Lab4: R Basics

1 Generate Data frame

Suppose you are a data scientist, and you get a project at a start-up company, for instance Kopi Kenangan. Let’s say, you are asking to generate the collection of any possible data set from their daily sales. If I asking you: what kind of data set that you can generate?. Here, I assume you want to provide them the following data set:

• Id : there are 5000 transactions.
• Date: daily 5000 transactions, start from 2018/01/01.
• Name: create 20 random cashier names (you can use names of your classmate including your self) to cover all 5000 transactions at Kopi Kenangan.
  
• City: allocate this 5000 transactions to the biggest cities in Indonesia (with the same proportion). Here I assume,
  • Jakarta
  • Bogor
  • Depok
  • Tangerang
  • Bekasi
• Outlet: allocate this 5000 transactions in five outlets. Here I assume,
  • Outlet 1
  • Outlet 2
  • Outlet 3
  • Outlet 4
  • Outlet 5
• Menu: generate random sales of 5000 menu items at Kopi Kenangan every day. Here, I assume,
  • Cappucino
  • Es Kopi Susu
  • Hot Caramel Latte
  • Hot Chocolate
  • Hot Red Velvet Latte
  • Ice Americano
  • Ice Berry Coffe
  • Ice Cafe Latte
  • Ice Caramel Latte
  • Ice Coffee Avocado
  • Ice Coffee Lite
  • Ice Matcha Espresso
  • Ice Matcha Latte
  • Ice Red Velvet Latte
• Price: generate random prices for each menu items above (min=18000, and max=45000)
• Discount: generate random discounts for each menu items above (min=0.05, and max=0.12)

library(dplyr)

## 
## Attaching package: 'dplyr'

## The following objects are masked from 'package:stats':
## 
##     filter, lag

## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union

Id<-c(1:5000)
Id%>%head(10)

##  [1]  1  2  3  4  5  6  7  8  9 10

library(dplyr)
Date<-seq(as.Date("2018/01/01"),by="day",length.out = 5000)
Date%>%head(10)

##  [1] "2018-01-01" "2018-01-02" "2018-01-03" "2018-01-04" "2018-01-05"
##  [6] "2018-01-06" "2018-01-07" "2018-01-08" "2018-01-09" "2018-01-10"

library(dplyr)
Name<-sample(c("Ardifo","Putri","Julian","Irene","Kefas","Nikita","Sherly","Vanessa","Siana","Jeffry","Fallen","Lala","Clarissa","Angel","Grace","Joko","Abdi","Garvin","Aero","Lando"),5000,replace=TRUE)
Name%>%head(10)

##  [1] "Sherly"  "Joko"    "Lala"    "Grace"   "Lala"    "Abdi"    "Irene"  
##  [8] "Ardifo"  "Vanessa" "Jeffry"

library(dplyr)
City1<-rep("Jakarta",times=1000)                           
City2<-rep("Bogor",times=1000)                            
City3<-rep("Depok",times=1000)   
City4<-rep("Tangerang",times=1000)
City5<-rep("Bekasi",times=1000)
Cities<-sample(c(City1,City2,City3,City4,City5))
Cities%>%head(10)

##  [1] "Bekasi"    "Bekasi"    "Depok"     "Bogor"     "Bogor"     "Bekasi"   
##  [7] "Jakarta"   "Tangerang" "Bekasi"    "Bekasi"

library(dplyr)
Outlet<-sample(c("Outlet 1","Outlet 2","Outlet 3","Outlet 5"),5000,replace=TRUE)
Outlet%>%head(10)

##  [1] "Outlet 3" "Outlet 2" "Outlet 2" "Outlet 5" "Outlet 2" "Outlet 1"
##  [7] "Outlet 2" "Outlet 3" "Outlet 2" "Outlet 2"

library(dplyr)
Menu<-sample(c("Cappucino",
               "Es Kopi Susu",
               "Hot Caramel Latte",
               "Hot Chocolate",
               "Hot Red Velvet Latte",
               "Ice Americano",
               "Ice Berry Coffe",
               "Ice Cafe Latte",
               "Ice Caramel Latte",
               "Ice Coffee Avocado",
               "Ice Coffee Lite",
               "Ice Matcha Espresso",
               "Ice Matcha Latte",
               "Ice Red Velvet Latte"),5000,replace=TRUE)
Menu%>%head(10)

##  [1] "Cappucino"           "Ice Americano"       "Ice Matcha Espresso"
##  [4] "Hot Chocolate"       "Ice Matcha Latte"    "Ice Matcha Espresso"
##  [7] "Hot Chocolate"       "Ice Americano"       "Ice Coffee Lite"    
## [10] "Hot Chocolate"

library(dplyr)
price<-runif(5000,min=18000,max=45000)
Price<-round(price,digits=0)
Price%>%head(10)

##  [1] 41941 40657 33583 33707 38559 40648 36657 41241 40395 23568

library(dplyr)
discount<-runif(5000,min=0.05,max=0.12)
Discount<-round(discount,digits=2)
Discount%>%head(10)

##  [1] 0.11 0.10 0.06 0.06 0.09 0.09 0.06 0.07 0.08 0.07

library(dplyr)
KopiKenangan<-data.frame(Id,
                      Date,
                      Name,
                      Cities,
                      Outlet,
                      Menu,
                      Price,
                      Discount)
KopiKenangan%>%head(10)

##    Id       Date    Name    Cities   Outlet                Menu Price Discount
## 1   1 2018-01-01  Sherly    Bekasi Outlet 3           Cappucino 41941     0.11
## 2   2 2018-01-02    Joko    Bekasi Outlet 2       Ice Americano 40657     0.10
## 3   3 2018-01-03    Lala     Depok Outlet 2 Ice Matcha Espresso 33583     0.06
## 4   4 2018-01-04   Grace     Bogor Outlet 5       Hot Chocolate 33707     0.06
## 5   5 2018-01-05    Lala     Bogor Outlet 2    Ice Matcha Latte 38559     0.09
## 6   6 2018-01-06    Abdi    Bekasi Outlet 1 Ice Matcha Espresso 40648     0.09
## 7   7 2018-01-07   Irene   Jakarta Outlet 2       Hot Chocolate 36657     0.06
## 8   8 2018-01-08  Ardifo Tangerang Outlet 3       Ice Americano 41241     0.07
## 9   9 2018-01-09 Vanessa    Bekasi Outlet 2     Ice Coffee Lite 40395     0.08
## 10 10 2018-01-10  Jeffry    Bekasi Outlet 2       Hot Chocolate 23568     0.07

2 Extraction

In this section, your expecter to be able apply a very basic data frame manipulation called Extraction. Please cover the following tasks:

• Extract all data set or transactions at Kopi Kenangan, in the specific city for instance Jakarta.

library(dplyr)
Jakarta<-KopiKenangan%>%filter(Cities=="Jakarta")%>%print()

