8950 2/20/2019 3:18:00 PM Credit card 319.90 4.761905 15.9950 9.9
460-93-5834 Alex Normal Male Sports and travel 45.58 7 15.9530 335.0130 1/13/2019 10:03:00 AM Cash 319.06 4.761905 15.9530 5.0
325-89-4209 Alex Member Male Food and beverages 87.90 1 4.3950 92.2950 2/5/2019 7:42:00 PM Ewallet 87.90 4.761905 4.3950 6.7
880-46-5796 Alex Member Male Sports and travel 76.92 10 38.4600 807.6600 3/17/2019 7:53:00 PM Ewallet 769.20 4.761905 38.4600 5.6
715-20-1673 Cairo Normal Male Electronic accessories 28.38 5 7.0950 148.9950 3/6/2019 8:57:00 PM Cash 141.90 4.761905 7.0950 9.4
811-35-1094 Cairo Member Male Electronic accessories 50.45 6 15.1350 317.8350 2/6/2019 3:16:00 PM Credit card 302.70 4.761905 15.1350 8.9
699-88-1972 Cairo Normal Male Health and beauty 99.16 8 39.6640 832.9440 1/28/2019 5:47:00 PM Credit card 793.28 4.761905 39.6640 4.2
781-84-8059 Giza Normal Male Fashion accessories 60.74 7 21.2590 446.4390 1/18/2019 4:23:00 PM Ewallet 425.18 4.761905 21.2590 5.0
725-54-0677 Giza Member Male Health and beauty 85.60 7 29.9600 629.1600 3/2/2019 1:50:00 PM Cash 599.20 4.761905 29.9600 5.3
146-09-5432 Alex Member Male Food and beverages 35.04 9 15.7680 331.1280 2/9/2019 7:17:00 PM Ewallet 315.36 4.761905 15.7680 4.6
509-10-0516 Cairo Normal Male Home and lifestyle 45.97 4 9.1940 193.0740 2/9/2019 12:02:00 PM Ewallet 183.88 4.761905 9.1940 5.1
865-41-9075 Alex Normal Male Food and beverages 11.53 7 4.0355 84.7455 1/28/2019 5:35:00 PM Cash 80.71 4.761905 4.0355 8.1
450-42-3339 Giza Normal Male Health and beauty 84.61 10 42.3050 888.4050 2/9/2019 6:58:00 PM Credit card 846.10 4.761905 42.3050 8.8
522-57-8364 Alex Member Male Fashion accessories 51.34 8 20.5360 431.2560 1/31/2019 10:00:00 AM Ewallet 410.72 4.761905 20.5360 7.6
722-13-2115 Giza Member Male Sports and travel 42.85 1 2.1425 44.9925 3/14/2019 3:36:00 PM Credit card 42.85 4.761905 2.1425 9.3
777-67-2495 Cairo Normal Male Home and lifestyle 68.97 3 10.3455 217.2555 2/22/2019 11:26:00 AM Ewallet 206.91 4.761905 10.3455 8.7
321-49-7382 Cairo Member Male Sports and travel 88.31 1 4.4155 92.7255 2/15/2019 5:38:00 PM Credit card 88.31 4.761905 4.4155 5.2
825-94-5922 Cairo Normal Male Sports and travel 25.31 2 2.5310 53.1510 3/2/2019 7:26:00 PM Ewallet 50.62 4.761905 2.5310 7.2
641-62-7288 Cairo Normal Male Home and lifestyle 99.92 6 29.9760 629.4960 3/24/2019 1:33:00 PM Ewallet 599.52 4.761905 29.9760 7.1
458-10-8612 Giza Normal Male Health and beauty 64.08 7 22.4280 470.9880 1/20/2019 12:27:00 PM Ewallet 448.56 4.761905 22.4280 7.6
235-06-8510 Giza Member Male Home and lifestyle 85.72 3 12.8580 270.0180 1/24/2019 8:59:00 PM Ewallet 257.16 4.761905 12.8580 5.1
720-72-2436 Alex Normal Male Food and beverages 66.52 4 13.3040 279.3840 3/2/2019 6:14:00 PM Ewallet 266.08 4.761905 13.3040 6.9
702-83-5291 Giza Member Male Fashion accessories 99.82 9 44.9190 943.2990 3/27/2019 10:43:00 AM Cash 898.38 4.761905 44.9190 6.6
449-16-6770 Alex Normal Male Health and beauty 50.79 5 12.6975 266.6475 2/19/2019 2:53:00 PM Credit card 253.95 4.761905 12.6975 5.3
333-23-2632 Alex Member Male Health and beauty 10.08 7 3.5280 74.0880 3/28/2019 8:14:00 PM Cash 70.56 4.761905 3.5280 4.2
859-97-6048 Giza Member Male Electronic accessories 84.25 2 8.4250 176.9250 3/26/2019 2:13:00 PM Credit card 168.50 4.761905 8.4250 5.3
