Data Science in Retail: Market Basket Analysis
Art
2022-11-27
Introduction
Market Basket Analysis (MBA) is an analytical technique used by businesses in the retail field to find strong product associations, or in other words find product packages that can have a big impact on sales. The algorithm that can be used in R to perform this MBA is a priori of package arules. There are only two required data, namely transaction data and product data. With the product packages found, businesses can do the following:
• Create product packages with attractive offers.
• Arrange products with strong associations side by side on store shelves.
• Compile a catalog display of e-commerce websites.
• Provide product recommendations.
Example of Code Market Basket Analysis in R
#Used library arules
library(arules)## Warning: package 'arules' was built under R version 4.2.2## Loading required package: Matrix##
## Attaching package: 'arules'## The following objects are masked from 'package:base':
##
## abbreviate, write#Read transaction from file data_transaksi.txt
transaksi <- read.transactions(file="https://storage.googleapis.com/dqlab-dataset/data_transaksi.txt", format="single", sep="\t", cols=c(1,2), skip=1)
#Display transaction data with print and inspect
inspect(transaksi)## items transactionID
## [1] {Pet Food, Sirup, Teh Celup} #01
## [2] {Gula, Teh Celup} #02
## [3] {Pet Food, Sirup} #03
## [4] {Sirup, Teh Celup} #04
## [5] {Gula, Sirup, Teh Celup} #05
## [6] {Pet Food, Teh Celup} #06
## [7] {Pet Food, Sirup, Teh Celup} #07
## [8] {Teh Celup} #08
## [9] {Gula, Teh Celup} #09
## [10] {Gula, Pet Food, Sirup} #10#Generate a Market Basket Analysis model
mba <- apriori(transaksi,parameter = list(supp = 0.1, confidence = 0.5))## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.5 0.1 1 none FALSE TRUE 5 0.1 1
## maxlen target ext
## 10 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 1
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[4 item(s), 10 transaction(s)] done [0.00s].
## sorting and recoding items ... [4 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 done [0.00s].
## writing ... [16 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].#Show the product packet
inspect(subset(mba, lift>1))## lhs rhs support confidence coverage lift
## [1] {Pet Food} => {Sirup} 0.4 0.8000000 0.5 1.333333
## [2] {Sirup} => {Pet Food} 0.4 0.6666667 0.6 1.333333
## [3] {Gula, Pet Food} => {Sirup} 0.1 1.0000000 0.1 1.666667
## [4] {Pet Food, Teh Celup} => {Sirup} 0.2 0.6666667 0.3 1.111111
## count
## [1] 4
## [2] 4
## [3] 1
## [4] 2View combinations of example transactions “small”
#Use library arules
library(arules)
#Read transaction from file data_transaksi.txt
transaksi <- read.transactions(file="https://storage.googleapis.com/dqlab-dataset/data_transaksi.txt", format="single", sep="\t", cols=c(1,2), skip=1)
#Displays the number of combinations of products contained in the existing transaction list
inspect(apriori(transaksi, parameter = list(support=.1, minlen=2, target='frequent itemsets')))## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## NA 0.1 1 none FALSE TRUE 5 0.1 2
## maxlen target ext
## 10 frequent itemsets TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 1
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[4 item(s), 10 transaction(s)] done [0.00s].
## sorting and recoding items ... [4 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 done [0.00s].
## sorting transactions ... done [0.00s].
## writing ... [9 set(s)] done [0.00s].
## creating S4 object ... done [0.00s].
## items support count
## [1] {Gula, Pet Food} 0.1 1
## [2] {Gula, Sirup} 0.2 2
## [3] {Gula, Teh Celup} 0.3 3
## [4] {Pet Food, Sirup} 0.4 4
## [5] {Pet Food, Teh Celup} 0.3 3
## [6] {Sirup, Teh Celup} 0.4 4
## [7] {Gula, Pet Food, Sirup} 0.1 1
## [8] {Gula, Sirup, Teh Celup} 0.1 1
## [9] {Pet Food, Sirup, Teh Celup} 0.2 2It can be seen that there are 9 combinations of products with the support value being the ratio of those combinations to the entire transaction. For example, the combination {Pet Food, Sirup} has a support of 0.4 which means that this combination is found in 4 out of 10 transactions recorded.
View combinations of example transactions “huge”
transaksi <- read.transactions(file="https://storage.googleapis.com/dqlab-dataset/data_transaksi2.txt", format="single", sep="\t", cols=c(1,2), skip=1)
#View the number of combinations of products contained in the existing transaction list
inspect(apriori(transaksi, parameter = list(support=.03, minlen=2, target='frequent itemsets')))## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## NA 0.1 1 none FALSE TRUE 5 0.03 2
## maxlen target ext
## 10 frequent itemsets TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 30
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[70 item(s), 1000 transaction(s)] done [0.00s].
## sorting and recoding items ... [56 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 4 5 6 done [0.00s].
## sorting transactions ... done [0.00s].
## writing ... [1248 set(s)] done [0.00s].
## creating S4 object ... done [0.00s].
## items support count
## [1] {Shampo Biasa,
## Tas Makeup} 0.031 31
## [2] {Tank Top,
## Tas Tangan} 0.032 32
## [3] {Celana Pendek Jeans,
## Tas Tangan} 0.031 31
## [4] {Cover Koper,
## Tas Tangan} 0.030 30
## [5] {Baju Batik Wanita,
## Celana Panjang Format Hitam} 0.037 37
## [6] {Celana Panjang Format Hitam,
## Shampo Biasa} 0.030 30
## [7] {Serum Vitamin,
## Sunblock Cream} 0.035 35
## [8] {Baju Kemeja Putih,
## Cream Whitening} 0.030 30
## [9] {Cream Whitening,
## Serum Vitamin} 0.030 30
## [10] {Cream Whitening,
## Shampo Biasa} 0.033 33
## [11] {Hair and Scalp,
## Obat Penumbuh Rambut} 0.031 31
## [12] {Baju Batik Wanita,
## Obat Penumbuh Rambut} 0.044 44
## [13] {Obat Penumbuh Rambut,
## Serum Vitamin} 0.038 38
## [14] {Obat Penumbuh Rambut,
## Shampo Biasa} 0.042 42
## [15] {Celana Pendek Casual,
## Hair Tonic} 0.048 48
## [16] {Dompet Flip Cover,
## Hair Tonic} 0.031 31
## [17] {Dompet Card Holder,
## Hair Tonic} 0.049 49
## [18] {Celana Jogger Casual,
## Hair Tonic} 0.035 35
## [19] {Hair Tonic,
## Serum Vitamin} 0.032 32
## [20] {Hair Tonic,
## Shampo Biasa} 0.049 49
## [21] {Hair Dryer,
## Sepatu Kulit Casual} 0.041 41
## [22] {Baju Batik Wanita,
## Sepatu Kulit Casual} 0.036 36
## [23] {Sepatu Kulit Casual,
## Serum Vitamin} 0.051 51
## [24] {Sepatu Kulit Casual,
## Shampo Biasa} 0.043 43
## [25] {Blouse Denim,
## Sepatu Sekolah Hitam W} 0.056 56
## [26] {Sepatu Sandal Anak,
## Sepatu Sekolah Hitam W} 0.062 62
## [27] {Sepatu Sekolah Hitam W,
## Serum Vitamin} 0.063 63
## [28] {Sepatu Sekolah Hitam W,
## Shampo Biasa} 0.058 58
## [29] {Tas Multifungsi,
## Tas Sekolah Anak Laki-laki} 0.059 59
## [30] {Sepatu Sport merk Y,
## Tas Multifungsi} 0.060 60
## [31] {Baju Batik Wanita,
## Tas Multifungsi} 0.031 31
## [32] {Baju Kemeja Putih,
## Tas Multifungsi} 0.031 31
## [33] {Serum Vitamin,
## Tas Multifungsi} 0.031 31
## [34] {Shampo Biasa,
## Tas Multifungsi} 0.044 44
## [35] {Baju Kaos Anak - Superheroes,
## Baju Kaos Olahraga} 0.035 35
## [36] {Baju Kaos Olahraga,
## Baju Renang Wanita Dewasa} 0.030 30
## [37] {Baju Kaos Olahraga,
## Cover Koper} 0.043 43
## [38] {Baju Kaos Olahraga,
## Serum Vitamin} 0.038 38
## [39] {Baju Kaos Olahraga,
## Shampo Biasa} 0.054 54
## [40] {Celana Pendek Casual,
## Koper Fiber} 0.044 44
## [41] {Koper Fiber,
## Sepatu Sandal Anak} 0.051 51
## [42] {Celana Jogger Casual,
## Koper Fiber} 0.051 51
## [43] {Baju Batik Wanita,
## Koper Fiber} 0.046 46
## [44] {Koper Fiber,
## Serum Vitamin} 0.056 56
## [45] {Koper Fiber,
## Shampo Biasa} 0.064 64
## [46] {Dompet Kulit Pria,
## Dompet STNK Gantungan} 0.034 34
## [47] {Dompet STNK Gantungan,
## Sepatu Sport merk Y} 0.035 35
## [48] {Dompet STNK Gantungan,
## Tas Ransel Mini} 0.034 34
## [49] {Dompet STNK Gantungan,
## Sepatu Sport merk Z} 0.043 43
## [50] {Cover Koper,
## Dompet STNK Gantungan} 0.030 30
## [51] {Celana Jogger Casual,
## Dompet STNK Gantungan} 0.036 36
## [52] {Baju Batik Wanita,
## Dompet STNK Gantungan} 0.033 33
## [53] {Baju Kemeja Putih,
## Dompet STNK Gantungan} 0.047 47
## [54] {Dompet STNK Gantungan,
## Serum Vitamin} 0.043 43
## [55] {Dompet STNK Gantungan,
## Shampo Biasa} 0.060 60
## [56] {Dompet Kulit Pria,
## Shampo Anti Dandruff} 0.041 41
## [57] {Cover Koper,
## Dompet Kulit Pria} 0.051 51
## [58] {Celana Jogger Casual,
## Dompet Kulit Pria} 