##        Id       Date     Name  Cities   Outlet                 Menu Price
## 1       7 2018-01-07    Irene Jakarta Outlet 2        Hot Chocolate 36657
## 2      18 2018-01-18    Irene Jakarta Outlet 1      Ice Berry Coffe 20935
## 3      21 2018-01-21     Abdi Jakarta Outlet 2      Ice Berry Coffe 41321
## 4      32 2018-02-01   Ardifo Jakarta Outlet 1    Ice Caramel Latte 19813
## 5      33 2018-02-02   Fallen Jakarta Outlet 3  Ice Matcha Espresso 39378
## 6      35 2018-02-04   Jeffry Jakarta Outlet 3      Ice Berry Coffe 28845
## 7      50 2018-02-19 Clarissa Jakarta Outlet 2     Ice Matcha Latte 30635
## 8      65 2018-03-06   Nikita Jakarta Outlet 1    Hot Caramel Latte 44852
## 9      66 2018-03-07     Joko Jakarta Outlet 2      Ice Coffee Lite 22835
## 10     69 2018-03-10     Lala Jakarta Outlet 2      Ice Berry Coffe 24698
## 11     79 2018-03-20   Ardifo Jakarta Outlet 5      Ice Coffee Lite 34261
## 12     90 2018-03-31    Putri Jakarta Outlet 3        Ice Americano 36299
## 13     94 2018-04-04  Vanessa Jakarta Outlet 5         Es Kopi Susu 38433
## 14     96 2018-04-06    Angel Jakarta Outlet 2    Hot Caramel Latte 39152
## 15    100 2018-04-10    Angel Jakarta Outlet 3 Ice Red Velvet Latte 28464
## 16    104 2018-04-14    Lando Jakarta Outlet 5 Ice Red Velvet Latte 40175
## 17    111 2018-04-21     Lala Jakarta Outlet 2        Ice Americano 33096
## 18    114 2018-04-24  Vanessa Jakarta Outlet 1         Es Kopi Susu 37505
## 19    125 2018-05-05   Garvin Jakarta Outlet 5     Ice Matcha Latte 29707
## 20    127 2018-05-07     Joko Jakarta Outlet 2       Ice Cafe Latte 26612
## 21    142 2018-05-22    Kefas Jakarta Outlet 5   Ice Coffee Avocado 41977
## 22    146 2018-05-26  Vanessa Jakarta Outlet 1 Hot Red Velvet Latte 29079
## 23    152 2018-06-01   Nikita Jakarta Outlet 1      Ice Coffee Lite 29483
## 24    153 2018-06-02 Clarissa Jakarta Outlet 5  Ice Matcha Espresso 24327
## 25    160 2018-06-09     Aero Jakarta Outlet 1         Es Kopi Susu 40667
## 26    169 2018-06-18    Lando Jakarta Outlet 1 Hot Red Velvet Latte 25876
## 27    172 2018-06-21   Julian Jakarta Outlet 3        Hot Chocolate 18395
## 28    178 2018-06-27     Joko Jakarta Outlet 3       Ice Cafe Latte 44553
## 29    185 2018-07-04     Joko Jakarta Outlet 5            Cappucino 43881
## 30    191 2018-07-10   Garvin Jakarta Outlet 5     Ice Matcha Latte 23921
## 31    192 2018-07-11    Kefas Jakarta Outlet 1      Ice Coffee Lite 35397
## 32    196 2018-07-15     Lala Jakarta Outlet 3  Ice Matcha Espresso 29733
## 33    200 2018-07-19    Irene Jakarta Outlet 2 Ice Red Velvet Latte 28147
## 34    201 2018-07-20   Nikita Jakarta Outlet 2  Ice Matcha Espresso 20306
## 35    227 2018-08-15   Jeffry Jakarta Outlet 2  Ice Matcha Espresso 26983
## 36    230 2018-08-18   Julian Jakarta Outlet 5  Ice Matcha Espresso 41987
## 37    231 2018-08-19   Julian Jakarta Outlet 1        Ice Americano 24308
## 38    236 2018-08-24   Garvin Jakarta Outlet 5    Ice Caramel Latte 35532
## 39    237 2018-08-25    Grace Jakarta Outlet 5   Ice Coffee Avocado 43532
## 40    240 2018-08-28     Joko Jakarta Outlet 2  Ice Matcha Espresso 39581
## 41    254 2018-09-11    Siana Jakarta Outlet 3            Cappucino 28845
## 42    255 2018-09-12     Lala Jakarta Outlet 2       Ice Cafe Latte 39474
## 43    262 2018-09-19    Putri Jakarta Outlet 2 Hot Red Velvet Latte 29308
## 44    267 2018-09-24   Nikita Jakarta Outlet 2   Ice Coffee Avocado 20534
## 45    270 2018-09-27    Grace Jakarta Outlet 5  Ice Matcha Espresso 37464
## 46    283 2018-10-10     Aero Jakarta Outlet 2 Ice Red Velvet Latte 18519
## 47    287 2018-10-14   Sherly Jakarta Outlet 5   Ice Coffee Avocado 41490
## 48    295 2018-10-22    Kefas Jakarta Outlet 5        Hot Chocolate 44902
## 49    297 2018-10-24   Sherly Jakarta Outlet 2            Cappucino 18786
## 50    298 2018-10-25    Angel Jakarta Outlet 5         Es Kopi Susu 40404
## 51    309 2018-11-05     Joko Jakarta Outlet 2            Cappucino 31643
## 52    311 2018-11-07    Grace Jakarta Outlet 1     Ice Matcha Latte 23091
## 53    312 2018-11-08    Irene Jakarta Outlet 1   Ice Coffee Avocado 29871
## 54    319 2018-11-15    Siana Jakarta Outlet 1      Ice Coffee Lite 20829
## 55    337 2018-12-03    Putri Jakarta Outlet 1  Ice Matcha Espresso 20345
## 56    339 2018-12-05  Vanessa Jakarta Outlet 1  Ice Matcha Espresso 37310
## 57    341 2018-12-07    Kefas Jakarta Outlet 2 Hot Red Velvet Latte 36352
## 58    359 2018-12-25  Vanessa Jakarta Outlet 5    Ice Caramel Latte 30282
## 59    362 2018-12-28   Ardifo Jakarta Outlet 1       Ice Cafe Latte 31629
## 60    364 2018-12-30    Kefas Jakarta Outlet 5    Hot Caramel Latte 28304
## 61    381 2019-01-16    Lando Jakarta Outlet 3         Es Kopi Susu 44755
## 62    385 2019-01-20    Angel Jakarta Outlet 2    Ice Caramel Latte 26513
## 63    392 2019-01-27    Lando Jakarta Outlet 2     Ice Matcha Latte 43982
## 64    394 2019-01-29    Angel Jakarta Outlet 2       Ice Cafe Latte 19515
## 65    399 2019-02-03   Sherly Jakarta Outlet 3      Ice Coffee Lite 19348
## 66    402 2019-02-06    Siana Jakarta Outlet 2         Es Kopi Susu 38449
## 67    408 2019-02-12   Sherly Jakarta Outlet 3      Ice Berry Coffe 32497
## 68    428 2019-03-04   Fallen Jakarta Outlet 3      Ice Coffee Lite 30820
## 69    442 2019-03-18     Abdi Jakarta Outlet 2       Ice Cafe Latte 44699
## 70    445 2019-03-21   Nikita Jakarta Outlet 5       Ice Cafe Latte 31886
## 71    446 2019-03-22     Joko Jakarta Outlet 3        Hot Chocolate 26507
## 72    451 2019-03-27   Ardifo Jakarta Outlet 5            Cappucino 32258
## 73    461 2019-04-06   Ardifo Jakarta Outlet 3 Hot Red Velvet Latte 24776
## 74    472 2019-04-17   Julian Jakarta Outlet 1    Hot Caramel Latte 34565
## 75    473 2019-04-18     Abdi Jakarta Outlet 1         Es Kopi Susu 40907
## 76    474 2019-04-19 Clarissa Jakarta Outlet 3            Cappucino 31884
## 77    475 2019-04-20  Vanessa Jakarta Outlet 5       Ice Cafe Latte 22523
## 78    487 2019-05-02     Aero Jakarta Outlet 3    Hot Caramel Latte 35760
## 79    492 2019-05-07  Vanessa Jakarta Outlet 5        Hot Chocolate 30256
## 80    499 2019-05-14    Angel Jakarta Outlet 3 Hot Red Velvet Latte 30019
## 81    509 2019-05-24    Angel Jakarta Outlet 1  Ice Matcha Espresso 24895
## 82    510 2019-05-25    Angel Jakarta Outlet 2      Ice Coffee Lite 18567
## 83    519 2019-06-03   Nikita Jakarta Outlet 2         Es Kopi Susu 31985
## 84    529 2019-06-13     Abdi Jakarta Outlet 3 Ice Red Velvet Latte 36503
## 85    536 2019-06-20     Abdi Jakarta Outlet 1        Hot Chocolate 43077
## 86    538 2019-06-22   Jeffry Jakarta Outlet 1            Cappucino 19907
## 87    541 2019-06-25   Julian Jakarta Outlet 5      Ice Coffee Lite 32758
## 88    543 2019-06-27 Clarissa Jakarta Outlet 3         Es Kopi Susu 32533
## 89    545 2019-06-29     Aero Jakarta Outlet 1         Es Kopi Susu 40328
## 90    546 2019-06-30   Fallen Jakarta Outlet 2  Ice Matcha Espresso 26594
## 91    559 2019-07-13    Putri Jakarta Outlet 5        Hot Chocolate 40883
## 92    560 2019-07-14   Sherly Jakarta Outlet 1      Ice Coffee Lite 35327
## 93    561 2019-07-15   Ardifo Jakarta Outlet 2     Ice Matcha Latte 27911
## 94    569 2019-07-23   Julian Jakarta Outlet 3 Ice Red Velvet Latte 27750
## 95    571 2019-07-25   Garvin Jakarta Outlet 5        Hot Chocolate 44491
## 96    573 2019-07-27   Garvin Jakarta Outlet 5    Ice Caramel Latte 39869
## 97    578 2019-08-01   Sherly Jakarta Outlet 1 Ice Red Velvet Latte 44899
## 98    582 2019-08-05     Aero Jakarta Outlet 2 Hot Red Velvet Latte 37582
## 99    592 2019-08-15     Lala Jakarta Outlet 2        Ice Americano 29919
## 100   595 2019-08-18   Sherly Jakarta Outlet 5  Ice Matcha Espresso 26768
## 101   596 2019-08-19    Grace Jakarta Outlet 3 Hot Red Velvet Latte 19175
## 102   608 2019-08-31  Vanessa Jakarta Outlet 3   Ice Coffee Avocado 26473
## 103   611 2019-09-03   Ardifo Jakarta Outlet 2  Ice Matcha Espresso 20104
## 104   615 2019-09-07     Joko Jakarta Outlet 2        Hot Chocolate 38585
## 105   616 2019-09-08     Lala Jakarta Outlet 3      Ice Coffee Lite 39550
## 106   617 2019-09-09   Fallen Jakarta Outlet 3        Hot Chocolate 42985
## 107   634 2019-09-26   Garvin Jakarta Outlet 5     Ice Matcha Latte 37030
## 108   637 2019-09-29    Siana Jakarta Outlet 3        Ice Americano 29987
## 109   641 2019-10-03    Grace Jakarta Outlet 1        Hot Chocolate 35035
## 110   642 2019-10-04 Clarissa Jakarta Outlet 1      Ice Berry Coffe 43663
## 111   645 2019-10-07 Clarissa Jakarta Outlet 3  Ice Matcha Espresso 19845
## 112   646 2019-10-08    Siana Jakarta Outlet 3         Es Kopi Susu 32503
## 113   647 2019-10-09  Vanessa Jakarta Outlet 2        Hot Chocolate 25601
## 114   648 2019-10-10    Angel Jakarta Outlet 3      Ice Coffee Lite 26704
## 115   650 2019-10-12    Lando Jakarta Outlet 1  Ice Matcha Espresso 39535
## 116   667 2019-10-29    Putri Jakarta Outlet 1   Ice Coffee Avocado 25455
## 117   685 2019-11-16   Fallen Jakarta Outlet 5     Ice Matcha Latte 35507
## 118   687 2019-11-18     Joko Jakarta Outlet 2      Ice Berry Coffe 38347
## 119   689 2019-11-20   Garvin Jakarta Outlet 2      Ice Coffee Lite 20092
## 120   690 2019-11-21     Abdi Jakarta Outlet 3   Ice Coffee Avocado 22772
## 121   694 2019-11-25   Ardifo Jakarta Outlet 5    Ice Caramel Latte 39377
## 122   695 2019-11-26   Nikita Jakarta Outlet 5      Ice Coffee Lite 40384
## 123   700 2019-12-01  Vanessa Jakarta Outlet 1      Ice Berry Coffe 34803
## 124   704 2019-12-05   Garvin Jakarta Outlet 5         Es Kopi Susu 30178
## 125   708 2019-12-09   Ardifo Jakarta Outlet 3 Hot Red Velvet Latte 23193
## 126   709 2019-12-10   Nikita Jakarta Outlet 5        Ice Americano 21700
## 127   710 2019-12-11   Jeffry Jakarta Outlet 5            Cappucino 37961
## 128   711 2019-12-12     Lala Jakarta Outlet 2 Hot Red Velvet Latte 25835
## 129   714 2019-12-15    Irene Jakarta Outlet 1     Ice Matcha Latte 30471
## 130   720 2019-12-21     Aero Jakarta Outlet 3      Ice Coffee Lite 25012
## 131   721 2019-12-22   Nikita Jakarta Outlet 1   Ice Coffee Avocado 43498
## 132   722 2019-12-23     Aero Jakarta Outlet 2    Ice Caramel Latte 32211
## 133   731 2020-01-01    Angel Jakarta Outlet 2      Ice Berry Coffe 32983
## 134   732 2020-01-02   Julian Jakarta Outlet 5       Ice Cafe Latte 21445
## 135   735 2020-01-05    Siana Jakarta Outlet 5            Cappucino 30515
## 136   738 2020-01-08   Fallen Jakarta Outlet 1 Hot Red Velvet Latte 25549
## 137   744 2020-01-14   Garvin Jakarta Outlet 1     Ice Matcha Latte 23483
## 138   746 2020-01-16     Abdi Jakarta Outlet 5      Ice Coffee Lite 30536
## 139   751 2020-01-21   Ardifo Jakarta Outlet 1      Ice Berry Coffe 39064
## 140   752 2020-01-22     Abdi Jakarta Outlet 5    Hot Caramel Latte 42749
## 141   763 2020-02-02    Siana Jakarta Outlet 3    Ice Caramel Latte 20796
## 142   764 2020-02-03     Lala Jakarta Outlet 1         Es Kopi Susu 29127
## 143   765 2020-02-04    Grace Jakarta Outlet 5   Ice Coffee Avocado 22572
## 144   774 2020-02-13   Jeffry Jakarta Outlet 5        Ice Americano 31838
## 145   776 2020-02-15    Grace Jakarta Outlet 1        Hot Chocolate 18386
## 146   778 2020-02-17 Clarissa Jakarta Outlet 2   Ice Coffee Avocado 37621
## 147   795 2020-03-05    Irene Jakarta Outlet 5      Ice Berry Coffe 44158
## 148   797 2020-03-07     Aero Jakarta Outlet 5 Hot Red Velvet Latte 21663
## 149   809 2020-03-19     Lala Jakarta Outlet 5      Ice Coffee Lite 33076
## 150   812 2020-03-22     Abdi Jakarta Outlet 3    Hot Caramel Latte 21274
## 151   813 2020-03-23   Jeffry Jakarta Outlet 5         Es Kopi Susu 40313
## 152   827 2020-04-06     Joko Jakarta Outlet 5            Cappucino 35719
## 153   833 2020-04-12   Julian Jakarta Outlet 1        Hot Chocolate 35096
## 154   836 2020-04-15  Vanessa Jakarta Outlet 1      Ice Berry Coffe 26068
## 155   837 2020-04-16     Abdi Jakarta Outlet 3       Ice Cafe Latte 26953
## 156   841 2020-04-20     Lala Jakarta Outlet 2    Ice Caramel Latte 31290
## 157   842 2020-04-21     Aero Jakarta Outlet 2            Cappucino 36126
## 158   853 2020-05-02   Julian Jakarta Outlet 5        Hot Chocolate 37879
## 159   855 2020-05-04    Irene Jakarta Outlet 3  Ice Matcha Espresso 34849
## 160   861 2020-05-10   Garvin Jakarta Outlet 5      Ice Berry Coffe 23861
## 161   862 2020-05-11     Joko Jakarta Outlet 1     Ice Matcha Latte 18537
## 162   865 2020-05-14    Angel Jakarta Outlet 2         Es Kopi Susu 23176
## 163   867 2020-05-16    Irene Jakarta Outlet 1    Hot Caramel Latte 26106
## 164   868 2020-05-17   Nikita Jakarta Outlet 5    Ice Caramel Latte 32066
## 165   871 2020-05-20   Fallen Jakarta Outlet 5        Ice Americano 27297
## 166   874 2020-05-23   Garvin Jakarta Outlet 2 Hot Red Velvet Latte 29686
## 167   877 2020-05-26    Irene Jakarta Outlet 5        Ice Americano 33554
## 168   881 2020-05-30    Putri Jakarta Outlet 3      Ice Coffee Lite 36659
## 169   882 2020-05-31    Kefas Jakarta Outlet 3       Ice Cafe Latte 19903
## 170   885 2020-06-03     Aero Jakarta Outlet 1 Hot Red Velvet Latte 44855
## 171   892 2020-06-10     Aero Jakarta Outlet 5       Ice Cafe Latte 40213
## 172   893 2020-06-11   Nikita Jakarta Outlet 2       Ice Cafe Latte 19295
## 173   895 2020-06-13     Joko Jakarta Outlet 2    Ice Caramel Latte 41343
## 174   897 2020-06-15 Clarissa Jakarta Outlet 1      Ice Berry Coffe 38671
## 175   898 2020-06-16   Nikita Jakarta Outlet 1         Es Kopi Susu 42404
## 176   901 2020-06-19    Grace Jakarta Outlet 2 Hot Red Velvet Latte 36685
## 177   904 2020-06-22     Lala Jakarta Outlet 3 Ice Red Velvet Latte 24962
## 178   907 2020-06-25    Siana Jakarta Outlet 3      Ice Berry Coffe 39642
## 179   914 2020-07-02    Irene Jakarta Outlet 2      Ice Berry Coffe 44809
## 180   925 2020-07-13 Clarissa Jakarta Outlet 2        Hot Chocolate 34635
## 181   928 2020-07-16    Siana Jakarta Outlet 1     Ice Matcha Latte 32503
## 182   929 2020-07-17    Siana Jakarta Outlet 1    Hot Caramel Latte 38521
## 183   932 2020-07-20     Aero Jakarta Outlet 3  Ice Matcha Espresso 40880
## 184   935 2020-07-23    Lando Jakarta Outlet 3      Ice Berry Coffe 21584
## 185   949 2020-08-06    Angel Jakarta Outlet 3 Hot Red Velvet Latte 23789
## 186   950 2020-08-07    Putri Jakarta Outlet 5      Ice Berry Coffe 34714
## 187   952 2020-08-09  Vanessa Jakarta Outlet 1 Hot Red Velvet Latte 37974
## 188   957 2020-08-14   Nikita Jakarta Outlet 3        Ice Americano 27462
## 189   959 2020-08-16   Ardifo Jakarta Outlet 3  Ice Matcha Espresso 36401
## 190   961 2020-08-18     Aero Jakarta Outlet 3   Ice Coffee Avocado 19976
## 191   965 2020-08-22    Angel Jakarta Outlet 3 Ice Red Velvet Latte 31060
## 192   969 2020-08-26    Angel Jakarta Outlet 3        Hot Chocolate 29647
## 193   972 2020-08-29    Kefas Jakarta Outlet 2    Hot Caramel Latte 21771
## 194   973 2020-08-30    Angel Jakarta Outlet 1      Ice Coffee Lite 25740
## 195   983 2020-09-09   Jeffry Jakarta Outlet 5     Ice Matcha Latte 43866
## 196   990 2020-09-16    Angel Jakarta Outlet 5        Hot Chocolate 40850
## 197   991 2020-09-17  Vanessa Jakarta Outlet 3    Hot Caramel Latte 29901
## 198   994 2020-09-20   Jeffry Jakarta Outlet 2  Ice Matcha Espresso 20181
## 199   999 2020-09-25   Garvin Jakarta Outlet 1     Ice Matcha Latte 39245
## 200  1001 2020-09-27    Kefas Jakarta Outlet 1        Ice Americano 34128
## 201  1007 2020-10-03     Joko Jakarta Outlet 5     Ice Matcha Latte 20086
## 202  1015 2020-10-11    Putri Jakarta Outlet 2         Es Kopi Susu 20247
## 203  1020 2020-10-16    Irene Jakarta Outlet 2        Hot Chocolate 28028
## 204  1021 2020-10-17 Clarissa Jakarta Outlet 2  Ice Matcha Espresso 31887
## 205  1022 2020-10-18     Lala Jakarta Outlet 5  Ice Matcha Espresso 23621
## 206  1027 2020-10-23    Angel Jakarta Outlet 3  Ice Matcha Espresso 21149
## 207  1028 2020-10-24  Vanessa Jakarta Outlet 5   Ice Coffee Avocado 41404
## 208  1030 2020-10-26    Lando Jakarta Outlet 3      Ice Berry Coffe 32569
## 209  1035 2020-10-31    Putri Jakarta Outlet 2 Ice Red Velvet Latte 21970
## 210  1044 2020-11-09     Aero Jakarta Outlet 1        Hot Chocolate 33078
## 211  1045 2020-11-10     Joko Jakarta Outlet 3        Ice Americano 37855
## 212  1052 2020-11-17    Siana Jakarta Outlet 3     Ice Matcha Latte 26757
## 213  1057 2020-11-22    Angel Jakarta Outlet 5     Ice Matcha Latte 40606
## 214  1059 2020-11-24    Lando Jakarta Outlet 3      Ice Berry Coffe 29069
## 215  1060 2020-11-25     Abdi Jakarta Outlet 3      Ice Berry Coffe 40617
## 216  1064 2020-11-29     Joko Jakarta Outlet 5  Ice Matcha Espresso 32168
## 217  1072 2020-12-07     Lala Jakarta Outlet 1        Hot Chocolate 36030
## 218  1075 2020-12-10   Julian Jakarta Outlet 1     Ice Matcha Latte 26452
## 219  1082 2020-12-17    Siana Jakarta Outlet 1      Ice Coffee Lite 26230
## 220  1083 2020-12-18    Grace Jakarta Outlet 1         Es Kopi Susu 22864
## 221  1088 2020-12-23    Lando Jakarta Outlet 2            Cappucino 35340
## 222  1093 2020-12-28   Ardifo Jakarta Outlet 3    Hot Caramel Latte 30454
## 223  1095 2020-12-30    Angel Jakarta Outlet 2       Ice Cafe Latte 43444
## 224  1096 2020-12-31 Clarissa Jakarta Outlet 5     Ice Matcha Latte 27763
## 225  1104 2021-01-08     Joko Jakarta Outlet 5       Ice Cafe Latte 25344
## 226  1105 2021-01-09     Aero Jakarta Outlet 1      Ice Coffee Lite 34813
## 227  1109 2021-01-13   Sherly Jakarta Outlet 3    Ice Caramel Latte 22558
## 228  1110 2021-01-14   Sherly Jakarta Outlet 1         Es Kopi Susu 38994
## 229  1116 2021-01-20    Angel Jakarta Outlet 2        Hot Chocolate 18902
## 230  1117 2021-01-21    Kefas Jakarta Outlet 2        Ice Americano 40655
## 231  1118 2021-01-22    Siana Jakarta Outlet 2       Ice Cafe Latte 39146
## 232  1119 2021-01-23    Putri Jakarta Outlet 5  Ice Matcha Espresso 36313
## 233  1120 2021-01-24    Lando Jakarta Outlet 3 Hot Red Velvet Latte 27592
## 234  1124 2021-01-28    Lando Jakarta Outlet 3         Es Kopi Susu 27240
## 235  1139 2021-02-12    Lando Jakarta Outlet 3     Ice Matcha Latte 27474
## 236  1144 2021-02-17     Lala Jakarta Outlet 1      Ice Berry Coffe 29645
## 237  1153 2021-02-26   Nikita Jakarta Outlet 5 Ice Red Velvet Latte 27118
## 238  1160 2021-03-05    Irene Jakarta Outlet 1 Hot Red Velvet Latte 35967
## 239  1164 2021-03-09    Angel Jakarta Outlet 2      Ice Coffee Lite 35032
## 240  1168 2021-03-13     Aero Jakarta Outlet 5 Ice Red Velvet Latte 20223
## 241  1169 2021-03-14   Jeffry Jakarta Outlet 2   Ice Coffee Avocado 43494
## 242  1170 2021-03-15     Joko Jakarta Outlet 1       Ice Cafe Latte 30148
## 243  1172 2021-03-17    Irene Jakarta Outlet 3    Ice Caramel Latte 26655
## 244  1180 2021-03-25   Ardifo Jakarta Outlet 5 Hot Red Velvet Latte 43463
## 245  1187 2021-04-01   Garvin Jakarta Outlet 3        Ice Americano 40670
## 246  1200 2021-04-14   Sherly Jakarta Outlet 1    Ice Caramel Latte 22076
## 247  1203 2021-04-17    Kefas Jakarta Outlet 3    Hot Caramel Latte 24420
## 248  1205 2021-04-19   Jeffry Jakarta Outlet 5     Ice Matcha Latte 26071
## 249  1207 2021-04-21   Julian Jakarta Outlet 2            Cappucino 26222
## 250  1208 2021-04-22    Angel Jakarta Outlet 5      Ice Coffee Lite 19446
## 251  1213 2021-04-27 Clarissa Jakarta Outlet 1        Hot Chocolate 34116
## 252  1215 2021-04-29     Aero Jakarta Outlet 2    Ice Caramel Latte 26077
## 253  1217 2021-05-01  Vanessa Jakarta Outlet 2 Ice Red Velvet Latte 32364
## 254  1221 2021-05-05   Julian Jakarta Outlet 5   Ice Coffee Avocado 35555
## 255  1223 2021-05-07   Ardifo Jakarta Outlet 5  Ice Matcha Espresso 41143
## 256  1231 2021-05-15     Abdi Jakarta Outlet 2        Hot Chocolate 18707
## 257  1236 2021-05-20    Putri Jakarta Outlet 3       Ice Cafe Latte 35174
## 258  1237 2021-05-21     Lala Jakarta Outlet 2       Ice Cafe Latte 26442
## 259  1238 2021-05-22   Sherly Jakarta Outlet 2        Hot Chocolate 30531
## 260  1241 2021-05-25  Vanessa Jakarta Outlet 2        Hot Chocolate 43184
## 261  1249 2021-06-02   Garvin Jakarta Outlet 1     Ice Matcha Latte 25550
## 262  1257 2021-06-10   Jeffry Jakarta Outlet 5 Hot Red Velvet Latte 29296
## 263  1264 2021-06-17 Clarissa Jakarta Outlet 3            Cappucino 43983
## 264  1266 2021-06-19   Nikita Jakarta Outlet 5    Hot Caramel Latte 19771
## 265  1272 2021-06-25     Lala Jakarta Outlet 1            Cappucino 23644
## 266  1277 2021-06-30   Sherly Jakarta Outlet 1            Cappucino 19848
## 267  1290 2021-07-13     Lala Jakarta Outlet 1        Ice Americano 24269
## 268  1297 2021-07-20   Jeffry Jakarta Outlet 2      Ice Berry Coffe 36876
## 269  1301 2021-07-24   Julian Jakarta Outlet 2   Ice Coffee Avocado 19572
## 270  1303 2021-07-26   Sherly Jakarta Outlet 3        Hot Chocolate 33233
## 271  1304 2021-07-27    Grace Jakarta Outlet 5        Hot Chocolate 32465
## 272  1308 2021-07-31   Jeffry Jakarta Outlet 5        Ice Americano 19816
## 273  1309 2021-08-01   Ardifo Jakarta Outlet 1      Ice Coffee Lite 21782
## 274  1312 2021-08-04   Jeffry Jakarta Outlet 1      Ice Coffee Lite 29110
## 275  1322 2021-08-14    Angel Jakarta Outlet 5            Cappucino 37093
## 276  1330 2021-08-22     Joko Jakarta Outlet 1    Hot Caramel Latte 24050
## 277  1331 2021-08-23    Putri Jakarta Outlet 5         Es Kopi Susu 37795
## 278  1333 2021-08-25   Jeffry Jakarta Outlet 3         Es Kopi Susu 39387
## 279  1340 2021-09-01     Aero Jakarta Outlet 5       Ice Cafe Latte 40978
## 280  1341 2021-09-02    Lando Jakarta Outlet 5      Ice Berry Coffe 19156
## 281  1343 2021-09-04   Fallen Jakarta Outlet 1 Ice Red Velvet Latte 22691
## 282  1347 2021-09-08    Siana Jakarta Outlet 2    Hot Caramel Latte 29739
## 283  1368 2021-09-29    Grace Jakarta Outlet 2    Ice Caramel Latte 25142
## 284  1372 2021-10-03   Garvin Jakarta Outlet 2    Hot Caramel Latte 19817
## 285  1380 2021-10-11     Joko Jakarta Outlet 2  Ice Matcha Espresso 26812
## 286  1384 2021-10-15   Ardifo Jakarta Outlet 1      Ice Coffee Lite 27720
## 287  1389 2021-10-20     Joko Jakarta Outlet 3        Ice Americano 31721
## 288  1400 2021-10-31     Joko Jakarta Outlet 1   Ice Coffee Avocado 32433
## 289  1401 2021-11-01     Aero Jakarta Outlet 3 Hot Red Velvet Latte 32190
## 290  1410 2021-11-10    Angel Jakarta Outlet 1      Ice Berry Coffe 27626
## 291  1413 2021-11-13    Lando Jakarta Outlet 1            Cappucino 30045
## 292  1417 2021-11-17  Vanessa Jakarta Outlet 2    Hot Caramel Latte 44713
## 293  1421 2021-11-21   Garvin Jakarta Outlet 5  Ice Matcha Espresso 20267
## 294  1434 2021-12-04    Grace Jakarta Outlet 5 Ice Red Velvet Latte 20357
## 295  1439 2021-12-09     Aero Jakarta Outlet 1      Ice Berry Coffe 19166
## 296  1449 2021-12-19   Jeffry Jakarta Outlet 1        Hot Chocolate 35800
## 297  1453 2021-12-23   Ardifo Jakarta Outlet 2      Ice Berry Coffe 26680
## 298  1454 2021-12-24    Grace Jakarta Outlet 3        Ice Americano 29102
## 299  1458 2021-12-28    Putri Jakarta Outlet 3      Ice Coffee Lite 42064
## 300  1460 2021-12-30   Garvin Jakarta Outlet 3         Es Kopi Susu 32635
## 301  1464 2022-01-03   Fallen Jakarta Outlet 2    Ice Caramel Latte 41359
## 302  1467 2022-01-06  Vanessa Jakarta Outlet 2  Ice Matcha Espresso 24344
## 303  1476 2022-01-15     Abdi Jakarta Outlet 5    Ice Caramel Latte 25106
## 304  1480 2022-01-19   Julian Jakarta Outlet 1  Ice Matcha Espresso 26959
## 305  1481 2022-01-20 Clarissa Jakarta Outlet 3 Hot Red Velvet Latte 26741
## 306  1488 2022-01-27     Abdi Jakarta Outlet 5       Ice Cafe Latte 40718
## 307  1489 2022-01-28   Julian Jakarta Outlet 1   Ice Coffee Avocado 43599
## 308  1493 2022-02-01    Kefas Jakarta Outlet 1      Ice Berry Coffe 42086
## 309  1494 2022-02-02    Putri Jakarta Outlet 1      Ice Berry Coffe 43551
## 310  1502 2022-02-10    Siana Jakarta Outlet 3 Hot Red Velvet Latte 35200
## 311  1513 2022-02-21    Kefas Jakarta Outlet 5      Ice Berry Coffe 22074
## 312  1516 2022-02-24     Aero Jakarta Outlet 1    Ice Caramel Latte 33559
## 313  1521 2022-03-01    Irene Jakarta Outlet 1         Es Kopi Susu 26194
## 314  1528 2022-03-08    Kefas Jakarta Outlet 3 Hot Red Velvet Latte 33328
## 315  1538 2022-03-18  Vanessa Jakarta Outlet 1         Es Kopi Susu 20290
## 316  1539 2022-03-19     Lala Jakarta Outlet 3      Ice Coffee Lite 43830
## 317  1541 2022-03-21  Vanessa Jakarta Outlet 1    Ice Caramel Latte 32185
## 318  1542 2022-03-22   Sherly Jakarta Outlet 3 Ice Red Velvet Latte 35483
## 319  1544 2022-03-24     Lala Jakarta Outlet 3 Hot Red Velvet Latte 33624
## 320  1545 2022-03-25   Jeffry Jakarta Outlet 3      Ice Coffee Lite 23821
## 321  1546 2022-03-26     Aero Jakarta Outlet 3         Es Kopi Susu 43554
## 322  1557 2022-04-06 Clarissa Jakarta Outlet 2            Cappucino 42216
## 323  1562 2022-04-11    Lando Jakarta Outlet 3       Ice Cafe Latte 19280
## 324  1566 2022-04-15   Garvin Jakarta Outlet 1   Ice Coffee Avocado 38419
## 325  1570 2022-04-19  Vanessa Jakarta Outlet 5    Ice Caramel Latte 31750
## 326  1578 2022-04-27    Putri Jakarta Outlet 1    Hot Caramel Latte 35703
## 327  1582 2022-05-01    Putri Jakarta Outlet 5        Ice Americano 38203
## 328  1587 2022-05-06   Sherly Jakarta Outlet 5     Ice Matcha Latte 25083
## 329  1588 2022-05-07   Nikita Jakarta Outlet 5 Ice Red Velvet Latte 21737
## 330  1596 2022-05-15    Kefas Jakarta Outlet 2   Ice Coffee Avocado 25458
## 331  1601 2022-05-20    Kefas Jakarta Outlet 2        Ice Americano 37718
## 332  1609 2022-05-28   Nikita Jakarta Outlet 5      Ice Berry Coffe 37493
## 333  1610 2022-05-29   Nikita Jakarta Outlet 3            Cappucino 35069
## 334  1619 2022-06-07    Kefas Jakarta Outlet 5      Ice Berry Coffe 30437
## 335  1620 2022-06-08    Siana Jakarta Outlet 2     Ice Matcha Latte 25675
## 336  1621 2022-06-09    Angel Jakarta Outlet 5 Ice Red Velvet Latte 31757
## 337  1622 2022-06-10     Joko Jakarta Outlet 2 Ice Red Velvet Latte 44287
## 338  1627 2022-06-15   Julian Jakarta Outlet 2      Ice Coffee Lite 42319
## 339  1632 2022-06-20   Garvin Jakarta Outlet 3   Ice Coffee Avocado 25259
## 340  1633 2022-06-21    Lando Jakarta Outlet 3        Hot Chocolate 20679
## 341  1638 2022-06-26    Putri Jakarta Outlet 1       Ice Cafe Latte 19539
## 342  1640 2022-06-28    Irene Jakarta Outlet 5      Ice Berry Coffe 18450
## 343  1645 2022-07-03    Lando Jakarta Outlet 5     Ice Matcha Latte 22069
## 344  1656 2022-07-14   Nikita Jakarta Outlet 3 Hot Red Velvet Latte 37644
## 345  1661 2022-07-19   Garvin Jakarta Outlet 2        Hot Chocolate 21554
## 346  1664 2022-07-22   Sherly Jakarta Outlet 1            Cappucino 41455
## 347  1665 2022-07-23     Lala Jakarta Outlet 5 Hot Red Velvet Latte 36542
## 348  1667 2022-07-25    Grace Jakarta Outlet 2      Ice Berry Coffe 39479
## 349  1675 2022-08-02     Aero Jakarta Outlet 2    Hot Caramel Latte 36870
## 350  1677 2022-08-04    Kefas Jakarta Outlet 3            Cappucino 29955
## 351  1682 2022-08-09   Jeffry Jakarta Outlet 2            Cappucino 44319
## 352  1704 2022-08-31   Ardifo Jakarta Outlet 5         Es Kopi Susu 43906
## 353  1705 2022-09-01 Clarissa Jakarta Outlet 2    Hot Caramel Latte 20636
## 354  1708 2022-09-04     Abdi Jakarta Outlet 5     Ice Matcha Latte 26392
## 355  1717 2022-09-13   Jeffry Jakarta Outlet 3     Ice Matcha Latte 32807
## 356  1718 2022-09-14 Clarissa Jakarta Outlet 2    Hot Caramel Latte 19112
## 357  1732 2022-09-28    Angel Jakarta Outlet 5 Hot Red Velvet Latte 43118
## 358  1739 2022-10-05   Nikita Jakarta Outlet 1    Hot Caramel Latte 19066
## 359  1742 2022-10-08     Lala Jakarta Outlet 3  Ice Matcha Espresso 41700
## 360  1745 2022-10-11   Garvin Jakarta Outlet 5      Ice Berry Coffe 18542
## 361  1753 2022-10-19    Lando Jakarta Outlet 5        Ice Americano 30237
## 362  1758 2022-10-24     Lala Jakarta Outlet 1    Hot Caramel Latte 29979
## 363  1761 2022-10-27   Garvin Jakarta Outlet 3 Ice Red Velvet Latte 41363
## 364  1765 2022-10-31    Siana Jakarta Outlet 2   Ice Coffee Avocado 31784
## 365  1766 2022-11-01   Julian Jakarta Outlet 3        Ice Americano 39615
## 366  1769 2022-11-04    Irene Jakarta Outlet 5      Ice Berry Coffe 22264
## 367  1776 2022-11-11     Lala Jakarta Outlet 3     Ice Matcha Latte 19423
## 368  1781 2022-11-16    Siana Jakarta Outlet 5        Ice Americano 21268
## 369  1783 2022-11-18   Julian Jakarta Outlet 1        Hot Chocolate 21659
## 370  1784 2022-11-19     Lala Jakarta Outlet 1        Hot Chocolate 39814
## 371  1786 2022-11-21   Sherly Jakarta Outlet 1  Ice Matcha Espresso 43661
## 372  1788 2022-11-23    Angel Jakarta Outlet 2    Hot Caramel Latte 37207
## 373  1789 2022-11-24     Lala Jakarta Outlet 1        Hot Chocolate 19943
## 374  1790 2022-11-25    Angel Jakarta Outlet 1      Ice Berry Coffe 24225
## 375  1795 2022-11-30    Siana Jakarta Outlet 2         Es Kopi Susu 40500
## 376  1805 2022-12-10    Siana Jakarta Outlet 5   Ice Coffee Avocado 33852
## 377  1811 2022-12-16  Vanessa Jakarta Outlet 2      Ice Berry Coffe 22693
## 378  1817 2022-12-22     Aero Jakarta Outlet 5         Es Kopi Susu 32969
## 379  1821 2022-12-26    Siana Jakarta Outlet 2   Ice Coffee Avocado 21985
## 380  1822 2022-12-27  Vanessa Jakarta Outlet 1        Hot Chocolate 42440
## 381  1824 2022-12-29 Clarissa Jakarta Outlet 1  Ice Matcha Espresso 21733
## 382  1825 2022-12-30     Joko Jakarta Outlet 5            Cappucino 18078
## 383  1839 2023-01-13   Nikita Jakarta Outlet 2  Ice Matcha Espresso 32641
## 384  1850 2023-01-24    Grace Jakarta Outlet 1 Ice Red Velvet Latte 18494
## 385  1853 2023-01-27  Vanessa Jakarta Outlet 1     Ice Matcha Latte 26023
## 386  1857 2023-01-31    Irene Jakarta Outlet 3        Ice Americano 40246
## 387  1859 2023-02-02     Abdi Jakarta Outlet 3            Cappucino 43847
## 388  1865 2023-02-08     Aero Jakarta Outlet 5        Ice Americano 24495
## 389  1874 2023-02-17    Lando Jakarta Outlet 2       Ice Cafe Latte 25114
## 390  1877 2023-02-20    Irene Jakarta Outlet 2         Es Kopi Susu 32267
## 391  1887 2023-03-02   Garvin Jakarta Outlet 3   Ice Coffee Avocado 31174
## 392  1907 2023-03-22     Joko Jakarta Outlet 3 Ice Red Velvet Latte 41192
## 393  1915 2023-03-30   Garvin Jakarta Outlet 2  Ice Matcha Espresso 21127
## 394  1918 2023-04-02   Nikita Jakarta Outlet 2    Ice Caramel Latte 22075
## 395  1919 2023-04-03    Putri Jakarta Outlet 3         Es Kopi Susu 37457
## 396  1932 2023-04-16   Garvin Jakarta Outlet 1 Hot Red Velvet Latte 28425
## 397  1938 2023-04-22    Putri Jakarta Outlet 1       Ice Cafe Latte 36068
## 398  1939 2023-04-23    Grace Jakarta Outlet 1     Ice Matcha Latte 44587
## 399  1944 2023-04-28   Fallen Jakarta Outlet 5        Hot Chocolate 40413
## 400  1947 2023-05-01     Abdi Jakarta Outlet 3      Ice Berry Coffe 39080
## 401  1953 2023-05-07     Lala Jakarta Outlet 2        Hot Chocolate 34758
## 402  1957 2023-05-11   Garvin Jakarta Outlet 2   Ice Coffee Avocado 29946
## 403  1962 2023-05-16   Ardifo Jakarta Outlet 2    Ice Caramel Latte 21297
## 404  1967 2023-05-21     Abdi Jakarta Outlet 3 Ice Red Velvet Latte 35150
## 405  1971 2023-05-25   Jeffry Jakarta Outlet 2      Ice Berry Coffe 22583
## 406  1973 2023-05-27    Lando Jakarta Outlet 2      Ice Berry Coffe 31263
## 407  1986 2023-06-09     Abdi Jakarta Outlet 2     Ice Matcha Latte 29459
## 408  1987 2023-06-10   Garvin Jakarta Outlet 2 Hot Red Velvet Latte 35261
## 409  1994 2023-06-17    Lando Jakarta Outlet 2    Hot Caramel Latte 36757
## 410  2001 2023-06-24  Vanessa Jakarta Outlet 1       Ice Cafe Latte 25649
## 411  2002 2023-06-25   Ardifo Jakarta Outlet 2        Ice Americano 43064
## 412  2005 2023-06-28    Siana Jakarta Outlet 3        Ice Americano 20332
## 413  2006 2023-06-29    Lando Jakarta Outlet 3        Ice Americano 30071
## 414  2022 2023-07-15    Putri Jakarta Outlet 3 Hot Red Velvet Latte 22894
## 415  2023 2023-07-16    Kefas Jakarta Outlet 1    Hot Caramel Latte 22896
## 416  2024 2023-07-17     Lala Jakarta Outlet 5        Hot Chocolate 37176
## 417  2026 2023-07-19    Kefas Jakarta Outlet 1      Ice Coffee Lite 24488
## 418  2028 2023-07-21   Nikita Jakarta Outlet 5      Ice Berry Coffe 23755
## 419  2033 2023-07-26     Joko Jakarta Outlet 5    Hot Caramel Latte 27899
## 420  2042 2023-08-04     Lala Jakarta Outlet 3      Ice Coffee Lite 44390
## 421  2044 2023-08-06     Lala Jakarta Outlet 1    Ice Caramel Latte 42406
## 422  2047 2023-08-09    Grace Jakarta Outlet 5   Ice Coffee Avocado 42724
## 423  2048 2023-08-10   Ardifo Jakarta Outlet 3            Cappucino 26968
## 424  2051 2023-08-13     Aero Jakarta Outlet 2  Ice Matcha Espresso 41014
## 425  2054 2023-08-16   Ardifo Jakarta Outlet 2    Hot Caramel Latte 36439
## 426  2062 2023-08-24   Julian Jakarta Outlet 2     Ice Matcha Latte 23160
## 427  2067 2023-08-29   Sherly Jakarta Outlet 1 Hot Red Velvet Latte 35664
## 428  2071 2023-09-02    Irene Jakarta Outlet 1   Ice Coffee Avocado 28139
## 429  2075 2023-09-06   Jeffry Jakarta Outlet 3   Ice Coffee Avocado 42940
## 430  2080 2023-09-11     Abdi Jakarta Outlet 3    Hot Caramel Latte 30715
## 431  2082 2023-09-13    Siana Jakarta Outlet 5      Ice Coffee Lite 36121
## 432  2086 2023-09-17    Grace Jakarta Outlet 3     Ice Matcha Latte 20061
## 433  2087 2023-09-18     Joko Jakarta Outlet 1        Ice Americano 23159
## 434  2090 2023-09-21     Joko Jakarta Outlet 2 Hot Red Velvet Latte 43516
## 435  2110 2023-10-11  Vanessa Jakarta Outlet 1        Hot Chocolate 37465
## 436  2116 2023-10-17  Vanessa Jakarta Outlet 3            Cappucino 44202
## 437  2119 2023-10-20     Abdi Jakarta Outlet 3      Ice Coffee Lite 34702
## 438  2122 2023-10-23   Nikita Jakarta Outlet 1     Ice Matcha Latte 25993
## 439  2123 2023-10-24   Ardifo Jakarta Outlet 2    Ice Caramel Latte 23074
## 440  2124 2023-10-25    Irene Jakarta Outlet 5       Ice Cafe Latte 20423
## 441  2127 2023-10-28    Kefas Jakarta Outlet 2        Ice Americano 27489
## 442  2129 2023-10-30   Sherly Jakarta Outlet 2       Ice Cafe Latte 44848
## 443  2132 2023-11-02    Grace Jakarta Outlet 1     Ice Matcha Latte 34802
## 444  2134 2023-11-04    Siana Jakarta Outlet 3       Ice Cafe Latte 34853
## 445  2135 2023-11-05   Sherly Jakarta Outlet 2   Ice Coffee Avocado 28554
## 446  2143 2023-11-13   Jeffry Jakarta Outlet 1        Hot Chocolate 33925
## 447  2144 2023-11-14     Aero Jakarta Outlet 5            Cappucino 39493
## 448  2146 2023-11-16   Sherly Jakarta Outlet 2     Ice Matcha Latte 44264
## 449  2157 2023-11-27    Putri Jakarta Outlet 3       Ice Cafe Latte 27616
## 450  2169 2023-12-09     Abdi Jakarta Outlet 1      Ice Berry Coffe 36885
## 451  2170 2023-12-10    Kefas Jakarta Outlet 2  Ice Matcha Espresso 33317
## 452  2175 2023-12-15    Irene Jakarta Outlet 5      Ice Coffee Lite 26084
## 453  2197 2024-01-06 Clarissa Jakarta Outlet 1 Hot Red Velvet Latte 25590
## 454  2200 2024-01-09   Julian Jakarta Outlet 5         Es Kopi Susu 37675
## 455  2213 2024-01-22   Sherly Jakarta Outlet 2   Ice Coffee Avocado 25698
## 456  2216 2024-01-25    Lando Jakarta Outlet 5            Cappucino 38898
## 457  2226 2024-02-04   Ardifo Jakarta Outlet 2        Hot Chocolate 40598
## 458  2227 2024-02-05   Garvin Jakarta Outlet 5     Ice Matcha Latte 18151
## 459  2233 2024-02-11   Julian Jakarta Outlet 5      Ice Coffee Lite 31320
## 460  2240 2024-02-18     Lala Jakarta Outlet 1 Hot Red Velvet Latte 35509
## 461  2247 2024-02-25     Lala Jakarta Outlet 5      Ice Berry Coffe 42512
## 462  2248 2024-02-26   Jeffry Jakarta Outlet 2         Es Kopi Susu 35937
## 463  2250 2024-02-28    Siana Jakarta Outlet 1 Ice Red Velvet Latte 29814
## 464  2251 2024-02-29  Vanessa Jakarta Outlet 5      Ice Berry Coffe 39131
## 465  2252 2024-03-01     Lala Jakarta Outlet 2    Ice Caramel Latte 28881
## 466  2256 2024-03-05   Garvin Jakarta Outlet 5            Cappucino 40777
## 467  2262 2024-03-11   Garvin Jakarta Outlet 1        Ice Americano 18060
## 468  2263 2024-03-12 Clarissa Jakarta Outlet 1            Cappucino 42878
## 469  2267 2024-03-16     Joko Jakarta Outlet 2            Cappucino 37441
## 470  2271 2024-03-20  Vanessa Jakarta Outlet 1        Hot Chocolate 24538
## 471  2272 2024-03-21    Lando Jakarta Outlet 3      Ice Berry Coffe 30997
## 472  2281 2024-03-30   Ardifo Jakarta Outlet 2   Ice Coffee Avocado 24560
## 473  2283 2024-04-01    Lando Jakarta Outlet 5            Cappucino 41111
## 474  2293 2024-04-11   Julian Jakarta Outlet 2            Cappucino 24336
## 475  2297 2024-04-15    Angel Jakarta Outlet 3      Ice Coffee Lite 19258
## 476  2310 2024-04-28    Angel Jakarta Outlet 3        Ice Americano 42195
## 477  2312 2024-04-30 Clarissa Jakarta Outlet 5    Hot Caramel Latte 31409
## 478  2320 2024-05-08   Sherly Jakarta Outlet 2         Es Kopi Susu 18973
## 479  2336 2024-05-24   Jeffry Jakarta Outlet 3        Hot Chocolate 34451
## 480  2351 2024-06-08    Angel Jakarta Outlet 1 Ice Red Velvet Latte 43047
## 481  2353 2024-06-10    Siana Jakarta Outlet 5    Hot Caramel Latte 21251
## 482  2354 2024-06-11   Jeffry Jakarta Outlet 2        Ice Americano 38656
## 483  2359 2024-06-16     Abdi Jakarta Outlet 5     Ice Matcha Latte 37728
## 484  2365 2024-06-22    Siana Jakarta Outlet 1         Es Kopi Susu 43341
## 485  2371 2024-06-28   Garvin Jakarta Outlet 5  Ice Matcha Espresso 36491
## 486  2373 2024-06-30     Aero Jakarta Outlet 3            Cappucino 24431
## 487  2380 2024-07-07   Ardifo Jakarta Outlet 2        Hot Chocolate 28579
## 488  2381 2024-07-08    Angel Jakarta Outlet 2   Ice Coffee Avocado 42498
## 489  2387 2024-07-14     Abdi Jakarta Outlet 2  Ice Matcha Espresso 22543
## 490  2390 2024-07-17     Abdi Jakarta Outlet 5    Ice Caramel Latte 34355
## 491  2391 2024-07-18     Lala Jakarta Outlet 2        Hot Chocolate 33494
## 492  2397 2024-07-24   Fallen Jakarta Outlet 3   Ice Coffee Avocado 38123
## 493  2398 2024-07-25   Nikita Jakarta Outlet 5  Ice Matcha Espresso 30703
## 494  2401 2024-07-28    Putri Jakarta Outlet 3      Ice Coffee Lite 31498
## 495  2404 2024-07-31    Kefas Jakarta Outlet 1       Ice Cafe Latte 34517
## 496  2407 2024-08-03   Ardifo Jakarta Outlet 1    Hot Caramel Latte 23725
## 497  2412 2024-08-08    Grace Jakarta Outlet 2        Ice Americano 24246
## 498  2418 2024-08-14    Lando Jakarta Outlet 3      Ice Berry Coffe 34599
## 499  2429 2024-08-25   Julian Jakarta Outlet 1        Hot Chocolate 34211
## 500  2430 2024-08-26   Jeffry Jakarta Outlet 1       Ice Cafe Latte 20668