676-10-2200 Cairo Member Male Fashion accessories 53.78 1 2.6890 56.4690 2/3/2019 8:13:00 PM Ewallet 53.78 4.761905 2.6890 4.7
373-88-1424 Giza Member Male Home and lifestyle 35.81 5 8.9525 188.0025 2/6/2019 6:44:00 PM Ewallet 179.05 4.761905 8.9525 7.9
503-21-4385 Cairo Member Male Health and beauty 39.91 3 5.9865 125.7165 2/21/2019 12:40:00 PM Ewallet 119.73 4.761905 5.9865 9.3
200-40-6154 Cairo Member Male Home and lifestyle 65.91 6 19.7730 415.2330 2/9/2019 11:45:00 AM Cash 395.46 4.761905 19.7730 5.7
577-34-7579 Giza Member Male Food and beverages 50.49 9 22.7205 477.1305 1/10/2019 5:16:00 PM Cash 454.41 4.761905 22.7205 5.4
430-02-3888 Cairo Normal Male Electronic accessories 46.02 6 13.8060 289.9260 2/7/2019 3:55:00 PM Cash 276.12 4.761905 13.8060 7.1
256-58-3609 Giza Member Male Fashion accessories 91.98 1 4.5990 96.5790 3/18/2019 3:29:00 PM Cash 91.98 4.761905 4.5990 9.8
324-92-3863 Alex Member Male Electronic accessories 20.89 2 2.0890 43.8690 2/5/2019 6:45:00 PM Cash 41.78 4.761905 2.0890 9.8
364-34-2972 Giza Member Male Electronic accessories 96.82 3 14.5230 304.9830 3/30/2019 8:37:00 PM Cash 290.46 4.761905 14.5230 6.7
794-42-3736 Cairo Normal Male Food and beverages 33.33 2 3.3330 69.9930 1/26/2019 2:41:00 PM Credit card 66.66 4.761905 3.3330 6.4
195-06-0432 Alex Member Male Home and lifestyle 81.01 3 12.1515 255.1815 1/13/2019 12:55:00 PM Credit card 243.03 4.761905 12.1515 9.3
448-34-8700 Cairo Member Male Home and lifestyle 36.91 7 12.9185 271.2885 2/10/2019 1:51:00 PM Ewallet 258.37 4.761905 12.9185 6.7
452-04-8808 Cairo Normal Male Electronic accessories 87.08 7 30.4780 640.0380 1/26/2019 3:17:00 PM Cash 609.56 4.761905 30.4780 5.5
531-56-4728 Alex Normal Male Home and lifestyle 80.08 3 12.0120 252.2520 2/11/2019 3:29:00 PM Cash 240.24 4.761905 12.0120 5.4
744-82-9138 Giza Normal Male Fashion accessories 86.13 2 8.6130 180.8730 2/7/2019 5:59:00 PM Cash 172.26 4.761905 8.6130 8.2
883-69-1285 Cairo Member Male Fashion accessories 49.92 2 4.9920 104.8320 3/6/2019 11:55:00 AM Credit card 99.84 4.761905 4.9920 7.0
518-71-6847 Cairo Member Male Food and beverages 26.60 6 7.9800 167.5800 2/26/2019 3:10:00 PM Ewallet 159.60 4.761905 7.9800 4.9
728-47-9078 Giza Member Male Food and beverages 59.59 4 11.9180 250.2780 1/19/2019 12:46:00 PM Cash 238.36 4.761905 11.9180 9.8
809-46-1866 Alex Normal Male Health and beauty 58.15 4 11.6300 244.2300 1/23/2019 5:44:00 PM Cash 232.60 4.761905 11.6300 8.4
148-41-7930 Giza Normal Male Health and beauty 99.96 7 34.9860 734.7060 1/23/2019 10:33:00 AM Cash 699.72 4.761905 34.9860 6.1
189-40-5216 Giza Normal Male Electronic accessories 96.37 7 33.7295 708.3195 1/9/2019 11:40:00 AM Cash 674.59 4.761905 33.7295 6.0
552-44-5977 Cairo Member Male Health and beauty 62.00 8 24.8000 520.8000 1/3/2019 7:08:00 PM Credit card 496.00 4.761905 24.8000 6.2
267-62-7380 Giza Member Male Electronic accessories 82.34 10 41.1700 864.5700 3/29/2019 7:12:00 PM Ewallet 823.40 4.761905 41.1700 4.3
430-53-4718 Cairo Member Male Health and beauty 75.37 8 30.1480 633.1080 1/28/2019 3:46:00 PM Credit card 602.96 4.761905 30.1480 8.4
745-74-0715 Alex Normal Male Electronic accessories 58.03 2 5.8030 121.8630 3/10/2019 8:46:00 PM Ewallet 116.06 4.761905 5.8030 8.8