0.037 37
## [59] {Baju Batik Wanita,
## Dompet Kulit Pria} 0.031 31
## [60] {Baju Kemeja Putih,
## Dompet Kulit Pria} 0.050 50
## [61] {Dompet Kulit Pria,
## Serum Vitamin} 0.051 51
## [62] {Dompet Kulit Pria,
## Shampo Biasa} 0.061 61
## [63] {Baju Renang Pria Dewasa,
## Gembok Koper} 0.053 53
## [64] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa} 0.057 57
## [65] {Baju Renang Pria Dewasa,
## Tank Top} 0.062 62
## [66] {Baju Renang Pria Dewasa,
## Tas Travel} 0.061 61
## [67] {Baju Renang Pria Dewasa,
## Wedges Hitam} 0.056 56
## [68] {Baju Renang Pria Dewasa,
## Celana Jogger Casual} 0.039 39
## [69] {Baju Batik Wanita,
## Baju Renang Pria Dewasa} 0.033 33
## [70] {Baju Kemeja Putih,
## Baju Renang Pria Dewasa} 0.035 35
## [71] {Baju Renang Pria Dewasa,
## Serum Vitamin} 0.042 42
## [72] {Baju Renang Pria Dewasa,
## Shampo Biasa} 0.057 57
## [73] {Blouse Denim,
## Celana Pendek Green/Hijau} 0.030 30
## [74] {Celana Pendek Green/Hijau,
## Hair Dryer} 0.031 31
## [75] {Celana Pendek Green/Hijau,
## Cover Koper} 0.048 48
## [76] {Celana Jogger Casual,
## Celana Pendek Green/Hijau} 0.038 38
## [77] {Baju Kemeja Putih,
## Celana Pendek Green/Hijau} 0.040 40
## [78] {Celana Pendek Green/Hijau,
## Serum Vitamin} 0.045 45
## [79] {Celana Pendek Green/Hijau,
## Shampo Biasa} 0.064 64
## [80] {Gembok Koper,
## Minyak Rambut} 0.036 36
## [81] {Dompet Flip Cover,
## Minyak Rambut} 0.039 39
## [82] {Hair Dryer,
## Minyak Rambut} 0.031 31
## [83] {Minyak Rambut,
## Sepatu Sport merk Z} 0.037 37
## [84] {Cover Koper,
## Minyak Rambut} 0.041 41
## [85] {Celana Jogger Casual,
## Minyak Rambut} 0.031 31
## [86] {Baju Batik Wanita,
## Minyak Rambut} 0.035 35
## [87] {Baju Kemeja Putih,
## Minyak Rambut} 0.047 47
## [88] {Minyak Rambut,
## Serum Vitamin} 0.071 71
## [89] {Minyak Rambut,
## Shampo Biasa} 0.057 57
## [90] {Baju Kaos Anak - Karakter Kartun,
## Tank Top} 0.039 39
## [91] {Baju Kaos Anak - Karakter Kartun,
## Dompet Flip Cover} 0.041 41
## [92] {Baju Kaos Anak - Karakter Kartun,
## Celana Pendek Jeans} 0.043 43
## [93] {Baju Kaos Anak - Karakter Kartun,
## Cover Koper} 0.045 45
## [94] {Baju Kaos Anak - Karakter Kartun,
## Sepatu Sandal Anak} 0.033 33
## [95] {Baju Kaos Anak - Karakter Kartun,
## Celana Jogger Casual} 0.030 30
## [96] {Baju Batik Wanita,
## Baju Kaos Anak - Karakter Kartun} 0.053 53
## [97] {Baju Kaos Anak - Karakter Kartun,
## Baju Kemeja Putih} 0.035 35
## [98] {Baju Kaos Anak - Karakter Kartun,
## Serum Vitamin} 0.056 56
## [99] {Baju Kaos Anak - Karakter Kartun,
## Shampo Biasa} 0.067 67
## [100] {Baju Kaos Anak - Superheroes,
## Blouse Denim} 0.036 36
## [101] {Baju Kaos Anak - Superheroes,
## Tali Pinggang Gesper Pria} 0.036 36
## [102] {Baju Kaos Anak - Superheroes,
## Cover Koper} 0.043 43
## [103] {Baju Kaos Anak - Superheroes,
## Sepatu Sandal Anak} 0.070 70
## [104] {Baju Kaos Anak - Superheroes,
## Celana Jogger Casual} 0.036 36
## [105] {Baju Batik Wanita,
## Baju Kaos Anak - Superheroes} 0.041 41
## [106] {Baju Kaos Anak - Superheroes,
## Baju Kemeja Putih} 0.075 75
## [107] {Baju Kaos Anak - Superheroes,
## Serum Vitamin} 0.074 74
## [108] {Baju Kaos Anak - Superheroes,
## Shampo Biasa} 0.091 91
## [109] {Atasan Kaos Putih,
## Gembok Koper} 0.055 55
## [110] {Gembok Koper,
## Tank Top} 0.061 61
## [111] {Dompet Flip Cover,
## Gembok Koper} 0.034 34
## [112] {Dompet Card Holder,
## Gembok Koper} 0.034 34
## [113] {Gembok Koper,
## Tas Travel} 0.058 58
## [114] {Gembok Koper,
## Wedges Hitam} 0.056 56
## [115] {Gembok Koper,
## Hair Dryer} 0.032 32
## [116] {Gembok Koper,
## Sepatu Sandal Anak} 0.037 37
## [117] {Celana Jogger Casual,
## Gembok Koper} 0.050 50
## [118] {Baju Batik Wanita,
## Gembok Koper} 0.037 37
## [119] {Baju Kemeja Putih,
## Gembok Koper} 0.047 47
## [120] {Gembok Koper,
## Serum Vitamin} 0.070 70
## [121] {Gembok Koper,
## Shampo Biasa} 0.057 57
## [122] {Sepatu Sport merk Y,
## Tas Sekolah Anak Laki-laki} 0.063 63
## [123] {Dompet Card Holder,
## Tas Sekolah Anak Laki-laki} 0.035 35
## [124] {Tas Sekolah Anak Laki-laki,
## Tas Travel} 0.036 36
## [125] {Celana Pendek Jeans,
## Tas Sekolah Anak Laki-laki} 0.030 30
## [126] {Hair Dryer,
## Tas Sekolah Anak Laki-laki} 0.032 32
## [127] {Sepatu Sport merk Z,
## Tas Sekolah Anak Laki-laki} 0.040 40
## [128] {Tali Pinggang Gesper Pria,
## Tas Sekolah Anak Laki-laki} 0.050 50
## [129] {Cover Koper,
## Tas Sekolah Anak Laki-laki} 0.035 35
## [130] {Sepatu Sandal Anak,
## Tas Sekolah Anak Laki-laki} 0.033 33
## [131] {Celana Jogger Casual,
## Tas Sekolah Anak Laki-laki} 0.035 35
## [132] {Baju Batik Wanita,
## Tas Sekolah Anak Laki-laki} 0.046 46
## [133] {Baju Kemeja Putih,
## Tas Sekolah Anak Laki-laki} 0.039 39
## [134] {Serum Vitamin,
## Tas Sekolah Anak Laki-laki} 0.063 63
## [135] {Shampo Biasa,
## Tas Sekolah Anak Laki-laki} 0.079 79
## [136] {Flat Shoes Ballerina,
## Jeans Jumbo} 0.032 32
## [137] {Dompet Card Holder,
## Jeans Jumbo} 0.030 30
## [138] {Celana Pendek Jeans,
## Jeans Jumbo} 0.038 38
## [139] {Celana Jeans Sobek Wanita,
## Jeans Jumbo} 0.047 47
## [140] {Jeans Jumbo,
## Wedges Hitam} 0.034 34
## [141] {Hair Dryer,
## Jeans Jumbo} 0.042 42
## [142] {Jeans Jumbo,
## Sepatu Sport merk Z} 0.037 37
## [143] {Jeans Jumbo,
## Tali Pinggang Gesper Pria} 0.056 56
## [144] {Cover Koper,
## Jeans Jumbo} 0.041 41
## [145] {Jeans Jumbo,
## Sepatu Sandal Anak} 0.049 49
## [146] {Celana Jogger Casual,
## Jeans Jumbo} 0.058 58
## [147] {Baju Batik Wanita,
## Jeans Jumbo} 0.057 57
## [148] {Baju Kemeja Putih,
## Jeans Jumbo} 0.044 44
## [149] {Jeans Jumbo,
## Serum Vitamin} 0.053 53
## [150] {Jeans Jumbo,
## Shampo Biasa} 0.069 69
## [151] {Kaos,
## Sweater Top Panjang} 0.030 30
## [152] {Celana Tactical ,
## Kaos} 0.030 30
## [153] {Celana Pendek Casual,
## Kaos} 0.044 44
## [154] {Dompet Flip Cover,
## Kaos} 0.042 42
## [155] {Celana Pendek Jeans,
## Kaos} 0.056 56
## [156] {Kaos,
## Wedges Hitam} 0.046 46
## [157] {Hair Dryer,
## Kaos} 0.037 37
## [158] {Kaos,
## Sepatu Sport merk Z} 0.034 34
## [159] {Kaos,
## Tali Pinggang Gesper Pria} 0.034 34
## [160] {Cover Koper,
## Kaos} 0.034 34
## [161] {Celana Jogger Casual,
## Kaos} 0.045 45
## [162] {Baju Batik Wanita,
## Kaos} 0.054 54
## [163] {Baju Kemeja Putih,
## Kaos} 0.046 46
## [164] {Kaos,
## Serum Vitamin} 0.058 58
## [165] {Kaos,
## Shampo Biasa} 0.078 78
## [166] {Sepatu Sport merk Y,
## Shampo Anti Dandruff} 0.039 39
## [167] {Sepatu Sport merk Y,
## Tas Ransel Mini} 0.031 31
## [168] {Flat Shoes Ballerina,
## Sepatu Sport merk Y} 0.043 43
## [169] {Dompet Card Holder,
## Sepatu Sport merk Y} 0.032 32
## [170] {Celana Pendek Jeans,
## Sepatu Sport merk Y} 0.037 37
## [171] {Hair Dryer,
## Sepatu Sport merk Y} 0.031 31
## [172] {Sepatu Sport merk Y,
## Sepatu Sport merk Z} 0.052 52
## [173] {Sepatu Sport merk Y,
## Tali Pinggang Gesper Pria} 0.034 34
## [174] {Cover Koper,
## Sepatu Sport merk Y} 0.032 32
## [175] {Celana Jogger Casual,
## Sepatu Sport merk Y} 0.033 33
## [176] {Baju Batik Wanita,
## Sepatu Sport merk Y} 0.045 45
## [177] {Baju Kemeja Putih,
## Sepatu Sport merk Y} 0.044 44
## [178] {Sepatu Sport merk Y,
## Serum Vitamin} 0.057 57
## [179] {Sepatu Sport merk Y,
## Shampo Biasa} 0.069 69
## [180] {Atasan Kaos Putih,
## Tas Ransel Mini} 0.035 35
## [181] {Atasan Kaos Putih,
## Tas Pinggang Wanita} 0.046 46
## [182] {Atasan Kaos Putih,
## Tank Top} 0.059 59
## [183] {Atasan Kaos Putih,
## Dompet Card Holder} 0.031 31
## [184] {Atasan Kaos Putih,
## Tas Travel} 0.064 64
## [185] {Atasan Kaos Putih,
## Wedges Hitam} 0.066 66
## [186] {Atasan Kaos Putih,
## Hair Dryer} 0.030 30
## [187] {Atasan Kaos Putih,
## Sepatu Sport merk Z} 0.041 41
## [188] {Atasan Kaos Putih,
## Tali Pinggang Gesper Pria} 0.031 31
## [189] {Atasan Kaos Putih,
## Cover Koper} 0.040 40
## [190] {Atasan Kaos Putih,
## Sepatu Sandal Anak} 0.030 30
## [191] {Atasan Kaos Putih,
## Celana Jogger Casual} 0.064 64
## [192] {Atasan Kaos Putih,
## Baju Batik Wanita} 0.046 46
## [193] {Atasan Kaos Putih,
## Baju Kemeja Putih} 0.044 44
## [194] {Atasan Kaos Putih,
## Serum Vitamin} 0.053 53
## [195] {Atasan Kaos Putih,
## Shampo Biasa} 0.058 58
## [196] {Baju Renang Wanita Dewasa,
## Tas Ransel Mini} 0.037 37
## [197] {Baju Renang Wanita Dewasa,
## Sweater Top Panjang} 0.034 34
## [198] {Baju Renang Wanita Dewasa,
## Dompet Flip Cover} 0.037 37
## [199] {Baju Renang Wanita Dewasa,
## Dompet Card Holder} 0.049 49