## 501  2431 2024-08-27   Julian Jakarta Outlet 2    Hot Caramel Latte 40375
## 502  2432 2024-08-28 Clarissa Jakarta Outlet 1    Ice Caramel Latte 44831
## 503  2436 2024-09-01     Abdi Jakarta Outlet 5 Hot Red Velvet Latte 23157
## 504  2440 2024-09-05   Garvin Jakarta Outlet 3       Ice Cafe Latte 18062
## 505  2447 2024-09-12     Lala Jakarta Outlet 3        Ice Americano 24848
## 506  2449 2024-09-14   Sherly Jakarta Outlet 1        Ice Americano 19149
## 507  2452 2024-09-17   Julian Jakarta Outlet 5     Ice Matcha Latte 18640
## 508  2455 2024-09-20    Kefas Jakarta Outlet 2  Ice Matcha Espresso 19320
## 509  2458 2024-09-23     Aero Jakarta Outlet 5 Hot Red Velvet Latte 32220
## 510  2468 2024-10-03   Garvin Jakarta Outlet 1       Ice Cafe Latte 22374
## 511  2475 2024-10-10   Julian Jakarta Outlet 1        Hot Chocolate 30546
## 512  2487 2024-10-22    Angel Jakarta Outlet 1    Ice Caramel Latte 18340
## 513  2497 2024-11-01     Aero Jakarta Outlet 2       Ice Cafe Latte 37351
## 514  2499 2024-11-03   Jeffry Jakarta Outlet 2 Hot Red Velvet Latte 38945
## 515  2508 2024-11-12   Garvin Jakarta Outlet 3  Ice Matcha Espresso 43157
## 516  2513 2024-11-17     Aero Jakarta Outlet 3 Ice Red Velvet Latte 32991
## 517  2515 2024-11-19    Siana Jakarta Outlet 3        Ice Americano 35299
## 518  2524 2024-11-28    Siana Jakarta Outlet 1 Hot Red Velvet Latte 18820
## 519  2526 2024-11-30 Clarissa Jakarta Outlet 3 Hot Red Velvet Latte 20735
## 520  2528 2024-12-02    Angel Jakarta Outlet 1  Ice Matcha Espresso 42793
## 521  2549 2024-12-23   Garvin Jakarta Outlet 3            Cappucino 28719
## 522  2553 2024-12-27     Abdi Jakarta Outlet 2        Ice Americano 44534
## 523  2557 2024-12-31     Lala Jakarta Outlet 1    Hot Caramel Latte 33980
## 524  2559 2025-01-02    Kefas Jakarta Outlet 1        Ice Americano 25826
## 525  2560 2025-01-03    Putri Jakarta Outlet 3        Ice Americano 25383
## 526  2568 2025-01-11   Nikita Jakarta Outlet 2 Ice Red Velvet Latte 21381
## 527  2578 2025-01-21     Aero Jakarta Outlet 3       Ice Cafe Latte 37508
## 528  2585 2025-01-28   Julian Jakarta Outlet 2 Ice Red Velvet Latte 25140
## 529  2587 2025-01-30    Siana Jakarta Outlet 3 Hot Red Velvet Latte 28287
## 530  2596 2025-02-08    Lando Jakarta Outlet 5   Ice Coffee Avocado 18117
## 531  2600 2025-02-12  Vanessa Jakarta Outlet 5      Ice Coffee Lite 21886
## 532  2615 2025-02-27     Joko Jakarta Outlet 3      Ice Berry Coffe 38388
## 533  2622 2025-03-06   Julian Jakarta Outlet 1  Ice Matcha Espresso 42119
## 534  2623 2025-03-07    Lando Jakarta Outlet 1        Hot Chocolate 39149
## 535  2633 2025-03-17  Vanessa Jakarta Outlet 1    Hot Caramel Latte 43724
## 536  2636 2025-03-20    Siana Jakarta Outlet 1 Hot Red Velvet Latte 43287
## 537  2645 2025-03-29   Sherly Jakarta Outlet 5      Ice Coffee Lite 31829
## 538  2656 2025-04-09    Kefas Jakarta Outlet 3        Hot Chocolate 37799
## 539  2661 2025-04-14    Siana Jakarta Outlet 2 Ice Red Velvet Latte 39197
## 540  2663 2025-04-16   Ardifo Jakarta Outlet 5       Ice Cafe Latte 31330
## 541  2665 2025-04-18   Garvin Jakarta Outlet 1    Hot Caramel Latte 34484
## 542  2673 2025-04-26   Fallen Jakarta Outlet 2 Ice Red Velvet Latte 34679
## 543  2676 2025-04-29 Clarissa Jakarta Outlet 5    Hot Caramel Latte 39258
## 544  2684 2025-05-07   Ardifo Jakarta Outlet 1        Ice Americano 39365
## 545  2687 2025-05-10     Joko Jakarta Outlet 5 Hot Red Velvet Latte 20324
## 546  2696 2025-05-19   Fallen Jakarta Outlet 2         Es Kopi Susu 31141
## 547  2699 2025-05-22   Jeffry Jakarta Outlet 3      Ice Coffee Lite 32589
## 548  2713 2025-06-05    Grace Jakarta Outlet 5      Ice Berry Coffe 43718
## 549  2716 2025-06-08   Ardifo Jakarta Outlet 3   Ice Coffee Avocado 19288
## 550  2724 2025-06-16   Fallen Jakarta Outlet 1        Ice Americano 23000
## 551  2727 2025-06-19    Lando Jakarta Outlet 3      Ice Coffee Lite 23735
## 552  2731 2025-06-23    Putri Jakarta Outlet 3 Hot Red Velvet Latte 38987
## 553  2738 2025-06-30     Aero Jakarta Outlet 3      Ice Berry Coffe 21934
## 554  2745 2025-07-07     Lala Jakarta Outlet 5        Ice Americano 22894
## 555  2746 2025-07-08    Angel Jakarta Outlet 2      Ice Coffee Lite 36533
## 556  2751 2025-07-13     Abdi Jakarta Outlet 3        Ice Americano 32334
## 557  2754 2025-07-16   Ardifo Jakarta Outlet 5      Ice Berry Coffe 28333
## 558  2755 2025-07-17   Jeffry Jakarta Outlet 2 Hot Red Velvet Latte 22021
## 559  2756 2025-07-18   Sherly Jakarta Outlet 2      Ice Coffee Lite 21650
## 560  2763 2025-07-25  Vanessa Jakarta Outlet 2    Hot Caramel Latte 36836
## 561  2764 2025-07-26   Nikita Jakarta Outlet 1      Ice Coffee Lite 20974
## 562  2777 2025-08-08  Vanessa Jakarta Outlet 5    Hot Caramel Latte 39205
## 563  2779 2025-08-10    Siana Jakarta Outlet 5    Ice Caramel Latte 20254
## 564  2780 2025-08-11     Abdi Jakarta Outlet 1        Hot Chocolate 40811
## 565  2784 2025-08-15   Sherly Jakarta Outlet 3         Es Kopi Susu 34524
## 566  2785 2025-08-16  Vanessa Jakarta Outlet 2    Ice Caramel Latte 25501
## 567  2790 2025-08-21   Ardifo Jakarta Outlet 3 Ice Red Velvet Latte 42010
## 568  2792 2025-08-23   Garvin Jakarta Outlet 2     Ice Matcha Latte 31787
## 569  2797 2025-08-28   Julian Jakarta Outlet 5    Hot Caramel Latte 21024
## 570  2799 2025-08-30   Jeffry Jakarta Outlet 2     Ice Matcha Latte 30723
## 571  2801 2025-09-01    Kefas Jakarta Outlet 2    Hot Caramel Latte 28413
## 572  2810 2025-09-10     Aero Jakarta Outlet 5   Ice Coffee Avocado 25878
## 573  2814 2025-09-14    Irene Jakarta Outlet 3      Ice Coffee Lite 31884
## 574  2818 2025-09-18   Nikita Jakarta Outlet 5      Ice Coffee Lite 25473
## 575  2825 2025-09-25    Lando Jakarta Outlet 3      Ice Berry Coffe 28110
## 576  2828 2025-09-28    Siana Jakarta Outlet 1        Hot Chocolate 29253
## 577  2849 2025-10-19   Nikita Jakarta Outlet 5        Hot Chocolate 44388
## 578  2863 2025-11-02     Aero Jakarta Outlet 3 Ice Red Velvet Latte 31589
## 579  2870 2025-11-09   Jeffry Jakarta Outlet 2        Hot Chocolate 30401
## 580  2873 2025-11-12 Clarissa Jakarta Outlet 5    Hot Caramel Latte 32414
## 581  2875 2025-11-14 Clarissa Jakarta Outlet 5 Hot Red Velvet Latte 44903
## 582  2893 2025-12-02   Sherly Jakarta Outlet 2        Ice Americano 35796
## 583  2895 2025-12-04 Clarissa Jakarta Outlet 2    Hot Caramel Latte 24694
## 584  2898 2025-12-07   Nikita Jakarta Outlet 5 Hot Red Velvet Latte 43313
## 585  2903 2025-12-12     Lala Jakarta Outlet 5 Ice Red Velvet Latte 20255
## 586  2904 2025-12-13   Sherly Jakarta Outlet 3     Ice Matcha Latte 29491
## 587  2911 2025-12-20     Joko Jakarta Outlet 3        Hot Chocolate 30269
## 588  2920 2025-12-29   Sherly Jakarta Outlet 3 Hot Red Velvet Latte 26465
## 589  2923 2026-01-01  Vanessa Jakarta Outlet 1   Ice Coffee Avocado 21276
## 590  2925 2026-01-03    Grace Jakarta Outlet 5  Ice Matcha Espresso 43633
## 591  2933 2026-01-11 Clarissa Jakarta Outlet 1        Hot Chocolate 25708
## 592  2941 2026-01-19   Sherly Jakarta Outlet 5   Ice Coffee Avocado 28971
## 593  2945 2026-01-23    Angel Jakarta Outlet 2 Ice Red Velvet Latte 39149
## 594  2948 2026-01-26  Vanessa Jakarta Outlet 2      Ice Berry Coffe 37444
## 595  2952 2026-01-30    Putri Jakarta Outlet 2 Hot Red Velvet Latte 43546
## 596  2955 2026-02-02    Grace Jakarta Outlet 3 Ice Red Velvet Latte 42364
## 597  2973 2026-02-20   Ardifo Jakarta Outlet 2      Ice Coffee Lite 26137
## 598  2974 2026-02-21   Julian Jakarta Outlet 1    Ice Caramel Latte 24921
## 599  2983 2026-03-02     Lala Jakarta Outlet 2 Ice Red Velvet Latte 33978
## 600  2984 2026-03-03   Nikita Jakarta Outlet 3            Cappucino 21893
## 601  2986 2026-03-05   Ardifo Jakarta Outlet 5       Ice Cafe Latte 28282
## 602  2992 2026-03-11     Abdi Jakarta Outlet 5      Ice Berry Coffe 24695
## 603  2999 2026-03-18     Joko Jakarta Outlet 1            Cappucino 35147
## 604  3004 2026-03-23    Irene Jakarta Outlet 5 Hot Red Velvet Latte 36493
## 605  3007 2026-03-26   Sherly Jakarta Outlet 1 Hot Red Velvet Latte 21681
## 606  3013 2026-04-01    Kefas Jakarta Outlet 2      Ice Coffee Lite 23704
## 607  3019 2026-04-07   Julian Jakarta Outlet 2         Es Kopi Susu 21185
## 608  3025 2026-04-13 Clarissa Jakarta Outlet 1   Ice Coffee Avocado 28801
## 609  3027 2026-04-15     Joko Jakarta Outlet 5  Ice Matcha Espresso 40200
## 610  3028 2026-04-16   Garvin Jakarta Outlet 1  Ice Matcha Espresso 31939
## 611  3029 2026-04-17   Fallen Jakarta Outlet 1      Ice Coffee Lite 20674
## 612  3034 2026-04-22     Abdi Jakarta Outlet 5      Ice Berry Coffe 19179
## 613  3039 2026-04-27     Abdi Jakarta Outlet 3        Ice Americano 44697
## 614  3047 2026-05-05    Kefas Jakarta Outlet 3      Ice Coffee Lite 24581
## 615  3051 2026-05-09    Putri Jakarta Outlet 5   Ice Coffee Avocado 21571
## 616  3053 2026-05-11     Aero Jakarta Outlet 3            Cappucino 26640
## 617  3058 2026-05-16    Lando Jakarta Outlet 2 Ice Red Velvet Latte 28883
## 618  3059 2026-05-17    Kefas Jakarta Outlet 2        Hot Chocolate 18439
## 619  3061 2026-05-19   Nikita Jakarta Outlet 1      Ice Berry Coffe 37459
## 620  3062 2026-05-20   Nikita Jakarta Outlet 5    Ice Caramel Latte 19975
## 621  3075 2026-06-02    Grace Jakarta Outlet 5         Es Kopi Susu 30210
## 622  3076 2026-06-03   Nikita Jakarta Outlet 2    Hot Caramel Latte 29418
## 623  3083 2026-06-10    Irene Jakarta Outlet 1         Es Kopi Susu 30344
## 624  3084 2026-06-11    Putri Jakarta Outlet 2       Ice Cafe Latte 34907
## 625  3085 2026-06-12   Fallen Jakarta Outlet 2        Ice Americano 30454
## 626  3088 2026-06-15   Julian Jakarta Outlet 2    Ice Caramel Latte 39162
## 627  3094 2026-06-21   Fallen Jakarta Outlet 3        Ice Americano 19272
## 628  3097 2026-06-24    Siana Jakarta Outlet 5    Ice Caramel Latte 23900
## 629  3098 2026-06-25    Lando Jakarta Outlet 3   Ice Coffee Avocado 27419
## 630  3101 2026-06-28   Fallen Jakarta Outlet 3      Ice Berry Coffe 27571
## 631  3106 2026-07-03   Ardifo Jakarta Outlet 5 Hot Red Velvet Latte 43873
## 632  3117 2026-07-14   Jeffry Jakarta Outlet 2      Ice Coffee Lite 20389
## 633  3121 2026-07-18   Sherly Jakarta Outlet 2    Ice Caramel Latte 23893
## 634  3123 2026-07-20    Irene Jakarta Outlet 1     Ice Matcha Latte 33839
## 635  3128 2026-07-25   Sherly Jakarta Outlet 2         Es Kopi Susu 28344
## 636  3138 2026-08-04     Abdi Jakarta Outlet 5         Es Kopi Susu 41487
## 637  3144 2026-08-10 Clarissa Jakarta Outlet 2            Cappucino 25430
## 638  3148 2026-08-14    Grace Jakarta Outlet 2        Ice Americano 27735
## 639  3157 2026-08-23    Lando Jakarta Outlet 1       Ice Cafe Latte 30325
## 640  3159 2026-08-25    Irene Jakarta Outlet 3        Hot Chocolate 35305
## 641  3167 2026-09-02     Lala Jakarta Outlet 2         Es Kopi Susu 30777
## 642  3176 2026-09-11    Lando Jakarta Outlet 1        Ice Americano 34349
## 643  3199 2026-10-04   Julian Jakarta Outlet 1         Es Kopi Susu 36528
## 644  3201 2026-10-06   Julian Jakarta Outlet 2       Ice Cafe Latte 24818
## 645  3204 2026-10-09   Fallen Jakarta Outlet 2     Ice Matcha Latte 43474
## 646  3205 2026-10-10    Lando Jakarta Outlet 1         Es Kopi Susu 22096
## 647  3208 2026-10-13    Irene Jakarta Outlet 1        Ice Americano 38198
## 648  3209 2026-10-14   Fallen Jakarta Outlet 5    Hot Caramel Latte 28134
## 649  3213 2026-10-18    Irene Jakarta Outlet 3 Ice Red Velvet Latte 41550
## 650  3214 2026-10-19   Nikita Jakarta Outlet 1     Ice Matcha Latte 28378
## 651  3221 2026-10-26     Abdi Jakarta Outlet 3         Es Kopi Susu 35590
## 652  3222 2026-10-27    Siana Jakarta Outlet 1    Hot Caramel Latte 32108
## 653  3223 2026-10-28    Irene Jakarta Outlet 2 Ice Red Velvet Latte 42371
## 654  3237 2026-11-11   Julian Jakarta Outlet 3            Cappucino 20894
## 655  3241 2026-11-15  Vanessa Jakarta Outlet 1 Hot Red Velvet Latte 22769
## 656  3243 2026-11-17  Vanessa Jakarta Outlet 5    Hot Caramel Latte 31889
## 657  3244 2026-11-18    Siana Jakarta Outlet 5   Ice Coffee Avocado 38164
## 658  3245 2026-11-19     Aero Jakarta Outlet 5   Ice Coffee Avocado 25136
## 659  3249 2026-11-23   Nikita Jakarta Outlet 5 Ice Red Velvet Latte 25470
## 660  3253 2026-11-27  Vanessa Jakarta Outlet 3     Ice Matcha Latte 36272
## 661  3255 2026-11-29    Grace Jakarta Outlet 1      Ice Berry Coffe 36826
## 662  3256 2026-11-30  Vanessa Jakarta Outlet 5         Es Kopi Susu 28503
## 663  3257 2026-12-01 Clarissa Jakarta Outlet 5  Ice Matcha Espresso 39112
## 664  3263 2026-12-07   Fallen Jakarta Outlet 1 Ice Red Velvet Latte 39451
## 665  3266 2026-12-10    Irene Jakarta Outlet 1      Ice Berry Coffe 29579
## 666  3270 2026-12-14    Angel Jakarta Outlet 5 Hot Red Velvet Latte 33272
## 667  3280 2026-12-24   Nikita Jakarta Outlet 5         Es Kopi Susu 24417
## 668  3287 2026-12-31  Vanessa Jakarta Outlet 3      Ice Coffee Lite 28869
## 669  3293 2027-01-06    Kefas Jakarta Outlet 1            Cappucino 28345
## 670  3294 2027-01-07    Lando Jakarta Outlet 1        Ice Americano 27370
## 671  3302 2027-01-15    Kefas Jakarta Outlet 1    Ice Caramel Latte 22180
## 672  3313 2027-01-26    Putri Jakarta Outlet 2            Cappucino 43905
## 673  3316 2027-01-29   Ardifo Jakarta Outlet 2            Cappucino 25977
## 674  3319 2027-02-01    Putri Jakarta Outlet 2    Hot Caramel Latte 38274
## 675  3337 2027-02-19    Grace Jakarta Outlet 5            Cappucino 22141
## 676  3339 2027-02-21     Abdi Jakarta Outlet 2            Cappucino 30746
## 677  3342 2027-02-24    Irene Jakarta Outlet 3        Hot Chocolate 25269
## 678  3343 2027-02-25    Grace Jakarta Outlet 3        Ice Americano 19539
## 679  3344 2027-02-26    Grace Jakarta Outlet 1 Ice Red Velvet Latte 28001
## 680  3347 2027-03-01     Abdi Jakarta Outlet 3            Cappucino 30463
## 681  3349 2027-03-03     Abdi Jakarta Outlet 3            Cappucino 21537
## 682  3351 2027-03-05    Siana Jakarta Outlet 2        Hot Chocolate 28150
## 683  3355 2027-03-09    Irene Jakarta Outlet 1       Ice Cafe Latte 27325
## 684  3370 2027-03-24  Vanessa Jakarta Outlet 3  Ice Matcha Espresso 31629
## 685  3372 2027-03-26   Ardifo Jakarta Outlet 3        Hot Chocolate 25704
## 686  3381 2027-04-04    Lando Jakarta Outlet 3        Ice Americano 24302
## 687  3395 2027-04-18   Sherly Jakarta Outlet 1        Hot Chocolate 40091
## 688  3397 2027-04-20  Vanessa Jakarta Outlet 1         Es Kopi Susu 29406
## 689  3401 2027-04-24   Jeffry Jakarta Outlet 1  Ice Matcha Espresso 34947
## 690  3406 2027-04-29   Nikita Jakarta Outlet 3            Cappucino 35129
## 691  3409 2027-05-02    Angel Jakarta Outlet 2            Cappucino 44263
## 692  3412 2027-05-05     Abdi Jakarta Outlet 5    Hot Caramel Latte 33632
## 693  3416 2027-05-09    Angel Jakarta Outlet 3         Es Kopi Susu 31856
## 694  3417 2027-05-10    Putri Jakarta Outlet 3    Ice Caramel Latte 44200
## 695  3420 2027-05-13   Fallen Jakarta Outlet 1   Ice Coffee Avocado 40016
## 696  3423 2027-05-16    Putri Jakarta Outlet 1       Ice Cafe Latte 38714
## 697  3429 2027-05-22   Sherly Jakarta Outlet 2     Ice Matcha Latte 32877
## 698  3436 2027-05-29   Nikita Jakarta Outlet 2  Ice Matcha Espresso 42548
## 699  3440 2027-06-02   Nikita Jakarta Outlet 2  Ice Matcha Espresso 44891
## 700  3448 2027-06-10     Joko Jakarta Outlet 2     Ice Matcha Latte 25111
## 701  3450 2027-06-12  Vanessa Jakarta Outlet 2       Ice Cafe Latte 25673
## 702  3464 2027-06-26   Jeffry Jakarta Outlet 2      Ice Berry Coffe 32741
## 703  3468 2027-06-30    Kefas Jakarta Outlet 5 Ice Red Velvet Latte 19224
## 704  3480 2027-07-12     Lala Jakarta Outlet 5            Cappucino 20427
## 705  3484 2027-07-16    Kefas Jakarta Outlet 1   Ice Coffee Avocado 33133
## 706  3485 2027-07-17   Nikita Jakarta Outlet 5      Ice Berry Coffe 40110
## 707  3491 2027-07-23   Nikita Jakarta Outlet 1  Ice Matcha Espresso 24696
## 708  3502 2027-08-03   Nikita Jakarta Outlet 2   Ice Coffee Avocado 23767
## 709  3503 2027-08-04   Garvin Jakarta Outlet 1        Ice Americano 29507
## 710  3504 2027-08-05    Lando Jakarta Outlet 5     Ice Matcha Latte 43215
## 711  3519 2027-08-20   Sherly Jakarta Outlet 2   Ice Coffee Avocado 19499
## 712  3520 2027-08-21   Nikita Jakarta Outlet 5      Ice Coffee Lite 36363
## 713  3523 2027-08-24   Julian Jakarta Outlet 2         Es Kopi Susu 43191
## 714  3528 2027-08-29     Joko Jakarta Outlet 1  Ice Matcha Espresso 38278
## 715  3530 2027-08-31   Ardifo Jakarta Outlet 5      Ice Berry Coffe 30276
## 716  3534 2027-09-04    Siana Jakarta Outlet 3 Ice Red Velvet Latte 30424
## 717  3537 2027-09-07 Clarissa Jakarta Outlet 5   Ice Coffee Avocado 21570
## 718  3540 2027-09-10 Clarissa Jakarta Outlet 2      Ice Berry Coffe 23457
## 719  3545 2027-09-15     Aero Jakarta Outlet 1  Ice Matcha Espresso 21434
## 720  3554 2027-09-24    Angel Jakarta Outlet 3        Ice Americano 20317
## 721  3557 2027-09-27     Aero Jakarta Outlet 2      Ice Coffee Lite 34838
## 722  3565 2027-10-05    Siana Jakarta Outlet 2  Ice Matcha Espresso 26422
## 723  3580 2027-10-20   Fallen Jakarta Outlet 5       Ice Cafe Latte 27968
## 724  3588 2027-10-28    Grace Jakarta Outlet 1      Ice Berry Coffe 18637
## 725  3599 2027-11-08    Grace Jakarta Outlet 3       Ice Cafe Latte 30566
## 726  3601 2027-11-10    Grace Jakarta Outlet 3 Hot Red Velvet Latte 19901
## 727  3617 2027-11-26    Siana Jakarta Outlet 3 Ice Red Velvet Latte 44321
## 728  3626 2027-12-05   Ardifo Jakarta Outlet 1    Ice Caramel Latte 27357
## 729  3636 2027-12-15   Garvin Jakarta Outlet 2    Hot Caramel Latte 26395
## 730  3645 2027-12-24    Angel Jakarta Outlet 5   Ice Coffee Avocado 41891
## 731  3646 2027-12-25   Garvin Jakarta Outlet 5 Hot Red Velvet Latte 22613
## 732  3654 2028-01-02    Grace Jakarta Outlet 3   Ice Coffee Avocado 25655
## 733  3659 2028-01-07   Nikita Jakarta Outlet 1      Ice Berry Coffe 27359
## 734  3661 2028-01-09   Garvin Jakarta Outlet 5      Ice Berry Coffe 40974
## 735  3662 2028-01-10    Angel Jakarta Outlet 2     Ice Matcha Latte 30669
## 736  3663 2028-01-11     Joko Jakarta Outlet 1 Ice Red Velvet Latte 37297
## 737  3672 2028-01-20    Irene Jakarta Outlet 2  Ice Matcha Espresso 40242
## 738  3687 2028-02-04   Julian Jakarta Outlet 1        Hot Chocolate 29297
## 739  3703 2028-02-20   Sherly Jakarta Outlet 1       Ice Cafe Latte 23985
## 740  3704 2028-02-21 Clarissa Jakarta Outlet 1  Ice Matcha Espresso 24755
## 741  3707 2028-02-24   Jeffry Jakarta Outlet 3 Ice Red Velvet Latte 20588
## 742  3709 2028-02-26   Ardifo Jakarta Outlet 5 Hot Red Velvet Latte 43734
## 743  3713 2028-03-01   Jeffry Jakarta Outlet 5            Cappucino 26660
## 744  3719 2028-03-07     Abdi Jakarta Outlet 2     Ice Matcha Latte 30191
## 745  3725 2028-03-13   Nikita Jakarta Outlet 5        Ice Americano 20332
## 746  3737 2028-03-25     Abdi Jakarta Outlet 1            Cappucino 38018
## 747  3754 2028-04-11   Ardifo Jakarta Outlet 2         Es Kopi Susu 29107
## 748  3758 2028-04-15   Ardifo Jakarta Outlet 3        Hot Chocolate 27949
## 749  3762 2028-04-19    Irene Jakarta Outlet 5 Hot Red Velvet Latte 43403
## 750  3765 2028-04-22    Grace Jakarta Outlet 5 Ice Red Velvet Latte 33684
## 751  3766 2028-04-23     Abdi Jakarta Outlet 2 Ice Red Velvet Latte 22003
## 752  3767 2028-04-24   Fallen Jakarta Outlet 2   Ice Coffee Avocado 19821
## 753  3768 2028-04-25   Julian Jakarta Outlet 3        Ice Americano 35652
## 754  3783 2028-05-10   Fallen Jakarta Outlet 1            Cappucino 39773
## 755  3800 2028-05-27 Clarissa Jakarta Outlet 3      Ice Berry Coffe 32446
## 756  3801 2028-05-28 Clarissa Jakarta Outlet 2         Es Kopi Susu 43386
## 757  3803 2028-05-30    Kefas Jakarta Outlet 1 Hot Red Velvet Latte 30197
## 758  3805 2028-06-01   Julian Jakarta Outlet 3        Ice Americano 29970
## 759  3819 2028-06-15     Lala Jakarta Outlet 1      Ice Coffee Lite 41173
## 760  3836 2028-07-02     Aero Jakarta Outlet 2       Ice Cafe Latte 23388
## 761  3839 2028-07-05    Irene Jakarta Outlet 5        Ice Americano 18911
## 762  3842 2028-07-08    Siana Jakarta Outlet 2 Ice Red Velvet Latte 29568
## 763  3848 2028-07-14   Nikita Jakarta Outlet 3   Ice Coffee Avocado 39252
## 764  3857 2028-07-23    Kefas Jakarta Outlet 1 Hot Red Velvet Latte 18054
## 765  3858 2028-07-24     Abdi Jakarta Outlet 2            Cappucino 29084
## 766  3868 2028-08-03    Siana Jakarta Outlet 2            Cappucino 26898
## 767  3870 2028-08-05     Aero Jakarta Outlet 1 Ice Red Velvet Latte 31680
## 768  3875 2028-08-10     Lala Jakarta Outlet 5            Cappucino 32618
## 769  3882 2028-08-17   Jeffry Jakarta Outlet 1        Ice Americano 31787
## 770  3896 2028-08-31   Sherly Jakarta Outlet 2  Ice Matcha Espresso 43582
## 771  3912 2028-09-16    Kefas Jakarta Outlet 2      Ice Coffee Lite 30738
## 772  3915 2028-09-19    Angel Jakarta Outlet 5      Ice Coffee Lite 20528
## 773  3918 2028-09-22    Grace Jakarta Outlet 2    Ice Caramel Latte 28397
## 774  3930 2028-10-04    Putri Jakarta Outlet 2       Ice Cafe Latte 42865
## 775  3934 2028-10-08     Aero Jakarta Outlet 1      Ice Berry Coffe 42182
## 776  3935 2028-10-09    Putri Jakarta Outlet 2    Hot Caramel Latte 23955
## 777  3938 2028-10-12    Irene Jakarta Outlet 3 Hot Red Velvet Latte 19638
## 778  3939 2028-10-13    Siana Jakarta Outlet 2    Ice Caramel Latte 39223
## 779  3941 2028-10-15    Kefas Jakarta Outlet 5         Es Kopi Susu 22528
## 780  3942 2028-10-16  Vanessa Jakarta Outlet 2            Cappucino 30836
## 781  3944 2028-10-18   Jeffry Jakarta Outlet 1            Cappucino 43530
## 782  3947 2028-10-21     Abdi Jakarta Outlet 5    Hot Caramel Latte 27533
## 783  3950 2028-10-24   Nikita Jakarta Outlet 5   Ice Coffee Avocado 44737
## 784  3957 2028-10-31   Fallen Jakarta Outlet 1        Hot Chocolate 36765
## 785  3959 2028-11-02    Grace Jakarta Outlet 3      Ice Coffee Lite 40664
## 786  3960 2028-11-03   Jeffry Jakarta Outlet 3      Ice Berry Coffe 30565
## 787  3962 2028-11-05    Putri Jakarta Outlet 1  Ice Matcha Espresso 29066
## 788  3963 2028-11-06   Sherly Jakarta Outlet 1    Ice Caramel Latte 18755
## 789  3964 2028-11-07   Ardifo Jakarta Outlet 3        Hot Chocolate 35684
## 790  3970 2028-11-13     Joko Jakarta Outlet 3       Ice Cafe Latte 28061
## 791  3971 2028-11-14    Grace Jakarta Outlet 5    Hot Caramel Latte 43081
## 792  3978 2028-11-21   Sherly Jakarta Outlet 5      Ice Coffee Lite 36103
## 793  3983 2028-11-26   Julian Jakarta Outlet 3     Ice Matcha Latte 43900
## 794  3985 2028-11-28     Joko Jakarta Outlet 3         Es Kopi Susu 26346
## 795  3986 2028-11-29 Clarissa Jakarta Outlet 2 Hot Red Velvet Latte 22831
## 796  3990 2028-12-03     Joko Jakarta Outlet 1      Ice Coffee Lite 24094
## 797  3994 2028-12-07    Irene Jakarta Outlet 1        Hot Chocolate 21651
## 798  4006 2028-12-19   Sherly Jakarta Outlet 5 Ice Red Velvet Latte 26675
## 799  4007 2028-12-20   Garvin Jakarta Outlet 2 Hot Red Velvet Latte 32667
## 800  4036 2029-01-18   Garvin Jakarta Outlet 5  Ice Matcha Espresso 31404
## 801  4037 2029-01-19     Aero Jakarta Outlet 5  Ice Matcha Espresso 40535
## 802  4044 2029-01-26    Irene Jakarta Outlet 1       Ice Cafe Latte 42688
## 803  4045 2029-01-27    Putri Jakarta Outlet 1       Ice Cafe Latte 26655
## 804  4055 2029-02-06    Grace Jakarta Outlet 3    Ice Caramel Latte 37902
## 805  4057 2029-02-08   Julian Jakarta Outlet 5    Ice Caramel Latte 31418
## 806  4069 2029-02-20   Julian Jakarta Outlet 5       Ice Cafe Latte 35295
## 807  4071 2029-02-22   Sherly Jakarta Outlet 5       Ice Cafe Latte 38679
## 808  4083 2029-03-06    Lando Jakarta Outlet 1 Ice Red Velvet Latte 41774
## 809  4084 2029-03-07 Clarissa Jakarta Outlet 5        Ice Americano 19381
## 810  4086 2029-03-09   Jeffry Jakarta Outlet 3       Ice Cafe Latte 29112
## 811  4088 2029-03-11   Garvin Jakarta Outlet 5      Ice Berry Coffe 34566
## 812  4093 2029-03-16   Sherly Jakarta Outlet 1  Ice Matcha Espresso 31083
## 813  4094 2029-03-17   Garvin Jakarta Outlet 3 Hot Red Velvet Latte 19974
## 814  4099 2029-03-22    Putri Jakarta Outlet 2     Ice Matcha Latte 22433
## 815  4105 2029-03-28   Fallen Jakarta Outlet 5     Ice Matcha Latte 24335
## 816  4109 2029-04-01    Siana Jakarta Outlet 1    Ice Caramel Latte 44447
## 817  4110 2029-04-02   Jeffry Jakarta Outlet 5  Ice Matcha Espresso 23992
## 818  4112 2029-04-04   Jeffry Jakarta Outlet 3 Ice Red Velvet Latte 28496
## 819  4113 2029-04-05    Lando Jakarta Outlet 5     Ice Matcha Latte 32684
## 820  4129 2029-04-21   Fallen Jakarta Outlet 2      Ice Berry Coffe 33672
## 821  4133 2029-04-25   Julian Jakarta Outlet 2     Ice Matcha Latte 39475
## 822  4135 2029-04-27    Siana Jakarta Outlet 3            Cappucino 37704
## 823  4138 2029-04-30   Nikita Jakarta Outlet 1       Ice Cafe Latte 33600
## 824  4148 2029-05-10   Fallen Jakarta Outlet 5      Ice Coffee Lite 36066
## 825  4166 2029-05-28     Lala Jakarta Outlet 5      Ice Coffee Lite 44217
## 826  4167 2029-05-29     Aero Jakarta Outlet 2        Hot Chocolate 28443
## 827  4171 2029-06-02    Putri Jakarta Outlet 1    Ice Caramel Latte 37389
## 828  4176 2029-06-07    Siana Jakarta Outlet 2  Ice Matcha Espresso 33006
## 829  4177 2029-06-08    Irene Jakarta Outlet 3    Ice Caramel Latte 19226
## 830  4196 2029-06-27   Nikita Jakarta Outlet 2     Ice Matcha Latte 36533
## 831  4197 2029-06-28    Angel Jakarta Outlet 2 Ice Red Velvet Latte 30683
## 832  4198 2029-06-29    Irene Jakarta Outlet 5         Es Kopi Susu 39423
## 833  4204 2029-07-05    Irene Jakarta Outlet 5 Hot Red Velvet Latte 42012
## 834  4214 2029-07-15  Vanessa Jakarta Outlet 5    Ice Caramel Latte 30203
## 835  4225 2029-07-26    Angel Jakarta Outlet 3            Cappucino 38454
## 836  4226 2029-07-27     Aero Jakarta Outlet 1 Ice Red Velvet Latte 18673
## 837  4227 2029-07-28    Angel Jakarta Outlet 5  Ice Matcha Espresso 29387
## 838  4230 2029-07-31   Garvin Jakarta Outlet 2        Hot Chocolate 35959
## 839  4236 2029-08-06    Grace Jakarta Outlet 3    Hot Caramel Latte 21094
## 840  4237 2029-08-07    Putri Jakarta Outlet 3       Ice Cafe Latte 40390
## 841  4247 2029-08-17    Grace Jakarta Outlet 2      Ice Coffee Lite 34852
## 842  4249 2029-08-19     Aero Jakarta Outlet 1            Cappucino 18995
## 843  4251 2029-08-21   Nikita Jakarta Outlet 2    Ice Caramel Latte 28090
## 844  4266 2029-09-05   Garvin Jakarta Outlet 5    Ice Caramel Latte 23033
## 845  4272 2029-09-11     Joko Jakarta Outlet 2         Es Kopi Susu 41838
## 846  4273 2029-09-12   Fallen Jakarta Outlet 1    Hot Caramel Latte 36162
## 847  4274 2029-09-13   Garvin Jakarta Outlet 3        Hot Chocolate 42286
## 848  4275 2029-09-14    Kefas Jakarta Outlet 2   Ice Coffee Avocado 31848
## 849  4278 2029-09-17   Ardifo Jakarta Outlet 3       Ice Cafe Latte 27069
## 850  4280 2029-09-19   Julian Jakarta Outlet 1   Ice Coffee Avocado 35549
## 851  4281 2029-09-20   Sherly Jakarta Outlet 5        Ice Americano 19989
## 852  4291 2029-09-30   Nikita Jakarta Outlet 5    Ice Caramel Latte 43157
## 853  4292 2029-10-01    Kefas Jakarta Outlet 1            Cappucino 27300
## 854  4293 2029-10-02 Clarissa Jakarta Outlet 2         Es Kopi Susu 37917
## 855  4300 2029-10-09    Kefas Jakarta Outlet 1       Ice Cafe Latte 23580
## 856  4314 2029-10-23  Vanessa Jakarta Outlet 2        Hot Chocolate 18940
## 857  4328 2029-11-06 Clarissa Jakarta Outlet 3     Ice Matcha Latte 38938
## 858  4330 2029-11-08    Putri Jakarta Outlet 1       Ice Cafe Latte 43025
## 859  4332 2029-11-10    Grace Jakarta Outlet 1         Es Kopi Susu 41450
## 860  4337 2029-11-15    Lando Jakarta Outlet 2         Es Kopi Susu 37888
## 861  4340 2029-11-18    Kefas Jakarta Outlet 1  Ice Matcha Espresso 41700
## 862  4341 2029-11-19  Vanessa Jakarta Outlet 3      Ice Coffee Lite 26458
## 863  4343 2029-11-21     Abdi Jakarta Outlet 1        Ice Americano 22393
## 864  4344 2029-11-22     Aero Jakarta Outlet 1 Ice Red Velvet Latte 35772
## 865  4348 2029-11-26    Siana Jakarta Outlet 5            Cappucino 20449
## 866  4350 2029-11-28    Angel Jakarta Outlet 1      Ice Berry Coffe 40895
## 867  4353 2029-12-01   Fallen Jakarta Outlet 2         Es Kopi Susu 44714
## 868  4354 2029-12-02    Siana Jakarta Outlet 1 Ice Red Velvet Latte 40487
## 869  4356 2029-12-04     Joko Jakarta Outlet 1  Ice Matcha Espresso 41777
## 870  4363 2029-12-11 Clarissa Jakarta Outlet 1     Ice Matcha Latte 36541
## 871  4364 2029-12-12    Irene Jakarta Outlet 1       Ice Cafe Latte 44735
## 872  4367 2029-12-15     Joko Jakarta Outlet 5            Cappucino 20828
## 873  4377 2029-12-25    Grace Jakarta Outlet 3  Ice Matcha Espresso 44452
## 874  4387 2030-01-04     Aero Jakarta Outlet 2       Ice Cafe Latte 32899
## 875  4389 2030-01-06 Clarissa Jakarta Outlet 2        Hot Chocolate 39949
## 876  4394 2030-01-11   Nikita Jakarta Outlet 5     Ice Matcha Latte 21503
## 877  4399 2030-01-16   Julian Jakarta Outlet 2         Es Kopi Susu 33432
## 878  4405 2030-01-22    Angel Jakarta Outlet 2         Es Kopi Susu 18509
## 879  4410 2030-01-27     Lala Jakarta Outlet 3       Ice Cafe Latte 42537
## 880  4411 2030-01-28    Putri Jakarta Outlet 1      Ice Berry Coffe 38595
## 881  4413 2030-01-30     Joko Jakarta Outlet 2        Hot Chocolate 25219
## 882  4415 2030-02-01     Joko Jakarta Outlet 3        Ice Americano 35744
## 883  4420 2030-02-06   Garvin Jakarta Outlet 1        Ice Americano 30736
## 884  4435 2030-02-21     Lala Jakarta Outlet 1      Ice Berry Coffe 38407
## 885  4436 2030-02-22  Vanessa Jakarta Outlet 1  Ice Matcha Espresso 26614
## 886  4439 2030-02-25   Jeffry Jakarta Outlet 5       Ice Cafe Latte 39692
## 887  4442 2030-02-28   Garvin Jakarta Outlet 3 Ice Red Velvet Latte 25923
## 888  4449 2030-03-07   Nikita Jakarta Outlet 2      Ice Berry Coffe 30489
## 889  4453 2030-03-11     Joko Jakarta Outlet 2   Ice Coffee Avocado 40122
## 890  4460 2030-03-18     Lala Jakarta Outlet 5      Ice Coffee Lite 18645
## 891  4462 2030-03-20   Garvin Jakarta Outlet 3 Ice Red Velvet Latte 36955
## 892  4463 2030-03-21   Jeffry Jakarta Outlet 3 Hot Red Velvet Latte 37963
## 893  4465 2030-03-23    Grace Jakarta Outlet 1    Ice Caramel Latte 37605
## 894  4471 2030-03-29    Siana Jakarta Outlet 2  Ice Matcha Espresso 26996
## 895  4476 2030-04-03    Irene Jakarta Outlet 5    Ice Caramel Latte 29767
## 896  4493 2030-04-20    Siana Jakarta Outlet 3    Ice Caramel Latte 29543
## 897  4495 2030-04-22    Putri Jakarta Outlet 2  Ice Matcha Espresso 36746
## 898  4507 2030-05-04   Fallen Jakarta Outlet 5     Ice Matcha Latte 34761
## 899  4513 2030-05-10   Julian Jakarta Outlet 2     Ice Matcha Latte 32017
## 900  4521 2030-05-18 Clarissa Jakarta Outlet 3         Es Kopi Susu 22598
## 901  4523 2030-05-20     Joko Jakarta Outlet 3       Ice Cafe Latte 43838
## 902  4527 2030-05-24    Siana Jakarta Outlet 3    Hot Caramel Latte 33424
## 903  4530 2030-05-27    Siana Jakarta Outlet 2            Cappucino 22133
## 904  4532 2030-05-29   Julian Jakarta Outlet 2    Hot Caramel Latte 20342
## 905  4538 2030-06-04    Grace Jakarta Outlet 3       Ice Cafe Latte 35330
## 906  4543 2030-06-09   Jeffry Jakarta Outlet 1    Hot Caramel Latte 36310
## 907  4548 2030-06-14    Irene Jakarta Outlet 3    Hot Caramel Latte 21470
## 908  4550 2030-06-16   Nikita Jakarta Outlet 1      Ice Berry Coffe 44092
## 909  4551 2030-06-17    Grace Jakarta Outlet 1 Hot Red Velvet Latte 30508
## 910  4559 2030-06-25    Siana Jakarta Outlet 1       Ice Cafe Latte 26671
## 911  4570 2030-07-06    Putri Jakarta Outlet 1    Ice Caramel Latte 27396
## 912  4581 2030-07-17    Kefas Jakarta Outlet 5  Ice Matcha Espresso 41537
## 913  4582 2030-07-18    Angel Jakarta Outlet 1    Hot Caramel Latte 42186
## 914  4591 2030-07-27   Julian Jakarta Outlet 5    Ice Caramel Latte 32103
## 915  4592 2030-07-28    Grace Jakarta Outlet 1      Ice Berry Coffe 31655
## 916  4603 2030-08-08     Abdi Jakarta Outlet 5    Hot Caramel Latte 36686
## 917  4606 2030-08-11    Siana Jakarta Outlet 1 Ice Red Velvet Latte 28022
## 918  4609 2030-08-14     Joko Jakarta Outlet 5       Ice Cafe Latte 43144
## 919  4620 2030-08-25   Jeffry Jakarta Outlet 5    Ice Caramel Latte 36558
## 920  4623 2030-08-28   Fallen Jakarta Outlet 2        Ice Americano 27584
## 921  4624 2030-08-29   Nikita Jakarta Outlet 5            Cappucino 27758
## 922  4630 2030-09-04  Vanessa Jakarta Outlet 3 Hot Red Velvet Latte 29800
## 923  4631 2030-09-05 Clarissa Jakarta Outlet 3   Ice Coffee Avocado 31142
## 924  4640 2030-09-14    Lando Jakarta Outlet 5    Ice Caramel Latte 29894
## 925  4642 2030-09-16    Lando Jakarta Outlet 5      Ice Berry Coffe 26751
## 926  4649 2030-09-23   Nikita Jakarta Outlet 5      Ice Coffee Lite 35405
## 927  4650 2030-09-24    Kefas Jakarta Outlet 2   Ice Coffee Avocado 20584
## 928  4655 2030-09-29   Nikita Jakarta Outlet 2      Ice Berry Coffe 44029
## 929  4657 2030-10-01  Vanessa Jakarta Outlet 2  Ice Matcha Espresso 25338
## 930  4662 2030-10-06    Angel Jakarta Outlet 1 Ice Red Velvet Latte 41572
## 931  4679 2030-10-23   Jeffry Jakarta Outlet 3         Es Kopi Susu 30167
## 932  4680 2030-10-24 Clarissa Jakarta Outlet 2 Ice Red Velvet Latte 20594
## 933  4682 2030-10-26    Irene Jakarta Outlet 3  Ice Matcha Espresso 18968
## 934  4687 2030-10-31    Irene Jakarta Outlet 2            Cappucino 35768
## 935  4691 2030-11-04    Lando Jakarta Outlet 1    Ice Caramel Latte 40097
## 936  4692 2030-11-05 Clarissa Jakarta Outlet 2       Ice Cafe Latte 31908
## 937  4694 2030-11-07     Aero Jakarta Outlet 2     Ice Matcha Latte 20041
## 938  4697 2030-11-10    Irene Jakarta Outlet 2       Ice Cafe Latte 22038
## 939  4698 2030-11-11    Lando Jakarta Outlet 1 Ice Red Velvet Latte 29310
## 940  4702 2030-11-15   Sherly Jakarta Outlet 2    Ice Caramel Latte 21259
## 941  4712 2030-11-25  Vanessa Jakarta Outlet 5         Es Kopi Susu 23607
## 942  4721 2030-12-04    Angel Jakarta Outlet 5    Ice Caramel Latte 23333
## 943  4725 2030-12-08     Abdi Jakarta Outlet 2  Ice Matcha Espresso 21190
## 944  4731 2030-12-14     Abdi Jakarta Outlet 3 Ice Red Velvet Latte 33196
## 945  4732 2030-12-15    Lando Jakarta Outlet 2     Ice Matcha Latte 22569
## 946  4733 2030-12-16    Lando Jakarta Outlet 2  Ice Matcha Espresso 24636
## 947  4735 2030-12-18    Lando Jakarta Outlet 3    Hot Caramel Latte 30209
## 948  4744 2030-12-27    Kefas Jakarta Outlet 5         Es Kopi Susu 28188
## 949  4754 2031-01-06    Putri Jakarta Outlet 1  Ice Matcha Espresso 19266
## 950  4755 2031-01-07    Putri Jakarta Outlet 2            Cappucino 36325
## 951  4756 2031-01-08   Ardifo Jakarta Outlet 3        Hot Chocolate 39910
## 952  4761 2031-01-13    Kefas Jakarta Outlet 2        Hot Chocolate 25367
## 953  4762 2031-01-14    Siana Jakarta Outlet 3     Ice Matcha Latte 40579
## 954  4764 2031-01-16   Sherly Jakarta Outlet 3            Cappucino 29877
## 955  4765 2031-01-17    Lando Jakarta Outlet 1   Ice Coffee Avocado 38883
## 956  4766 2031-01-18     Aero Jakarta Outlet 3        Hot Chocolate 36015
## 957  4772 2031-01-24 Clarissa Jakarta Outlet 3      Ice Coffee Lite 22716
## 958  4773 2031-01-25     Joko Jakarta Outlet 5     Ice Matcha Latte 30112
## 959  4775 2031-01-27    Lando Jakarta Outlet 1 Hot Red Velvet Latte 25697
## 960  4778 2031-01-30   Sherly Jakarta Outlet 5      Ice Berry Coffe 36445
## 961  4780 2031-02-01    Grace Jakarta Outlet 3   Ice Coffee Avocado 19361
## 962  4782 2031-02-03     Lala Jakarta Outlet 1      Ice Coffee Lite 30035
## 963  4795 2031-02-16   Ardifo Jakarta Outlet 2    Hot Caramel Latte 42589
## 964  4800 2031-02-21   Julian Jakarta Outlet 1 Ice Red Velvet Latte 31940
## 965  4807 2031-02-28  Vanessa Jakarta Outlet 3 Hot Red Velvet Latte 30733
## 966  4811 2031-03-04    Kefas Jakarta Outlet 2      Ice Berry Coffe 34629
## 967  4815 2031-03-08     Aero Jakarta Outlet 1        Ice Americano 38075
## 968  4829 2031-03-22   Jeffry Jakarta Outlet 5         Es Kopi Susu 35083
## 969  4830 2031-03-23    Siana Jakarta Outlet 1    Ice Caramel Latte 37528
## 970  4831 2031-03-24     Aero Jakarta Outlet 2  Ice Matcha Espresso 18071
## 971  4833 2031-03-26    Grace Jakarta Outlet 3        Ice Americano 26780
## 972  4843 2031-04-05   Fallen Jakarta Outlet 5    Hot Caramel Latte 32997
## 973  4845 2031-04-07 Clarissa Jakarta Outlet 2        Ice Americano 39833
## 974  4846 2031-04-08   Sherly Jakarta Outlet 2        Ice Americano 20491
## 975  4853 2031-04-15  Vanessa Jakarta Outlet 2 Ice Red Velvet Latte 31662
## 976  4865 2031-04-27    Angel Jakarta Outlet 5     Ice Matcha Latte 27470
## 977  4868 2031-04-30    Irene Jakarta Outlet 2      Ice Berry Coffe 33245
## 978  4873 2031-05-05     Lala Jakarta Outlet 5 Ice Red Velvet Latte 36737
## 979  4880 2031-05-12 Clarissa Jakarta Outlet 3       Ice Cafe Latte 27690
## 980  4881 2031-05-13     Joko Jakarta Outlet 1      Ice Berry Coffe 19105
## 981  4894 2031-05-26  Vanessa Jakarta Outlet 3       Ice Cafe Latte 30174
## 982  4896 2031-05-28   Julian Jakarta Outlet 2        Hot Chocolate 18015
## 983  4900 2031-06-01   Ardifo Jakarta Outlet 5   Ice Coffee Avocado 18700
## 984  4903 2031-06-04  Vanessa Jakarta Outlet 1 Hot Red Velvet Latte 30048
## 985  4913 2031-06-14    Angel Jakarta Outlet 2  Ice Matcha Espresso 37336
## 986  4927 2031-06-28    Kefas Jakarta Outlet 1            Cappucino 37098
## 987  4934 2031-07-05   Garvin Jakarta Outlet 3        Ice Americano 30532
## 988  4941 2031-07-12     Joko Jakarta Outlet 3        Hot Chocolate 23938
## 989  4942 2031-07-13    Angel Jakarta Outlet 3      Ice Berry Coffe 18588
## 990  4944 2031-07-15   Jeffry Jakarta Outlet 2 Hot Red Velvet Latte 18969
## 991  4948 2031-07-19    Putri Jakarta Outlet 2      Ice Coffee Lite 32420
## 992  4962 2031-08-02 Clarissa Jakarta Outlet 5     Ice Matcha Latte 20479
## 993  4966 2031-08-06     Lala Jakarta Outlet 3 Hot Red Velvet Latte 24376
## 994  4967 2031-08-07   Jeffry Jakarta Outlet 3    Ice Caramel Latte 37905
## 995  4969 2031-08-09  Vanessa Jakarta Outlet 3    Hot Caramel Latte 22607
## 996  4971 2031-08-11   Fallen Jakarta Outlet 2      Ice Coffee Lite 37092
## 997  4976 2031-08-16  Vanessa Jakarta Outlet 5      Ice Berry Coffe 26293
## 998  4977 2031-08-17   Nikita Jakarta Outlet 1 Hot Red Velvet Latte 39361
## 999  4986 2031-08-26     Abdi Jakarta Outlet 2 Ice Red Velvet Latte 26642
## 1000 4999 2031-09-08     Lala Jakarta Outlet 5        Hot Chocolate 36990
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Jakarta%>%head(10)