690-01-6631 Cairo Normal Male Fashion accessories 17.49 10 8.7450 183.6450 2/22/2019 6:35:00 PM Ewallet 174.90 4.761905 8.7450 6.6
233-67-5758 Giza Normal Male Health and beauty 40.35 1 2.0175 42.3675 1/29/2019 1:46:00 PM Ewallet 40.35 4.761905 2.0175 6.2
727-02-1313 Alex Member Male Food and beverages 31.84 1 1.5920 33.4320 2/9/2019 1:22:00 PM Cash 31.84 4.761905 1.5920 7.7
347-56-2442 Alex Normal Male Home and lifestyle 65.82 1 3.2910 69.1110 2/22/2019 3:33:00 PM Cash 65.82 4.761905 3.2910 4.1 
#Thống kê nhanh
mean(data$Sales)
## [1] 322.9667
max(data$`gross income`)
## [1] 49.65
min(data$`gross income`)
## [1] 0.5085
table(data$Gender)
## 
## Female   Male 
##    571    429
table(data$`Product line`)
## 
## Electronic accessories    Fashion accessories     Food and beverages 
##                    170                    178                    174 
##      Health and beauty     Home and lifestyle      Sports and travel 
##                    152                    160                    166
table(data$Branch)
## 
##  Alex Cairo  Giza 
##   340   332   328
aggregate(`gross income` ~ Gender, data = data, mean)
Gender gross income
Female 16.23483
Male 14.24075 
aggregate(`gross income`~ Gender, data = data, max)
Gender gross income
Female 49.65
Male 49.49 
#Tạo vector
set.seed(123)
vec <- sample(
  c("Thấp","Trung", "Cao"),
  size = 100,
  replace = TRUE
)
vec
##   [1] "Cao"   "Cao"   "Cao"   "Trung" "Cao"   "Trung" "Trung" "Trung" "Cao"  
##  [10] "Thấp"  "Trung" "Trung" "Thấp"  "Trung" "Cao"   "Thấp"  "Cao"   "Cao"  
##  [19] "Thấp"  "Thấp"  "Thấp"  "Thấp"  "Cao"   "Trung" "Cao"   "Trung" "Thấp" 
##  [28] "Trung" "Cao"   "Trung" "Thấp"  "Cao"   "Cao"   "Thấp"  "Cao"   "Trung"
##  [37] "Thấp"  "Cao"   "Thấp"  "Thấp"  "Trung" "Cao"   "Cao"   "Thấp"  "Cao"  
##  [46] "Thấp"  "Cao"   "Trung" "Thấp"  "Trung" "Thấp"  "Thấp"  "Cao"   "Thấp" 
##  [55] "Trung" "Thấp"  "Thấp"  "Cao"   "Thấp"  "Trung" "Thấp"  "Cao"   "Thấp" 
##  [64] "Cao"   "Trung" "Cao"   "Trung" "Trung" "Cao"   "Trung" "Trung" "Cao"  
##  [73] "Cao"   "Thấp"  "Trung" "Trung" "Thấp"  "Trung" "Thấp"  "Thấp"  "Trung"
##  [82] "Cao"   "Cao"   "Thấp"  "Trung" "Thấp"  "Trung" "Thấp"  "Cao"   "Cao"  
##  [91] "Trung" "Cao"   "Thấp"  "Trung" "Trung" "Cao"   "Trung" "Thấp"  "Cao"  
## [100] "Cao"
vec2 <- sample(
  c(5,6,7,8,9,10),
  size = 40,
  replace = TRUE
)
vec2
##  [1] 10  6  9  9  7  6  6  6  8  6  6 10  8  8 10  5 10 10 10  7 10  7 10  5  7
## [26]  9  6 10 10  7  6  9 10  9  7  8  8 10  8  9
vec3 <- sample(
  c("ANH", "VĂN", "LÝ", "HÓA", "TOÁN"),
  size = 40, 
  replace = TRUE
)
vec3
##  [1] "LÝ"   "ANH"  "VĂN"  "ANH"  "VĂN"  "TOÁN" "LÝ"   "HÓA"  "HÓA"  "ANH" 
## [11] "HÓA"  "ANH"  "LÝ"   "HÓA"  "LÝ"   "TOÁN" "HÓA"  "HÓA"  "HÓA"  "ANH" 
## [21] "VĂN"  "LÝ"   "HÓA"  "LÝ"   "ANH"  "TOÁN" "TOÁN" "VĂN"  "LÝ"   "TOÁN"
## [31] "ANH"  "HÓA"  "VĂN"  "HÓA"  "TOÁN" "TOÁN" "TOÁN" "TOÁN" "ANH"  "VĂN"
#Tạo ma trận

matran <- matrix(
  c(10, 9, 8,
    9, 6, 8,
    3, 5, 8),
    nrow = 3,
    ncol = 3,
  byrow = TRUE
    
)
rownames(matran) <- c("Hoa", "Hong", "Hai")
colnames(matran) <- c("Ly", "Hoa", "sinh")
matran
##      Ly Hoa sinh
## Hoa  10   9    8
## Hong  9   6    8
## Hai   3   5    8