## [200] {Baju Renang Wanita Dewasa,
## Tas Travel} 0.031 31
## [201] {Baju Renang Wanita Dewasa,
## Celana Pendek Jeans} 0.034 34
## [202] {Baju Renang Wanita Dewasa,
## Wedges Hitam} 0.054 54
## [203] {Baju Renang Wanita Dewasa,
## Hair Dryer} 0.033 33
## [204] {Baju Renang Wanita Dewasa,
## Sepatu Sport merk Z} 0.035 35
## [205] {Baju Renang Wanita Dewasa,
## Tali Pinggang Gesper Pria} 0.041 41
## [206] {Baju Renang Wanita Dewasa,
## Cover Koper} 0.062 62
## [207] {Baju Renang Wanita Dewasa,
## Sepatu Sandal Anak} 0.034 34
## [208] {Baju Renang Wanita Dewasa,
## Celana Jogger Casual} 0.057 57
## [209] {Baju Batik Wanita,
## Baju Renang Wanita Dewasa} 0.044 44
## [210] {Baju Kemeja Putih,
## Baju Renang Wanita Dewasa} 0.057 57
## [211] {Baju Renang Wanita Dewasa,
## Serum Vitamin} 0.067 67
## [212] {Baju Renang Wanita Dewasa,
## Shampo Biasa} 0.083 83
## [213] {Flat Shoes Ballerina,
## Tali Pinggang Anak} 0.032 32
## [214] {Celana Tactical ,
## Tali Pinggang Anak} 0.037 37
## [215] {Blouse Denim,
## Tali Pinggang Anak} 0.043 43
## [216] {Hair and Scalp,
## Tali Pinggang Anak} 0.031 31
## [217] {Tali Pinggang Anak,
## Tas Travel} 0.031 31
## [218] {Celana Pendek Jeans,
## Tali Pinggang Anak} 0.033 33
## [219] {Celana Jeans Sobek Wanita,
## Tali Pinggang Anak} 0.042 42
## [220] {Tali Pinggang Anak,
## Wedges Hitam} 0.032 32
## [221] {Hair Dryer,
## Tali Pinggang Anak} 0.030 30
## [222] {Sepatu Sport merk Z,
## Tali Pinggang Anak} 0.034 34
## [223] {Tali Pinggang Anak,
## Tali Pinggang Gesper Pria} 0.066 66
## [224] {Cover Koper,
## Tali Pinggang Anak} 0.057 57
## [225] {Sepatu Sandal Anak,
## Tali Pinggang Anak} 0.044 44
## [226] {Celana Jogger Casual,
## Tali Pinggang Anak} 0.049 49
## [227] {Baju Batik Wanita,
## Tali Pinggang Anak} 0.047 47
## [228] {Baju Kemeja Putih,
## Tali Pinggang Anak} 0.051 51
## [229] {Serum Vitamin,
## Tali Pinggang Anak} 0.103 103
## [230] {Shampo Biasa,
## Tali Pinggang Anak} 0.090 90
## [231] {Flat Shoes Ballerina,
## Shampo Anti Dandruff} 0.057 57
## [232] {Dompet Card Holder,
## Shampo Anti Dandruff} 0.036 36
## [233] {Celana Pendek Jeans,
## Shampo Anti Dandruff} 0.085 85
## [234] {Shampo Anti Dandruff,
## Wedges Hitam} 0.031 31
## [235] {Hair Dryer,
## Shampo Anti Dandruff} 0.037 37
## [236] {Sepatu Sport merk Z,
## Shampo Anti Dandruff} 0.046 46
## [237] {Shampo Anti Dandruff,
## Tali Pinggang Gesper Pria} 0.054 54
## [238] {Cover Koper,
## Shampo Anti Dandruff} 0.059 59
## [239] {Sepatu Sandal Anak,
## Shampo Anti Dandruff} 0.041 41
## [240] {Celana Jogger Casual,
## Shampo Anti Dandruff} 0.041 41
## [241] {Baju Batik Wanita,
## Shampo Anti Dandruff} 0.052 52
## [242] {Baju Kemeja Putih,
## Shampo Anti Dandruff} 0.077 77
## [243] {Serum Vitamin,
## Shampo Anti Dandruff} 0.079 79
## [244] {Shampo Anti Dandruff,
## Shampo Biasa} 0.085 85
## [245] {Flat Shoes Ballerina,
## Tas Waist Bag} 0.031 31
## [246] {Sweater Top Panjang,
## Tas Waist Bag} 0.042 42
## [247] {Dompet Flip Cover,
## Tas Waist Bag} 0.034 34
## [248] {Dompet Card Holder,
## Tas Waist Bag} 0.042 42
## [249] {Tas Travel,
## Tas Waist Bag} 0.036 36
## [250] {Celana Pendek Jeans,
## Tas Waist Bag} 0.048 48
## [251] {Celana Jeans Sobek Wanita,
## Tas Waist Bag} 0.031 31
## [252] {Tas Waist Bag,
## Wedges Hitam} 0.038 38
## [253] {Hair Dryer,
## Tas Waist Bag} 0.035 35
## [254] {Sepatu Sport merk Z,
## Tas Waist Bag} 0.043 43
## [255] {Tali Pinggang Gesper Pria,
## Tas Waist Bag} 0.051 51
## [256] {Cover Koper,
## Tas Waist Bag} 0.058 58
## [257] {Sepatu Sandal Anak,
## Tas Waist Bag} 0.045 45
## [258] {Celana Jogger Casual,
## Tas Waist Bag} 0.049 49
## [259] {Baju Batik Wanita,
## Tas Waist Bag} 0.071 71
## [260] {Baju Kemeja Putih,
## Tas Waist Bag} 0.062 62
## [261] {Serum Vitamin,
## Tas Waist Bag} 0.136 136
## [262] {Shampo Biasa,
## Tas Waist Bag} 0.091 91
## [263] {Flat Shoes Ballerina,
## Tas Ransel Mini} 0.031 31
## [264] {Hair and Scalp,
## Tas Ransel Mini} 0.030 30
## [265] {Dompet Flip Cover,
## Tas Ransel Mini} 0.030 30
## [266] {Celana Pendek Jeans,
## Tas Ransel Mini} 0.030 30
## [267] {Celana Jeans Sobek Wanita,
## Tas Ransel Mini} 0.039 39
## [268] {Tas Ransel Mini,
## Wedges Hitam} 0.043 43
## [269] {Hair Dryer,
## Tas Ransel Mini} 0.055 55
## [270] {Sepatu Sport merk Z,
## Tas Ransel Mini} 0.083 83
## [271] {Tali Pinggang Gesper Pria,
## Tas Ransel Mini} 0.042 42
## [272] {Cover Koper,
## Tas Ransel Mini} 0.057 57
## [273] {Sepatu Sandal Anak,
## Tas Ransel Mini} 0.044 44
## [274] {Celana Jogger Casual,
## Tas Ransel Mini} 0.059 59
## [275] {Baju Batik Wanita,
## Tas Ransel Mini} 0.060 60
## [276] {Baju Kemeja Putih,
## Tas Ransel Mini} 0.057 57
## [277] {Serum Vitamin,
## Tas Ransel Mini} 0.073 73
## [278] {Shampo Biasa,
## Tas Ransel Mini} 0.097 97
## [279] {Blouse Denim,
## Tas Pinggang Wanita} 0.030 30
## [280] {Celana Pendek Casual,
## Tas Pinggang Wanita} 0.032 32
## [281] {Hair and Scalp,
## Tas Pinggang Wanita} 0.034 34
## [282] {Dompet Flip Cover,
## Tas Pinggang Wanita} 0.034 34
## [283] {Dompet Card Holder,
## Tas Pinggang Wanita} 0.037 37
## [284] {Tas Pinggang Wanita,
## Tas Travel} 0.057 57
## [285] {Celana Pendek Jeans,
## Tas Pinggang Wanita} 0.035 35
## [286] {Celana Jeans Sobek Wanita,
## Tas Pinggang Wanita} 0.040 40
## [287] {Tas Pinggang Wanita,
## Wedges Hitam} 0.038 38
## [288] {Hair Dryer,
## Tas Pinggang Wanita} 0.037 37
## [289] {Sepatu Sport merk Z,
## Tas Pinggang Wanita} 0.038 38
## [290] {Tali Pinggang Gesper Pria,
## Tas Pinggang Wanita} 0.051 51
## [291] {Cover Koper,
## Tas Pinggang Wanita} 0.047 47
## [292] {Sepatu Sandal Anak,
## Tas Pinggang Wanita} 0.048 48
## [293] {Celana Jogger Casual,
## Tas Pinggang Wanita} 0.071 71
## [294] {Baju Batik Wanita,
## Tas Pinggang Wanita} 0.064 64
## [295] {Baju Kemeja Putih,
## Tas Pinggang Wanita} 0.060 60
## [296] {Serum Vitamin,
## Tas Pinggang Wanita} 0.082 82
## [297] {Shampo Biasa,
## Tas Pinggang Wanita} 0.084 84
## [298] {Flat Shoes Ballerina,
## Sweater Top Panjang} 0.034 34
## [299] {Celana Tactical ,
## Flat Shoes Ballerina} 0.039 39
## [300] {Flat Shoes Ballerina,
## Hair and Scalp} 0.032 32
## [301] {Dompet Card Holder,
## Flat Shoes Ballerina} 0.037 37
## [302] {Flat Shoes Ballerina,
## Tas Travel} 0.039 39
## [303] {Celana Pendek Jeans,
## Flat Shoes Ballerina} 0.065 65
## [304] {Flat Shoes Ballerina,
## Wedges Hitam} 0.049 49
## [305] {Flat Shoes Ballerina,
## Hair Dryer} 0.046 46
## [306] {Flat Shoes Ballerina,
## Sepatu Sport merk Z} 0.052 52
## [307] {Flat Shoes Ballerina,
## Tali Pinggang Gesper Pria} 0.042 42
## [308] {Cover Koper,
## Flat Shoes Ballerina} 0.064 64
## [309] {Flat Shoes Ballerina,
## Sepatu Sandal Anak} 0.048 48
## [310] {Celana Jogger Casual,
## Flat Shoes Ballerina} 0.063 63
## [311] {Baju Batik Wanita,
## Flat Shoes Ballerina} 0.060 60
## [312] {Baju Kemeja Putih,
## Flat Shoes Ballerina} 0.050 50
## [313] {Flat Shoes Ballerina,
## Serum Vitamin} 0.077 77
## [314] {Flat Shoes Ballerina,
## Shampo Biasa} 0.102 102
## [315] {Sweater Top Panjang,
## Tank Top} 0.034 34
## [316] {Blouse Denim,
## Sweater Top Panjang} 0.032 32
## [317] {Celana Pendek Casual,
## Sweater Top Panjang} 0.032 32
## [318] {Hair and Scalp,
## Sweater Top Panjang} 0.033 33
## [319] {Dompet Flip Cover,
## Sweater Top Panjang} 0.049 49
## [320] {Dompet Card Holder,
## Sweater Top Panjang} 0.042 42
## [321] {Sweater Top Panjang,
## Tas Travel} 0.033 33
## [322] {Celana Pendek Jeans,
## Sweater Top Panjang} 0.035 35
## [323] {Sweater Top Panjang,
## Wedges Hitam} 0.036 36
## [324] {Hair Dryer,
## Sweater Top Panjang} 0.043 43
## [325] {Sepatu Sport merk Z,
## Sweater Top Panjang} 0.044 44
## [326] {Sweater Top Panjang,
## Tali Pinggang Gesper Pria} 0.054 54
## [327] {Cover Koper,
## Sweater Top Panjang} 0.070 70
## [328] {Sepatu Sandal Anak,
## Sweater Top Panjang} 0.047 47
## [329] {Celana Jogger Casual,
## Sweater Top Panjang} 0.055 55
## [330] {Baju Batik Wanita,
## Sweater Top Panjang} 0.072 72
## [331] {Baju Kemeja Putih,
## Sweater Top Panjang} 0.052 52
## [332] {Serum Vitamin,
## Sweater Top Panjang} 0.095 95
## [333] {Shampo Biasa,
## Sweater Top Panjang} 0.102 102
## [334] {Celana Tactical ,
## Tank Top} 0.040 40
## [335] {Dompet Card Holder,
## Tank Top} 0.038 38
## [336] {Tank Top,
## Tas Travel} 0.080 80
## [337] {Celana Pendek Jeans,
## Tank Top} 0.059 59
## [338] {Celana Jeans Sobek Wanita,
## Tank Top} 0.043 43
## [339] {Tank Top,
## Wedges Hitam} 0.069 