##    Id       Date     Name  Cities   Outlet                Menu Price Discount
## 1   7 2018-01-07    Irene Jakarta Outlet 2       Hot Chocolate 36657     0.06
## 2  18 2018-01-18    Irene Jakarta Outlet 1     Ice Berry Coffe 20935     0.08
## 3  21 2018-01-21     Abdi Jakarta Outlet 2     Ice Berry Coffe 41321     0.06
## 4  32 2018-02-01   Ardifo Jakarta Outlet 1   Ice Caramel Latte 19813     0.10
## 5  33 2018-02-02   Fallen Jakarta Outlet 3 Ice Matcha Espresso 39378     0.11
## 6  35 2018-02-04   Jeffry Jakarta Outlet 3     Ice Berry Coffe 28845     0.06
## 7  50 2018-02-19 Clarissa Jakarta Outlet 2    Ice Matcha Latte 30635     0.07
## 8  65 2018-03-06   Nikita Jakarta Outlet 1   Hot Caramel Latte 44852     0.07
## 9  66 2018-03-07     Joko Jakarta Outlet 2     Ice Coffee Lite 22835     0.06
## 10 69 2018-03-10     Lala Jakarta Outlet 2     Ice Berry Coffe 24698     0.08

• Extract all data set or transactions at Kopi Kenangan, in the specific menu for instance Hot Chocolate.

library(dplyr)
HotChocolate<-KopiKenangan%>%filter(Menu=="Hot Chocolate")%>%print()

##       Id       Date     Name    Cities   Outlet          Menu Price Discount
## 1      4 2018-01-04    Grace     Bogor Outlet 5 Hot Chocolate 33707     0.06
## 2      7 2018-01-07    Irene   Jakarta Outlet 2 Hot Chocolate 36657     0.06
## 3     10 2018-01-10   Jeffry    Bekasi Outlet 2 Hot Chocolate 23568     0.07
## 4     64 2018-03-05    Lando     Bogor Outlet 2 Hot Chocolate 28504     0.10
## 5     70 2018-03-11     Lala     Depok Outlet 3 Hot Chocolate 18702     0.06
## 6     88 2018-03-29    Irene     Depok Outlet 3 Hot Chocolate 22560     0.09
## 7    123 2018-05-03   Fallen    Bekasi Outlet 2 Hot Chocolate 20908     0.05
## 8    129 2018-05-09    Irene     Bogor Outlet 3 Hot Chocolate 30537     0.06
## 9    141 2018-05-21   Garvin     Bogor Outlet 3 Hot Chocolate 18102     0.10
## 10   164 2018-06-13    Angel     Depok Outlet 5 Hot Chocolate 42026     0.12
## 11   172 2018-06-21   Julian   Jakarta Outlet 3 Hot Chocolate 18395     0.10
## 12   216 2018-08-04    Siana     Bogor Outlet 2 Hot Chocolate 26173     0.05
## 13   229 2018-08-17   Ardifo Tangerang Outlet 3 Hot Chocolate 35736     0.08
## 14   251 2018-09-08     Abdi Tangerang Outlet 1 Hot Chocolate 31521     0.10
## 15   279 2018-10-06   Jeffry     Bogor Outlet 3 Hot Chocolate 39369     0.08
## 16   295 2018-10-22    Kefas   Jakarta Outlet 5 Hot Chocolate 44902     0.07
## 17   299 2018-10-26   Nikita    Bekasi Outlet 5 Hot Chocolate 33820     0.11
## 18   330 2018-11-26   Nikita    Bekasi Outlet 3 Hot Chocolate 26334     0.06
## 19   338 2018-12-04   Ardifo     Depok Outlet 1 Hot Chocolate 38983     0.06
## 20   354 2018-12-20   Sherly     Bogor Outlet 3 Hot Chocolate 26379     0.10
## 21   378 2019-01-13     Aero    Bekasi Outlet 2 Hot Chocolate 19249     0.09
## 22   426 2019-03-02    Irene     Bogor Outlet 5 Hot Chocolate 37638     0.11
## 23   444 2019-03-20  Vanessa Tangerang Outlet 2 Hot Chocolate 23655     0.10
## 24   446 2019-03-22     Joko   Jakarta Outlet 3 Hot Chocolate 26507     0.11
## 25   449 2019-03-25     Abdi     Depok Outlet 3 Hot Chocolate 30041     0.06
## 26   477 2019-04-22   Nikita     Depok Outlet 2 Hot Chocolate 20071     0.06
## 27   480 2019-04-25  Vanessa Tangerang Outlet 1 Hot Chocolate 40593     0.11
## 28   489 2019-05-04    Putri Tangerang Outlet 5 Hot Chocolate 18126     0.11
## 29   492 2019-05-07  Vanessa   Jakarta Outlet 5 Hot Chocolate 30256     0.09
## 30   503 2019-05-18    Irene Tangerang Outlet 5 Hot Chocolate 35852     0.11
## 31   508 2019-05-23  Vanessa    Bekasi Outlet 2 Hot Chocolate 43963     0.07
## 32   516 2019-05-31     Joko Tangerang Outlet 2 Hot Chocolate 28814     0.10
## 33   536 2019-06-20     Abdi   Jakarta Outlet 1 Hot Chocolate 43077     0.06
## 34   559 2019-07-13    Putri   Jakarta Outlet 5 Hot Chocolate 40883     0.11
## 35   571 2019-07-25   Garvin   Jakarta Outlet 5 Hot Chocolate 44491     0.08
## 36   580 2019-08-03   Ardifo Tangerang Outlet 3 Hot Chocolate 38128     0.11
## 37   594 2019-08-17     Abdi     Bogor Outlet 1 Hot Chocolate 26566     0.05
## 38   601 2019-08-24   Fallen     Depok Outlet 3 Hot Chocolate 38294     0.05
## 39   609 2019-09-01     Joko    Bekasi Outlet 3 Hot Chocolate 30483     0.07
## 40   615 2019-09-07     Joko   Jakarta Outlet 2 Hot Chocolate 38585     0.11
## 41   617 2019-09-09   Fallen   Jakarta Outlet 3 Hot Chocolate 42985     0.10
## 42   629 2019-09-21   Garvin     Bogor Outlet 2 Hot Chocolate 18895     0.09
## 43   641 2019-10-03    Grace   Jakarta Outlet 1 Hot Chocolate 35035     0.06
## 44   647 2019-10-09  Vanessa   Jakarta Outlet 2 Hot Chocolate 25601     0.11
## 45   655 2019-10-17  Vanessa    Bekasi Outlet 3 Hot Chocolate 26555     0.10
## 46   677 2019-11-08     Abdi     Bogor Outlet 3 Hot Chocolate 32275     0.11
## 47   698 2019-11-29   Garvin Tangerang Outlet 1 Hot Chocolate 32234     0.07
## 48   725 2019-12-26    Angel Tangerang Outlet 5 Hot Chocolate 28526     0.06
## 49   727 2019-12-28   Ardifo     Depok Outlet 2 Hot Chocolate 23157     0.11
## 50   748 2020-01-18    Kefas    Bekasi Outlet 3 Hot Chocolate 41371     0.08
## 51   750 2020-01-20     Lala    Bekasi Outlet 5 Hot Chocolate 20738     0.10
## 52   776 2020-02-15    Grace   Jakarta Outlet 1 Hot Chocolate 18386     0.11
## 53   785 2020-02-24    Kefas Tangerang Outlet 1 Hot Chocolate 28889     0.09
## 54   792 2020-03-02  Vanessa     Depok Outlet 5 Hot Chocolate 40289     0.10
## 55   811 2020-03-21 Clarissa Tangerang Outlet 3 Hot Chocolate 33560     0.06
## 56   833 2020-04-12   Julian   Jakarta Outlet 1 Hot Chocolate 35096     0.10
## 57   834 2020-04-13   Nikita Tangerang Outlet 2 Hot Chocolate 20303     0.11
## 58   853 2020-05-02   Julian   Jakarta Outlet 5 Hot Chocolate 37879     0.08
## 59   905 2020-06-23 Clarissa     Bogor Outlet 1 Hot Chocolate 26619     0.05
## 60   925 2020-07-13 Clarissa   Jakarta Outlet 2 Hot Chocolate 34635     0.06
## 61   936 2020-07-24   Ardifo Tangerang Outlet 1 Hot Chocolate 40399     0.07
## 62   939 2020-07-27   Nikita     Depok Outlet 2 Hot Chocolate 41725     0.12
## 63   940 2020-07-28    Putri    Bekasi Outlet 5 Hot Chocolate 34618     0.10
## 64   964 2020-08-21    Grace     Bogor Outlet 3 Hot Chocolate 39155     0.09
## 65   969 2020-08-26    Angel   Jakarta Outlet 3 Hot Chocolate 29647     0.06
## 66   970 2020-08-27     Aero    Bekasi Outlet 5 Hot Chocolate 25139     0.11
## 67   984 2020-09-10    Irene     Bogor Outlet 2 Hot Chocolate 43227     0.07
## 68   990 2020-09-16    Angel   Jakarta Outlet 5 Hot Chocolate 40850     0.09
## 69  1020 2020-10-16    Irene   Jakarta Outlet 2 Hot Chocolate 28028     0.07
## 70  1034 2020-10-30    Kefas     Depok Outlet 2 Hot Chocolate 34106     0.05
## 71  1037 2020-11-02   Nikita Tangerang Outlet 5 Hot Chocolate 44534     0.11
## 72  1042 2020-11-07    Angel    Bekasi Outlet 2 Hot Chocolate 31905     0.09
## 73  1044 2020-11-09     Aero   Jakarta Outlet 1 Hot Chocolate 33078     0.07
## 74  1056 2020-11-21    Siana    Bekasi Outlet 2 Hot Chocolate 19997     0.11
## 75  1072 2020-12-07     Lala   Jakarta Outlet 1 Hot Chocolate 36030     0.07
## 76  1078 2020-12-13   Fallen Tangerang Outlet 1 Hot Chocolate 21263     0.05
## 77  1080 2020-12-15    Lando     Bogor Outlet 5 Hot Chocolate 35898     0.12
## 78  1101 2021-01-05  Vanessa     Bogor Outlet 1 Hot Chocolate 25635     0.06
## 79  1116 2021-01-20    Angel   Jakarta Outlet 2 Hot Chocolate 18902     0.10
## 80  1174 2021-03-19    Kefas     Depok Outlet 5 Hot Chocolate 27795     0.08
## 81  1186 2021-03-31     Abdi     Depok Outlet 3 Hot Chocolate 39382     0.12
## 82  1188 2021-04-02   Jeffry    Bekasi Outlet 3 Hot Chocolate 27622     0.09
## 83  1192 2021-04-06   Nikita     Bogor Outlet 5 Hot Chocolate 19382     0.05
## 84  1201 2021-04-15     Aero Tangerang Outlet 2 Hot Chocolate 26378     0.08
## 85  1213 2021-04-27 Clarissa   Jakarta Outlet 1 Hot Chocolate 34116     0.06
## 86  1231 2021-05-15     Abdi   Jakarta Outlet 2 Hot Chocolate 18707     0.07
## 87  1238 2021-05-22   Sherly   Jakarta Outlet 2 Hot Chocolate 30531     0.06
## 88  1241 2021-05-25  Vanessa   Jakarta Outlet 2 Hot Chocolate 43184     0.06
## 89  1252 2021-06-05    Grace     Depok Outlet 5 Hot Chocolate 37085     0.12
## 90  1254 2021-06-07    Irene    Bekasi Outlet 1 Hot Chocolate 20487     0.06
## 91  1268 2021-06-21  Vanessa     Depok Outlet 1 Hot Chocolate 39662     0.08
## 92  1278 2021-07-01 Clarissa    Bekasi Outlet 5 Hot Chocolate 27729     0.06
## 93  1303 2021-07-26   Sherly   Jakarta Outlet 3 Hot Chocolate 33233     0.10
## 94  1304 2021-07-27    Grace   Jakarta Outlet 5 Hot Chocolate 32465     0.11
## 95  1313 2021-08-05    Putri    Bekasi Outlet 3 Hot Chocolate 20204     0.06
## 96  1334 2021-08-26   Nikita    Bekasi Outlet 5 Hot Chocolate 26540     0.08
## 97  1350 2021-09-11    Irene     Bogor Outlet 3 Hot Chocolate 23240     0.06
## 98  1351 2021-09-12   Sherly Tangerang Outlet 5 Hot Chocolate 40125     0.07
## 99  1370 2021-10-01    Kefas     Depok Outlet 2 Hot Chocolate 29994     0.11
## 100 1381 2021-10-12     Abdi     Depok Outlet 3 Hot Chocolate 25723     0.08
## 101 1393 2021-10-24  Vanessa    Bekasi Outlet 1 Hot Chocolate 31235     0.08
## 102 1396 2021-10-27   Fallen    Bekasi Outlet 5 Hot Chocolate 22772     0.09
## 103 1423 2021-11-23   Nikita Tangerang Outlet 5 Hot Chocolate 24889     0.07
## 104 1430 2021-11-30     Joko     Depok Outlet 3 Hot Chocolate 33749     0.08
## 105 1432 2021-12-02     Lala     Bogor Outlet 5 Hot Chocolate 21614     0.11
## 106 1447 2021-12-17     Lala    Bekasi Outlet 5 Hot Chocolate 21283     0.10
## 107 1449 2021-12-19   Jeffry   Jakarta Outlet 1 Hot Chocolate 35800     0.10
## 108 1475 2022-01-14    Putri     Bogor Outlet 2 Hot Chocolate 32927     0.10
## 109 1485 2022-01-24     Joko     Bogor Outlet 3 Hot Chocolate 36343     0.07
## 110 1561 2022-04-10     Joko    Bekasi Outlet 3 Hot Chocolate 44180     0.05
## 111 1564 2022-04-13   Garvin     Bogor Outlet 5 Hot Chocolate 32332     0.06
## 112 1565 2022-04-14   Ardifo     Depok Outlet 2 Hot Chocolate 30560     0.10
## 113 1600 2022-05-19     Abdi Tangerang Outlet 5 Hot Chocolate 38880     0.10
## 114 1625 2022-06-13   Garvin Tangerang Outlet 3 Hot Chocolate 28494     0.11
## 115 1629 2022-06-17    Angel     Depok Outlet 5 Hot Chocolate 32052     0.12
## 116 1633 2022-06-21    Lando   Jakarta Outlet 3 Hot Chocolate 20679     0.12
## 117 1634 2022-06-22    Putri     Bogor Outlet 3 Hot Chocolate 43155     0.06
## 118 1661 2022-07-19   Garvin   Jakarta Outlet 2 Hot Chocolate 21554     0.09
## 119 1669 2022-07-27  Vanessa     Bogor Outlet 1 Hot Chocolate 44713     0.09
## 120 1721 2022-09-17   Nikita     Bogor Outlet 1 Hot Chocolate 22696     0.06
## 121 1746 2022-10-12    Putri Tangerang Outlet 2 Hot Chocolate 41327     0.05
## 122 1775 2022-11-10    Siana     Bogor Outlet 5 Hot Chocolate 18697     0.09
## 123 1783 2022-11-18   Julian   Jakarta Outlet 1 Hot Chocolate 21659     0.08
## 124 1784 2022-11-19     Lala   Jakarta Outlet 1 Hot Chocolate 39814     0.09
## 125 1789 2022-11-24     Lala   Jakarta Outlet 1 Hot Chocolate 19943     0.07
## 126 1801 2022-12-06   Garvin    Bekasi Outlet 2 Hot Chocolate 31475     0.06
## 127 1804 2022-12-09   Fallen     Bogor Outlet 2 Hot Chocolate 26942     0.10
## 128 1809 2022-12-14   Ardifo Tangerang Outlet 5 Hot Chocolate 19477     0.06
## 129 1820 2022-12-25     Lala    Bekasi Outlet 3 Hot Chocolate 35800     0.12
## 130 1822 2022-12-27  Vanessa   Jakarta Outlet 1 Hot Chocolate 42440     0.07
## 131 1854 2023-01-28    Grace     Bogor Outlet 5 Hot Chocolate 39983     0.06
## 132 1855 2023-01-29    Angel     Bogor Outlet 1 Hot Chocolate 30741     0.09
## 133 1883 2023-02-26    Grace     Bogor Outlet 5 Hot Chocolate 29527     0.09
## 134 1897 2023-03-12    Lando    Bekasi Outlet 2 Hot Chocolate 26080     0.10
## 135 1937 2023-04-21 Clarissa    Bekasi Outlet 1 Hot Chocolate 18165     0.07
## 136 1944 2023-04-28   Fallen   Jakarta Outlet 5 Hot Chocolate 40413     0.05
## 137 1948 2023-05-02   Julian     Depok Outlet 2 Hot Chocolate 38718     0.06
## 138 1953 2023-05-07     Lala   Jakarta Outlet 2 Hot Chocolate 34758     0.09
## 139 1969 2023-05-23    Angel     Bogor Outlet 2 Hot Chocolate 35222     0.10
## 140 1989 2023-06-12    Lando     Depok Outlet 3 Hot Chocolate 27032     0.08
## 141 1997 2023-06-20    Irene    Bekasi Outlet 2 Hot Chocolate 26942     0.08
## 142 2012 2023-07-05 Clarissa    Bekasi Outlet 3 Hot Chocolate 22181     0.12
## 143 2024 2023-07-17     Lala   Jakarta Outlet 5 Hot Chocolate 37176     0.07
## 144 2030 2023-07-23    Siana Tangerang Outlet 1 Hot Chocolate 19771     0.11
## 145 2036 2023-07-29    Siana     Bogor Outlet 2 Hot Chocolate 38492     0.08
## 146 2053 2023-08-15 Clarissa    Bekasi Outlet 1 Hot Chocolate 37792     0.08
## 147 2068 2023-08-30   Ardifo    Bekasi Outlet 3 Hot Chocolate 33480     0.07
## 148 2084 2023-09-15  Vanessa     Depok Outlet 1 Hot Chocolate 20854     0.10
## 149 2101 2023-10-02   Ardifo Tangerang Outlet 1 Hot Chocolate 33040     0.12
## 150 2105 2023-10-06 Clarissa     Bogor Outlet 2 Hot Chocolate 26574     0.07
## 151 2110 2023-10-11  Vanessa   Jakarta Outlet 1 Hot Chocolate 37465     0.11
## 152 2120 2023-10-21     Abdi Tangerang Outlet 2 Hot Chocolate 40797     0.06
## 153 2143 2023-11-13   Jeffry   Jakarta Outlet 1 Hot Chocolate 33925     0.08
## 154 2165 2023-12-05    Irene     Bogor Outlet 2 Hot Chocolate 42326     0.06
## 155 2208 2024-01-17   Fallen     Depok Outlet 1 Hot Chocolate 33234     0.06
## 156 2226 2024-02-04   Ardifo   Jakarta Outlet 2 Hot Chocolate 40598     0.09
## 157 2231 2024-02-09    Kefas     Depok Outlet 3 Hot Chocolate 36993     0.06
## 158 2246 2024-02-24 Clarissa     Bogor Outlet 1 Hot Chocolate 18756     0.08
## 159 2255 2024-03-04    Irene Tangerang Outlet 2 Hot Chocolate 28014     0.09
## 160 2271 2024-03-20  Vanessa   Jakarta Outlet 1 Hot Chocolate 24538     0.10
## 161 2274 2024-03-23     Lala Tangerang Outlet 5 Hot Chocolate 41510     0.11
## 162 2280 2024-03-29   Sherly Tangerang Outlet 2 Hot Chocolate 34144     0.05
## 163 2287 2024-04-05     Aero     Bogor Outlet 3 Hot Chocolate 37411     0.11
## 164 2296 2024-04-14    Kefas     Bogor Outlet 2 Hot Chocolate 27082     0.09
## 165 2336 2024-05-24   Jeffry   Jakarta Outlet 3 Hot Chocolate 34451     0.08
## 166 2350 2024-06-07     Joko    Bekasi Outlet 2 Hot Chocolate 35929     0.08
## 167 2361 2024-06-18   Ardifo     Depok Outlet 2 Hot Chocolate 26548     0.12
## 168 2370 2024-06-27     Joko Tangerang Outlet 1 Hot Chocolate 23987     0.11
## 169 2380 2024-07-07   Ardifo   Jakarta Outlet 2 Hot Chocolate 28579     0.06
## 170 2391 2024-07-18     Lala   Jakarta Outlet 2 Hot Chocolate 33494     0.06
## 171 2406 2024-08-02    Putri     Bogor Outlet 2 Hot Chocolate 34407     0.07
## 172 2429 2024-08-25   Julian   Jakarta Outlet 1 Hot Chocolate 34211     0.11
## 173 2445 2024-09-10     Abdi Tangerang Outlet 5 Hot Chocolate 26641     0.07
## 174 2462 2024-09-27     Lala     Depok Outlet 3 Hot Chocolate 25730     0.09
## 175 2475 2024-10-10   Julian   Jakarta Outlet 1 Hot Chocolate 30546     0.12
## 176 2490 2024-10-25    Kefas     Depok Outlet 3 Hot Chocolate 32778     0.12
## 177 2496 2024-10-31   Garvin     Bogor Outlet 3 Hot Chocolate 25676     0.09
## 178 2507 2024-11-11    Siana     Depok Outlet 3 Hot Chocolate 34411     0.10
## 179 2546 2024-12-20    Grace    Bekasi Outlet 5 Hot Chocolate 44514     0.10
## 180 2547 2024-12-21    Siana     Bogor Outlet 2 Hot Chocolate 18551     0.12
## 181 2571 2025-01-14    Angel    Bekasi Outlet 5 Hot Chocolate 26994     0.09
## 182 2580 2025-01-23     Abdi Tangerang Outlet 2 Hot Chocolate 21745     0.11
## 183 2584 2025-01-27   Ardifo    Bekasi Outlet 3 Hot Chocolate 29158     0.06
## 184 2599 2025-02-11    Putri Tangerang Outlet 2 Hot Chocolate 43750     0.05
## 185 2616 2025-02-28   Julian     Depok Outlet 1 Hot Chocolate 37450     0.08
## 186 2620 2025-03-04     Lala    Bekasi Outlet 2 Hot Chocolate 25637     0.11
## 187 2623 2025-03-07    Lando   Jakarta Outlet 1 Hot Chocolate 39149     0.10
## 188 2640 2025-03-24   Julian     Bogor Outlet 1 Hot Chocolate 38334     0.11
## 189 2644 2025-03-28     Abdi     Depok Outlet 2 Hot Chocolate 26559     0.11
## 190 2647 2025-03-31    Lando    Bekasi Outlet 5 Hot Chocolate 24002     0.08
## 191 2656 2025-04-09    Kefas   Jakarta Outlet 3 Hot Chocolate 37799     0.09
## 192 2670 2025-04-23     Aero    Bekasi Outlet 1 Hot Chocolate 25282     0.07
## 193 2672 2025-04-25   Jeffry Tangerang Outlet 3 Hot Chocolate 32158     0.08
## 194 2715 2025-06-07  Vanessa    Bekasi Outlet 5 Hot Chocolate 39395     0.08
## 195 2726 2025-06-18   Jeffry    Bekasi Outlet 3 Hot Chocolate 44629     0.12
## 196 2735 2025-06-27    Kefas     Depok Outlet 2 Hot Chocolate 28758     0.06
## 197 2736 2025-06-28    Irene     Bogor Outlet 3 Hot Chocolate 28679     0.09
## 198 2757 2025-07-19    Irene     Bogor Outlet 5 Hot Chocolate 22972     0.06
## 199 2759 2025-07-21   Ardifo    Bekasi Outlet 2 Hot Chocolate 29866     0.06
## 200 2773 2025-08-04    Kefas     Depok Outlet 3 Hot Chocolate 24782     0.10
## 201 2778 2025-08-09   Sherly     Depok Outlet 1 Hot Chocolate 30182     0.08
## 202 2780 2025-08-11     Abdi   Jakarta Outlet 1 Hot Chocolate 40811     0.06
## 203 2782 2025-08-13   Sherly Tangerang Outlet 5 Hot Chocolate 19551     0.07
## 204 2786 2025-08-17    Grace Tangerang Outlet 1 Hot Chocolate 29140     0.08
## 205 2806 2025-09-06    Grace     Bogor Outlet 1 Hot Chocolate 27176     0.07
## 206 2811 2025-09-11     Aero Tangerang Outlet 2 Hot Chocolate 28939     0.10
## 207 2812 2025-09-12     Abdi     Bogor Outlet 2 Hot Chocolate 37472     0.06
## 208 2815 2025-09-15   Jeffry Tangerang Outlet 1 Hot Chocolate 19423     0.06
## 209 2819 2025-09-19 Clarissa    Bekasi Outlet 2 Hot Chocolate 34771     0.06
## 210 2828 2025-09-28    Siana   Jakarta Outlet 1 Hot Chocolate 29253     0.08
## 211 2849 2025-10-19   Nikita   Jakarta Outlet 5 Hot Chocolate 44388     0.06
## 212 2869 2025-11-08   Fallen    Bekasi Outlet 1 Hot Chocolate 41861     0.06
## 213 2870 2025-11-09   Jeffry   Jakarta Outlet 2 Hot Chocolate 30401     0.06
## 214 2880 2025-11-19    Angel     Bogor Outlet 3 Hot Chocolate 42323     0.10
## 215 2890 2025-11-29   Garvin     Bogor Outlet 5 Hot Chocolate 37178     0.08
## 216 2911 2025-12-20     Joko   Jakarta Outlet 3 Hot Chocolate 30269     0.11
## 217 2927 2026-01-05   Fallen Tangerang Outlet 2 Hot Chocolate 26574     0.12
## 218 2933 2026-01-11 Clarissa   Jakarta Outlet 1 Hot Chocolate 25708     0.08
## 219 2934 2026-01-12   Jeffry    Bekasi Outlet 5 Hot Chocolate 22550     0.11
## 220 2994 2026-03-13    Angel     Bogor Outlet 3 Hot Chocolate 18024     0.11
## 221 3012 2026-03-31    Lando     Bogor Outlet 1 Hot Chocolate 35542     0.06
## 222 3031 2026-04-19    Angel     Bogor Outlet 5 Hot Chocolate 33408     0.11
## 223 3035 2026-04-23     Abdi Tangerang Outlet 2 Hot Chocolate 44122     0.07
## 224 3038 2026-04-26   Sherly     Depok Outlet 2 Hot Chocolate 24013     0.10
## 225 3059 2026-05-17    Kefas   Jakarta Outlet 2 Hot Chocolate 18439     0.06
## 226 3060 2026-05-18     Aero    Bekasi Outlet 3 Hot Chocolate 22108     0.11
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## 228 3074 2026-06-01  Vanessa     Bogor Outlet 3 Hot Chocolate 41631     0.09
## 229 3093 2026-06-20     Lala Tangerang Outlet 3 Hot Chocolate 23843     0.07
## 230 3116 2026-07-13     Aero     Bogor Outlet 1 Hot Chocolate 28895     0.09
## 231 3159 2026-08-25    Irene   Jakarta Outlet 3 Hot Chocolate 35305     0.08
## 232 3188 2026-09-23   Nikita    Bekasi Outlet 3 Hot Chocolate 31906     0.08
## 233 3192 2026-09-27     Aero    Bekasi Outlet 2 Hot Chocolate 40759     0.09
## 234 3196 2026-10-01    Kefas Tangerang Outlet 2 Hot Chocolate 28563     0.09
## 235 3216 2026-10-21    Putri    Bekasi Outlet 2 Hot Chocolate 21731     0.08
## 236 3226 2026-10-31   Garvin     Depok Outlet 5 Hot Chocolate 36328     0.10
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## 238 3265 2026-12-09   Julian     Depok Outlet 1 Hot Chocolate 31531     0.08
## 239 3275 2026-12-19    Irene Tangerang Outlet 5 Hot Chocolate 18949     0.08
## 240 3300 2027-01-13    Siana    Bekasi Outlet 2 Hot Chocolate 32737     0.12
## 241 3314 2027-01-27   Fallen     Bogor Outlet 3 Hot Chocolate 44392     0.08
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## 246 3378 2027-04-01    Lando Tangerang Outlet 1 Hot Chocolate 21766     0.11
## 247 3384 2027-04-07     Joko     Depok Outlet 3 Hot Chocolate 27972     0.08
## 248 3385 2027-04-08   Sherly     Bogor Outlet 1 Hot Chocolate 20629     0.08
## 249 3395 2027-04-18   Sherly   Jakarta Outlet 1 Hot Chocolate 40091     0.05
## 250 3402 2027-04-25     Joko Tangerang Outlet 3 Hot Chocolate 21223     0.10
## 251 3452 2027-06-14 Clarissa Tangerang Outlet 5 Hot Chocolate 23712     0.11
## 252 3456 2027-06-18   Fallen     Depok Outlet 5 Hot Chocolate 30323     0.06
## 253 3486 2027-07-18    Siana     Depok Outlet 2 Hot Chocolate 42845     0.11
## 254 3500 2027-08-01    Grace     Depok Outlet 1 Hot Chocolate 40548     0.11
## 255 3510 2027-08-11    Angel     Depok Outlet 3 Hot Chocolate 34353     0.10
## 256 3511 2027-08-12  Vanessa     Bogor Outlet 1 Hot Chocolate 29641     0.08
## 257 3512 2027-08-13    Siana     Bogor Outlet 2 Hot Chocolate 30783     0.10
## 258 3515 2027-08-16     Lala     Depok Outlet 1 Hot Chocolate 36745     0.07
## 259 3550 2027-09-20   Garvin Tangerang Outlet 2 Hot Chocolate 22584     0.06
## 260 3589 2027-10-29    Grace    Bekasi Outlet 5 Hot Chocolate 43556     0.06
## 261 3590 2027-10-30    Grace    Bekasi Outlet 3 Hot Chocolate 26379     0.06
## 262 3593 2027-11-02     Abdi Tangerang Outlet 5 Hot Chocolate 28810     0.10
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## 264 3602 2027-11-11   Julian     Bogor Outlet 2 Hot Chocolate 42125     0.08
## 265 3620 2027-11-29    Grace    Bekasi Outlet 3 Hot Chocolate 19556     0.08
## 266 3687 2028-02-04   Julian   Jakarta Outlet 1 Hot Chocolate 29297     0.10
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## 274 3837 2028-07-03   Sherly Tangerang Outlet 3 Hot Chocolate 35193     0.12
## 275 3876 2028-08-11    Angel     Bogor Outlet 2 Hot Chocolate 42785     0.06
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## 311 4389 2030-01-06 Clarissa   Jakarta Outlet 2 Hot Chocolate 39949     0.09
## 312 4412 2030-01-29   Nikita     Bogor Outlet 3 Hot Chocolate 23104     0.09
## 313 4413 2030-01-30     Joko   Jakarta Outlet 2 Hot Chocolate 25219     0.06
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## 315 4444 2030-03-02     Abdi    Bekasi Outlet 5 Hot Chocolate 43904     0.10
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## 317 4455 2030-03-13     Aero     Depok Outlet 3 Hot Chocolate 21712     0.08
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## 319 4482 2030-04-09    Grace     Bogor Outlet 1 Hot Chocolate 43912     0.09
## 320 4485 2030-04-12   Sherly     Bogor Outlet 5 Hot Chocolate 34742     0.06
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## 322 4569 2030-07-05    Siana    Bekasi Outlet 1 Hot Chocolate 36559     0.11
## 323 4579 2030-07-15     Abdi Tangerang Outlet 3 Hot Chocolate 41299     0.10
## 324 4586 2030-07-22    Kefas     Depok Outlet 5 Hot Chocolate 37226     0.06
## 325 4634 2030-09-08   Garvin     Depok Outlet 1 Hot Chocolate 23845     0.11
## 326 4668 2030-10-12     Lala    Bekasi Outlet 1 Hot Chocolate 20291     0.05
## 327 4684 2030-10-28    Putri Tangerang Outlet 5 Hot Chocolate 37918     0.08
## 328 4734 2030-12-17     Lala    Bekasi Outlet 3 Hot Chocolate 33175     0.05
## 329 4751 2031-01-03   Nikita     Bogor Outlet 5 Hot Chocolate 39725     0.08
## 330 4756 2031-01-08   Ardifo   Jakarta Outlet 3 Hot Chocolate 39910     0.11
## 331 4761 2031-01-13    Kefas   Jakarta Outlet 2 Hot Chocolate 25367     0.08
## 332 4766 2031-01-18     Aero   Jakarta Outlet 3 Hot Chocolate 36015     0.10
## 333 4779 2031-01-31    Lando     Depok Outlet 2 Hot Chocolate 32121     0.06
## 334 4805 2031-02-26   Garvin     Depok Outlet 1 Hot Chocolate 34354     0.05
## 335 4813 2031-03-06     Aero     Depok Outlet 2 Hot Chocolate 42569     0.07
## 336 4823 2031-03-16    Siana     Depok Outlet 3 Hot Chocolate 41288     0.07
## 337 4827 2031-03-20    Lando     Depok Outlet 1 Hot Chocolate 25077     0.06
## 338 4844 2031-04-06   Fallen     Bogor Outlet 3 Hot Chocolate 27583     0.07
## 339 4857 2031-04-19   Garvin     Bogor Outlet 2 Hot Chocolate 41488     0.06
## 340 4869 2031-05-01   Fallen Tangerang Outlet 1 Hot Chocolate 30823     0.10
## 341 4877 2031-05-09   Jeffry Tangerang Outlet 1 Hot Chocolate 30749     0.12
## 342 4889 2031-05-21    Kefas     Depok Outlet 2 Hot Chocolate 26912     0.11
## 343 4896 2031-05-28   Julian   Jakarta Outlet 2 Hot Chocolate 18015     0.08
## 344 4902 2031-06-03    Lando     Bogor Outlet 2 Hot Chocolate 26812     0.09
## 345 4909 2031-06-10   Nikita Tangerang Outlet 5 Hot Chocolate 44551     0.10
## 346 4910 2031-06-11     Abdi     Depok Outlet 3 Hot Chocolate 20521     0.09
## 347 4928 2031-06-29    Putri     Depok Outlet 5 Hot Chocolate 20431     0.07
## 348 4941 2031-07-12     Joko   Jakarta Outlet 3 Hot Chocolate 23938     0.07
## 349 4952 2031-07-23   Garvin    Bekasi Outlet 5 Hot Chocolate 18153     0.12
## 350 4987 2031-08-27     Aero    Bekasi Outlet 5 Hot Chocolate 38175     0.07
## 351 4989 2031-08-29     Abdi Tangerang Outlet 2 Hot Chocolate 44294     0.05
## 352 4999 2031-09-08     Lala   Jakarta Outlet 5 Hot Chocolate 36990     0.07

HotChocolate%>%head(10)

##     Id       Date   Name  Cities   Outlet          Menu Price Discount
## 1    4 2018-01-04  Grace   Bogor Outlet 5 Hot Chocolate 33707     0.06
## 2    7 2018-01-07  Irene Jakarta Outlet 2 Hot Chocolate 36657     0.06
## 3   10 2018-01-10 Jeffry  Bekasi Outlet 2 Hot Chocolate 23568     0.07
## 4   64 2018-03-05  Lando   Bogor Outlet 2 Hot Chocolate 28504     0.10
## 5   70 2018-03-11   Lala   Depok Outlet 3 Hot Chocolate 18702     0.06
## 6   88 2018-03-29  Irene   Depok Outlet 3 Hot Chocolate 22560     0.09
## 7  123 2018-05-03 Fallen  Bekasi Outlet 2 Hot Chocolate 20908     0.05
## 8  129 2018-05-09  Irene   Bogor Outlet 3 Hot Chocolate 30537     0.06
## 9  141 2018-05-21 Garvin   Bogor Outlet 3 Hot Chocolate 18102     0.10
## 10 164 2018-06-13  Angel   Depok Outlet 5 Hot Chocolate 42026     0.12

• Extract all data set or transactions at Kopi Kenangan, in the specific cashier names for instance Kefas.

library(dplyr)
Kefas<-KopiKenangan%>%filter(Name=="Kefas")%>%print()

##       Id       Date  Name    Cities   Outlet                 Menu Price
## 1     45 2018-02-14 Kefas     Depok Outlet 3 Hot Red Velvet Latte 22838
## 2     51 2018-02-20 Kefas     Bogor Outlet 1    Hot Caramel Latte 44667
## 3     55 2018-02-24 Kefas     Bogor Outlet 2            Cappucino 34183
## 4     81 2018-03-22 Kefas Tangerang Outlet 2  Ice Matcha Espresso 43631
## 5     85 2018-03-26 Kefas    Bekasi Outlet 3            Cappucino 28746
## 6    101 2018-04-11 Kefas     Depok Outlet 1    Ice Caramel Latte 25073
## 7    142 2018-05-22 Kefas   Jakarta Outlet 5   Ice Coffee Avocado 41977
## 8    145 2018-05-25 Kefas Tangerang Outlet 1       Ice Cafe Latte 40847
## 9    165 2018-06-14 Kefas    Bekasi Outlet 1         Es Kopi Susu 33123
## 10   180 2018-06-29 Kefas    Bekasi Outlet 2        Ice Americano 35179
## 11   184 2018-07-03 Kefas     Depok Outlet 2 Ice Red Velvet Latte 32499
## 12   192 2018-07-11 Kefas   Jakarta Outlet 1      Ice Coffee Lite 35397
## 13   208 2018-07-27 Kefas     Depok Outlet 1 Ice Red Velvet Latte 33978
## 14   209 2018-07-28 Kefas    Bekasi Outlet 3       Ice Cafe Latte 18197
## 15   271 2018-09-28 Kefas     Depok Outlet 1     Ice Matcha Latte 36176
## 16   282 2018-10-09 Kefas    Bekasi Outlet 1      Ice Berry Coffe 27260
## 17   293 2018-10-20 Kefas Tangerang Outlet 3        Ice Americano 23085
## 18   295 2018-10-22 Kefas   Jakarta Outlet 5        Hot Chocolate 44902
## 19   307 2018-11-03 Kefas Tangerang Outlet 1            Cappucino 18504
## 20   341 2018-12-07 Kefas   Jakarta Outlet 2 Hot Red Velvet Latte 36352
## 21   364 2018-12-30 Kefas   Jakarta Outlet 5    Hot Caramel Latte 28304
## 22   421 2019-02-25 Kefas     Depok Outlet 1 Hot Red Velvet Latte 26310
## 23   427 2019-03-03 Kefas     Depok Outlet 1            Cappucino 25063
## 24   440 2019-03-16 Kefas     Depok Outlet 3      Ice Coffee Lite 22712
## 25   464 2019-04-09 Kefas     Depok Outlet 5      Ice Coffee Lite 42755
## 26   505 2019-05-20 Kefas     Bogor Outlet 1  Ice Matcha Espresso 30810
## 27   511 2019-05-26 Kefas Tangerang Outlet 3        Ice Americano 37186
## 28   515 2019-05-30 Kefas Tangerang Outlet 2    Hot Caramel Latte 22936
## 29   540 2019-06-24 Kefas    Bekasi Outlet 3         Es Kopi Susu 23085
## 30   552 2019-07-06 Kefas Tangerang Outlet 3      Ice Coffee Lite 21243
## 31   590 2019-08-13 Kefas     Depok Outlet 1 Ice Red Velvet Latte 30082
## 32   593 2019-08-16 Kefas     Depok Outlet 3  Ice Matcha Espresso 31340
## 33   635 2019-09-27 Kefas     Depok Outlet 3  Ice Matcha Espresso 43114
## 34   656 2019-10-18 Kefas Tangerang Outlet 3      Ice Berry Coffe 37402
## 35   672 2019-11-03 Kefas    Bekasi Outlet 5      Ice Berry Coffe 26497
## 36   680 2019-11-11 Kefas Tangerang Outlet 2 Ice Red Velvet Latte 37542
## 37   701 2019-12-02 Kefas     Depok Outlet 1      Ice Berry Coffe 21569
## 38   748 2020-01-18 Kefas    Bekasi Outlet 3        Hot Chocolate 41371
## 39   785 2020-02-24 Kefas Tangerang Outlet 1        Hot Chocolate 28889
## 40   793 2020-03-03 Kefas    Bekasi Outlet 3 Hot Red Velvet Latte 25757
## 41   804 2020-03-14 Kefas     Bogor Outlet 3 Hot Red Velvet Latte 21156
## 42   882 2020-05-31 Kefas   Jakarta Outlet 3       Ice Cafe Latte 19903
## 43   899 2020-06-17 Kefas Tangerang Outlet 1         Es Kopi Susu 36105
## 44   910 2020-06-28 Kefas     Depok Outlet 2        Ice Americano 25030
## 45   933 2020-07-21 Kefas     Depok Outlet 5     Ice Matcha Latte 38110
## 46   972 2020-08-29 Kefas   Jakarta Outlet 2    Hot Caramel Latte 21771
## 47   989 2020-09-15 Kefas    Bekasi Outlet 5     Ice Matcha Latte 24227
## 48  1001 2020-09-27 Kefas   Jakarta Outlet 1        Ice Americano 34128
## 49  1004 2020-09-30 Kefas Tangerang Outlet 5     Ice Matcha Latte 31735
## 50  1010 2020-10-06 Kefas    Bekasi Outlet 1        Ice Americano 35215
## 51  1023 2020-10-19 Kefas Tangerang Outlet 3            Cappucino 41786
## 52  1032 2020-10-28 Kefas     Depok Outlet 2       Ice Cafe Latte 26390
## 53  1034 2020-10-30 Kefas     Depok Outlet 2        Hot Chocolate 34106
## 54  1049 2020-11-14 Kefas    Bekasi Outlet 5    Ice Caramel Latte 33959
## 55  1050 2020-11-15 Kefas Tangerang Outlet 5      Ice Coffee Lite 37360
## 56  1084 2020-12-19 Kefas     Depok Outlet 3    Ice Caramel Latte 20825
## 57  1112 2021-01-16 Kefas     Depok Outlet 2    Ice Caramel Latte 18788
## 58  1117 2021-01-21 Kefas   Jakarta Outlet 2        Ice Americano 40655
## 59  1123 2021-01-27 Kefas    Bekasi Outlet 2 Hot Red Velvet Latte 34934
## 60  1135 2021-02-08 Kefas     Bogor Outlet 5      Ice Berry Coffe 38398
## 61  1174 2021-03-19 Kefas     Depok Outlet 5        Hot Chocolate 27795
## 62  1193 2021-04-07 Kefas     Depok Outlet 1 Hot Red Velvet Latte 25592
## 63  1203 2021-04-17 Kefas   Jakarta Outlet 3    Hot Caramel Latte 24420
## 64  1245 2021-05-29 Kefas Tangerang Outlet 2            Cappucino 33220
## 65  1250 2021-06-03 Kefas     Bogor Outlet 1    Ice Caramel Latte 30651
## 66  1251 2021-06-04 Kefas     Bogor Outlet 1 Ice Red Velvet Latte 21075
## 67  1275 2021-06-28 Kefas    Bekasi Outlet 3    Hot Caramel Latte 23404
## 68  1282 2021-07-05 Kefas Tangerang Outlet 1 Ice Red Velvet Latte 19026
## 69  1288 2021-07-11 Kefas     Bogor Outlet 2         Es Kopi Susu 18720
## 70  1294 2021-07-17 Kefas    Bekasi Outlet 2    Ice Caramel Latte 24518
## 71  1320 2021-08-12 Kefas     Bogor Outlet 3      Ice Berry Coffe 29168
## 72  1370 2021-10-01 Kefas     Depok Outlet 2        Hot Chocolate 29994
## 73  1398 2021-10-29 Kefas Tangerang Outlet 1 Hot Red Velvet Latte 41337
## 74  1404 2021-11-04 Kefas Tangerang Outlet 5 Hot Red Velvet Latte 42748
## 75  1455 2021-12-25 Kefas    Bekasi Outlet 3        Ice Americano 31148
## 76  1479 2022-01-18 Kefas     Depok Outlet 1   Ice Coffee Avocado 35079
## 77  1493 2022-02-01 Kefas   Jakarta Outlet 1      Ice Berry Coffe 42086
## 78  1513 2022-02-21 Kefas   Jakarta Outlet 5      Ice Berry Coffe 22074
## 79  1528 2022-03-08 Kefas   Jakarta Outlet 3 Hot Red Velvet Latte 33328
## 80  1596 2022-05-15 Kefas   Jakarta Outlet 2   Ice Coffee Avocado 25458
## 81  1601 2022-05-20 Kefas   Jakarta Outlet 2        Ice Americano 37718
## 82  1619 2022-06-07 Kefas   Jakarta Outlet 5      Ice Berry Coffe 30437
## 83  1628 2022-06-16 Kefas Tangerang Outlet 1     Ice Matcha Latte 43078
## 84  1672 2022-07-30 Kefas    Bekasi Outlet 3        Ice Americano 39334
## 85  1677 2022-08-04 Kefas   Jakarta Outlet 3            Cappucino 29955
## 86  1703 2022-08-30 Kefas    Bekasi Outlet 3      Ice Berry Coffe 44747
## 87  1747 2022-10-13 Kefas Tangerang Outlet 1 Ice Red Velvet Latte 43313
## 88  1819 2022-12-24 Kefas     Depok Outlet 5            Cappucino 26983
## 89  1844 2023-01-18 Kefas Tangerang Outlet 5       Ice Cafe Latte 33833
## 90  1873 2023-02-16 Kefas     Depok Outlet 1  Ice Matcha Espresso 31758
## 91  1881 2023-02-24 Kefas     Depok Outlet 2 Ice Red Velvet Latte 18953
## 92  1909 2023-03-24 Kefas    Bekasi Outlet 3 Ice Red Velvet Latte 28179
## 93  1922 2023-04-06 Kefas Tangerang Outlet 5  Ice Matcha Espresso 25766
## 94  1981 2023-06-04 Kefas     Bogor Outlet 5 Hot Red Velvet Latte 32293
## 95  2003 2023-06-26 Kefas Tangerang Outlet 3      Ice Berry Coffe 37135
## 96  2023 2023-07-16 Kefas   Jakarta Outlet 1    Hot Caramel Latte 22896
## 97  2026 2023-07-19 Kefas   Jakarta Outlet 1      Ice Coffee Lite 24488
## 98  2035 2023-07-28 Kefas Tangerang Outlet 5  Ice Matcha Espresso 37195
## 99  2103 2023-10-04 Kefas Tangerang Outlet 5         Es Kopi Susu 19669
## 100 2127 2023-10-28 Kefas   Jakarta Outlet 2        Ice Americano 27489
## 101 2141 2023-11-11 Kefas     Depok Outlet 1         Es Kopi Susu 33013
## 102 2170 2023-12-10 Kefas   Jakarta Outlet 2  Ice Matcha Espresso 33317
## 103 2190 2023-12-30 Kefas     Depok Outlet 3 Hot Red Velvet Latte 25264
## 104 2202 2024-01-11 Kefas     Bogor Outlet 3       Ice Cafe Latte 23160
## 105 2230 2024-02-08 Kefas     Depok Outlet 3   Ice Coffee Avocado 29917
## 106 2231 2024-02-09 Kefas     Depok Outlet 3        Hot Chocolate 36993
## 107 2257 2024-03-06 Kefas Tangerang Outlet 3         Es Kopi Susu 44164
## 108 2294 2024-04-12 Kefas    Bekasi Outlet 2            Cappucino 27751
## 109 2296 2024-04-14 Kefas     Bogor Outlet 2        Hot Chocolate 27082
## 110 2321 2024-05-09 Kefas     Bogor Outlet 3    Ice Caramel Latte 43373
## 111 2330 2024-05-18 Kefas     Depok Outlet 3 Hot Red Velvet Latte 42868
## 112 2356 2024-06-13 Kefas Tangerang Outlet 3 Hot Red Velvet Latte 34504
## 113 2400 2024-07-27 Kefas     Bogor Outlet 3 Ice Red Velvet Latte 41222
## 114 2404 2024-07-31 Kefas   Jakarta Outlet 1       Ice Cafe Latte 34517
## 115 2421 2024-08-17 Kefas     Depok Outlet 3      Ice Berry Coffe 40598
## 116 2433 2024-08-29 Kefas Tangerang Outlet 2     Ice Matcha Latte 23084
## 117 2435 2024-08-31 Kefas    Bekasi Outlet 1        Ice Americano 25855
## 118 2455 2024-09-20 Kefas   Jakarta Outlet 2  Ice Matcha Espresso 19320
## 119 2480 2024-10-15 Kefas    Bekasi Outlet 2     Ice Matcha Latte 36977
## 120 2483 2024-10-18 Kefas    Bekasi Outlet 3         Es Kopi Susu 21805
## 121 2490 2024-10-25 Kefas     Depok Outlet 3        Hot Chocolate 32778
## 122 2514 2024-11-18 Kefas     Depok Outlet 2     Ice Matcha Latte 28816
## 123 2518 2024-11-22 Kefas Tangerang Outlet 1 Hot Red Velvet Latte 29653
## 124 2559 2025-01-02 Kefas   Jakarta Outlet 1        Ice Americano 25826
## 125 2577 2025-01-20 Kefas     Bogor Outlet 3            Cappucino 32241
## 126 2606 2025-02-18 Kefas Tangerang Outlet 1            Cappucino 37900
## 127 2610 2025-02-22 Kefas    Bekasi Outlet 1    Ice Caramel Latte 43767
## 128 2643 2025-03-27 Kefas     Depok Outlet 2    Hot Caramel Latte 21869
## 129 2656 2025-04-09 Kefas   Jakarta Outlet 3        Hot Chocolate 37799
## 130 2668 2025-04-21 Kefas     Bogor Outlet 3    Hot Caramel Latte 42354
## 131 2681 2025-05-04 Kefas     Bogor Outlet 2    Hot Caramel Latte 25992
## 132 2712 2025-06-04 Kefas     Bogor Outlet 2    Ice Caramel Latte 23320
## 133 2725 2025-06-17 Kefas     Bogor Outlet 3 Ice Red Velvet Latte 25818
## 134 2729 2025-06-21 Kefas Tangerang Outlet 2            Cappucino 23626
## 135 2735 2025-06-27 Kefas     Depok Outlet 2        Hot Chocolate 28758
## 136 2737 2025-06-29 Kefas     Depok Outlet 3   Ice Coffee Avocado 30967
## 137 2770 2025-08-01 Kefas     Depok Outlet 2 Ice Red Velvet Latte 19749
## 138 2773 2025-08-04 Kefas     Depok Outlet 3        Hot Chocolate 24782
## 139 2801 2025-09-01 Kefas   Jakarta Outlet 2    Hot Caramel Latte 28413
## 140 2809 2025-09-09 Kefas     Depok Outlet 2 Ice Red Velvet Latte 31901
## 141 2867 2025-11-06 Kefas    Bekasi Outlet 3      Ice Coffee Lite 20543
## 142 2876 2025-11-15 Kefas    Bekasi Outlet 1 Hot Red Velvet Latte 22805
## 143 2894 2025-12-03 Kefas    Bekasi Outlet 2    Hot Caramel Latte 28778
## 144 2897 2025-12-06 Kefas    Bekasi Outlet 5   Ice Coffee Avocado 29120
## 145 2918 2025-12-27 Kefas Tangerang Outlet 3            Cappucino 28800
## 146 2921 2025-12-30 Kefas     Depok Outlet 2      Ice Coffee Lite 37600
## 147 2926 2026-01-04 Kefas    Bekasi Outlet 1    Ice Caramel Latte 22352
## 148 2950 2026-01-28 Kefas    Bekasi Outlet 2    Hot Caramel Latte 41223
## 149 2959 2026-02-06 Kefas    Bekasi Outlet 2    Hot Caramel Latte 29084
## 150 2971 2026-02-18 Kefas     Bogor Outlet 1      Ice Coffee Lite 28155
## 151 3000 2026-03-19 Kefas     Bogor Outlet 5 Hot Red Velvet Latte 23958
## 152 3002 2026-03-21 Kefas     Depok Outlet 1      Ice Berry Coffe 24487
## 153 3013 2026-04-01 Kefas   Jakarta Outlet 2      Ice Coffee Lite 23704
## 154 3047 2026-05-05 Kefas   Jakarta Outlet 3      Ice Coffee Lite 24581
## 155 3059 2026-05-17 Kefas   Jakarta Outlet 2        Hot Chocolate 18439
## 156 3078 2026-06-05 Kefas     Depok Outlet 5 Ice Red Velvet Latte 23414
## 157 3143 2026-08-09 Kefas     Depok Outlet 5      Ice Coffee Lite 36768
## 158 3172 2026-09-07 Kefas    Bekasi Outlet 2        Ice Americano 28113
## 159 3191 2026-09-26 Kefas     Bogor Outlet 1  Ice Matcha Espresso 43294
## 160 3196 2026-10-01 Kefas Tangerang Outlet 2        Hot Chocolate 28563
## 161 3217 2026-10-22 Kefas     Depok Outlet 3      Ice Berry Coffe 42154
## 162 3238 2026-11-12 Kefas    Bekasi Outlet 1   Ice Coffee Avocado 26409
## 163 3251 2026-11-25 Kefas    Bekasi Outlet 5    Ice Caramel Latte 37075
## 164 3286 2026-12-30 Kefas    Bekasi Outlet 1     Ice Matcha Latte 43695
## 165 3293 2027-01-06 Kefas   Jakarta Outlet 1            Cappucino 28345
## 166 3299 2027-01-12 Kefas    Bekasi Outlet 5       Ice Cafe Latte 36392
## 167 3302 2027-01-15 Kefas   Jakarta Outlet 1    Ice Caramel Latte 22180
## 168 3324 2027-02-06 Kefas     Bogor Outlet 2      Ice Coffee Lite 28425
## 169 3329 2027-02-11 Kefas     Depok Outlet 2   Ice Coffee Avocado 34557
## 170 3353 2027-03-07 Kefas     Bogor Outlet 2       Ice Cafe Latte 32236
## 171 3360 2027-03-14 Kefas     Bogor Outlet 3         Es Kopi Susu 44256
## 172 3422 2027-05-15 Kefas     Depok Outlet 2         Es Kopi Susu 27516
## 173 3441 2027-06-03 Kefas     Bogor Outlet 2   Ice Coffee Avocado 31409
## 174 3455 2027-06-17 Kefas Tangerang Outlet 2   Ice Coffee Avocado 39550
## 175 3466 2027-06-28 Kefas     Bogor Outlet 1         Es Kopi Susu 36858
## 176 3468 2027-06-30 Kefas   Jakarta Outlet 5 Ice Red Velvet Latte 19224
## 177 3484 2027-07-16 Kefas   Jakarta Outlet 1   Ice Coffee Avocado 33133
## 178 3498 2027-07-30 Kefas Tangerang Outlet 3    Ice Caramel Latte 25257
## 179 3529 2027-08-30 Kefas     Depok Outlet 3 Ice Red Velvet Latte 42608
## 180 3732 2028-03-20 Kefas     Depok Outlet 5      Ice Berry Coffe 19952
## 181 3739 2028-03-27 Kefas     Bogor Outlet 1            Cappucino 42866
## 182 3761 2028-04-18 Kefas Tangerang Outlet 2  Ice Matcha Espresso 25293
## 183 3763 2028-04-20 Kefas     Depok Outlet 1       Ice Cafe Latte 40549
## 184 3784 2028-05-11 Kefas    Bekasi Outlet 2   Ice Coffee Avocado 38780
## 185 3789 2028-05-16 Kefas Tangerang Outlet 3 Ice Red Velvet Latte 42493
## 186 3803 2028-05-30 Kefas   Jakarta Outlet 1 Hot Red Velvet Latte 30197
## 187 3808 2028-06-04 Kefas Tangerang Outlet 2        Ice Americano 39934
## 188 3809 2028-06-05 Kefas     Depok Outlet 3        Ice Americano 28020
## 189 3857 2028-07-23 Kefas   Jakarta Outlet 1 Hot Red Velvet Latte 18054
## 190 3912 2028-09-16 Kefas   Jakarta Outlet 2      Ice Coffee Lite 30738
## 191 3941 2028-10-15 Kefas   Jakarta Outlet 5         Es Kopi Susu 22528
## 192 3973 2028-11-16 Kefas     Bogor Outlet 3 Hot Red Velvet Latte 18023
## 193 4026 2029-01-08 Kefas     Bogor Outlet 1        Ice Americano 36688
## 194 4100 2029-03-23 Kefas Tangerang Outlet 2 Ice Red Velvet Latte 21168
## 195 4102 2029-03-25 Kefas    Bekasi Outlet 1     Ice Matcha Latte 19533
## 196 4108 2029-03-31 Kefas Tangerang Outlet 3       Ice Cafe Latte 27978
## 197 4209 2029-07-10 Kefas Tangerang Outlet 2         Es Kopi Susu 28826
## 198 4275 2029-09-14 Kefas   Jakarta Outlet 2   Ice Coffee Avocado 31848
## 199 4289 2029-09-28 Kefas Tangerang Outlet 1 Hot Red Velvet Latte 32785
## 200 4292 2029-10-01 Kefas   Jakarta Outlet 1            Cappucino 27300
## 201 4300 2029-10-09 Kefas   Jakarta Outlet 1       Ice Cafe Latte 23580
## 202 4312 2029-10-21 Kefas Tangerang Outlet 1    Ice Caramel Latte 38012
## 203 4327 2029-11-05 Kefas     Bogor Outlet 1      Ice Berry Coffe 18528
## 204 4338 2029-11-16 Kefas Tangerang Outlet 5 Ice Red Velvet Latte 44090
## 205 4340 2029-11-18 Kefas   Jakarta Outlet 1  Ice Matcha Espresso 41700
## 206 4361 2029-12-09 Kefas     Bogor Outlet 2  Ice Matcha Espresso 39537
## 207 4391 2030-01-08 Kefas     Depok Outlet 3      Ice Berry Coffe 20645
## 208 4401 2030-01-18 Kefas     Bogor Outlet 2      Ice Coffee Lite 22718
## 209 4459 2030-03-17 Kefas     Bogor Outlet 1 Ice Red Velvet Latte 42624
## 210 4489 2030-04-16 Kefas     Bogor Outlet 2    Hot Caramel Latte 20485
## 211 4516 2030-05-13 Kefas    Bekasi Outlet 5         Es Kopi Susu 19218
## 212 4517 2030-05-14 Kefas     Depok Outlet 3   Ice Coffee Avocado 44109
## 213 4572 2030-07-08 Kefas     Depok Outlet 5            Cappucino 32545
## 214 4580 2030-07-16 Kefas    Bekasi Outlet 2 Hot Red Velvet Latte 32663
## 215 4581 2030-07-17 Kefas   Jakarta Outlet 5  Ice Matcha Espresso 41537
## 216 4586 2030-07-22 Kefas     Depok Outlet 5        Hot Chocolate 37226
## 217 4593 2030-07-29 Kefas     Depok Outlet 2            Cappucino 18748
## 218 4597 2030-08-02 Kefas     Bogor Outlet 3    Hot Caramel Latte 31139
## 219 4650 2030-09-24 Kefas   Jakarta Outlet 2   Ice Coffee Avocado 20584
## 220 4674 2030-10-18 Kefas    Bekasi Outlet 3  Ice Matcha Espresso 26517
## 221 4696 2030-11-09 Kefas    Bekasi Outlet 3 Hot Red Velvet Latte 33507
## 222 4705 2030-11-18 Kefas    Bekasi Outlet 1       Ice Cafe Latte 44486
## 223 4744 2030-12-27 Kefas   Jakarta Outlet 5         Es Kopi Susu 28188
## 224 4761 2031-01-13 Kefas   Jakarta Outlet 2        Hot Chocolate 25367
## 225 4767 2031-01-19 Kefas     Depok Outlet 2        Ice Americano 44874
## 226 4777 2031-01-29 Kefas Tangerang Outlet 1    Ice Caramel Latte 24446
## 227 4811 2031-03-04 Kefas   Jakarta Outlet 2      Ice Berry Coffe 34629
## 228 4814 2031-03-07 Kefas    Bekasi Outlet 2      Ice Berry Coffe 18758
## 229 4841 2031-04-03 Kefas    Bekasi Outlet 1  Ice Matcha Espresso 37563
## 230 4889 2031-05-21 Kefas     Depok Outlet 2        Hot Chocolate 26912
## 231 4927 2031-06-28 Kefas   Jakarta Outlet 1            Cappucino 37098
## 232 4970 2031-08-10 Kefas    Bekasi Outlet 2    Hot Caramel Latte 31106
## 233 4990 2031-08-30 Kefas    Bekasi Outlet 1     Ice Matcha Latte 27889
##     Discount
## 1       0.12
## 2       0.08
## 3       0.07
## 4       0.09
## 5       0.08
## 6       0.06
## 7       0.07
## 8       0.12
## 9       0.09
## 10      0.10
## 11      0.05
## 12      0.10
## 13      0.07
## 14      0.09
## 15      0.11
## 16      0.09
## 17      0.10
## 18      0.07
## 19      0.07
## 20      0.08
## 21      0.07
## 22      0.12
## 23      0.12
## 24      0.12
## 25      0.10
## 26      0.11
## 27      0.06
## 28      0.11
## 29      0.07
## 30      0.11
## 31      0.08
## 32      0.06
## 33      0.07
## 34      0.09
## 35      0.07
## 36      0.07
## 37      0.07
## 38      0.08
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## 232     0.05
## 233     0.10

Kefas%>%head(10)

##     Id       Date  Name    Cities   Outlet                 Menu Price Discount
## 1   45 2018-02-14 Kefas     Depok Outlet 3 Hot Red Velvet Latte 22838     0.12
## 2   51 2018-02-20 Kefas     Bogor Outlet 1    Hot Caramel Latte 44667     0.08
## 3   55 2018-02-24 Kefas     Bogor Outlet 2            Cappucino 34183     0.07
## 4   81 2018-03-22 Kefas Tangerang Outlet 2  Ice Matcha Espresso 43631     0.09
## 5   85 2018-03-26 Kefas    Bekasi Outlet 3            Cappucino 28746     0.08
## 6  101 2018-04-11 Kefas     Depok Outlet 1    Ice Caramel Latte 25073     0.06
## 7  142 2018-05-22 Kefas   Jakarta Outlet 5   Ice Coffee Avocado 41977     0.07
## 8  145 2018-05-25 Kefas Tangerang Outlet 1       Ice Cafe Latte 40847     0.12
## 9  165 2018-06-14 Kefas    Bekasi Outlet 1         Es Kopi Susu 33123     0.09
## 10 180 2018-06-29 Kefas    Bekasi Outlet 2        Ice Americano 35179     0.10

• Extract all data set or transactions at Kopi Kenangan, in the specific price for instance >=40000.

library(dplyr)
'price(>40000)'<-KopiKenangan%>%filter(Price>=40000)%>%print()