69
## [340] {Hair Dryer,
## Tank Top} 0.030 30
## [341] {Sepatu Sport merk Z,
## Tank Top} 0.030 30
## [342] {Tali Pinggang Gesper Pria,
## Tank Top} 0.033 33
## [343] {Cover Koper,
## Tank Top} 0.064 64
## [344] {Sepatu Sandal Anak,
## Tank Top} 0.039 39
## [345] {Celana Jogger Casual,
## Tank Top} 0.048 48
## [346] {Baju Batik Wanita,
## Tank Top} 0.049 49
## [347] {Baju Kemeja Putih,
## Tank Top} 0.068 68
## [348] {Serum Vitamin,
## Tank Top} 0.078 78
## [349] {Shampo Biasa,
## Tank Top} 0.101 101
## [350] {Blouse Denim,
## Celana Tactical } 0.035 35
## [351] {Celana Pendek Casual,
## Celana Tactical } 0.036 36
## [352] {Celana Tactical ,
## Hair and Scalp} 0.031 31
## [353] {Celana Tactical ,
## Dompet Flip Cover} 0.030 30
## [354] {Celana Tactical ,
## Dompet Card Holder} 0.042 42
## [355] {Celana Tactical ,
## Tas Travel} 0.047 47
## [356] {Celana Pendek Jeans,
## Celana Tactical } 0.045 45
## [357] {Celana Jeans Sobek Wanita,
## Celana Tactical } 0.061 61
## [358] {Celana Tactical ,
## Wedges Hitam} 0.048 48
## [359] {Celana Tactical ,
## Hair Dryer} 0.041 41
## [360] {Celana Tactical ,
## Sepatu Sport merk Z} 0.047 47
## [361] {Celana Tactical ,
## Tali Pinggang Gesper Pria} 0.053 53
## [362] {Celana Tactical ,
## Cover Koper} 0.046 46
## [363] {Celana Tactical ,
## Sepatu Sandal Anak} 0.056 56
## [364] {Celana Jogger Casual,
## Celana Tactical } 0.067 67
## [365] {Baju Batik Wanita,
## Celana Tactical } 0.077 77
## [366] {Baju Kemeja Putih,
## Celana Tactical } 0.065 65
## [367] {Celana Tactical ,
## Serum Vitamin} 0.101 101
## [368] {Celana Tactical ,
## Shampo Biasa} 0.125 125
## [369] {Blouse Denim,
## Celana Pendek Casual} 0.037 37
## [370] {Blouse Denim,
## Hair and Scalp} 0.077 77
## [371] {Blouse Denim,
## Dompet Flip Cover} 0.036 36
## [372] {Blouse Denim,
## Dompet Card Holder} 0.056 56
## [373] {Blouse Denim,
## Celana Pendek Jeans} 0.044 44
## [374] {Blouse Denim,
## Celana Jeans Sobek Wanita} 0.047 47
## [375] {Blouse Denim,
## Wedges Hitam} 0.038 38
## [376] {Blouse Denim,
## Hair Dryer} 0.043 43
## [377] {Blouse Denim,
## Sepatu Sport merk Z} 0.044 44
## [378] {Blouse Denim,
## Tali Pinggang Gesper Pria} 0.047 47
## [379] {Blouse Denim,
## Cover Koper} 0.042 42
## [380] {Blouse Denim,
## Sepatu Sandal Anak} 0.089 89
## [381] {Blouse Denim,
## Celana Jogger Casual} 0.060 60
## [382] {Baju Batik Wanita,
## Blouse Denim} 0.066 66
## [383] {Baju Kemeja Putih,
## Blouse Denim} 0.098 98
## [384] {Blouse Denim,
## Serum Vitamin} 0.118 118
## [385] {Blouse Denim,
## Shampo Biasa} 0.129 129
## [386] {Celana Pendek Casual,
## Hair and Scalp} 0.043 43
## [387] {Celana Pendek Casual,
## Dompet Flip Cover} 0.059 59
## [388] {Celana Pendek Casual,
## Dompet Card Holder} 0.080 80
## [389] {Celana Pendek Casual,
## Tas Travel} 0.042 42
## [390] {Celana Pendek Casual,
## Celana Pendek Jeans} 0.052 52
## [391] {Celana Jeans Sobek Wanita,
## Celana Pendek Casual} 0.054 54
## [392] {Celana Pendek Casual,
## Wedges Hitam} 0.043 43
## [393] {Celana Pendek Casual,
## Hair Dryer} 0.048 48
## [394] {Celana Pendek Casual,
## Sepatu Sport merk Z} 0.069 69
## [395] {Celana Pendek Casual,
## Tali Pinggang Gesper Pria} 0.051 51
## [396] {Celana Pendek Casual,
## Cover Koper} 0.053 53
## [397] {Celana Pendek Casual,
## Sepatu Sandal Anak} 0.065 65
## [398] {Celana Jogger Casual,
## Celana Pendek Casual} 0.081 81
## [399] {Baju Batik Wanita,
## Celana Pendek Casual} 0.081 81
## [400] {Baju Kemeja Putih,
## Celana Pendek Casual} 0.063 63
## [401] {Celana Pendek Casual,
## Serum Vitamin} 0.096 96
## [402] {Celana Pendek Casual,
## Shampo Biasa} 0.133 133
## [403] {Dompet Flip Cover,
## Hair and Scalp} 0.044 44
## [404] {Dompet Card Holder,
## Hair and Scalp} 0.046 46
## [405] {Hair and Scalp,
## Tas Travel} 0.034 34
## [406] {Celana Pendek Jeans,
## Hair and Scalp} 0.044 44
## [407] {Celana Jeans Sobek Wanita,
## Hair and Scalp} 0.051 51
## [408] {Hair and Scalp,
## Wedges Hitam} 0.049 49
## [409] {Hair and Scalp,
## Hair Dryer} 0.064 64
## [410] {Hair and Scalp,
## Sepatu Sport merk Z} 0.056 56
## [411] {Hair and Scalp,
## Tali Pinggang Gesper Pria} 0.069 69
## [412] {Cover Koper,
## Hair and Scalp} 0.049 49
## [413] {Hair and Scalp,
## Sepatu Sandal Anak} 0.057 57
## [414] {Celana Jogger Casual,
## Hair and Scalp} 0.080 80
## [415] {Baju Batik Wanita,
## Hair and Scalp} 0.093 93
## [416] {Baju Kemeja Putih,
## Hair and Scalp} 0.108 108
## [417] {Hair and Scalp,
## Serum Vitamin} 0.114 114
## [418] {Hair and Scalp,
## Shampo Biasa} 0.121 121
## [419] {Dompet Card Holder,
## Dompet Flip Cover} 0.049 49
## [420] {Dompet Flip Cover,
## Tas Travel} 0.048 48
## [421] {Celana Pendek Jeans,
## Dompet Flip Cover} 0.053 53
## [422] {Celana Jeans Sobek Wanita,
## Dompet Flip Cover} 0.070 70
## [423] {Dompet Flip Cover,
## Wedges Hitam} 0.068 68
## [424] {Dompet Flip Cover,
## Hair Dryer} 0.066 66
## [425] {Dompet Flip Cover,
## Sepatu Sport merk Z} 0.053 53
## [426] {Dompet Flip Cover,
## Tali Pinggang Gesper Pria} 0.082 82
## [427] {Cover Koper,
## Dompet Flip Cover} 0.047 47
## [428] {Dompet Flip Cover,
## Sepatu Sandal Anak} 0.071 71
## [429] {Celana Jogger Casual,
## Dompet Flip Cover} 0.088 88
## [430] {Baju Batik Wanita,
## Dompet Flip Cover} 0.095 95
## [431] {Baju Kemeja Putih,
## Dompet Flip Cover} 0.071 71
## [432] {Dompet Flip Cover,
## Serum Vitamin} 0.121 121
## [433] {Dompet Flip Cover,
## Shampo Biasa} 0.143 143
## [434] {Dompet Card Holder,
## Tas Travel} 0.055 55
## [435] {Celana Pendek Jeans,
## Dompet Card Holder} 0.042 42
## [436] {Celana Jeans Sobek Wanita,
## Dompet Card Holder} 0.044 44
## [437] {Dompet Card Holder,
## Wedges Hitam} 0.067 67
## [438] {Dompet Card Holder,
## Hair Dryer} 0.098 98
## [439] {Dompet Card Holder,
## Sepatu Sport merk Z} 0.058 58
## [440] {Dompet Card Holder,
## Tali Pinggang Gesper Pria} 0.053 53
## [441] {Cover Koper,
## Dompet Card Holder} 0.068 68
## [442] {Dompet Card Holder,
## Sepatu Sandal Anak} 0.077 77
## [443] {Celana Jogger Casual,
## Dompet Card Holder} 0.082 82
## [444] {Baju Batik Wanita,
## Dompet Card Holder} 0.072 72
## [445] {Baju Kemeja Putih,
## Dompet Card Holder} 0.081 81
## [446] {Dompet Card Holder,
## Serum Vitamin} 0.107 107
## [447] {Dompet Card Holder,
## Shampo Biasa} 0.147 147
## [448] {Celana Pendek Jeans,
## Tas Travel} 0.041 41
## [449] {Celana Jeans Sobek Wanita,
## Tas Travel} 0.064 64
## [450] {Tas Travel,
## Wedges Hitam} 0.086 86
## [451] {Hair Dryer,
## Tas Travel} 0.052 52
## [452] {Sepatu Sport merk Z,
## Tas Travel} 0.064 64
## [453] {Tali Pinggang Gesper Pria,
## Tas Travel} 0.073 73
## [454] {Cover Koper,
## Tas Travel} 0.072 72
## [455] {Sepatu Sandal Anak,
## Tas Travel} 0.066 66
## [456] {Celana Jogger Casual,
## Tas Travel} 0.090 90
## [457] {Baju Batik Wanita,
## Tas Travel} 0.070 70
## [458] {Baju Kemeja Putih,
## Tas Travel} 0.075 75
## [459] {Serum Vitamin,
## Tas Travel} 0.116 116
## [460] {Shampo Biasa,
## Tas Travel} 0.125 125
## [461] {Celana Jeans Sobek Wanita,
## Celana Pendek Jeans} 0.060 60
## [462] {Celana Pendek Jeans,
## Wedges Hitam} 0.062 62
## [463] {Celana Pendek Jeans,
## Hair Dryer} 0.046 46
## [464] {Celana Pendek Jeans,
## Sepatu Sport merk Z} 0.053 53
## [465] {Celana Pendek Jeans,
## Tali Pinggang Gesper Pria} 0.069 69
## [466] {Celana Pendek Jeans,
## Cover Koper} 0.084 84
## [467] {Celana Pendek Jeans,
## Sepatu Sandal Anak} 0.065 65
## [468] {Celana Jogger Casual,
## Celana Pendek Jeans} 0.058 58
## [469] {Baju Batik Wanita,
## Celana Pendek Jeans} 0.098 98
## [470] {Baju Kemeja Putih,
## Celana Pendek Jeans} 0.086 86
## [471] {Celana Pendek Jeans,
## Serum Vitamin} 0.120 120
## [472] {Celana Pendek Jeans,
## Shampo Biasa} 0.149 149
## [473] {Celana Jeans Sobek Wanita,
## Wedges Hitam} 0.079 79
## [474] {Celana Jeans Sobek Wanita,
## Hair Dryer} 0.064 64
## [475] {Celana Jeans Sobek Wanita,
## Sepatu Sport merk Z} 0.060 60
## [476] {Celana Jeans Sobek Wanita,
## Tali Pinggang Gesper Pria} 0.123 123
## [477] {Celana Jeans Sobek Wanita,
## Cover Koper} 0.078 78
## [478] {Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak} 0.083 83
## [479] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual} 0.091 91
## [480] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita} 0.090 90
## [481] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita} 0.094 94
## [482] {Celana Jeans Sobek Wanita,
## Serum Vitamin} 0.106 106
## [483] {Celana Jeans Sobek