##       Id       Date     Name    Cities   Outlet                 Menu Price
## 1      1 2018-01-01   Sherly    Bekasi Outlet 3            Cappucino 41941
## 2      2 2018-01-02     Joko    Bekasi Outlet 2        Ice Americano 40657
## 3      6 2018-01-06     Abdi    Bekasi Outlet 1  Ice Matcha Espresso 40648
## 4      8 2018-01-08   Ardifo Tangerang Outlet 3        Ice Americano 41241
## 5      9 2018-01-09  Vanessa    Bekasi Outlet 2      Ice Coffee Lite 40395
## 6     16 2018-01-16   Nikita    Bekasi Outlet 5     Ice Matcha Latte 42083
## 7     21 2018-01-21     Abdi   Jakarta Outlet 2      Ice Berry Coffe 41321
## 8     23 2018-01-23   Nikita     Depok Outlet 5    Hot Caramel Latte 44160
## 9     26 2018-01-26    Irene    Bekasi Outlet 1    Ice Caramel Latte 42401
## 10    36 2018-02-05     Joko     Depok Outlet 5         Es Kopi Susu 44965
## 11    44 2018-02-13   Sherly     Depok Outlet 1   Ice Coffee Avocado 43608
## 12    48 2018-02-17     Aero     Depok Outlet 1       Ice Cafe Latte 41687
## 13    49 2018-02-18   Nikita Tangerang Outlet 3     Ice Matcha Latte 43522
## 14    51 2018-02-20    Kefas     Bogor Outlet 1    Hot Caramel Latte 44667
## 15    65 2018-03-06   Nikita   Jakarta Outlet 1    Hot Caramel Latte 44852
## 16    72 2018-03-13    Irene     Depok Outlet 3      Ice Coffee Lite 40036
## 17    74 2018-03-15   Fallen     Depok Outlet 5       Ice Cafe Latte 40054
## 18    77 2018-03-18    Irene Tangerang Outlet 5        Ice Americano 41090
## 19    80 2018-03-21    Angel     Depok Outlet 2   Ice Coffee Avocado 44569
## 20    81 2018-03-22    Kefas Tangerang Outlet 2  Ice Matcha Espresso 43631
## 21    87 2018-03-28     Abdi     Depok Outlet 1       Ice Cafe Latte 44785
## 22   102 2018-04-12     Abdi    Bekasi Outlet 1       Ice Cafe Latte 43492
## 23   104 2018-04-14    Lando   Jakarta Outlet 5 Ice Red Velvet Latte 40175
## 24   105 2018-04-15   Garvin     Depok Outlet 3 Hot Red Velvet Latte 42165
## 25   112 2018-04-22    Irene     Bogor Outlet 5      Ice Berry Coffe 42687
## 26   128 2018-05-08    Siana Tangerang Outlet 2            Cappucino 43718
## 27   132 2018-05-12     Joko     Depok Outlet 1  Ice Matcha Espresso 41318
## 28   139 2018-05-19   Jeffry Tangerang Outlet 3       Ice Cafe Latte 40167
## 29   142 2018-05-22    Kefas   Jakarta Outlet 5   Ice Coffee Avocado 41977
## 30   145 2018-05-25    Kefas Tangerang Outlet 1       Ice Cafe Latte 40847
## 31   147 2018-05-27   Jeffry Tangerang Outlet 3       Ice Cafe Latte 43150
## 32   151 2018-05-31     Lala    Bekasi Outlet 2    Ice Caramel Latte 43010
## 33   155 2018-06-04     Joko Tangerang Outlet 1       Ice Cafe Latte 43211
## 34   156 2018-06-05 Clarissa    Bekasi Outlet 3     Ice Matcha Latte 41925
## 35   160 2018-06-09     Aero   Jakarta Outlet 1         Es Kopi Susu 40667
## 36   164 2018-06-13    Angel     Depok Outlet 5        Hot Chocolate 42026
## 37   174 2018-06-23   Fallen Tangerang Outlet 1    Ice Caramel Latte 40943
## 38   178 2018-06-27     Joko   Jakarta Outlet 3       Ice Cafe Latte 44553
## 39   185 2018-07-04     Joko   Jakarta Outlet 5            Cappucino 43881
## 40   188 2018-07-07     Abdi    Bekasi Outlet 5   Ice Coffee Avocado 40988
## 41   204 2018-07-23    Irene    Bekasi Outlet 1 Hot Red Velvet Latte 40587
## 42   205 2018-07-24     Abdi     Bogor Outlet 3         Es Kopi Susu 40919
## 43   220 2018-08-08 Clarissa    Bekasi Outlet 2            Cappucino 40871
## 44   223 2018-08-11     Lala     Bogor Outlet 3    Hot Caramel Latte 41218
## 45   230 2018-08-18   Julian   Jakarta Outlet 5  Ice Matcha Espresso 41987
## 46   237 2018-08-25    Grace   Jakarta Outlet 5   Ice Coffee Avocado 43532
## 47   241 2018-08-29   Nikita Tangerang Outlet 1  Ice Matcha Espresso 42511
## 48   243 2018-08-31    Siana     Depok Outlet 5       Ice Cafe Latte 44885
## 49   250 2018-09-07   Ardifo     Depok Outlet 5 Ice Red Velvet Latte 40313
## 50   252 2018-09-09   Sherly     Depok Outlet 5 Ice Red Velvet Latte 42254
## 51   259 2018-09-16    Putri     Bogor Outlet 2         Es Kopi Susu 44993
## 52   273 2018-09-30   Jeffry    Bekasi Outlet 1            Cappucino 43734
## 53   275 2018-10-02    Irene     Bogor Outlet 5      Ice Berry Coffe 43939
## 54   281 2018-10-08     Aero     Bogor Outlet 2        Ice Americano 44679
## 55   287 2018-10-14   Sherly   Jakarta Outlet 5   Ice Coffee Avocado 41490
## 56   289 2018-10-16    Lando     Depok Outlet 1         Es Kopi Susu 44691
## 57   291 2018-10-18   Ardifo     Depok Outlet 2    Ice Caramel Latte 40351
## 58   295 2018-10-22    Kefas   Jakarta Outlet 5        Hot Chocolate 44902
## 59   296 2018-10-23  Vanessa     Bogor Outlet 2   Ice Coffee Avocado 41246
## 60   298 2018-10-25    Angel   Jakarta Outlet 5         Es Kopi Susu 40404
## 61   320 2018-11-16     Abdi Tangerang Outlet 1 Hot Red Velvet Latte 40657
## 62   322 2018-11-18  Vanessa     Depok Outlet 3      Ice Coffee Lite 44637
## 63   327 2018-11-23   Nikita    Bekasi Outlet 1      Ice Berry Coffe 43345
## 64   333 2018-11-29     Abdi Tangerang Outlet 2    Hot Caramel Latte 43616
## 65   335 2018-12-01    Angel    Bekasi Outlet 5      Ice Berry Coffe 41153
## 66   347 2018-12-13   Nikita    Bekasi Outlet 2  Ice Matcha Espresso 43971
## 67   351 2018-12-17   Ardifo     Depok Outlet 5     Ice Matcha Latte 43497
## 68   366 2019-01-01    Siana     Bogor Outlet 3    Ice Caramel Latte 41699
## 69   381 2019-01-16    Lando   Jakarta Outlet 3         Es Kopi Susu 44755
## 70   388 2019-01-23    Lando Tangerang Outlet 3         Es Kopi Susu 42845
## 71   392 2019-01-27    Lando   Jakarta Outlet 2     Ice Matcha Latte 43982
## 72   398 2019-02-02     Joko Tangerang Outlet 1 Hot Red Velvet Latte 43629
## 73   403 2019-02-07   Garvin    Bekasi Outlet 5         Es Kopi Susu 44448
## 74   409 2019-02-13     Lala     Depok Outlet 2            Cappucino 40041
## 75   415 2019-02-19   Sherly Tangerang Outlet 3      Ice Coffee Lite 42485
## 76   425 2019-03-01     Joko     Depok Outlet 3    Hot Caramel Latte 40251
## 77   442 2019-03-18     Abdi   Jakarta Outlet 2       Ice Cafe Latte 44699
## 78   450 2019-03-26     Lala Tangerang Outlet 1 Hot Red Velvet Latte 42012
## 79   464 2019-04-09    Kefas     Depok Outlet 5      Ice Coffee Lite 42755
## 80   466 2019-04-11     Lala    Bekasi Outlet 3         Es Kopi Susu 43499
## 81   470 2019-04-15   Jeffry     Depok Outlet 5     Ice Matcha Latte 44594
## 82   473 2019-04-18     Abdi   Jakarta Outlet 1         Es Kopi Susu 40907
## 83   479 2019-04-24   Garvin Tangerang Outlet 5            Cappucino 42799
## 84   480 2019-04-25  Vanessa Tangerang Outlet 1        Hot Chocolate 40593
## 85   481 2019-04-26   Sherly Tangerang Outlet 1 Hot Red Velvet Latte 40908
## 86   488 2019-05-03    Angel     Bogor Outlet 5        Ice Americano 43346
## 87   490 2019-05-05     Joko     Depok Outlet 2    Hot Caramel Latte 40676
## 88   508 2019-05-23  Vanessa    Bekasi Outlet 2        Hot Chocolate 43963
## 89   513 2019-05-28  Vanessa     Bogor Outlet 5    Ice Caramel Latte 44553
## 90   521 2019-06-05   Nikita    Bekasi Outlet 1      Ice Berry Coffe 41096
## 91   528 2019-06-12 Clarissa     Depok Outlet 3   Ice Coffee Avocado 42903
## 92   536 2019-06-20     Abdi   Jakarta Outlet 1        Hot Chocolate 43077
## 93   537 2019-06-21   Ardifo     Bogor Outlet 5      Ice Coffee Lite 42814
## 94   545 2019-06-29     Aero   Jakarta Outlet 1         Es Kopi Susu 40328
## 95   547 2019-07-01     Abdi Tangerang Outlet 3  Ice Matcha Espresso 40880
## 96   549 2019-07-03     Lala     Bogor Outlet 1 Hot Red Velvet Latte 44924
## 97   553 2019-07-07   Julian     Bogor Outlet 1            Cappucino 41305
## 98   558 2019-07-12   Nikita Tangerang Outlet 1     Ice Matcha Latte 40771
## 99   559 2019-07-13    Putri   Jakarta Outlet 5        Hot Chocolate 40883
## 100  571 2019-07-25   Garvin   Jakarta Outlet 5        Hot Chocolate 44491
## 101  575 2019-07-29  Vanessa     Depok Outlet 3      Ice Berry Coffe 41098
## 102  578 2019-08-01   Sherly   Jakarta Outlet 1 Ice Red Velvet Latte 44899
## 103  587 2019-08-10     Aero     Depok Outlet 2 Ice Red Velvet Latte 44039
## 104  597 2019-08-20   Ardifo Tangerang Outlet 1    Hot Caramel Latte 40257
## 105  598 2019-08-21   Garvin     Depok Outlet 5            Cappucino 44237
## 106  600 2019-08-23     Abdi Tangerang Outlet 2 Hot Red Velvet Latte 44467
## 107  617 2019-09-09   Fallen   Jakarta Outlet 3        Hot Chocolate 42985
## 108  623 2019-09-15   Fallen     Depok Outlet 1   Ice Coffee Avocado 41628
## 109  627 2019-09-19     Abdi Tangerang Outlet 5      Ice Coffee Lite 40804
## 110  635 2019-09-27    Kefas     Depok Outlet 3  Ice Matcha Espresso 43114
## 111  642 2019-10-04 Clarissa   Jakarta Outlet 1      Ice Berry Coffe 43663
## 112  644 2019-10-06   Nikita    Bekasi Outlet 3      Ice Coffee Lite 43184
## 113  649 2019-10-11     Joko     Bogor Outlet 3      Ice Coffee Lite 43836
## 114  651 2019-10-13   Julian     Bogor Outlet 5        Ice Americano 42712
## 115  658 2019-10-20    Grace    Bekasi Outlet 2 Hot Red Velvet Latte 44630
## 116  661 2019-10-23    Grace    Bekasi Outlet 1      Ice Berry Coffe 44124
## 117  665 2019-10-27   Julian     Depok Outlet 3            Cappucino 40614
## 118  675 2019-11-06    Angel     Bogor Outlet 2   Ice Coffee Avocado 41536
## 119  695 2019-11-26   Nikita   Jakarta Outlet 5      Ice Coffee Lite 40384
## 120  697 2019-11-28    Irene     Depok Outlet 2     Ice Matcha Latte 42085
## 121  702 2019-12-03     Lala     Bogor Outlet 5        Ice Americano 42236
## 122  705 2019-12-06  Vanessa Tangerang Outlet 3    Hot Caramel Latte 44725
## 123  707 2019-12-08  Vanessa     Depok Outlet 1         Es Kopi Susu 41283
## 124  713 2019-12-14    Putri    Bekasi Outlet 2       Ice Cafe Latte 40523
## 125  717 2019-12-18 Clarissa     Depok Outlet 1      Ice Berry Coffe 41224
## 126  718 2019-12-19    Grace    Bekasi Outlet 2            Cappucino 41380
## 127  719 2019-12-20    Irene    Bekasi Outlet 1 Hot Red Velvet Latte 40458
## 128  721 2019-12-22   Nikita   Jakarta Outlet 1   Ice Coffee Avocado 43498
## 129  737 2020-01-07    Angel Tangerang Outlet 1       Ice Cafe Latte 44896
## 130  741 2020-01-11   Fallen     Bogor Outlet 1      Ice Berry Coffe 41002
## 131  742 2020-01-12   Ardifo Tangerang Outlet 1  Ice Matcha Espresso 40006
## 132  748 2020-01-18    Kefas    Bekasi Outlet 3        Hot Chocolate 41371
## 133  749 2020-01-19    Grace     Bogor Outlet 3      Ice Berry Coffe 44155
## 134  752 2020-01-22     Abdi   Jakarta Outlet 5    Hot Caramel Latte 42749
## 135  753 2020-01-23   Julian Tangerang Outlet 2      Ice Coffee Lite 41100
## 136  755 2020-01-25     Joko Tangerang Outlet 5      Ice Berry Coffe 42006
## 137  766 2020-02-05   Garvin Tangerang Outlet 3            Cappucino 42936
## 138  769 2020-02-08 Clarissa Tangerang Outlet 3         Es Kopi Susu 44915
## 139  770 2020-02-09 Clarissa     Bogor Outlet 1     Ice Matcha Latte 43324
## 140  772 2020-02-11    Irene     Bogor Outlet 5 Ice Red Velvet Latte 42072
## 141  787 2020-02-26   Fallen     Depok Outlet 5    Ice Caramel Latte 42078
## 142  792 2020-03-02  Vanessa     Depok Outlet 5        Hot Chocolate 40289
## 143  794 2020-03-04    Siana Tangerang Outlet 2  Ice Matcha Espresso 44742
## 144  795 2020-03-05    Irene   Jakarta Outlet 5      Ice Berry Coffe 44158
## 145  799 2020-03-09    Putri     Bogor Outlet 1     Ice Matcha Latte 42385
## 146  800 2020-03-10 Clarissa     Bogor Outlet 1      Ice Berry Coffe 41418
## 147  802 2020-03-12     Aero Tangerang Outlet 3   Ice Coffee Avocado 41298
## 148  805 2020-03-15    Putri    Bekasi Outlet 1     Ice Matcha Latte 43417
## 149  813 2020-03-23   Jeffry   Jakarta Outlet 5         Es Kopi Susu 40313
## 150  814 2020-03-24     Abdi    Bekasi Outlet 3   Ice Coffee Avocado 43911
## 151  821 2020-03-31  Vanessa     Bogor Outlet 3 Hot Red Velvet Latte 44802
## 152  823 2020-04-02     Aero Tangerang Outlet 3      Ice Berry Coffe 44970
## 153  828 2020-04-07  Vanessa     Depok Outlet 3         Es Kopi Susu 42124
## 154  831 2020-04-10    Irene    Bekasi Outlet 1   Ice Coffee Avocado 41636
## 155  832 2020-04-11     Lala     Depok Outlet 1   Ice Coffee Avocado 42877
## 156  839 2020-04-18   Nikita     Depok Outlet 1       Ice Cafe Latte 43258
## 157  849 2020-04-28   Jeffry     Bogor Outlet 3   Ice Coffee Avocado 43810
## 158  857 2020-05-06   Sherly     Depok Outlet 1            Cappucino 42074
## 159  858 2020-05-07   Sherly     Depok Outlet 5      Ice Coffee Lite 44130
## 160  859 2020-05-08   Sherly    Bekasi Outlet 1      Ice Coffee Lite 42589
## 161  866 2020-05-15   Julian    Bekasi Outlet 5        Ice Americano 41480
## 162  873 2020-05-22   Ardifo     Depok Outlet 3  Ice Matcha Espresso 44335
## 163  879 2020-05-28    Irene     Bogor Outlet 3       Ice Cafe Latte 41254
## 164  884 2020-06-02     Aero    Bekasi Outlet 3   Ice Coffee Avocado 42727
## 165  885 2020-06-03     Aero   Jakarta Outlet 1 Hot Red Velvet Latte 44855
## 166  887 2020-06-05   Jeffry    Bekasi Outlet 5 Ice Red Velvet Latte 41559
## 167  892 2020-06-10     Aero   Jakarta Outlet 5       Ice Cafe Latte 40213
## 168  895 2020-06-13     Joko   Jakarta Outlet 2    Ice Caramel Latte 41343
## 169  898 2020-06-16   Nikita   Jakarta Outlet 1         Es Kopi Susu 42404
## 170  906 2020-06-24   Ardifo     Depok Outlet 3      Ice Berry Coffe 41911
## 171  913 2020-07-01    Lando     Depok Outlet 2 Ice Red Velvet Latte 44784
## 172  914 2020-07-02    Irene   Jakarta Outlet 2      Ice Berry Coffe 44809
## 173  918 2020-07-06   Julian     Bogor Outlet 5         Es Kopi Susu 43862
## 174  930 2020-07-18    Lando     Bogor Outlet 5   Ice Coffee Avocado 43041
## 175  932 2020-07-20     Aero   Jakarta Outlet 3  Ice Matcha Espresso 40880
## 176  936 2020-07-24   Ardifo Tangerang Outlet 1        Hot Chocolate 40399
## 177  937 2020-07-25    Putri Tangerang Outlet 1     Ice Matcha Latte 43173
## 178  939 2020-07-27   Nikita     Depok Outlet 2        Hot Chocolate 41725
## 179  963 2020-08-20     Aero    Bekasi Outlet 1            Cappucino 43933
## 180  968 2020-08-25     Abdi     Bogor Outlet 3  Ice Matcha Espresso 41025
## 181  974 2020-08-31   Jeffry    Bekasi Outlet 5  Ice Matcha Espresso 43031
## 182  975 2020-09-01     Lala    Bekasi Outlet 2      Ice Berry Coffe 44045
## 183  981 2020-09-07    Putri    Bekasi Outlet 3      Ice Coffee Lite 44354
## 184  983 2020-09-09   Jeffry   Jakarta Outlet 5     Ice Matcha Latte 43866
## 185  984 2020-09-10    Irene     Bogor Outlet 2        Hot Chocolate 43227
## 186  986 2020-09-12 Clarissa    Bekasi Outlet 2            Cappucino 43127
## 187  987 2020-09-13   Nikita    Bekasi Outlet 2            Cappucino 40279
## 188  990 2020-09-16    Angel   Jakarta Outlet 5        Hot Chocolate 40850
## 189 1008 2020-10-04    Angel    Bekasi Outlet 5      Ice Berry Coffe 41744
## 190 1023 2020-10-19    Kefas Tangerang Outlet 3            Cappucino 41786
## 191 1026 2020-10-22    Lando     Bogor Outlet 1 Ice Red Velvet Latte 42609
## 192 1028 2020-10-24  Vanessa   Jakarta Outlet 5   Ice Coffee Avocado 41404
## 193 1037 2020-11-02   Nikita Tangerang Outlet 5        Hot Chocolate 44534
## 194 1039 2020-11-04     Lala Tangerang Outlet 5   Ice Coffee Avocado 41872
## 195 1057 2020-11-22    Angel   Jakarta Outlet 5     Ice Matcha Latte 40606
## 196 1060 2020-11-25     Abdi   Jakarta Outlet 3      Ice Berry Coffe 40617
## 197 1063 2020-11-28  Vanessa     Bogor Outlet 2         Es Kopi Susu 41503
## 198 1066 2020-12-01   Ardifo     Bogor Outlet 5      Ice Coffee Lite 41158
## 199 1067 2020-12-02     Lala     Bogor Outlet 5    Ice Caramel Latte 40755
## 200 1070 2020-12-05     Joko     Depok Outlet 1 Hot Red Velvet Latte 41903
## 201 1076 2020-12-11    Irene    Bekasi Outlet 2  Ice Matcha Espresso 41333
## 202 1095 2020-12-30    Angel   Jakarta Outlet 2       Ice Cafe Latte 43444
## 203 1106 2021-01-10     Abdi     Bogor Outlet 5    Ice Caramel Latte 42948
## 204 1108 2021-01-12     Lala     Depok Outlet 5    Ice Caramel Latte 41142
## 205 1117 2021-01-21    Kefas   Jakarta Outlet 2        Ice Americano 40655
## 206 1125 2021-01-29    Grace Tangerang Outlet 3     Ice Matcha Latte 43161
## 207 1141 2021-02-14   Fallen    Bekasi Outlet 5       Ice Cafe Latte 40936
## 208 1142 2021-02-15   Fallen Tangerang Outlet 1 Hot Red Velvet Latte 42212
## 209 1150 2021-02-23     Abdi     Depok Outlet 2      Ice Berry Coffe 43280
## 210 1152 2021-02-25   Nikita Tangerang Outlet 2       Ice Cafe Latte 40254
## 211 1156 2021-03-01    Putri Tangerang Outlet 1      Ice Berry Coffe 42688
## 212 1159 2021-03-04    Putri Tangerang Outlet 3     Ice Matcha Latte 42036
## 213 1162 2021-03-07  Vanessa Tangerang Outlet 2  Ice Matcha Espresso 44207
## 214 1163 2021-03-08     Lala    Bekasi Outlet 5    Ice Caramel Latte 40387
## 215 1169 2021-03-14   Jeffry   Jakarta Outlet 2   Ice Coffee Avocado 43494
## 216 1171 2021-03-16    Siana     Depok Outlet 3 Hot Red Velvet Latte 40853
## 217 1176 2021-03-21    Angel     Bogor Outlet 1  Ice Matcha Espresso 44122
## 218 1177 2021-03-22   Fallen    Bekasi Outlet 2    Ice Caramel Latte 40150
## 219 1180 2021-03-25   Ardifo   Jakarta Outlet 5 Hot Red Velvet Latte 43463
## 220 1181 2021-03-26    Irene     Depok Outlet 2         Es Kopi Susu 42559
## 221 1187 2021-04-01   Garvin   Jakarta Outlet 3        Ice Americano 40670
## 222 1191 2021-04-05  Vanessa Tangerang Outlet 1 Ice Red Velvet Latte 43250
## 223 1195 2021-04-09  Vanessa Tangerang Outlet 1       Ice Cafe Latte 43137
## 224 1197 2021-04-11     Joko     Bogor Outlet 1    Ice Caramel Latte 41086
## 225 1216 2021-04-30     Aero     Depok Outlet 5 Hot Red Velvet Latte 43610
## 226 1220 2021-05-04   Sherly    Bekasi Outlet 1      Ice Coffee Lite 40122
## 227 1223 2021-05-07   Ardifo   Jakarta Outlet 5  Ice Matcha Espresso 41143
## 228 1226 2021-05-10    Lando     Bogor Outlet 3   Ice Coffee Avocado 42251
## 229 1240 2021-05-24   Fallen     Depok Outlet 3   Ice Coffee Avocado 42989
## 230 1241 2021-05-25  Vanessa   Jakarta Outlet 2        Hot Chocolate 43184
## 231 1243 2021-05-27     Abdi     Bogor Outlet 1         Es Kopi Susu 41402
## 232 1253 2021-06-06   Jeffry Tangerang Outlet 1         Es Kopi Susu 43671
## 233 1255 2021-06-08    Siana    Bekasi Outlet 2  Ice Matcha Espresso 43141
## 234 1256 2021-06-09   Garvin    Bekasi Outlet 5        Ice Americano 43459
## 235 1264 2021-06-17 Clarissa   Jakarta Outlet 3            Cappucino 43983
## 236 1274 2021-06-27     Aero     Depok Outlet 2      Ice Berry Coffe 40624
## 237 1283 2021-07-06 Clarissa    Bekasi Outlet 3 Hot Red Velvet Latte 42878
## 238 1285 2021-07-08  Vanessa     Bogor Outlet 2     Ice Matcha Latte 41537
## 239 1292 2021-07-15   Nikita    Bekasi Outlet 3        Ice Americano 42069
## 240 1296 2021-07-19    Angel    Bekasi Outlet 1      Ice Coffee Lite 44126
## 241 1317 2021-08-09    Irene Tangerang Outlet 1 Hot Red Velvet Latte 42582
## 242 1319 2021-08-11   Garvin Tangerang Outlet 1      Ice Berry Coffe 44466
## 243 1328 2021-08-20    Putri Tangerang Outlet 5         Es Kopi Susu 40076
## 244 1332 2021-08-24    Lando     Depok Outlet 5  Ice Matcha Espresso 44321
## 245 1340 2021-09-01     Aero   Jakarta Outlet 5       Ice Cafe Latte 40978
## 246 1342 2021-09-03   Ardifo Tangerang Outlet 1  Ice Matcha Espresso 44261
## 247 1346 2021-09-07    Grace     Bogor Outlet 3        Ice Americano 42795
## 248 1348 2021-09-09    Angel     Bogor Outlet 5 Hot Red Velvet Latte 43411
## 249 1351 2021-09-12   Sherly Tangerang Outlet 5        Hot Chocolate 40125
## 250 1354 2021-09-15   Ardifo Tangerang Outlet 5   Ice Coffee Avocado 40060
## 251 1355 2021-09-16    Putri Tangerang Outlet 3       Ice Cafe Latte 40180
## 252 1360 2021-09-21    Lando    Bekasi Outlet 5            Cappucino 44144
## 253 1365 2021-09-26     Lala    Bekasi Outlet 5    Ice Caramel Latte 43463
## 254 1366 2021-09-27 Clarissa     Depok Outlet 2 Ice Red Velvet Latte 41993
## 255 1371 2021-10-02    Irene     Bogor Outlet 5    Hot Caramel Latte 41315
## 256 1374 2021-10-05    Lando     Bogor Outlet 5      Ice Coffee Lite 43542
## 257 1397 2021-10-28    Angel     Bogor Outlet 1 Ice Red Velvet Latte 43779
## 258 1398 2021-10-29    Kefas Tangerang Outlet 1 Hot Red Velvet Latte 41337
## 259 1404 2021-11-04    Kefas Tangerang Outlet 5 Hot Red Velvet Latte 42748
## 260 1405 2021-11-05   Sherly    Bekasi Outlet 2            Cappucino 41177
## 261 1408 2021-11-08 Clarissa     Depok Outlet 2            Cappucino 43253
## 262 1411 2021-11-11     Aero    Bekasi Outlet 1            Cappucino 40337
## 263 1416 2021-11-16     Aero     Depok Outlet 5    Ice Caramel Latte 44815
## 264 1417 2021-11-17  Vanessa   Jakarta Outlet 2    Hot Caramel Latte 44713
## 265 1427 2021-11-27   Ardifo     Bogor Outlet 3    Ice Caramel Latte 40243
## 266 1436 2021-12-06   Ardifo     Bogor Outlet 2            Cappucino 44140
## 267 1442 2021-12-12    Angel     Bogor Outlet 2   Ice Coffee Avocado 41812
## 268 1448 2021-12-18  Vanessa Tangerang Outlet 5       Ice Cafe Latte 44214
## 269 1452 2021-12-22     Joko Tangerang Outlet 5   Ice Coffee Avocado 44604
## 270 1458 2021-12-28    Putri   Jakarta Outlet 3      Ice Coffee Lite 42064
## 271 1462 2022-01-01 Clarissa Tangerang Outlet 5            Cappucino 42300
## 272 1464 2022-01-03   Fallen   Jakarta Outlet 2    Ice Caramel Latte 41359
## 273 1478 2022-01-17     Lala Tangerang Outlet 3  Ice Matcha Espresso 42895
## 274 1482 2022-01-21     Abdi    Bekasi Outlet 1 Hot Red Velvet Latte 44321
## 275 1487 2022-01-26   Fallen Tangerang Outlet 3      Ice Coffee Lite 44371
## 276 1488 2022-01-27     Abdi   Jakarta Outlet 5       Ice Cafe Latte 40718
## 277 1489 2022-01-28   Julian   Jakarta Outlet 1   Ice Coffee Avocado 43599
## 278 1493 2022-02-01    Kefas   Jakarta Outlet 1      Ice Berry Coffe 42086
## 279 1494 2022-02-02    Putri   Jakarta Outlet 1      Ice Berry Coffe 43551
## 280 1495 2022-02-03    Siana    Bekasi Outlet 1   Ice Coffee Avocado 41063
## 281 1497 2022-02-05    Siana     Bogor Outlet 1       Ice Cafe Latte 43635
## 282 1501 2022-02-09     Aero     Depok Outlet 1   Ice Coffee Avocado 41355
## 283 1503 2022-02-11   Fallen Tangerang Outlet 2       Ice Cafe Latte 43565
## 284 1504 2022-02-12     Joko     Depok Outlet 1    Hot Caramel Latte 44316
## 285 1507 2022-02-15   Garvin    Bekasi Outlet 1        Ice Americano 43483
## 286 1514 2022-02-22     Lala     Depok Outlet 2      Ice Coffee Lite 44652
## 287 1522 2022-03-02   Ardifo     Bogor Outlet 3    Ice Caramel Latte 41775
## 288 1526 2022-03-06    Putri     Depok Outlet 1  Ice Matcha Espresso 41750
## 289 1530 2022-03-10   Jeffry     Depok Outlet 2    Ice Caramel Latte 43874
## 290 1539 2022-03-19     Lala   Jakarta Outlet 3      Ice Coffee Lite 43830
## 291 1543 2022-03-23 Clarissa     Bogor Outlet 5            Cappucino 44374
## 292 1546 2022-03-26     Aero   Jakarta Outlet 3         Es Kopi Susu 43554
## 293 1552 2022-04-01   Julian     Bogor Outlet 3    Ice Caramel Latte 41483
## 294 1557 2022-04-06 Clarissa   Jakarta Outlet 2            Cappucino 42216
## 295 1561 2022-04-10     Joko    Bekasi Outlet 3        Hot Chocolate 44180
## 296 1575 2022-04-24    Putri     Bogor Outlet 2      Ice Berry Coffe 43767
## 297 1576 2022-04-25   Ardifo Tangerang Outlet 5 Ice Red Velvet Latte 43285
## 298 1581 2022-04-30   Julian    Bekasi Outlet 5 Ice Red Velvet Latte 43510
## 299 1593 2022-05-12    Lando    Bekasi Outlet 2      Ice Berry Coffe 40958
## 300 1595 2022-05-14     Abdi     Bogor Outlet 5   Ice Coffee Avocado 42838
## 301 1599 2022-05-18   Julian     Depok Outlet 2        Ice Americano 40732
## 302 1604 2022-05-23    Irene     Bogor Outlet 5     Ice Matcha Latte 44145
## 303 1606 2022-05-25   Nikita    Bekasi Outlet 2    Ice Caramel Latte 40238
## 304 1608 2022-05-27   Garvin     Depok Outlet 1         Es Kopi Susu 44598
## 305 1612 2022-05-31     Abdi    Bekasi Outlet 2         Es Kopi Susu 43948
## 306 1615 2022-06-03     Abdi     Depok Outlet 3    Ice Caramel Latte 41728
## 307 1622 2022-06-10     Joko   Jakarta Outlet 2 Ice Red Velvet Latte 44287
## 308 1627 2022-06-15   Julian   Jakarta Outlet 2      Ice Coffee Lite 42319
## 309 1628 2022-06-16    Kefas Tangerang Outlet 1     Ice Matcha Latte 43078
## 310 1634 2022-06-22    Putri     Bogor Outlet 3        Hot Chocolate 43155
## 311 1652 2022-07-10   Jeffry    Bekasi Outlet 5            Cappucino 43200
## 312 1659 2022-07-17    Irene     Depok Outlet 3        Ice Americano 41158
## 313 1660 2022-07-18    Lando Tangerang Outlet 2       Ice Cafe Latte 41129
## 314 1664 2022-07-22   Sherly   Jakarta Outlet 1            Cappucino 41455
## 315 1669 2022-07-27  Vanessa     Bogor Outlet 1        Hot Chocolate 44713
## 316 1681 2022-08-08    Grace Tangerang Outlet 3      Ice Berry Coffe 42499
## 317 1682 2022-08-09   Jeffry   Jakarta Outlet 2            Cappucino 44319
## 318 1687 2022-08-14   Jeffry     Depok Outlet 1      Ice Coffee Lite 40756
## 319 1694 2022-08-21     Abdi Tangerang Outlet 2 Hot Red Velvet Latte 44528
## 320 1697 2022-08-24     Lala Tangerang Outlet 2    Hot Caramel Latte 41954
## 321 1703 2022-08-30    Kefas    Bekasi Outlet 3      Ice Berry Coffe 44747
## 322 1704 2022-08-31   Ardifo   Jakarta Outlet 5         Es Kopi Susu 43906
## 323 1724 2022-09-20 Clarissa     Bogor Outlet 5      Ice Berry Coffe 41631
## 324 1725 2022-09-21  Vanessa    Bekasi Outlet 3 Hot Red Velvet Latte 41995
## 325 1730 2022-09-26     Lala    Bekasi Outlet 2 Hot Red Velvet Latte 43445
## 326 1732 2022-09-28    Angel   Jakarta Outlet 5 Hot Red Velvet Latte 43118
## 327 1742 2022-10-08     Lala   Jakarta Outlet 3  Ice Matcha Espresso 41700
## 328 1746 2022-10-12    Putri Tangerang Outlet 2        Hot Chocolate 41327
## 329 1747 2022-10-13    Kefas Tangerang Outlet 1 Ice Red Velvet Latte 43313
## 330 1751 2022-10-17    Angel    Bekasi Outlet 1      Ice Coffee Lite 42573
## 331 1756 2022-10-22   Nikita     Depok Outlet 2      Ice Berry Coffe 44236
## 332 1761 2022-10-27   Garvin   Jakarta Outlet 3 Ice Red Velvet Latte 41363
## 333 1768 2022-11-03    Siana     Bogor Outlet 1            Cappucino 44316
## 334 1786 2022-11-21   Sherly   Jakarta Outlet 1  Ice Matcha Espresso 43661
## 335 1791 2022-11-26    Grace    Bekasi Outlet 3      Ice Berry Coffe 41401
## 336 1794 2022-11-29     Abdi Tangerang Outlet 3 Hot Red Velvet Latte 41441
## 337 1795 2022-11-30    Siana   Jakarta Outlet 2         Es Kopi Susu 40500
## 338 1799 2022-12-04 Clarissa     Depok Outlet 2 Ice Red Velvet Latte 43322
## 339 1808 2022-12-13   Julian Tangerang Outlet 2         Es Kopi Susu 40110
## 340 1812 2022-12-17   Garvin    Bekasi Outlet 2       Ice Cafe Latte 41530
## 341 1822 2022-12-27  Vanessa   Jakarta Outlet 1        Hot Chocolate 42440
## 342 1828 2023-01-02 Clarissa    Bekasi Outlet 2    Hot Caramel Latte 42894
## 343 1837 2023-01-11     Abdi Tangerang Outlet 2 Hot Red Velvet Latte 44187
## 344 1842 2023-01-16     Lala     Bogor Outlet 3      Ice Coffee Lite 40492
## 345 1843 2023-01-17     Joko     Bogor Outlet 5         Es Kopi Susu 41363
## 346 1848 2023-01-22     Aero     Depok Outlet 2      Ice Coffee Lite 43875
## 347 1852 2023-01-26    Angel     Bogor Outlet 3 Hot Red Velvet Latte 43468
## 348 1857 2023-01-31    Irene   Jakarta Outlet 3        Ice Americano 40246
## 349 1859 2023-02-02     Abdi   Jakarta Outlet 3            Cappucino 43847
## 350 1863 2023-02-06 Clarissa     Depok Outlet 1       Ice Cafe Latte 43341
## 351 1864 2023-02-07 Clarissa    Bekasi Outlet 1  Ice Matcha Espresso 40971
## 352 1871 2023-02-14   Garvin Tangerang Outlet 2    Hot Caramel Latte 41710
## 353 1886 2023-03-01     Lala     Depok Outlet 2         Es Kopi Susu 41844
## 354 1901 2023-03-16   Jeffry Tangerang Outlet 3 Ice Red Velvet Latte 43195
## 355 1907 2023-03-22     Joko   Jakarta Outlet 3 Ice Red Velvet Latte 41192
## 356 1917 2023-04-01     Aero Tangerang Outlet 2            Cappucino 40994
## 357 1920 2023-04-04    Angel    Bekasi Outlet 2     Ice Matcha Latte 41006
## 358 1927 2023-04-11   Garvin Tangerang Outlet 3            Cappucino 41008
## 359 1935 2023-04-19   Fallen Tangerang Outlet 5       Ice Cafe Latte 41795
## 360 1939 2023-04-23    Grace   Jakarta Outlet 1     Ice Matcha Latte 44587
## 361 1944 2023-04-28   Fallen   Jakarta Outlet 5        Hot Chocolate 40413
## 362 1955 2023-05-09     Abdi    Bekasi Outlet 1     Ice Matcha Latte 40186
## 363 1956 2023-05-10   Sherly     Bogor Outlet 3       Ice Cafe Latte 42114
## 364 1964 2023-05-18     Abdi     Depok Outlet 2       Ice Cafe Latte 44723
## 365 1976 2023-05-30    Putri     Depok Outlet 5 Ice Red Velvet Latte 43326
## 366 1977 2023-05-31     Aero Tangerang Outlet 2    Ice Caramel Latte 43923
## 367 1993 2023-06-16    Putri Tangerang Outlet 1         Es Kopi Susu 42890
## 368 1995 2023-06-18    Irene     Bogor Outlet 5         Es Kopi Susu 42260
## 369 1998 2023-06-21    Lando    Bekasi Outlet 1       Ice Cafe Latte 44689
## 370 1999 2023-06-22   Garvin     Depok Outlet 5      Ice Berry Coffe 42499
## 371 2002 2023-06-25   Ardifo   Jakarta Outlet 2        Ice Americano 43064
## 372 2017 2023-07-10   Garvin     Bogor Outlet 1   Ice Coffee Avocado 42434
## 373 2020 2023-07-13     Lala Tangerang Outlet 2            Cappucino 44063
## 374 2025 2023-07-18   Garvin    Bekasi Outlet 3   Ice Coffee Avocado 40319
## 375 2039 2023-08-01    Siana     Bogor Outlet 3         Es Kopi Susu 40899
## 376 2042 2023-08-04     Lala   Jakarta Outlet 3      Ice Coffee Lite 44390
## 377 2044 2023-08-06     Lala   Jakarta Outlet 1    Ice Caramel Latte 42406
## 378 2047 2023-08-09    Grace   Jakarta Outlet 5   Ice Coffee Avocado 42724
## 379 2050 2023-08-12   Fallen    Bekasi Outlet 2      Ice Coffee Lite 43129
## 380 2051 2023-08-13     Aero   Jakarta Outlet 2  Ice Matcha Espresso 41014
## 381 2058 2023-08-20   Julian     Depok Outlet 5            Cappucino 42382
## 382 2060 2023-08-22   Jeffry     Bogor Outlet 1      Ice Berry Coffe 43163
## 383 2069 2023-08-31   Ardifo Tangerang Outlet 5       Ice Cafe Latte 44506
## 384 2072 2023-09-03 Clarissa Tangerang Outlet 1   Ice Coffee Avocado 43308
## 385 2073 2023-09-04   Nikita Tangerang Outlet 5      Ice Berry Coffe 44819
## 386 2074 2023-09-05   Fallen     Depok Outlet 2         Es Kopi Susu 42459
## 387 2075 2023-09-06   Jeffry   Jakarta Outlet 3   Ice Coffee Avocado 42940
## 388 2089 2023-09-20    Putri     Depok Outlet 1       Ice Cafe Latte 40589
## 389 2090 2023-09-21     Joko   Jakarta Outlet 2 Hot Red Velvet Latte 43516
## 390 2092 2023-09-23   Fallen     Bogor Outlet 1 Ice Red Velvet Latte 40752
## 391 2098 2023-09-29   Sherly    Bekasi Outlet 2       Ice Cafe Latte 43997
## 392 2109 2023-10-10    Angel     Bogor Outlet 1    Hot Caramel Latte 43511
## 393 2116 2023-10-17  Vanessa   Jakarta Outlet 3            Cappucino 44202
## 394 2117 2023-10-18    Irene Tangerang Outlet 3   Ice Coffee Avocado 41670
## 395 2118 2023-10-19    Angel    Bekasi Outlet 1       Ice Cafe Latte 43041
## 396 2120 2023-10-21     Abdi Tangerang Outlet 2        Hot Chocolate 40797
## 397 2129 2023-10-30   Sherly   Jakarta Outlet 2       Ice Cafe Latte 44848
## 398 2136 2023-11-06   Julian     Depok Outlet 2     Ice Matcha Latte 44825
## 399 2139 2023-11-09    Putri Tangerang Outlet 1      Ice Coffee Lite 44487
## 400 2145 2023-11-15   Sherly     Bogor Outlet 1      Ice Berry Coffe 42245
## 401 2146 2023-11-16   Sherly   Jakarta Outlet 2     Ice Matcha Latte 44264
## 402 2150 2023-11-20    Grace Tangerang Outlet 5    Hot Caramel Latte 43224
## 403 2164 2023-12-04   Nikita     Bogor Outlet 3    Hot Caramel Latte 41868
## 404 2165 2023-12-05    Irene     Bogor Outlet 2        Hot Chocolate 42326
## 405 2174 2023-12-14 Clarissa Tangerang Outlet 3            Cappucino 40774
## 406 2176 2023-12-16    Siana Tangerang Outlet 5    Hot Caramel Latte 44257
## 407 2180 2023-12-20     Lala Tangerang Outlet 1    Hot Caramel Latte 43770
## 408 2201 2024-01-10   Garvin     Depok Outlet 3    Ice Caramel Latte 42728
## 409 2205 2024-01-14     Abdi     Depok Outlet 2 Ice Red Velvet Latte 42349
## 410 2209 2024-01-18     Joko     Bogor Outlet 1   Ice Coffee Avocado 44055
## 411 2210 2024-01-19   Fallen Tangerang Outlet 2  Ice Matcha Espresso 40916
## 412 2212 2024-01-21   Nikita     Bogor Outlet 5         Es Kopi Susu 41261
## 413 2220 2024-01-29   Nikita     Bogor Outlet 5    Hot Caramel Latte 44076
## 414 2222 2024-01-31     Abdi     Depok Outlet 5   Ice Coffee Avocado 43415
## 415 2226 2024-02-04   Ardifo   Jakarta Outlet 2        Hot Chocolate 40598
## 416 2232 2024-02-10     Joko     Bogor Outlet 3   Ice Coffee Avocado 42737
## 417 2234 2024-02-12    Siana     Bogor Outlet 3    Ice Caramel Latte 44377
## 418 2245 2024-02-23   Jeffry     Depok Outlet 1     Ice Matcha Latte 44562
## 419 2247 2024-02-25     Lala   Jakarta Outlet 5      Ice Berry Coffe 42512
## 420 2256 2024-03-05   Garvin   Jakarta Outlet 5            Cappucino 40777
## 421 2257 2024-03-06    Kefas Tangerang Outlet 3         Es Kopi Susu 44164
## 422 2263 2024-03-12 Clarissa   Jakarta Outlet 1            Cappucino 42878
## 423 2269 2024-03-18   Jeffry     Bogor Outlet 1   Ice Coffee Avocado 43495
## 424 2274 2024-03-23     Lala Tangerang Outlet 5        Hot Chocolate 41510
## 425 2275 2024-03-24   Jeffry     Bogor Outlet 2        Ice Americano 44039
## 426 2283 2024-04-01    Lando   Jakarta Outlet 5            Cappucino 41111
## 427 2304 2024-04-22 Clarissa    Bekasi Outlet 5    Hot Caramel Latte 41528
## 428 2308 2024-04-26    Putri    Bekasi Outlet 5     Ice Matcha Latte 41922
## 429 2309 2024-04-27   Fallen Tangerang Outlet 1 Hot Red Velvet Latte 42844
## 430 2310 2024-04-28    Angel   Jakarta Outlet 3        Ice Americano 42195
## 431 2311 2024-04-29   Julian     Depok Outlet 2 Ice Red Velvet Latte 42651
## 432 2318 2024-05-06   Jeffry     Depok Outlet 1    Hot Caramel Latte 42459
## 433 2321 2024-05-09    Kefas     Bogor Outlet 3    Ice Caramel Latte 43373
## 434 2324 2024-05-12   Nikita     Depok Outlet 3    Ice Caramel Latte 41332
## 435 2330 2024-05-18    Kefas     Depok Outlet 3 Hot Red Velvet Latte 42868
## 436 2343 2024-05-31  Vanessa     Depok Outlet 3       Ice Cafe Latte 42276
## 437 2344 2024-06-01   Sherly     Depok Outlet 2   Ice Coffee Avocado 44380
## 438 2351 2024-06-08    Angel   Jakarta Outlet 1 Ice Red Velvet Latte 43047
## 439 2352 2024-06-09   Julian     Bogor Outlet 1      Ice Coffee Lite 42055
## 440 2365 2024-06-22    Siana   Jakarta Outlet 1         Es Kopi Susu 43341
## 441 2369 2024-06-26    Grace     Depok Outlet 5    Ice Caramel Latte 44616
## 442 2381 2024-07-08    Angel   Jakarta Outlet 2   Ice Coffee Avocado 42498
## 443 2385 2024-07-12    Siana Tangerang Outlet 1 Hot Red Velvet Latte 42049
## 444 2389 2024-07-16    Lando     Depok Outlet 1    Hot Caramel Latte 42004
## 445 2392 2024-07-19     Lala    Bekasi Outlet 2     Ice Matcha Latte 43402
## 446 2396 2024-07-23   Julian     Bogor Outlet 5      Ice Coffee Lite 43905
## 447 2400 2024-07-27    Kefas     Bogor Outlet 3 Ice Red Velvet Latte 41222
## 448 2403 2024-07-30   Jeffry Tangerang Outlet 2   Ice Coffee Avocado 40096
## 449 2405 2024-08-01    Lando     Bogor Outlet 3        Ice Americano 42302
## 450 2414 2024-08-10    Putri Tangerang Outlet 2            Cappucino 44298
## 451 2421 2024-08-17    Kefas     Depok Outlet 3      Ice Berry Coffe 40598
## 452 2431 2024-08-27   Julian   Jakarta Outlet 2    Hot Caramel Latte 40375
## 453 2432 2024-08-28 Clarissa   Jakarta Outlet 1    Ice Caramel Latte 44831
## 454 2434 2024-08-30    Angel     Bogor Outlet 2      Ice Berry Coffe 44006
## 455 2446 2024-09-11  Vanessa     Depok Outlet 2     Ice Matcha Latte 43198
## 456 2460 2024-09-25     Lala    Bekasi Outlet 2            Cappucino 42520
## 457 2463 2024-09-28   Sherly     Depok Outlet 1       Ice Cafe Latte 40238
## 458 2467 2024-10-02     Aero Tangerang Outlet 2    Hot Caramel Latte 42828
## 459 2476 2024-10-11   Sherly Tangerang Outlet 3     Ice Matcha Latte 42148
## 460 2477 2024-10-12  Vanessa     Depok Outlet 5 Ice Red Velvet Latte 44330
## 461 2479 2024-10-14    Lando    Bekasi Outlet 1        Ice Americano 42460
## 462 2488 2024-10-23   Sherly     Bogor Outlet 2    Ice Caramel Latte 43994
## 463 2493 2024-10-28    Irene Tangerang Outlet 1    Ice Caramel Latte 43754
## 464 2494 2024-10-29     Lala    Bekasi Outlet 1     Ice Matcha Latte 40953
## 465 2495 2024-10-30    Irene     Depok Outlet 5         Es Kopi Susu 44729
## 466 2502 2024-11-06  Vanessa     Depok Outlet 3   Ice Coffee Avocado 42310
## 467 2504 2024-11-08   Ardifo    Bekasi Outlet 2     Ice Matcha Latte 40489
## 468 2508 2024-11-12   Garvin   Jakarta Outlet 3  Ice Matcha Espresso 43157
## 469 2517 2024-11-21   Sherly     Bogor Outlet 1         Es Kopi Susu 40632
## 470 2521 2024-11-25    Grace     Depok Outlet 2      Ice Berry Coffe 42116
## 471 2528 2024-12-02    Angel   Jakarta Outlet 1  Ice Matcha Espresso 42793
## 472 2539 2024-12-13    Angel Tangerang Outlet 1       Ice Cafe Latte 40162
## 473 2542 2024-12-16     Abdi    Bekasi Outlet 1         Es Kopi Susu 41658
## 474 2546 2024-12-20    Grace    Bekasi Outlet 5        Hot Chocolate 44514
## 475 2550 2024-12-24    Angel     Depok Outlet 3 Ice Red Velvet Latte 44265
## 476 2553 2024-12-27     Abdi   Jakarta Outlet 2        Ice Americano 44534
## 477 2555 2024-12-29    Irene     Depok Outlet 3 Hot Red Velvet Latte 43200
## 478 2558 2025-01-01   Garvin     Bogor Outlet 2        Ice Americano 42737
## 479 2561 2025-01-04   Fallen     Bogor Outlet 5   Ice Coffee Avocado 41618
## 480 2564 2025-01-07   Nikita     Bogor Outlet 2    Ice Caramel Latte 44106
## 481 2567 2025-01-10   Fallen Tangerang Outlet 3        Ice Americano 40730
## 482 2573 2025-01-16    Lando     Depok Outlet 1 Hot Red Velvet Latte 42334
## 483 2576 2025-01-19     Lala    Bekasi Outlet 2         Es Kopi Susu 40020
## 484 2589 2025-02-01  Vanessa     Depok Outlet 5  Ice Matcha Espresso 41504
## 485 2597 2025-02-09    Putri     Bogor Outlet 3     Ice Matcha Latte 42267
## 486 2599 2025-02-11    Putri Tangerang Outlet 2        Hot Chocolate 43750
## 487 2610 2025-02-22    Kefas    Bekasi Outlet 1    Ice Caramel Latte 43767
## 488 2611 2025-02-23    Putri Tangerang