Wanita,
## Shampo Biasa} 0.209 209
## [484] {Hair Dryer,
## Wedges Hitam} 0.062 62
## [485] {Sepatu Sport merk Z,
## Wedges Hitam} 0.062 62
## [486] {Tali Pinggang Gesper Pria,
## Wedges Hitam} 0.085 85
## [487] {Cover Koper,
## Wedges Hitam} 0.064 64
## [488] {Sepatu Sandal Anak,
## Wedges Hitam} 0.072 72
## [489] {Celana Jogger Casual,
## Wedges Hitam} 0.085 85
## [490] {Baju Batik Wanita,
## Wedges Hitam} 0.077 77
## [491] {Baju Kemeja Putih,
## Wedges Hitam} 0.085 85
## [492] {Serum Vitamin,
## Wedges Hitam} 0.103 103
## [493] {Shampo Biasa,
## Wedges Hitam} 0.144 144
## [494] {Hair Dryer,
## Sepatu Sport merk Z} 0.074 74
## [495] {Hair Dryer,
## Tali Pinggang Gesper Pria} 0.080 80
## [496] {Cover Koper,
## Hair Dryer} 0.063 63
## [497] {Hair Dryer,
## Sepatu Sandal Anak} 0.101 101
## [498] {Celana Jogger Casual,
## Hair Dryer} 0.091 91
## [499] {Baju Batik Wanita,
## Hair Dryer} 0.097 97
## [500] {Baju Kemeja Putih,
## Hair Dryer} 0.086 86
## [501] {Hair Dryer,
## Serum Vitamin} 0.134 134
## [502] {Hair Dryer,
## Shampo Biasa} 0.158 158
## [503] {Sepatu Sport merk Z,
## Tali Pinggang Gesper Pria} 0.084 84
## [504] {Cover Koper,
## Sepatu Sport merk Z} 0.075 75
## [505] {Sepatu Sandal Anak,
## Sepatu Sport merk Z} 0.071 71
## [506] {Celana Jogger Casual,
## Sepatu Sport merk Z} 0.128 128
## [507] {Baju Batik Wanita,
## Sepatu Sport merk Z} 0.096 96
## [508] {Baju Kemeja Putih,
## Sepatu Sport merk Z} 0.110 110
## [509] {Sepatu Sport merk Z,
## Serum Vitamin} 0.148 148
## [510] {Sepatu Sport merk Z,
## Shampo Biasa} 0.162 162
## [511] {Cover Koper,
## Tali Pinggang Gesper Pria} 0.093 93
## [512] {Sepatu Sandal Anak,
## Tali Pinggang Gesper Pria} 0.087 87
## [513] {Celana Jogger Casual,
## Tali Pinggang Gesper Pria} 0.119 119
## [514] {Baju Batik Wanita,
## Tali Pinggang Gesper Pria} 0.114 114
## [515] {Baju Kemeja Putih,
## Tali Pinggang Gesper Pria} 0.137 137
## [516] {Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.150 150
## [517] {Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.198 198
## [518] {Cover Koper,
## Sepatu Sandal Anak} 0.079 79
## [519] {Celana Jogger Casual,
## Cover Koper} 0.095 95
## [520] {Baju Batik Wanita,
## Cover Koper} 0.101 101
## [521] {Baju Kemeja Putih,
## Cover Koper} 0.114 114
## [522] {Cover Koper,
## Serum Vitamin} 0.153 153
## [523] {Cover Koper,
## Shampo Biasa} 0.185 185
## [524] {Celana Jogger Casual,
## Sepatu Sandal Anak} 0.097 97
## [525] {Baju Batik Wanita,
## Sepatu Sandal Anak} 0.140 140
## [526] {Baju Kemeja Putih,
## Sepatu Sandal Anak} 0.118 118
## [527] {Sepatu Sandal Anak,
## Serum Vitamin} 0.221 221
## [528] {Sepatu Sandal Anak,
## Shampo Biasa} 0.225 225
## [529] {Baju Batik Wanita,
## Celana Jogger Casual} 0.111 111
## [530] {Baju Kemeja Putih,
## Celana Jogger Casual} 0.134 134
## [531] {Celana Jogger Casual,
## Serum Vitamin} 0.166 166
## [532] {Celana Jogger Casual,
## Shampo Biasa} 0.214 214
## [533] {Baju Batik Wanita,
## Baju Kemeja Putih} 0.115 115
## [534] {Baju Batik Wanita,
## Serum Vitamin} 0.210 210
## [535] {Baju Batik Wanita,
## Shampo Biasa} 0.235 235
## [536] {Baju Kemeja Putih,
## Serum Vitamin} 0.193 193
## [537] {Baju Kemeja Putih,
## Shampo Biasa} 0.234 234
## [538] {Serum Vitamin,
## Shampo Biasa} 0.333 333
## [539] {Celana Pendek Casual,
## Dompet Card Holder,
## Hair Tonic} 0.046 46
## [540] {Celana Pendek Casual,
## Hair Tonic,
## Shampo Biasa} 0.032 32
## [541] {Dompet Card Holder,
## Hair Tonic,
## Shampo Biasa} 0.033 33
## [542] {Celana Jogger Casual,
## Hair Tonic,
## Shampo Biasa} 0.030 30
## [543] {Hair Dryer,
## Sepatu Kulit Casual,
## Serum Vitamin} 0.034 34
## [544] {Blouse Denim,
## Sepatu Sandal Anak,
## Sepatu Sekolah Hitam W} 0.056 56
## [545] {Blouse Denim,
## Sepatu Sekolah Hitam W,
## Serum Vitamin} 0.056 56
## [546] {Blouse Denim,
## Sepatu Sekolah Hitam W,
## Shampo Biasa} 0.051 51
## [547] {Sepatu Sandal Anak,
## Sepatu Sekolah Hitam W,
## Serum Vitamin} 0.060 60
## [548] {Sepatu Sandal Anak,
## Sepatu Sekolah Hitam W,
## Shampo Biasa} 0.054 54
## [549] {Sepatu Sekolah Hitam W,
## Serum Vitamin,
## Shampo Biasa} 0.052 52
## [550] {Sepatu Sport merk Y,
## Tas Multifungsi,
## Tas Sekolah Anak Laki-laki} 0.057 57
## [551] {Shampo Biasa,
## Tas Multifungsi,
## Tas Sekolah Anak Laki-laki} 0.034 34
## [552] {Sepatu Sport merk Y,
## Shampo Biasa,
## Tas Multifungsi} 0.032 32
## [553] {Celana Jogger Casual,
## Celana Pendek Casual,
## Koper Fiber} 0.039 39
## [554] {Celana Pendek Casual,
## Koper Fiber,
## Shampo Biasa} 0.031 31
## [555] {Baju Batik Wanita,
## Koper Fiber,
## Sepatu Sandal Anak} 0.042 42
## [556] {Koper Fiber,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.047 47
## [557] {Koper Fiber,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.047 47
## [558] {Celana Jogger Casual,
## Koper Fiber,
## Shampo Biasa} 0.037 37
## [559] {Baju Batik Wanita,
## Koper Fiber,
## Serum Vitamin} 0.044 44
## [560] {Baju Batik Wanita,
## Koper Fiber,
## Shampo Biasa} 0.046 46
## [561] {Koper Fiber,
## Serum Vitamin,
## Shampo Biasa} 0.049 49
## [562] {Dompet STNK Gantungan,
## Serum Vitamin,
## Shampo Biasa} 0.031 31
## [563] {Dompet Kulit Pria,
## Serum Vitamin,
## Shampo Biasa} 0.033 33
## [564] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Gembok Koper} 0.050 50
## [565] {Baju Renang Pria Dewasa,
## Gembok Koper,
## Tank Top} 0.051 51
## [566] {Baju Renang Pria Dewasa,
## Gembok Koper,
## Tas Travel} 0.049 49
## [567] {Baju Renang Pria Dewasa,
## Gembok Koper,
## Wedges Hitam} 0.050 50
## [568] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Tank Top} 0.053 53
## [569] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Tas Travel} 0.050 50
## [570] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Wedges Hitam} 0.050 50
## [571] {Baju Renang Pria Dewasa,
## Tank Top,
## Tas Travel} 0.053 53
## [572] {Baju Renang Pria Dewasa,
## Tank Top,
## Wedges Hitam} 0.052 52
## [573] {Baju Renang Pria Dewasa,
## Tas Travel,
## Wedges Hitam} 0.050 50
## [574] {Gembok Koper,
## Minyak Rambut,
## Serum Vitamin} 0.035 35
## [575] {Baju Kemeja Putih,
## Minyak Rambut,
## Serum Vitamin} 0.031 31
## [576] {Minyak Rambut,
## Serum Vitamin,
## Shampo Biasa} 0.043 43
## [577] {Baju Kaos Anak - Karakter Kartun,
## Celana Pendek Jeans,
## Tank Top} 0.030 30
## [578] {Baju Kaos Anak - Karakter Kartun,
## Cover Koper,
## Tank Top} 0.031 31
## [579] {Baju Kaos Anak - Karakter Kartun,
## Dompet Flip Cover,
## Shampo Biasa} 0.030 30
## [580] {Baju Kaos Anak - Karakter Kartun,
## Celana Pendek Jeans,
## Cover Koper} 0.030 30
## [581] {Baju Batik Wanita,
## Baju Kaos Anak - Karakter Kartun,
## Shampo Biasa} 0.032 32
## [582] {Baju Kaos Anak - Karakter Kartun,
## Serum Vitamin,
## Shampo Biasa} 0.038 38
## [583] {Baju Kaos Anak - Superheroes,
## Cover Koper,
## Shampo Biasa} 0.030 30
## [584] {Baju Kaos Anak - Superheroes,
## Baju Kemeja Putih,
## Sepatu Sandal Anak} 0.054 54
## [585] {Baju Kaos Anak - Superheroes,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.056 56
## [586] {Baju Kaos Anak - Superheroes,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.059 59
## [587] {Baju Batik Wanita,
## Baju Kaos Anak - Superheroes,
## Shampo Biasa} 0.035 35
## [588] {Baju Kaos Anak - Superheroes,
## Baju Kemeja Putih,
## Serum Vitamin} 0.053 53
## [589] {Baju Kaos Anak - Superheroes,
## Baju Kemeja Putih,
## Shampo Biasa} 0.062 62
## [590] {Baju Kaos Anak - Superheroes,
## Serum Vitamin,
## Shampo Biasa} 0.059 59
## [591] {Atasan Kaos Putih,
## Gembok Koper,
## Tank Top} 0.050 50
## [592] {Atasan Kaos Putih,
## Gembok Koper,
## Tas Travel} 0.049 49
## [593] {Atasan Kaos Putih,
## Gembok Koper,
## Wedges Hitam} 0.050 50
## [594] {Gembok Koper,
## Tank Top,
## Tas Travel} 0.051 51
## [595] {Gembok Koper,
## Tank Top,
## Wedges Hitam} 0.050 50
## [596] {Gembok Koper,
## Tas Travel,
## Wedges Hitam} 0.050 50
## [597] {Baju Kemeja Putih,
## Gembok Koper,
## Serum Vitamin} 0.034 34
## [598] {Gembok Koper,
## Serum Vitamin,
## Shampo Biasa} 0.037 37
## [599] {Sepatu Sport merk Y,
## Shampo Biasa,
## Tas Sekolah Anak Laki-laki} 0.038 38
## [600] {Shampo Biasa,
## Tali Pinggang Gesper Pria,
## Tas Sekolah Anak Laki-laki} 0.033 33
## [601] {Baju Batik Wanita,
## Shampo Biasa,
## Tas Sekolah Anak Laki-laki} 0.030 30
## [602] {Serum Vitamin,
## Shampo Biasa,
## Tas Sekolah Anak Laki-laki} 0.042 42
## [603] {Celana Jeans Sobek Wanita,
## Jeans Jumbo,
## Shampo Biasa} 0.037 37