Outlet 3       Ice Cafe Latte 40259
## 489 2612 2025-02-24    Siana     Depok Outlet 3  Ice Matcha Espresso 42867
## 490 2619 2025-03-03     Lala Tangerang Outlet 3        Ice Americano 40706
## 491 2622 2025-03-06   Julian   Jakarta Outlet 1  Ice Matcha Espresso 42119
## 492 2626 2025-03-10     Abdi    Bekasi Outlet 1    Hot Caramel Latte 41356
## 493 2628 2025-03-12     Lala    Bekasi Outlet 3   Ice Coffee Avocado 43564
## 494 2633 2025-03-17  Vanessa   Jakarta Outlet 1    Hot Caramel Latte 43724
## 495 2636 2025-03-20    Siana   Jakarta Outlet 1 Hot Red Velvet Latte 43287
## 496 2642 2025-03-26     Aero     Bogor Outlet 1            Cappucino 42634
## 497 2648 2025-04-01    Siana     Bogor Outlet 1            Cappucino 43856
## 498 2651 2025-04-04    Putri     Depok Outlet 2   Ice Coffee Avocado 42258
## 499 2655 2025-04-08   Nikita     Bogor Outlet 1      Ice Coffee Lite 44429
## 500 2662 2025-04-15   Julian     Depok Outlet 3      Ice Coffee Lite 43059
## 501 2666 2025-04-19    Irene     Bogor Outlet 2   Ice Coffee Avocado 44628
## 502 2668 2025-04-21    Kefas     Bogor Outlet 3    Hot Caramel Latte 42354
## 503 2674 2025-04-27   Nikita    Bekasi Outlet 3    Ice Caramel Latte 42517
## 504 2682 2025-05-05    Putri     Bogor Outlet 3    Hot Caramel Latte 44078
## 505 2690 2025-05-13 Clarissa    Bekasi Outlet 1    Hot Caramel Latte 43196
## 506 2694 2025-05-17     Aero     Bogor Outlet 2    Ice Caramel Latte 42970
## 507 2703 2025-05-26   Ardifo     Depok Outlet 2      Ice Berry Coffe 41577
## 508 2710 2025-06-02   Jeffry Tangerang Outlet 3      Ice Berry Coffe 40278
## 509 2713 2025-06-05    Grace   Jakarta Outlet 5      Ice Berry Coffe 43718
## 510 2718 2025-06-10     Aero    Bekasi Outlet 1       Ice Cafe Latte 42119
## 511 2720 2025-06-12  Vanessa Tangerang Outlet 2      Ice Coffee Lite 40075
## 512 2726 2025-06-18   Jeffry    Bekasi Outlet 3        Hot Chocolate 44629
## 513 2734 2025-06-26    Siana Tangerang Outlet 5    Hot Caramel Latte 42558
## 514 2741 2025-07-03   Sherly Tangerang Outlet 2       Ice Cafe Latte 41032
## 515 2750 2025-07-12    Angel    Bekasi Outlet 5         Es Kopi Susu 43540
## 516 2753 2025-07-15    Siana Tangerang Outlet 1  Ice Matcha Espresso 41301
## 517 2758 2025-07-20 Clarissa     Depok Outlet 3    Ice Caramel Latte 43768
## 518 2761 2025-07-23     Lala     Bogor Outlet 5        Ice Americano 40895
## 519 2768 2025-07-30     Aero     Bogor Outlet 1    Hot Caramel Latte 40001
## 520 2780 2025-08-11     Abdi   Jakarta Outlet 1        Hot Chocolate 40811
## 521 2790 2025-08-21   Ardifo   Jakarta Outlet 3 Ice Red Velvet Latte 42010
## 522 2802 2025-09-02     Joko     Bogor Outlet 3        Ice Americano 40797
## 523 2803 2025-09-03   Julian     Bogor Outlet 5            Cappucino 43152
## 524 2808 2025-09-08   Nikita     Bogor Outlet 5 Ice Red Velvet Latte 41365
## 525 2817 2025-09-17    Lando Tangerang Outlet 3            Cappucino 44732
## 526 2822 2025-09-22     Joko    Bekasi Outlet 1   Ice Coffee Avocado 43377
## 527 2827 2025-09-27  Vanessa    Bekasi Outlet 1     Ice Matcha Latte 43037
## 528 2834 2025-10-04    Irene    Bekasi Outlet 1   Ice Coffee Avocado 40554
## 529 2836 2025-10-06   Sherly     Bogor Outlet 1    Hot Caramel Latte 43570
## 530 2837 2025-10-07     Joko Tangerang Outlet 1       Ice Cafe Latte 40284
## 531 2842 2025-10-12     Aero     Depok Outlet 2        Ice Americano 43534
## 532 2848 2025-10-18   Nikita     Depok Outlet 1      Ice Coffee Lite 42374
## 533 2849 2025-10-19   Nikita   Jakarta Outlet 5        Hot Chocolate 44388
## 534 2869 2025-11-08   Fallen    Bekasi Outlet 1        Hot Chocolate 41861
## 535 2875 2025-11-14 Clarissa   Jakarta Outlet 5 Hot Red Velvet Latte 44903
## 536 2877 2025-11-16   Nikita     Bogor Outlet 1   Ice Coffee Avocado 41679
## 537 2880 2025-11-19    Angel     Bogor Outlet 3        Hot Chocolate 42323
## 538 2888 2025-11-27   Nikita     Bogor Outlet 5      Ice Coffee Lite 43600
## 539 2898 2025-12-07   Nikita   Jakarta Outlet 5 Hot Red Velvet Latte 43313
## 540 2899 2025-12-08     Aero Tangerang Outlet 2     Ice Matcha Latte 44181
## 541 2907 2025-12-16   Julian     Depok Outlet 5    Hot Caramel Latte 43317
## 542 2913 2025-12-22    Lando     Depok Outlet 3 Ice Red Velvet Latte 40781
## 543 2916 2025-12-25   Garvin     Depok Outlet 5    Ice Caramel Latte 40984
## 544 2925 2026-01-03    Grace   Jakarta Outlet 5  Ice Matcha Espresso 43633
## 545 2931 2026-01-09   Ardifo     Bogor Outlet 1 Hot Red Velvet Latte 40611
## 546 2938 2026-01-16     Aero     Depok Outlet 3 Ice Red Velvet Latte 43074
## 547 2942 2026-01-20     Aero    Bekasi Outlet 1 Ice Red Velvet Latte 40595
## 548 2947 2026-01-25     Abdi Tangerang Outlet 2 Hot Red Velvet Latte 43612
## 549 2950 2026-01-28    Kefas    Bekasi Outlet 2    Hot Caramel Latte 41223
## 550 2952 2026-01-30    Putri   Jakarta Outlet 2 Hot Red Velvet Latte 43546
## 551 2955 2026-02-02    Grace   Jakarta Outlet 3 Ice Red Velvet Latte 42364
## 552 2962 2026-02-09   Nikita Tangerang Outlet 1 Ice Red Velvet Latte 40541
## 553 2964 2026-02-11     Joko     Depok Outlet 5     Ice Matcha Latte 42300
## 554 2965 2026-02-12    Angel     Bogor Outlet 3   Ice Coffee Avocado 41974
## 555 2966 2026-02-13   Julian Tangerang Outlet 2         Es Kopi Susu 41940
## 556 2967 2026-02-14     Aero Tangerang Outlet 3   Ice Coffee Avocado 43661
## 557 2969 2026-02-16    Putri    Bekasi Outlet 2      Ice Berry Coffe 41558
## 558 2978 2026-02-25   Fallen     Depok Outlet 1         Es Kopi Susu 41688
## 559 2981 2026-02-28   Julian Tangerang Outlet 5    Ice Caramel Latte 44266
## 560 2993 2026-03-12     Lala     Depok Outlet 1    Ice Caramel Latte 41522
## 561 2996 2026-03-15   Sherly    Bekasi Outlet 1       Ice Cafe Latte 42582
## 562 3006 2026-03-25   Fallen Tangerang Outlet 1 Hot Red Velvet Latte 41525
## 563 3010 2026-03-29  Vanessa    Bekasi Outlet 2 Ice Red Velvet Latte 42171
## 564 3024 2026-04-12   Sherly Tangerang Outlet 1            Cappucino 44443
## 565 3027 2026-04-15     Joko   Jakarta Outlet 5  Ice Matcha Espresso 40200
## 566 3030 2026-04-18   Fallen     Depok Outlet 2         Es Kopi Susu 42941
## 567 3035 2026-04-23     Abdi Tangerang Outlet 2        Hot Chocolate 44122
## 568 3039 2026-04-27     Abdi   Jakarta Outlet 3        Ice Americano 44697
## 569 3048 2026-05-06 Clarissa     Depok Outlet 2        Ice Americano 43841
## 570 3071 2026-05-29   Jeffry     Depok Outlet 2            Cappucino 43273
## 571 3074 2026-06-01  Vanessa     Bogor Outlet 3        Hot Chocolate 41631
## 572 3080 2026-06-07   Sherly    Bekasi Outlet 1      Ice Berry Coffe 43060
## 573 3096 2026-06-23   Fallen    Bekasi Outlet 2     Ice Matcha Latte 42443
## 574 3106 2026-07-03   Ardifo   Jakarta Outlet 5 Hot Red Velvet Latte 43873
## 575 3108 2026-07-05    Putri    Bekasi Outlet 2   Ice Coffee Avocado 40248
## 576 3111 2026-07-08    Irene    Bekasi Outlet 5       Ice Cafe Latte 43314
## 577 3113 2026-07-10   Garvin     Depok Outlet 5            Cappucino 41643
## 578 3126 2026-07-23 Clarissa     Depok Outlet 5         Es Kopi Susu 40244
## 579 3131 2026-07-28    Angel    Bekasi Outlet 1 Ice Red Velvet Latte 44150
## 580 3133 2026-07-30    Siana    Bekasi Outlet 5 Hot Red Velvet Latte 43376
## 581 3138 2026-08-04     Abdi   Jakarta Outlet 5         Es Kopi Susu 41487
## 582 3149 2026-08-15    Irene    Bekasi Outlet 2 Hot Red Velvet Latte 42059
## 583 3151 2026-08-17    Lando     Bogor Outlet 5            Cappucino 40921
## 584 3158 2026-08-24   Ardifo Tangerang Outlet 1    Ice Caramel Latte 43224
## 585 3164 2026-08-30     Joko     Depok Outlet 1     Ice Matcha Latte 43791
## 586 3183 2026-09-18   Julian Tangerang Outlet 1    Ice Caramel Latte 41635
## 587 3189 2026-09-24   Jeffry     Bogor Outlet 2    Hot Caramel Latte 43412
## 588 3190 2026-09-25    Irene     Bogor Outlet 2     Ice Matcha Latte 43753
## 589 3191 2026-09-26    Kefas     Bogor Outlet 1  Ice Matcha Espresso 43294
## 590 3192 2026-09-27     Aero    Bekasi Outlet 2        Hot Chocolate 40759
## 591 3204 2026-10-09   Fallen   Jakarta Outlet 2     Ice Matcha Latte 43474
## 592 3206 2026-10-11   Julian     Bogor Outlet 5    Ice Caramel Latte 44879
## 593 3210 2026-10-15     Abdi    Bekasi Outlet 2  Ice Matcha Espresso 44802
## 594 3213 2026-10-18    Irene   Jakarta Outlet 3 Ice Red Velvet Latte 41550
## 595 3217 2026-10-22    Kefas     Depok Outlet 3      Ice Berry Coffe 42154
## 596 3219 2026-10-24   Nikita Tangerang Outlet 3 Hot Red Velvet Latte 43610
## 597 3223 2026-10-28    Irene   Jakarta Outlet 2 Ice Red Velvet Latte 42371
## 598 3225 2026-10-30     Joko    Bekasi Outlet 2  Ice Matcha Espresso 44823
## 599 3228 2026-11-02   Nikita     Depok Outlet 3        Ice Americano 44679
## 600 3236 2026-11-10   Garvin Tangerang Outlet 3         Es Kopi Susu 43045
## 601 3239 2026-11-13    Irene Tangerang Outlet 1            Cappucino 42966
## 602 3247 2026-11-21     Aero     Bogor Outlet 2       Ice Cafe Latte 43686
## 603 3248 2026-11-22    Lando     Depok Outlet 2      Ice Berry Coffe 42868
## 604 3250 2026-11-24  Vanessa Tangerang Outlet 1    Hot Caramel Latte 40818
## 605 3273 2026-12-17     Aero    Bekasi Outlet 3      Ice Coffee Lite 43675
## 606 3274 2026-12-18   Ardifo    Bekasi Outlet 2 Hot Red Velvet Latte 40238
## 607 3278 2026-12-22  Vanessa     Bogor Outlet 2     Ice Matcha Latte 43662
## 608 3286 2026-12-30    Kefas    Bekasi Outlet 1     Ice Matcha Latte 43695
## 609 3290 2027-01-03   Jeffry     Depok Outlet 1   Ice Coffee Avocado 40663
## 610 3292 2027-01-05 Clarissa     Bogor Outlet 1  Ice Matcha Espresso 42226
## 611 3310 2027-01-23     Joko    Bekasi Outlet 3    Ice Caramel Latte 40581
## 612 3312 2027-01-25     Abdi     Bogor Outlet 5     Ice Matcha Latte 41695
## 613 3313 2027-01-26    Putri   Jakarta Outlet 2            Cappucino 43905
## 614 3314 2027-01-27   Fallen     Bogor Outlet 3        Hot Chocolate 44392
## 615 3317 2027-01-30   Garvin     Bogor Outlet 2 Hot Red Velvet Latte 40804
## 616 3336 2027-02-18   Julian    Bekasi Outlet 2   Ice Coffee Avocado 43369
## 617 3352 2027-03-06    Irene     Depok Outlet 5     Ice Matcha Latte 41064
## 618 3356 2027-03-10    Grace Tangerang Outlet 5 Ice Red Velvet Latte 40758
## 619 3360 2027-03-14    Kefas     Bogor Outlet 3         Es Kopi Susu 44256
## 620 3362 2027-03-16    Siana     Depok Outlet 1    Hot Caramel Latte 41762
## 621 3368 2027-03-22     Lala     Depok Outlet 1     Ice Matcha Latte 43616
## 622 3389 2027-04-12   Nikita    Bekasi Outlet 2   Ice Coffee Avocado 44607
## 623 3390 2027-04-13    Grace Tangerang Outlet 5            Cappucino 44782
## 624 3393 2027-04-16 Clarissa    Bekasi Outlet 5  Ice Matcha Espresso 42931
## 625 3394 2027-04-17    Angel     Depok Outlet 5  Ice Matcha Espresso 43035
## 626 3395 2027-04-18   Sherly   Jakarta Outlet 1        Hot Chocolate 40091
## 627 3396 2027-04-19     Aero Tangerang Outlet 2 Ice Red Velvet Latte 40431
## 628 3404 2027-04-27   Fallen    Bekasi Outlet 2    Ice Caramel Latte 44046
## 629 3409 2027-05-02    Angel   Jakarta Outlet 2            Cappucino 44263
## 630 3417 2027-05-10    Putri   Jakarta Outlet 3    Ice Caramel Latte 44200
## 631 3420 2027-05-13   Fallen   Jakarta Outlet 1   Ice Coffee Avocado 40016
## 632 3421 2027-05-14    Putri    Bekasi Outlet 5  Ice Matcha Espresso 40019
## 633 3425 2027-05-18   Nikita Tangerang Outlet 5        Ice Americano 41710
## 634 3427 2027-05-20    Lando     Depok Outlet 1   Ice Coffee Avocado 41884
## 635 3431 2027-05-24     Joko Tangerang Outlet 3       Ice Cafe Latte 41460
## 636 3436 2027-05-29   Nikita   Jakarta Outlet 2  Ice Matcha Espresso 42548
## 637 3440 2027-06-02   Nikita   Jakarta Outlet 2  Ice Matcha Espresso 44891
## 638 3457 2027-06-19    Irene Tangerang Outlet 1 Ice Red Velvet Latte 43679
## 639 3463 2027-06-25    Angel     Bogor Outlet 1       Ice Cafe Latte 44418
## 640 3469 2027-07-01   Nikita    Bekasi Outlet 1         Es Kopi Susu 42406
## 641 3476 2027-07-08   Nikita Tangerang Outlet 5    Ice Caramel Latte 41117
## 642 3477 2027-07-09    Lando    Bekasi Outlet 2        Ice Americano 41775
## 643 3485 2027-07-17   Nikita   Jakarta Outlet 5      Ice Berry Coffe 40110
## 644 3486 2027-07-18    Siana     Depok Outlet 2        Hot Chocolate 42845
## 645 3489 2027-07-21   Ardifo     Depok Outlet 3      Ice Coffee Lite 44116
## 646 3500 2027-08-01    Grace     Depok Outlet 1        Hot Chocolate 40548
## 647 3504 2027-08-05    Lando   Jakarta Outlet 5     Ice Matcha Latte 43215
## 648 3505 2027-08-06   Ardifo Tangerang Outlet 2        Ice Americano 44832
## 649 3508 2027-08-09    Angel     Bogor Outlet 1 Ice Red Velvet Latte 42829
## 650 3509 2027-08-10    Irene Tangerang Outlet 1       Ice Cafe Latte 40732
## 651 3523 2027-08-24   Julian   Jakarta Outlet 2         Es Kopi Susu 43191
## 652 3529 2027-08-30    Kefas     Depok Outlet 3 Ice Red Velvet Latte 42608
## 653 3531 2027-09-01   Fallen     Depok Outlet 1   Ice Coffee Avocado 42839
## 654 3533 2027-09-03   Fallen     Depok Outlet 1      Ice Coffee Lite 41916
## 655 3536 2027-09-06     Aero     Bogor Outlet 5            Cappucino 44280
## 656 3543 2027-09-13 Clarissa    Bekasi Outlet 1      Ice Berry Coffe 41304
## 657 3548 2027-09-18    Siana     Depok Outlet 3        Ice Americano 43644
## 658 3553 2027-09-23     Aero    Bekasi Outlet 2      Ice Coffee Lite 42824
## 659 3559 2027-09-29     Lala     Depok Outlet 2    Hot Caramel Latte 40459
## 660 3572 2027-10-12    Siana    Bekasi Outlet 3         Es Kopi Susu 41593
## 661 3576 2027-10-16    Putri Tangerang Outlet 5        Ice Americano 43800
## 662 3585 2027-10-25   Fallen     Bogor Outlet 3   Ice Coffee Avocado 41690
## 663 3586 2027-10-26    Irene     Depok Outlet 3       Ice Cafe Latte 41711
## 664 3589 2027-10-29    Grace    Bekasi Outlet 5        Hot Chocolate 43556
## 665 3592 2027-11-01   Julian Tangerang Outlet 3       Ice Cafe Latte 44797
## 666 3594 2027-11-03   Ardifo Tangerang Outlet 3        Hot Chocolate 42556
## 667 3597 2027-11-06   Ardifo     Bogor Outlet 1   Ice Coffee Avocado 42728
## 668 3602 2027-11-11   Julian     Bogor Outlet 2        Hot Chocolate 42125
## 669 3608 2027-11-17 Clarissa Tangerang Outlet 3        Ice Americano 41274
## 670 3614 2027-11-23    Angel     Bogor Outlet 5    Ice Caramel Latte 41426
## 671 3617 2027-11-26    Siana   Jakarta Outlet 3 Ice Red Velvet Latte 44321
## 672 3633 2027-12-12    Lando     Bogor Outlet 1            Cappucino 44566
## 673 3644 2027-12-23   Ardifo Tangerang Outlet 1   Ice Coffee Avocado 44315
## 674 3645 2027-12-24    Angel   Jakarta Outlet 5   Ice Coffee Avocado 41891
## 675 3657 2028-01-05     Abdi     Depok Outlet 2       Ice Cafe Latte 42271
## 676 3660 2028-01-08 Clarissa    Bekasi Outlet 1    Hot Caramel Latte 40301
## 677 3661 2028-01-09   Garvin   Jakarta Outlet 5      Ice Berry Coffe 40974
## 678 3665 2028-01-13     Abdi     Bogor Outlet 1      Ice Coffee Lite 43468
## 679 3672 2028-01-20    Irene   Jakarta Outlet 2  Ice Matcha Espresso 40242
## 680 3691 2028-02-08     Abdi Tangerang Outlet 5     Ice Matcha Latte 42500
## 681 3697 2028-02-14     Lala     Bogor Outlet 5            Cappucino 43375
## 682 3702 2028-02-19  Vanessa    Bekasi Outlet 2      Ice Coffee Lite 44566
## 683 3706 2028-02-23  Vanessa     Bogor Outlet 1         Es Kopi Susu 44146
## 684 3709 2028-02-26   Ardifo   Jakarta Outlet 5 Hot Red Velvet Latte 43734
## 685 3710 2028-02-27   Julian Tangerang Outlet 3        Hot Chocolate 44245
## 686 3711 2028-02-28 Clarissa     Bogor Outlet 5      Ice Berry Coffe 40473
## 687 3720 2028-03-08    Irene     Depok Outlet 3    Ice Caramel Latte 41490
## 688 3722 2028-03-10   Ardifo    Bekasi Outlet 5     Ice Matcha Latte 40640
## 689 3739 2028-03-27    Kefas     Bogor Outlet 1            Cappucino 42866
## 690 3748 2028-04-05   Sherly     Depok Outlet 3            Cappucino 44703
## 691 3750 2028-04-07    Siana Tangerang Outlet 3     Ice Matcha Latte 43102
## 692 3756 2028-04-13 Clarissa Tangerang Outlet 3 Ice Red Velvet Latte 42285
## 693 3762 2028-04-19    Irene   Jakarta Outlet 5 Hot Red Velvet Latte 43403
## 694 3763 2028-04-20    Kefas     Depok Outlet 1       Ice Cafe Latte 40549
## 695 3774 2028-05-01   Nikita     Bogor Outlet 3  Ice Matcha Espresso 43947
## 696 3775 2028-05-02    Siana Tangerang Outlet 5      Ice Coffee Lite 44032
## 697 3778 2028-05-05   Julian     Depok Outlet 5    Ice Caramel Latte 41468
## 698 3789 2028-05-16    Kefas Tangerang Outlet 3 Ice Red Velvet Latte 42493
## 699 3794 2028-05-21   Sherly Tangerang Outlet 3         Es Kopi Susu 41322
## 700 3801 2028-05-28 Clarissa   Jakarta Outlet 2         Es Kopi Susu 43386
## 701 3811 2028-06-07  Vanessa    Bekasi Outlet 5  Ice Matcha Espresso 41293
## 702 3813 2028-06-09    Putri     Depok Outlet 3        Ice Americano 43443
## 703 3816 2028-06-12    Lando    Bekasi Outlet 2   Ice Coffee Avocado 44791
## 704 3819 2028-06-15     Lala   Jakarta Outlet 1      Ice Coffee Lite 41173
## 705 3821 2028-06-17   Garvin     Bogor Outlet 3   Ice Coffee Avocado 42089
## 706 3828 2028-06-24    Putri     Depok Outlet 1         Es Kopi Susu 42989
## 707 3829 2028-06-25     Joko Tangerang Outlet 5    Ice Caramel Latte 41810
## 708 3834 2028-06-30    Putri     Depok Outlet 2        Hot Chocolate 43768
## 709 3840 2028-07-06    Irene Tangerang Outlet 2    Ice Caramel Latte 40653
## 710 3845 2028-07-11   Garvin     Bogor Outlet 2         Es Kopi Susu 42682
## 711 3846 2028-07-12   Sherly     Bogor Outlet 2       Ice Cafe Latte 41621
## 712 3847 2028-07-13   Fallen     Bogor Outlet 2    Ice Caramel Latte 44333
## 713 3876 2028-08-11    Angel     Bogor Outlet 2        Hot Chocolate 42785
## 714 3880 2028-08-15   Jeffry Tangerang Outlet 1    Hot Caramel Latte 41770
## 715 3883 2028-08-18    Angel Tangerang Outlet 1  Ice Matcha Espresso 40816
## 716 3894 2028-08-29   Fallen     Bogor Outlet 2 Ice Red Velvet Latte 43224
## 717 3895 2028-08-30    Irene     Bogor Outlet 1       Ice Cafe Latte 40558
## 718 3896 2028-08-31   Sherly   Jakarta Outlet 2  Ice Matcha Espresso 43582
## 719 3897 2028-09-01     Lala     Depok Outlet 3    Ice Caramel Latte 44089
## 720 3900 2028-09-04    Lando     Bogor Outlet 3    Hot Caramel Latte 43118
## 721 3907 2028-09-11   Fallen     Depok Outlet 2    Hot Caramel Latte 42673
## 722 3908 2028-09-12 Clarissa     Bogor Outlet 1         Es Kopi Susu 41494
## 723 3911 2028-09-15    Putri     Depok Outlet 2        Hot Chocolate 40367
## 724 3916 2028-09-20   Sherly    Bekasi Outlet 3   Ice Coffee Avocado 44351
## 725 3930 2028-10-04    Putri   Jakarta Outlet 2       Ice Cafe Latte 42865
## 726 3934 2028-10-08     Aero   Jakarta Outlet 1      Ice Berry Coffe 42182
## 727 3944 2028-10-18   Jeffry   Jakarta Outlet 1            Cappucino 43530
## 728 3945 2028-10-19 Clarissa     Bogor Outlet 3  Ice Matcha Espresso 44055
## 729 3950 2028-10-24   Nikita   Jakarta Outlet 5   Ice Coffee Avocado 44737
## 730 3958 2028-11-01   Sherly    Bekasi Outlet 5            Cappucino 40053
## 731 3959 2028-11-02    Grace   Jakarta Outlet 3      Ice Coffee Lite 40664
## 732 3967 2028-11-10   Julian Tangerang Outlet 2     Ice Matcha Latte 42665
## 733 3971 2028-11-14    Grace   Jakarta Outlet 5    Hot Caramel Latte 43081
## 734 3983 2028-11-26   Julian   Jakarta Outlet 3     Ice Matcha Latte 43900
## 735 3988 2028-12-01    Putri Tangerang Outlet 3 Ice Red Velvet Latte 44539
## 736 4008 2028-12-21   Fallen    Bekasi Outlet 5 Hot Red Velvet Latte 43206
## 737 4014 2028-12-27     Aero Tangerang Outlet 2     Ice Matcha Latte 40134
## 738 4017 2028-12-30    Lando    Bekasi Outlet 3        Hot Chocolate 42671
## 739 4018 2028-12-31 Clarissa     Bogor Outlet 3  Ice Matcha Espresso 43166
## 740 4022 2029-01-04   Ardifo     Depok Outlet 5       Ice Cafe Latte 44566
## 741 4032 2029-01-14    Irene     Depok Outlet 3      Ice Berry Coffe 42421
## 742 4037 2029-01-19     Aero   Jakarta Outlet 5  Ice Matcha Espresso 40535
## 743 4044 2029-01-26    Irene   Jakarta Outlet 1       Ice Cafe Latte 42688
## 744 4051 2029-02-02    Siana    Bekasi Outlet 1        Hot Chocolate 42222
## 745 4056 2029-02-07     Aero    Bekasi Outlet 5            Cappucino 43969
## 746 4061 2029-02-12    Angel     Depok Outlet 5       Ice Cafe Latte 40817
## 747 4067 2029-02-18   Ardifo    Bekasi Outlet 5 Ice Red Velvet Latte 41731
## 748 4075 2029-02-26    Putri     Bogor Outlet 2      Ice Coffee Lite 43547
## 749 4076 2029-02-27    Angel     Depok Outlet 3      Ice Coffee Lite 42790
## 750 4079 2029-03-02    Siana     Depok Outlet 3    Ice Caramel Latte 42227
## 751 4083 2029-03-06    Lando   Jakarta Outlet 1 Ice Red Velvet Latte 41774
## 752 4089 2029-03-12   Sherly     Depok Outlet 5    Hot Caramel Latte 41854
## 753 4103 2029-03-26   Sherly Tangerang Outlet 3   Ice Coffee Avocado 42144
## 754 4104 2029-03-27  Vanessa Tangerang Outlet 1     Ice Matcha Latte 44934
## 755 4109 2029-04-01    Siana   Jakarta Outlet 1    Ice Caramel Latte 44447
## 756 4111 2029-04-03     Lala     Bogor Outlet 1       Ice Cafe Latte 43871
## 757 4114 2029-04-06   Nikita     Bogor Outlet 5       Ice Cafe Latte 42108
## 758 4115 2029-04-07   Nikita     Bogor Outlet 5     Ice Matcha Latte 40423
## 759 4121 2029-04-13   Fallen     Depok Outlet 5 Hot Red Velvet Latte 43884
## 760 4123 2029-04-15    Siana     Depok Outlet 5 Hot Red Velvet Latte 44373
## 761 4126 2029-04-18    Lando    Bekasi Outlet 1      Ice Berry Coffe 41616
## 762 4131 2029-04-23   Sherly    Bekasi Outlet 1  Ice Matcha Espresso 42523
## 763 4142 2029-05-04  Vanessa    Bekasi Outlet 5  Ice Matcha Espresso 40264
## 764 4144 2029-05-06    Lando     Bogor Outlet 3        Ice Americano 44809
## 765 4145 2029-05-07   Nikita    Bekasi Outlet 3    Ice Caramel Latte 42752
## 766 4149 2029-05-11    Irene    Bekasi Outlet 3      Ice Coffee Lite 40729
## 767 4162 2029-05-24     Aero Tangerang Outlet 2            Cappucino 40918
## 768 4164 2029-05-26     Aero     Bogor Outlet 3   Ice Coffee Avocado 42987
## 769 4166 2029-05-28     Lala   Jakarta Outlet 5      Ice Coffee Lite 44217
## 770 4186 2029-06-17    Lando    Bekasi Outlet 5      Ice Berry Coffe 43049
## 771 4193 2029-06-24   Garvin Tangerang Outlet 2    Ice Caramel Latte 41030
## 772 4199 2029-06-30     Joko Tangerang Outlet 3     Ice Matcha Latte 40446
## 773 4204 2029-07-05    Irene   Jakarta Outlet 5 Hot Red Velvet Latte 42012
## 774 4206 2029-07-07   Jeffry Tangerang Outlet 5  Ice Matcha Espresso 40251
## 775 4207 2029-07-08   Nikita Tangerang Outlet 5   Ice Coffee Avocado 42057
## 776 4211 2029-07-12   Nikita     Bogor Outlet 1     Ice Matcha Latte 40617
## 777 4212 2029-07-13   Fallen     Bogor Outlet 1      Ice Berry Coffe 42293
## 778 4215 2029-07-16   Ardifo Tangerang Outlet 1    Ice Caramel Latte 43177
## 779 4218 2029-07-19   Garvin    Bekasi Outlet 5 Hot Red Velvet Latte 42076
## 780 4220 2029-07-21     Lala    Bekasi Outlet 3     Ice Matcha Latte 44305
## 781 4237 2029-08-07    Putri   Jakarta Outlet 3       Ice Cafe Latte 40390
## 782 4241 2029-08-11   Fallen     Depok Outlet 5     Ice Matcha Latte 41506
## 783 4255 2029-08-25 Clarissa     Bogor Outlet 2 Ice Red Velvet Latte 44817
## 784 4259 2029-08-29     Aero    Bekasi Outlet 3    Hot Caramel Latte 40793
## 785 4271 2029-09-10   Nikita     Bogor Outlet 5         Es Kopi Susu 43322
## 786 4272 2029-09-11     Joko   Jakarta Outlet 2         Es Kopi Susu 41838
## 787 4274 2029-09-13   Garvin   Jakarta Outlet 3        Hot Chocolate 42286
## 788 4277 2029-09-16    Angel     Bogor Outlet 1      Ice Berry Coffe 41328
## 789 4283 2029-09-22   Sherly Tangerang Outlet 1        Ice Americano 44787
## 790 4285 2029-09-24   Julian    Bekasi Outlet 5      Ice Berry Coffe 44105
## 791 4291 2029-09-30   Nikita   Jakarta Outlet 5    Ice Caramel Latte 43157
## 792 4294 2029-10-03   Fallen     Bogor Outlet 5        Hot Chocolate 43873
## 793 4296 2029-10-05    Grace Tangerang Outlet 2    Ice Caramel Latte 43006
## 794 4309 2029-10-18    Angel     Bogor Outlet 1 Hot Red Velvet Latte 40321
## 795 4315 2029-10-24   Jeffry     Depok Outlet 3        Hot Chocolate 41565
## 796 4316 2029-10-25   Sherly Tangerang Outlet 1      Ice Coffee Lite 44679
## 797 4323 2029-11-01    Irene     Depok Outlet 5            Cappucino 40227
## 798 4326 2029-11-04    Putri     Depok Outlet 3  Ice Matcha Espresso 41744
## 799 4330 2029-11-08    Putri   Jakarta Outlet 1       Ice Cafe Latte 43025
## 800 4332 2029-11-10    Grace   Jakarta Outlet 1         Es Kopi Susu 41450
## 801 4336 2029-11-14   Nikita     Depok Outlet 3 Hot Red Velvet Latte 41562
## 802 4338 2029-11-16    Kefas Tangerang Outlet 5 Ice Red Velvet Latte 44090
## 803 4340 2029-11-18    Kefas   Jakarta Outlet 1  Ice Matcha Espresso 41700
## 804 4347 2029-11-25   Fallen Tangerang Outlet 1 Ice Red Velvet Latte 40534
## 805 4349 2029-11-27    Putri    Bekasi Outlet 5  Ice Matcha Espresso 42923
## 806 4350 2029-11-28    Angel   Jakarta Outlet 1      Ice Berry Coffe 40895
## 807 4352 2029-11-30   Ardifo     Bogor Outlet 2        Hot Chocolate 40115
## 808 4353 2029-12-01   Fallen   Jakarta Outlet 2         Es Kopi Susu 44714
## 809 4354 2029-12-02    Siana   Jakarta Outlet 1 Ice Red Velvet Latte 40487
## 810 4355 2029-12-03   Ardifo     Depok Outlet 1        Hot Chocolate 40877
## 811 4356 2029-12-04     Joko   Jakarta Outlet 1  Ice Matcha Espresso 41777
## 812 4359 2029-12-07     Joko Tangerang Outlet 1       Ice Cafe Latte 44510
## 813 4360 2029-12-08   Sherly    Bekasi Outlet 2   Ice Coffee Avocado 44514
## 814 4364 2029-12-12    Irene   Jakarta Outlet 1       Ice Cafe Latte 44735
## 815 4366 2029-12-14  Vanessa     Depok Outlet 1      Ice Coffee Lite 41601
## 816 4377 2029-12-25    Grace   Jakarta Outlet 3  Ice Matcha Espresso 44452
## 817 4385 2030-01-02     Aero    Bekasi Outlet 2       Ice Cafe Latte 40860
## 818 4392 2030-01-09    Lando     Bogor Outlet 5       Ice Cafe Latte 40025
## 819 4400 2030-01-17   Julian     Bogor Outlet 3       Ice Cafe Latte 42941
## 820 4403 2030-01-20    Lando     Bogor Outlet 3 Ice Red Velvet Latte 40281
## 821 4410 2030-01-27     Lala   Jakarta Outlet 3       Ice Cafe Latte 42537
## 822 4416 2030-02-02 Clarissa     Depok Outlet 1  Ice Matcha Espresso 44951
## 823 4421 2030-02-07     Aero Tangerang Outlet 2    Ice Caramel Latte 44857
## 824 4422 2030-02-08   Nikita     Bogor Outlet 5 Hot Red Velvet Latte 43637
## 825 4423 2030-02-09  Vanessa     Depok Outlet 3            Cappucino 43924
## 826 4426 2030-02-12   Nikita Tangerang Outlet 1        Ice Americano 42372
## 827 4429 2030-02-15    Putri    Bekasi Outlet 3            Cappucino 42752
## 828 4433 2030-02-19 Clarissa    Bekasi Outlet 3       Ice Cafe Latte 41049
## 829 4434 2030-02-20   Nikita Tangerang Outlet 5   Ice Coffee Avocado 44342
## 830 4444 2030-03-02     Abdi    Bekasi Outlet 5        Hot Chocolate 43904
## 831 4447 2030-03-05   Ardifo Tangerang Outlet 5 Hot Red Velvet Latte 44782
## 832 4448 2030-03-06   Nikita     Depok Outlet 1       Ice Cafe Latte 43620
## 833 4453 2030-03-11     Joko   Jakarta Outlet 2   Ice Coffee Avocado 40122
## 834 4459 2030-03-17    Kefas     Bogor Outlet 1 Ice Red Velvet Latte 42624
## 835 4469 2030-03-27    Siana     Bogor Outlet 2      Ice Coffee Lite 43769
## 836 4472 2030-03-30     Aero Tangerang Outlet 2     Ice Matcha Latte 40671
## 837 4478 2030-04-05 Clarissa    Bekasi Outlet 1 Hot Red Velvet Latte 41890
## 838 4479 2030-04-06 Clarissa     Bogor Outlet 5 Ice Red Velvet Latte 41315
## 839 4480 2030-04-07    Angel    Bekasi Outlet 5    Hot Caramel Latte 42545
## 840 4481 2030-04-08   Ardifo     Bogor Outlet 3         Es Kopi Susu 43594
## 841 4482 2030-04-09    Grace     Bogor Outlet 1        Hot Chocolate 43912
## 842 4491 2030-04-18    Angel     Bogor Outlet 1   Ice Coffee Avocado 44000
## 843 4494 2030-04-21   Julian Tangerang Outlet 1   Ice Coffee Avocado 40564
## 844 4504 2030-05-01   Jeffry     Depok Outlet 1    Ice Caramel Latte 40774
## 845 4508 2030-05-05    Irene    Bekasi Outlet 2       Ice Cafe Latte 42850
## 846 4509 2030-05-06   Julian Tangerang Outlet 3 Ice Red Velvet Latte 44759
## 847 4517 2030-05-14    Kefas     Depok Outlet 3   Ice Coffee Avocado 44109
## 848 4520 2030-05-17    Siana     Depok Outlet 3  Ice Matcha Espresso 42346
## 849 4523 2030-05-20     Joko   Jakarta Outlet 3       Ice Cafe Latte 43838
## 850 4533 2030-05-30     Joko Tangerang Outlet 3      Ice Berry Coffe 42431
## 851 4534 2030-05-31   Julian Tangerang Outlet 1      Ice Berry Coffe 43999
## 852 4542 2030-06-08     Aero     Depok Outlet 5 Ice Red Velvet Latte 44996
## 853 4546 2030-06-12     Abdi Tangerang Outlet 5  Ice Matcha Espresso 40108
## 854 4550 2030-06-16   Nikita   Jakarta Outlet 1      Ice Berry Coffe 44092
## 855 4552 2030-06-18   Nikita Tangerang Outlet 2      Ice Berry Coffe 44898
## 856 4563 2030-06-29     Joko Tangerang Outlet 5      Ice Berry Coffe 42563
## 857 4578 2030-07-14    Putri     Depok Outlet 1      Ice Coffee Lite 44757
## 858 4579 2030-07-15     Abdi Tangerang Outlet 3        Hot Chocolate 41299
## 859 4581 2030-07-17    Kefas   Jakarta Outlet 5  Ice Matcha Espresso 41537
## 860 4582 2030-07-18    Angel   Jakarta Outlet 1    Hot Caramel Latte 42186
## 861 4609 2030-08-14     Joko   Jakarta Outlet 5       Ice Cafe Latte 43144
## 862 4611 2030-08-16  Vanessa    Bekasi Outlet 2      Ice Berry Coffe 40487
## 863 4621 2030-08-26   Julian     Depok Outlet 2     Ice Matcha Latte 43722
## 864 4629 2030-09-03 Clarissa     Bogor Outlet 2     Ice Matcha Latte 44434
## 865 4632 2030-09-06    Lando     Bogor Outlet 5 Hot Red Velvet Latte 41930
## 866 4645 2030-09-19   Jeffry    Bekasi Outlet 3      Ice Berry Coffe 41636
## 867 4646 2030-09-20   Nikita    Bekasi Outlet 1            Cappucino 40739
## 868 4654 2030-09-28     Abdi Tangerang Outlet 1      Ice Coffee Lite 40892
## 869 4655 2030-09-29   Nikita   Jakarta Outlet 2      Ice Berry Coffe 44029
## 870 4659 2030-10-03   Julian     Bogor Outlet 5        Ice Americano 42897
## 871 4662 2030-10-06    Angel   Jakarta Outlet 1 Ice Red Velvet Latte 41572
## 872 4663 2030-10-07   Fallen    Bekasi Outlet 1  Ice Matcha Espresso 41112
## 873 4667 2030-10-11   Ardifo    Bekasi Outlet 5    Ice Caramel Latte 44247
## 874 4686 2030-10-30   Jeffry     Depok Outlet 1 Ice Red Velvet Latte 44804
## 875 4690 2030-11-03     Lala    Bekasi Outlet 3 Ice Red Velvet Latte 40140
## 876 4691 2030-11-04    Lando   Jakarta Outlet 1    Ice Caramel Latte 40097
## 877 4699 2030-11-12 Clarissa Tangerang Outlet 2      Ice Berry Coffe 43982
## 878 4705 2030-11-18    Kefas    Bekasi Outlet 1       Ice Cafe Latte 44486
## 879 4706 2030-11-19    Lando    Bekasi Outlet 3       Ice Cafe Latte 42244
## 880 4707 2030-11-20     Joko     Bogor Outlet 2        Ice Americano 41870
## 881 4714 2030-11-27     Lala     Depok Outlet 1 Ice Red Velvet Latte 43071
## 882 4727 2030-12-10   Fallen     Bogor Outlet 2  Ice Matcha Espresso 40572
## 883 4728 2030-12-11    Lando    Bekasi Outlet 1   Ice Coffee Avocado 44541
## 884 4740 2030-12-23     Lala    Bekasi Outlet 2    Ice Caramel Latte 40604
## 885 4747 2030-12-30     Joko     Depok Outlet 1 Ice Red Velvet Latte 41397
## 886 4750 2031-01-02   Jeffry     Depok Outlet 2 Ice Red Velvet Latte 41287
## 887 4752 2031-01-04    Irene Tangerang Outlet 5       Ice Cafe Latte 41948
## 888 4759 2031-01-11   Jeffry     Bogor Outlet 1            Cappucino 40140
## 889 4760 2031-01-12    Lando    Bekasi Outlet 2 Ice Red Velvet Latte 41335
## 890 4762 2031-01-14    Siana   Jakarta Outlet 3     Ice Matcha Latte 40579
## 891 4763 2031-01-15 Clarissa     Bogor Outlet 1 Ice Red Velvet Latte 44616
## 892 4767 2031-01-19    Kefas     Depok Outlet 2        Ice Americano 44874
## 893 4770 2031-01-22    Grace     Bogor Outlet 2        Ice Americano 44655
## 894 4776 2031-01-28    Angel Tangerang Outlet 5        Ice Americano 43469
## 895 4781 2031-02-02   Sherly    Bekasi Outlet 2       Ice Cafe Latte 43275
## 896 4784 2031-02-05     Lala    Bekasi Outlet 5     Ice Matcha Latte 40516
## 897 4785 2031-02-06     Lala     Bogor Outlet 1 Hot Red Velvet Latte 40368
## 898 4789 2031-02-10    Lando Tangerang Outlet 3         Es Kopi Susu 42960
## 899 4795 2031-02-16   Ardifo   Jakarta Outlet 2    Hot Caramel Latte 42589
## 900 4796 2031-02-17    Grace Tangerang Outlet 2 Ice Red Velvet Latte 44859
## 901 4806 2031-02-27   Julian Tangerang Outlet 3      Ice Berry Coffe 40451
## 902 4813 2031-03-06     Aero     Depok Outlet 2        Hot Chocolate 42569
## 903 4823 2031-03-16    Siana     Depok Outlet 3        Hot Chocolate 41288
## 904 4828 2031-03-21   Ardifo Tangerang Outlet 1     Ice Matcha Latte 40062
## 905 4847 2031-04-09     Abdi    Bekasi Outlet 3   Ice Coffee Avocado 43277
## 906 4857 2031-04-19   Garvin     Bogor Outlet 2        Hot Chocolate 41488
## 907 4859 2031-04-21   Sherly     Depok Outlet 5    Ice Caramel Latte 42006
## 908 4864 2031-04-26 Clarissa     Depok Outlet 3  Ice Matcha Espresso 40900
## 909 4866 2031-04-28    Angel     Bogor Outlet 3  Ice Matcha Espresso 43246
## 910 4874 2031-05-06    Lando Tangerang Outlet 1         Es Kopi Susu 40157
## 911 4882 2031-05-14    Lando Tangerang Outlet 2      Ice Berry Coffe 44927
## 912 4887 2031-05-19     Aero    Bekasi Outlet 3      Ice Coffee Lite 43983
## 913 4891 2031-05-23   Sherly Tangerang Outlet 1 Ice Red Velvet Latte 41469
## 914 4901 2031-06-02    Putri Tangerang Outlet 1    Hot Caramel Latte 42513
## 915 4906 2031-06-07  Vanessa Tangerang Outlet 2       Ice Cafe Latte 43591
## 916 4909 2031-06-10   Nikita Tangerang Outlet 5        Hot Chocolate 44551
## 917 4915 2031-06-16  Vanessa     Bogor Outlet 5       Ice Cafe Latte 42791
## 918 4917 2031-06-18    Irene     Depok Outlet 1         Es Kopi Susu 44227
## 919 4920 2031-06-21    Irene     Depok Outlet 5  Ice Matcha Espresso 44878
## 920 4923 2031-06-24   Julian Tangerang Outlet 2     Ice Matcha Latte 41745
## 921 4925 2031-06-26   Nikita Tangerang Outlet 2  Ice Matcha Espresso 42571
## 922 4938 2031-07-09    Putri    Bekasi Outlet 2      Ice Berry Coffe 41042
## 923 4940 2031-07-11    Angel     Depok Outlet 2       Ice Cafe Latte 42837
## 924 4946 2031-07-17    Lando     Bogor Outlet 5  Ice Matcha Espresso 41094
## 925 4953 2031-07-24    Putri     Depok Outlet 3  Ice Matcha Espresso 43253
## 926 4968 2031-08-08   Garvin     Bogor Outlet 1 Ice Red Velvet Latte 43605
## 927 4989 2031-08-29     Abdi Tangerang Outlet 2        Hot Chocolate 44294
##     Discount
## 1       0.11
## 2       0.10
## 3       0.09
## 4       0.07
## 5       0.08
## 6       0.11
## 7       0.06
## 8       0.10
## 9       0.09
## 10      0.11
## 11      0.11
## 12      0.07
## 13      0.10
## 14      0.08
## 15      0.07
## 16      0.11
## 17      0.09
## 18      0.12
## 19      0.11
## 20      0.09
## 21      0.07
## 22      0.09
## 23      0.07
## 24      0.08
## 25      0.10
## 26      0.07
## 27      0.07
## 28      0.07
## 29      0.07
## 30      0.12
## 31      0.10
## 32      0.10
## 33      0.06
## 34      0.12
## 35      0.11
## 36      0.12
## 37      0.11
## 38      0.12
## 39      0.05
## 40      0.07
## 41      0.11
## 42      0.07
## 43      0.10
## 44      0.06
## 45      0.11
## 46      0.11
## 47      0.07
## 48      0.07
## 49      0.11
## 50      0.11
## 51      0.12
## 52      0.09
## 53      0.06
## 54      0.06
## 55      0.09
## 56      0.06
## 57      0.07
## 58      0.07
## 59      0.12
## 60      0.08
## 61      0.11
## 62      0.10
## 63      0.08
## 64      0.06
## 65      0.06
## 66      0.09
## 67      0.08
## 68      0.06
## 69      0.11
## 70      0.09
## 71      0.08
## 72      0.10
## 73      0.11
## 74      0.10
## 75      0.07
## 76      0.10
## 77      0.06
## 78      0.09
## 79      0.10
## 80      0.10
## 81      0.12
## 82      0.11
## 83      0.06
## 84      0.11
## 85      0.09
## 86      0.07
## 87      0.08
## 88      0.07
## 89      0.10
## 90      0.07
## 91      0.10
## 92      0.06
## 93      0.08
## 94      0.08
## 95      0.07
## 96      0.10
## 97      0.11
## 98      0.06
## 99      0.11
## 100     0.08
## 101     0.12
## 102     0.11
## 103     0.05
## 104     0.10
## 105     0.09
## 106     0.06
## 107     0.10
## 108     0.08
## 109     0.10
## 110     0.07
## 111     0.10
## 112     0.11
## 113     0.12
## 114     0.07
## 115     0.08
## 116     0.05
## 117     0.08
## 118     0.11
## 119     0.07
## 120     0.12
## 121     0.10
## 122     0.07
## 123     0.10
## 124     0.12
## 125     0.06
## 126     0.11
## 127     0.08
## 128     0.10
## 129     0.10
## 130     0.09
## 131     0.06
## 132     0.08
## 133     0.08
## 134     0.07
## 135     0.07
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## 137     0.10
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## 151     0.08
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## 153     0.11
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## 155     0.06
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## 157     0.11
## 158     0.08
## 159     0.10
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## 161     0.06
## 162     0.09
## 163     0.11
## 164     0.05
## 165     0.09
## 166     0.08
## 167     0.08
## 168     0.11
## 169     0.08
## 170     0.08
## 171     0.06
## 172     0.08
## 173     0.07
## 174     0.05
## 175     0.09
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## 182     0.11
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## 185     0.07
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## 221     0.07
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## 240     0.09
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## 243     0.08
## 244     0.08
## 245     0.11
## 246     0.11
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## 248     0.08
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## 251     0.05
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## 253     0.08
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## 381     0.11
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## 384     0.05
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## 398     0.05
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## 447     0.08
## 448     0.10
## 449     0.05
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Price%>%head(10)