## [604] {Celana Jogger Casual,
## Jeans Jumbo,
## Tali Pinggang Gesper Pria} 0.031 31
## [605] {Jeans Jumbo,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.030 30
## [606] {Celana Jogger Casual,
## Jeans Jumbo,
## Shampo Biasa} 0.031 31
## [607] {Baju Batik Wanita,
## Jeans Jumbo,
## Shampo Biasa} 0.035 35
## [608] {Jeans Jumbo,
## Serum Vitamin,
## Shampo Biasa} 0.031 31
## [609] {Baju Batik Wanita,
## Celana Pendek Casual,
## Kaos} 0.030 30
## [610] {Baju Batik Wanita,
## Celana Pendek Jeans,
## Kaos} 0.034 34
## [611] {Baju Batik Wanita,
## Kaos,
## Shampo Biasa} 0.034 34
## [612] {Kaos,
## Serum Vitamin,
## Shampo Biasa} 0.039 39
## [613] {Sepatu Sport merk Y,
## Serum Vitamin,
## Shampo Biasa} 0.032 32
## [614] {Atasan Kaos Putih,
## Celana Jogger Casual,
## Tas Pinggang Wanita} 0.039 39
## [615] {Atasan Kaos Putih,
## Tank Top,
## Tas Travel} 0.050 50
## [616] {Atasan Kaos Putih,
## Tank Top,
## Wedges Hitam} 0.050 50
## [617] {Atasan Kaos Putih,
## Tas Travel,
## Wedges Hitam} 0.049 49
## [618] {Atasan Kaos Putih,
## Celana Jogger Casual,
## Tas Travel} 0.030 30
## [619] {Atasan Kaos Putih,
## Celana Jogger Casual,
## Shampo Biasa} 0.033 33
## [620] {Baju Renang Wanita Dewasa,
## Dompet Card Holder,
## Shampo Biasa} 0.031 31
## [621] {Baju Renang Wanita Dewasa,
## Shampo Biasa,
## Wedges Hitam} 0.034 34
## [622] {Baju Renang Wanita Dewasa,
## Cover Koper,
## Serum Vitamin} 0.032 32
## [623] {Baju Renang Wanita Dewasa,
## Cover Koper,
## Shampo Biasa} 0.033 33
## [624] {Baju Renang Wanita Dewasa,
## Celana Jogger Casual,
## Serum Vitamin} 0.031 31
## [625] {Baju Renang Wanita Dewasa,
## Celana Jogger Casual,
## Shampo Biasa} 0.038 38
## [626] {Baju Batik Wanita,
## Baju Renang Wanita Dewasa,
## Shampo Biasa} 0.031 31
## [627] {Baju Kemeja Putih,
## Baju Renang Wanita Dewasa,
## Serum Vitamin} 0.031 31
## [628] {Baju Kemeja Putih,
## Baju Renang Wanita Dewasa,
## Shampo Biasa} 0.034 34
## [629] {Baju Renang Wanita Dewasa,
## Serum Vitamin,
## Shampo Biasa} 0.037 37
## [630] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tali Pinggang Anak} 0.037 37
## [631] {Cover Koper,
## Tali Pinggang Anak,
## Tali Pinggang Gesper Pria} 0.030 30
## [632] {Baju Kemeja Putih,
## Tali Pinggang Anak,
## Tali Pinggang Gesper Pria} 0.032 32
## [633] {Serum Vitamin,
## Tali Pinggang Anak,
## Tali Pinggang Gesper Pria} 0.055 55
## [634] {Shampo Biasa,
## Tali Pinggang Anak,
## Tali Pinggang Gesper Pria} 0.045 45
## [635] {Cover Koper,
## Serum Vitamin,
## Tali Pinggang Anak} 0.047 47
## [636] {Cover Koper,
## Shampo Biasa,
## Tali Pinggang Anak} 0.038 38
## [637] {Sepatu Sandal Anak,
## Serum Vitamin,
## Tali Pinggang Anak} 0.031 31
## [638] {Sepatu Sandal Anak,
## Shampo Biasa,
## Tali Pinggang Anak} 0.034 34
## [639] {Celana Jogger Casual,
## Serum Vitamin,
## Tali Pinggang Anak} 0.035 35
## [640] {Celana Jogger Casual,
## Shampo Biasa,
## Tali Pinggang Anak} 0.030 30
## [641] {Baju Batik Wanita,
## Serum Vitamin,
## Tali Pinggang Anak} 0.038 38
## [642] {Baju Batik Wanita,
## Shampo Biasa,
## Tali Pinggang Anak} 0.032 32
## [643] {Baju Kemeja Putih,
## Serum Vitamin,
## Tali Pinggang Anak} 0.035 35
## [644] {Baju Kemeja Putih,
## Shampo Biasa,
## Tali Pinggang Anak} 0.033 33
## [645] {Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Anak} 0.064 64
## [646] {Celana Pendek Jeans,
## Flat Shoes Ballerina,
## Shampo Anti Dandruff} 0.043 43
## [647] {Flat Shoes Ballerina,
## Serum Vitamin,
## Shampo Anti Dandruff} 0.030 30
## [648] {Baju Kemeja Putih,
## Celana Pendek Jeans,
## Shampo Anti Dandruff} 0.031 31
## [649] {Celana Pendek Jeans,
## Serum Vitamin,
## Shampo Anti Dandruff} 0.036 36
## [650] {Celana Pendek Jeans,
## Shampo Anti Dandruff,
## Shampo Biasa} 0.052 52
## [651] {Baju Kemeja Putih,
## Shampo Anti Dandruff,
## Tali Pinggang Gesper Pria} 0.037 37
## [652] {Cover Koper,
## Shampo Anti Dandruff,
## Shampo Biasa} 0.033 33
## [653] {Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Anti Dandruff} 0.032 32
## [654] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Shampo Anti Dandruff} 0.030 30
## [655] {Baju Batik Wanita,
## Serum Vitamin,
## Shampo Anti Dandruff} 0.035 35
## [656] {Baju Batik Wanita,
## Shampo Anti Dandruff,
## Shampo Biasa} 0.030 30
## [657] {Baju Kemeja Putih,
## Serum Vitamin,
## Shampo Anti Dandruff} 0.040 40
## [658] {Baju Kemeja Putih,
## Shampo Anti Dandruff,
## Shampo Biasa} 0.044 44
## [659] {Serum Vitamin,
## Shampo Anti Dandruff,
## Shampo Biasa} 0.045 45
## [660] {Serum Vitamin,
## Sweater Top Panjang,
## Tas Waist Bag} 0.032 32
## [661] {Dompet Flip Cover,
## Serum Vitamin,
## Tas Waist Bag} 0.030 30
## [662] {Dompet Card Holder,
## Serum Vitamin,
## Tas Waist Bag} 0.033 33
## [663] {Serum Vitamin,
## Tas Travel,
## Tas Waist Bag} 0.030 30
## [664] {Celana Pendek Jeans,
## Serum Vitamin,
## Tas Waist Bag} 0.041 41
## [665] {Celana Pendek Jeans,
## Shampo Biasa,
## Tas Waist Bag} 0.030 30
## [666] {Serum Vitamin,
## Tas Waist Bag,
## Wedges Hitam} 0.032 32
## [667] {Hair Dryer,
## Serum Vitamin,
## Tas Waist Bag} 0.031 31
## [668] {Sepatu Sport merk Z,
## Serum Vitamin,
## Tas Waist Bag} 0.035 35
## [669] {Baju Batik Wanita,
## Tali Pinggang Gesper Pria,
## Tas Waist Bag} 0.031 31
## [670] {Serum Vitamin,
## Tali Pinggang Gesper Pria,
## Tas Waist Bag} 0.040 40
## [671] {Shampo Biasa,
## Tali Pinggang Gesper Pria,
## Tas Waist Bag} 0.031 31
## [672] {Baju Batik Wanita,
## Cover Koper,
## Tas Waist Bag} 0.031 31
## [673] {Cover Koper,
## Serum Vitamin,
## Tas Waist Bag} 0.046 46
## [674] {Sepatu Sandal Anak,
## Serum Vitamin,
## Tas Waist Bag} 0.039 39
## [675] {Sepatu Sandal Anak,
## Shampo Biasa,
## Tas Waist Bag} 0.030 30
## [676] {Celana Jogger Casual,
## Serum Vitamin,
## Tas Waist Bag} 0.041 41
## [677] {Baju Batik Wanita,
## Serum Vitamin,
## Tas Waist Bag} 0.057 57
## [678] {Baju Batik Wanita,
## Shampo Biasa,
## Tas Waist Bag} 0.043 43
## [679] {Baju Kemeja Putih,
## Serum Vitamin,
## Tas Waist Bag} 0.052 52
## [680] {Baju Kemeja Putih,
## Shampo Biasa,
## Tas Waist Bag} 0.039 39
## [681] {Serum Vitamin,
## Shampo Biasa,
## Tas Waist Bag} 0.081 81
## [682] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tas Ransel Mini} 0.034 34
## [683] {Hair Dryer,
## Sepatu Sport merk Z,
## Tas Ransel Mini} 0.036 36
## [684] {Hair Dryer,
## Shampo Biasa,
## Tas Ransel Mini} 0.036 36
## [685] {Cover Koper,
## Sepatu Sport merk Z,
## Tas Ransel Mini} 0.030 30
## [686] {Celana Jogger Casual,
## Sepatu Sport merk Z,
## Tas Ransel Mini} 0.044 44
## [687] {Baju Batik Wanita,
## Sepatu Sport merk Z,
## Tas Ransel Mini} 0.034 34
## [688] {Baju Kemeja Putih,
## Sepatu Sport merk Z,
## Tas Ransel Mini} 0.034 34
## [689] {Sepatu Sport merk Z,
## Serum Vitamin,
## Tas Ransel Mini} 0.043 43
## [690] {Sepatu Sport merk Z,
## Shampo Biasa,
## Tas Ransel Mini} 0.053 53
## [691] {Shampo Biasa,
## Tali Pinggang Gesper Pria,
## Tas Ransel Mini} 0.030 30
## [692] {Cover Koper,
## Shampo Biasa,
## Tas Ransel Mini} 0.044 44
## [693] {Sepatu Sandal Anak,
## Shampo Biasa,
## Tas Ransel Mini} 0.030 30
## [694] {Celana Jogger Casual,
## Shampo Biasa,
## Tas Ransel Mini} 0.043 43
## [695] {Baju Batik Wanita,
## Serum Vitamin,
## Tas Ransel Mini} 0.036 36
## [696] {Baju Batik Wanita,
## Shampo Biasa,
## Tas Ransel Mini} 0.041 41
## [697] {Baju Kemeja Putih,
## Serum Vitamin,
## Tas Ransel Mini} 0.032 32
## [698] {Baju Kemeja Putih,
## Shampo Biasa,
## Tas Ransel Mini} 0.039 39
## [699] {Serum Vitamin,
## Shampo Biasa,
## Tas Ransel Mini} 0.051 51
## [700] {Serum Vitamin,
## Tas Pinggang Wanita,
## Tas Travel} 0.036 36
## [701] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tas Pinggang Wanita} 0.035 35
## [702] {Shampo Biasa,
## Tali Pinggang Gesper Pria,
## Tas Pinggang Wanita} 0.031 31
## [703] {Sepatu Sandal Anak,
## Serum Vitamin,
## Tas Pinggang Wanita} 0.031 31
## [704] {Sepatu Sandal Anak,
## Shampo Biasa,
## Tas Pinggang Wanita} 0.032 32
## [705] {Celana Jogger Casual,
## Serum Vitamin,
## Tas Pinggang Wanita} 0.033 33
## [706] {Celana Jogger Casual,
## Shampo Biasa,
## Tas Pinggang Wanita} 0.034 34
## [707] {Baju Batik Wanita,
## Serum Vitamin,
## Tas Pinggang Wanita} 0.035 35
## [708] {Baju Batik Wanita,
## Shampo Biasa,
## Tas Pinggang Wanita} 0.036 36
## [709] {Serum Vitamin,
## Shampo Biasa,
## Tas Pinggang Wanita} 0.046 46
## [710] {Celana Pendek Jeans,
## Flat Shoes Ballerina,
## Shampo Biasa} 0.036 36
## [711] {Flat Shoes Ballerina,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.033 33
## [712] {Cover Koper,
## Flat Shoes Ballerina,
## Shampo Biasa} 0.049 49
## [713] {Flat Shoes Ballerina,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.031 31
## [714] {Celana Jogger Casual,
## Flat Shoes Ballerina,
## Shampo Biasa} 0.037 37
## [715] {Baju Batik Wanita,
## Flat Shoes Ballerina,
## Serum Vitamin} 0.031 31
## [716] {Baju Batik Wanita,
## Flat Shoes Ballerina,
## Shampo Biasa} 0.039 39
## [717] {Baju Kemeja Putih,
## Flat Shoes Ballerina,
## Shampo Biasa} 0.031 31
## [718] {Flat Shoes Ballerina,
## Serum Vitamin,
## Shampo Biasa} 0.048 48
## [719] {Dompet Flip Cover,
## Shampo Biasa,
## Sweater Top Panjang} 0.033 33
## [720] {Hair Dryer,
## Shampo Biasa,
## Sweater Top Panjang} 0.030 30
## [721] {Sepatu Sport merk Z,
## Serum Vitamin,
## Sweater Top Panjang} 0.031 31
## [722] {Baju Batik Wanita,
## Sweater Top Panjang,
## Tali Pinggang Gesper Pria} 0.032 32
## [723] {Baju Batik Wanita,
## Cover Koper,
## Sweater Top Panjang} 0.031 31
## [724] {Cover Koper,
## Serum Vitamin,
## Sweater Top Panjang} 0.038 38
## [725] {Cover Koper,
## Shampo Biasa,
## Sweater Top Panjang} 0.039 39
## [726] {Sepatu Sandal Anak,
## Serum Vitamin,
## Sweater Top Panjang} 0.030 30
## [727] {Sepatu Sandal Anak,
## Shampo Biasa,
## Sweater Top Panjang} 0.033 33
## [728] {Celana Jogger Casual,
## Serum Vitamin,
## Sweater Top Panjang} 0.032 32
## [729] {Celana Jogger Casual,
## Shampo Biasa,
## Sweater Top Panjang} 0.030 30
## [730] {Baju Batik Wanita,
## Serum Vitamin,
## Sweater Top Panjang} 0.040 40
## [731] {Baju Batik Wanita,
## Shampo Biasa,
## Sweater Top Panjang} 0.045 45
## [732] {Baju Kemeja Putih,
## Serum Vitamin,
## Sweater Top Panjang} 0.034 34
## [733] {Baju Kemeja Putih,
## Shampo Biasa,
## Sweater Top Panjang} 0.035 35
## [734] {Serum Vitamin,
## Shampo Biasa,
## Sweater Top Panjang} 0.057 57
## [735] {Celana Tactical ,
## Shampo Biasa,
## Tank Top} 0.030 30
## [736] {Tank Top,
## Tas Travel,
## Wedges Hitam} 0.054 54
## [737] {Baju Kemeja Putih,
## Tank Top,
## Tas Travel} 0.031 31
## [738] {Serum Vitamin,
## Tank Top,
## Tas Travel} 0.032 32
## [739] {Shampo Biasa,
## Tank Top,
## Tas Travel} 0.038 38
## [740] {Celana Pendek Jeans,
## Cover Koper,
## Tank Top} 0.037 37
## [741] {Celana Pendek Jeans,
## Shampo Biasa,
## Tank Top} 0.036 36
## [742] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tank Top} 0.035 35
## [743] {Shampo Biasa,
## Tank Top,
## Wedges Hitam} 0.031 31
## [744] {Cover Koper,
## Shampo Biasa,
## Tank Top} 0.039 39
## [745] {Sepatu Sandal Anak,
## Shampo Biasa,
## Tank Top} 0.030 30
## [746] {Baju Kemeja Putih,
## Serum Vitamin,
## Tank Top} 0.033 33
## [747] {Baju Kemeja Putih,
## Shampo Biasa,
## Tank Top} 0.049 49
## [748] {Serum Vitamin,
## Shampo Biasa,
## Tank Top} 0.050 50
## [749] {Celana Pendek Jeans,
## Celana Tactical ,
## Shampo Biasa} 0.033 33
## [750] {Celana Jeans Sobek Wanita,
## Celana Tactical ,
## Tali Pinggang Gesper Pria} 0.031 31
## [751] {Celana Jeans Sobek Wanita,
## Celana Tactical ,
## Shampo Biasa} 0.054 54
## [752] {Celana Tactical ,
## Shampo Biasa,
## Wedges Hitam} 0.030 30
## [753] {Celana Tactical ,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.030 30
## [754] {Celana Tactical ,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.033 33
## [755] {Celana Tactical ,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.030 30
## [756] {Celana Tactical ,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.037 37
## [757] {Celana Tactical ,
## Cover Koper,
## Shampo Biasa} 0.034 34
## [758] {Baju Batik Wanita,
## Celana Tactical ,
## Sepatu Sandal Anak} 0.030 30
## [759] {Celana Tactical ,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.040 40
## [760] {Celana Tactical ,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.042 42
## [761] {Celana Jogger Casual,
## Celana Tactical ,
## Serum Vitamin} 0.036 36
## [762] {Celana Jogger Casual,
## Celana Tactical ,
## Shampo Biasa} 0.047 47
## [763] {Baju Batik Wanita,
## Celana Tactical ,
## Serum Vitamin} 0.046 46
## [764] {Baju Batik Wanita,
## Celana Tactical ,
## Shampo Biasa} 0.048 48
## [765] {Baju Kemeja Putih,
## Celana Tactical ,
## Serum Vitamin} 0.036 36
## [766] {Baju Kemeja Putih,
## Celana Tactical ,
## Shampo Biasa} 0.054 54
## [767] {Celana Tactical ,
## Serum Vitamin,
## Shampo Biasa} 0.069 69
## [768] {Blouse Denim,
## Celana Pendek Casual,
## Shampo Biasa} 0.030 30
## [769] {Baju Kemeja Putih,
## Blouse Denim,
## Hair and Scalp} 0.063 63
## [770] {Blouse Denim,
## Hair and Scalp,
## Serum Vitamin} 0.036 36
## [771] {Blouse Denim,
## Hair and Scalp,
## Shampo Biasa} 0.047 47
## [772] {Baju Kemeja Putih,
## Blouse Denim,
## Dompet Card Holder} 0.036 36
## [773] {Blouse Denim,
## Dompet Card Holder,
## Serum Vitamin} 0.034 34
## [774] {Blouse Denim,
## Dompet Card Holder,
## Shampo Biasa} 0.037 37
## [775] {Blouse Denim,
## Celana Pendek Jeans,
## Serum Vitamin} 0.030 30
## [776] {Blouse Denim,
## Celana Pendek Jeans,
## Shampo Biasa} 0.033 33
## [777] {Blouse Denim,
## Celana Jeans Sobek Wanita,
## Shampo Biasa} 0.043 43
## [778] {Blouse Denim,
## Hair Dryer,
## Serum Vitamin} 0.030 30
## [779] {Blouse Denim,
## Hair Dryer,
## Shampo Biasa} 0.034 34
## [780] {Blouse Denim,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.033 33
## [781] {Baju Kemeja Putih,
## Blouse Denim,
## Tali Pinggang Gesper Pria} 0.033 33
## [782] {Blouse Denim,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.034 34
## [783] {Baju Batik Wanita,
## Blouse Denim,
## Sepatu Sandal Anak} 0.039 39
## [784] {Baju Kemeja Putih,
## Blouse Denim,
## Sepatu Sandal Anak} 0.032 32
## [785] {Blouse Denim,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.075 75
## [786] {Blouse Denim,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.074 74
## [787] {Baju Kemeja Putih,
## Blouse Denim,
## Celana Jogger Casual} 0.032 32
## [788] {Blouse Denim,
## Celana Jogger Casual,
## Serum Vitamin} 0.040 40
## [789] {Blouse Denim,
## Celana Jogger Casual,
## Shampo Biasa} 0.041 41
## [790] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Blouse Denim} 0.032 32
## [791] {Baju Batik Wanita,
## Blouse Denim,
## Serum Vitamin} 0.042 42
## [792] {Baju Batik Wanita,
## Blouse Denim,
## Shampo Biasa} 0.050 50
## [793] {Baju Kemeja Putih,
## Blouse Denim,
## Serum Vitamin} 0.052 52
## [794] {Baju Kemeja Putih,
## Blouse Denim,
## Shampo Biasa} 0.065 65
## [795] {Blouse Denim,
## Serum Vitamin,
## Shampo Biasa} 0.090 90
## [796] {Celana Pendek Casual,
## Hair and Scalp,
## Shampo Biasa} 0.032 32
## [797] {Celana Pendek Casual,
## Dompet Flip Cover,
## Shampo Biasa} 0.037 37
## [798] {Celana Pendek Casual,
## Dompet Card Holder,
## Serum Vitamin} 0.042 42
## [799] {Celana Pendek Casual,
## Dompet Card Holder,
## Shampo Biasa} 0.057 57
## [800] {Baju Batik Wanita,
## Celana Pendek Casual,
## Celana Pendek Jeans} 0.034 34
## [801] {Celana Pendek Casual,
## Celana Pendek Jeans,
## Shampo Biasa} 0.036 36
## [802] {Celana Jeans Sobek Wanita,
## Celana Pendek Casual,
## Shampo Biasa} 0.049 49
## [803] {Celana Pendek Casual,
## Shampo Biasa,
## Wedges Hitam} 0.030 30
## [804] {Celana Pendek Casual,
## Hair Dryer,
## Serum Vitamin} 0.032 32
## [805] {Celana Pendek Casual,
## Hair Dryer,
## Shampo Biasa} 0.032 32
## [806] {Celana Jogger Casual,
## Celana Pendek Casual,
## Sepatu Sport merk Z} 0.032 32
## [807] {Celana Pendek Casual,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.039 39
## [808] {Celana Pendek Casual,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.049 49
## [809] {Celana Pendek Casual,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.038 38
## [810] {Celana Pendek Casual,
## Cover Koper,
## Shampo Biasa} 0.038 38
## [811] {Baju Batik Wanita,
## Celana Pendek Casual,
## Sepatu Sandal Anak} 0.033 33
## [812] {Celana Pendek Casual,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.048 48
## [813] {Celana Pendek Casual,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.049 49
## [814] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Celana Pendek Casual} 0.031 31
## [815] {Celana Jogger Casual,
## Celana Pendek Casual,
## Serum Vitamin} 0.038 38
## [816] {Celana Jogger Casual,
## Celana Pendek Casual,
## Shampo Biasa} 0.057 57
## [817] {Baju Batik Wanita,
## Celana Pendek Casual,
## Serum Vitamin} 0.046 46
## [818] {Baju Batik Wanita,
## Celana Pendek Casual,