##  [1] 41941 40657 33583 33707 38559 40648 36657 41241 40395 23568

• Add a new variable, call Total_Price to your data frame (data frame that you have done above)

library(dplyr)
KopiKenangan$Total_Price<-KopiKenangan$Price-(KopiKenangan$Price*KopiKenangan$Discount)
KopiKenangan$Total_Price%>%head(10)

##  [1] 37327.49 36591.30 31568.02 31684.58 35088.69 36989.68 34457.58 38354.13
##  [9] 37163.40 21918.24

• Add a new variable, call Category_Price to your data frame (data frame that you have done above), Here, I assume: “expensive”, “so-so”, and “cheap”.

library(dplyr)
KopiKenangan$Category_Price<-ifelse(KopiKenangan$Price>36000,"expensive",ifelse(KopiKenangan$Price>27000,"so-so","cheap"))
KopiKenangan$Category_Price%>%head(10)

##  [1] "expensive" "expensive" "so-so"     "so-so"     "expensive" "expensive"
##  [7] "expensive" "expensive" "expensive" "cheap"

3 Renames Data Frame

Please rename all variables of your data frame (data frame that you have done above) in your language.

library(dplyr)
rename_1<-KopiKenangan                                     
names(rename_1)<-c("No", 
                   "Tanggal",
                   "Nama",
                   "Kota",
                   "Toko", 
                   "Menu",
                   "Harga",
                   "Diskon",
                   "Harga Total",
                   "Kategori Harga")  
rename_1%>%head(10)

##    No    Tanggal    Nama      Kota     Toko                Menu Harga Diskon
## 1   1 2018-01-01  Sherly    Bekasi Outlet 3           Cappucino 41941   0.11
## 2   2 2018-01-02    Joko    Bekasi Outlet 2       Ice Americano 40657   0.10
## 3   3 2018-01-03    Lala     Depok Outlet 2 Ice Matcha Espresso 33583   0.06
## 4   4 2018-01-04   Grace     Bogor Outlet 5       Hot Chocolate 33707   0.06
## 5   5 2018-01-05    Lala     Bogor Outlet 2    Ice Matcha Latte 38559   0.09
## 6   6 2018-01-06    Abdi    Bekasi Outlet 1 Ice Matcha Espresso 40648   0.09
## 7   7 2018-01-07   Irene   Jakarta Outlet 2       Hot Chocolate 36657   0.06
## 8   8 2018-01-08  Ardifo Tangerang Outlet 3       Ice Americano 41241   0.07
## 9   9 2018-01-09 Vanessa    Bekasi Outlet 2     Ice Coffee Lite 40395   0.08
## 10 10 2018-01-10  Jeffry    Bekasi Outlet 2       Hot Chocolate 23568   0.07
##    Harga Total Kategori Harga
## 1     37327.49      expensive
## 2     36591.30      expensive
## 3     31568.02          so-so
## 4     31684.58          so-so
## 5     35088.69      expensive
## 6     36989.68      expensive
## 7     34457.58      expensive
## 8     38354.13      expensive
## 9     37163.40      expensive
## 10    21918.24          cheap

4 Case Study

According to your data frame, pleas provide me the following tasks:

• Find out the frequency of sales of which menu items are best-selling in Kopi Kenangan!

table(KopiKenangan$Menu)

## 
##            Cappucino         Es Kopi Susu    Hot Caramel Latte 
##                  363                  343                  347 
##        Hot Chocolate Hot Red Velvet Latte        Ice Americano 
##                  352                  332                  350 
##      Ice Berry Coffe       Ice Cafe Latte    Ice Caramel Latte 
##                  375                  374                  368 
##   Ice Coffee Avocado      Ice Coffee Lite  Ice Matcha Espresso 
##                  356                  364                  378 
##     Ice Matcha Latte Ice Red Velvet Latte 
##                  352                  346

Menu.freq_A<-table(KopiKenangan$Menu)
Menu.freq<-Menu.freq_A[order(Menu.freq_A,decreasing=T)]
Menu.freq

## 
##  Ice Matcha Espresso      Ice Berry Coffe       Ice Cafe Latte 
##                  378                  375                  374 
##    Ice Caramel Latte      Ice Coffee Lite            Cappucino 
##                  368                  364                  363 
##   Ice Coffee Avocado        Hot Chocolate     Ice Matcha Latte 
##                  356                  352                  352 
##        Ice Americano    Hot Caramel Latte Ice Red Velvet Latte 
##                  350                  347                  346 
##         Es Kopi Susu Hot Red Velvet Latte 
##                  343                  332

probability<-prop.table(Menu.freq)
round(probability,2)

## 
##  Ice Matcha Espresso      Ice Berry Coffe       Ice Cafe Latte 
##                 0.08                 0.07                 0.07 
##    Ice Caramel Latte      Ice Coffee Lite            Cappucino 
##                 0.07                 0.07                 0.07 
##   Ice Coffee Avocado        Hot Chocolate     Ice Matcha Latte 
##                 0.07                 0.07                 0.07 
##        Ice Americano    Hot Caramel Latte Ice Red Velvet Latte 
##                 0.07                 0.07                 0.07 
##         Es Kopi Susu Hot Red Velvet Latte 
##                 0.07                 0.07

# Jadi, menu yang menjadi best-selling adalah Ice Coffee Avocado

• Find out which city got the most sales!

most_city_sales<-max(KopiKenangan$Cities)
most_city_sales

## [1] "Tangerang"

# Jadi, kota yang memiliki penjualan terbanyak adalah Tangerang

• Find out which city has the most discounted sales!

City_disc <- aggregate(Discount ~ Cities, data = KopiKenangan, sum)
Best_Disc <- City_disc[
  order(City_disc$Discount, 
        decreasing = T),] %>% 
  head (1) %>% 
  print()

##    Cities Discount
## 4 Jakarta    84.98

• what year were the most sales?

year <-format(Date,"%Y")
sales_year<-tapply(KopiKenangan$Price,year,sum)
most_sales_year<-sales_year[sales_year==max(sales_year)] %>% print()

##     2029 
## 11646271