## Shampo Biasa} 0.059 59
## [819] {Baju Kemeja Putih,
## Celana Pendek Casual,
## Serum Vitamin} 0.031 31
## [820] {Baju Kemeja Putih,
## Celana Pendek Casual,
## Shampo Biasa} 0.049 49
## [821] {Celana Pendek Casual,
## Serum Vitamin,
## Shampo Biasa} 0.069 69
## [822] {Baju Kemeja Putih,
## Dompet Card Holder,
## Hair and Scalp} 0.030 30
## [823] {Celana Jeans Sobek Wanita,
## Hair and Scalp,
## Shampo Biasa} 0.047 47
## [824] {Hair and Scalp,
## Shampo Biasa,
## Wedges Hitam} 0.031 31
## [825] {Hair and Scalp,
## Hair Dryer,
## Serum Vitamin} 0.044 44
## [826] {Hair and Scalp,
## Hair Dryer,
## Shampo Biasa} 0.040 40
## [827] {Baju Kemeja Putih,
## Hair and Scalp,
## Sepatu Sport merk Z} 0.033 33
## [828] {Hair and Scalp,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.031 31
## [829] {Hair and Scalp,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.038 38
## [830] {Celana Jogger Casual,
## Hair and Scalp,
## Tali Pinggang Gesper Pria} 0.039 39
## [831] {Baju Kemeja Putih,
## Hair and Scalp,
## Tali Pinggang Gesper Pria} 0.049 49
## [832] {Hair and Scalp,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.035 35
## [833] {Hair and Scalp,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.041 41
## [834] {Baju Kemeja Putih,
## Hair and Scalp,
## Sepatu Sandal Anak} 0.031 31
## [835] {Hair and Scalp,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.039 39
## [836] {Hair and Scalp,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.039 39
## [837] {Baju Batik Wanita,
## Celana Jogger Casual,
## Hair and Scalp} 0.037 37
## [838] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Hair and Scalp} 0.049 49
## [839] {Celana Jogger Casual,
## Hair and Scalp,
## Serum Vitamin} 0.042 42
## [840] {Celana Jogger Casual,
## Hair and Scalp,
## Shampo Biasa} 0.045 45
## [841] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Hair and Scalp} 0.044 44
## [842] {Baju Batik Wanita,
## Hair and Scalp,
## Serum Vitamin} 0.052 52
## [843] {Baju Batik Wanita,
## Hair and Scalp,
## Shampo Biasa} 0.057 57
## [844] {Baju Kemeja Putih,
## Hair and Scalp,
## Serum Vitamin} 0.054 54
## [845] {Baju Kemeja Putih,
## Hair and Scalp,
## Shampo Biasa} 0.066 66
## [846] {Hair and Scalp,
## Serum Vitamin,
## Shampo Biasa} 0.069 69
## [847] {Dompet Card Holder,
## Dompet Flip Cover,
## Shampo Biasa} 0.031 31
## [848] {Celana Jeans Sobek Wanita,
## Dompet Flip Cover,
## Wedges Hitam} 0.037 37
## [849] {Celana Jeans Sobek Wanita,
## Dompet Flip Cover,
## Tali Pinggang Gesper Pria} 0.041 41
## [850] {Celana Jeans Sobek Wanita,
## Dompet Flip Cover,
## Serum Vitamin} 0.035 35
## [851] {Celana Jeans Sobek Wanita,
## Dompet Flip Cover,
## Shampo Biasa} 0.062 62
## [852] {Dompet Flip Cover,
## Tali Pinggang Gesper Pria,
## Wedges Hitam} 0.039 39
## [853] {Dompet Flip Cover,
## Serum Vitamin,
## Wedges Hitam} 0.032 32
## [854] {Dompet Flip Cover,
## Shampo Biasa,
## Wedges Hitam} 0.051 51
## [855] {Dompet Flip Cover,
## Hair Dryer,
## Serum Vitamin} 0.033 33
## [856] {Dompet Flip Cover,
## Hair Dryer,
## Shampo Biasa} 0.034 34
## [857] {Celana Jogger Casual,
## Dompet Flip Cover,
## Sepatu Sport merk Z} 0.034 34
## [858] {Dompet Flip Cover,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.035 35
## [859] {Dompet Flip Cover,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.034 34
## [860] {Celana Jogger Casual,
## Dompet Flip Cover,
## Tali Pinggang Gesper Pria} 0.032 32
## [861] {Baju Kemeja Putih,
## Dompet Flip Cover,
## Tali Pinggang Gesper Pria} 0.030 30
## [862] {Dompet Flip Cover,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.039 39
## [863] {Dompet Flip Cover,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.055 55
## [864] {Cover Koper,
## Dompet Flip Cover,
## Shampo Biasa} 0.034 34
## [865] {Baju Batik Wanita,
## Dompet Flip Cover,
## Sepatu Sandal Anak} 0.043 43
## [866] {Dompet Flip Cover,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.053 53
## [867] {Dompet Flip Cover,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.050 50
## [868] {Baju Batik Wanita,
## Celana Jogger Casual,
## Dompet Flip Cover} 0.032 32
## [869] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Dompet Flip Cover} 0.035 35
## [870] {Celana Jogger Casual,
## Dompet Flip Cover,
## Serum Vitamin} 0.044 44
## [871] {Celana Jogger Casual,
## Dompet Flip Cover,
## Shampo Biasa} 0.061 61
## [872] {Baju Batik Wanita,
## Dompet Flip Cover,
## Serum Vitamin} 0.062 62
## [873] {Baju Batik Wanita,
## Dompet Flip Cover,
## Shampo Biasa} 0.066 66
## [874] {Baju Kemeja Putih,
## Dompet Flip Cover,
## Serum Vitamin} 0.037 37
## [875] {Baju Kemeja Putih,
## Dompet Flip Cover,
## Shampo Biasa} 0.044 44
## [876] {Dompet Flip Cover,
## Serum Vitamin,
## Shampo Biasa} 0.081 81
## [877] {Dompet Card Holder,
## Shampo Biasa,
## Tas Travel} 0.030 30
## [878] {Celana Jeans Sobek Wanita,
## Dompet Card Holder,
## Shampo Biasa} 0.039 39
## [879] {Dompet Card Holder,
## Hair Dryer,
## Wedges Hitam} 0.030 30
## [880] {Celana Jogger Casual,
## Dompet Card Holder,
## Wedges Hitam} 0.031 31
## [881] {Dompet Card Holder,
## Serum Vitamin,
## Wedges Hitam} 0.030 30
## [882] {Dompet Card Holder,
## Shampo Biasa,
## Wedges Hitam} 0.048 48
## [883] {Dompet Card Holder,
## Hair Dryer,
## Sepatu Sandal Anak} 0.043 43
## [884] {Celana Jogger Casual,
## Dompet Card Holder,
## Hair Dryer} 0.037 37
## [885] {Baju Kemeja Putih,
## Dompet Card Holder,
## Hair Dryer} 0.033 33
## [886] {Dompet Card Holder,
## Hair Dryer,
## Serum Vitamin} 0.043 43
## [887] {Dompet Card Holder,
## Hair Dryer,
## Shampo Biasa} 0.061 61
## [888] {Dompet Card Holder,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.034 34
## [889] {Dompet Card Holder,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.036 36
## [890] {Baju Kemeja Putih,
## Dompet Card Holder,
## Tali Pinggang Gesper Pria} 0.031 31
## [891] {Dompet Card Holder,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.035 35
## [892] {Cover Koper,
## Dompet Card Holder,
## Serum Vitamin} 0.034 34
## [893] {Cover Koper,
## Dompet Card Holder,
## Shampo Biasa} 0.046 46
## [894] {Dompet Card Holder,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.048 48
## [895] {Dompet Card Holder,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.059 59
## [896] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Dompet Card Holder} 0.033 33
## [897] {Celana Jogger Casual,
## Dompet Card Holder,
## Serum Vitamin} 0.039 39
## [898] {Celana Jogger Casual,
## Dompet Card Holder,
## Shampo Biasa} 0.049 49
## [899] {Baju Batik Wanita,
## Dompet Card Holder,
## Serum Vitamin} 0.040 40
## [900] {Baju Batik Wanita,
## Dompet Card Holder,
## Shampo Biasa} 0.044 44
## [901] {Baju Kemeja Putih,
## Dompet Card Holder,
## Serum Vitamin} 0.040 40
## [902] {Baju Kemeja Putih,
## Dompet Card Holder,
## Shampo Biasa} 0.057 57
## [903] {Dompet Card Holder,
## Serum Vitamin,
## Shampo Biasa} 0.071 71
## [904] {Celana Jeans Sobek Wanita,
## Tali Pinggang Gesper Pria,
## Tas Travel} 0.040 40
## [905] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Tas Travel} 0.032 32
## [906] {Celana Jeans Sobek Wanita,
## Serum Vitamin,
## Tas Travel} 0.034 34
## [907] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tas Travel} 0.052 52
## [908] {Tali Pinggang Gesper Pria,
## Tas Travel,
## Wedges Hitam} 0.030 30
## [909] {Celana Jogger Casual,
## Tas Travel,
## Wedges Hitam} 0.032 32
## [910] {Baju Kemeja Putih,
## Tas Travel,
## Wedges Hitam} 0.034 34
## [911] {Serum Vitamin,
## Tas Travel,
## Wedges Hitam} 0.033 33
## [912] {Shampo Biasa,
## Tas Travel,
## Wedges Hitam} 0.044 44
## [913] {Hair Dryer,
## Serum Vitamin,
## Tas Travel} 0.031 31
## [914] {Sepatu Sport merk Z,
## Tali Pinggang Gesper Pria,
## Tas Travel} 0.032 32
## [915] {Celana Jogger Casual,
## Sepatu Sport merk Z,
## Tas Travel} 0.039 39
## [916] {Sepatu Sport merk Z,
## Serum Vitamin,
## Tas Travel} 0.039 39
## [917] {Sepatu Sport merk Z,
## Shampo Biasa,
## Tas Travel} 0.041 41
## [918] {Celana Jogger Casual,
## Tali Pinggang Gesper Pria,
## Tas Travel} 0.038 38
## [919] {Serum Vitamin,
## Tali Pinggang Gesper Pria,
## Tas Travel} 0.045 45
## [920] {Shampo Biasa,
## Tali Pinggang Gesper Pria,
## Tas Travel} 0.052 52
## [921] {Baju Kemeja Putih,
## Cover Koper,
## Tas Travel} 0.030 30
## [922] {Cover Koper,
## Serum Vitamin,
## Tas Travel} 0.032 32
## [923] {Cover Koper,
## Shampo Biasa,
## Tas Travel} 0.038 38
## [924] {Sepatu Sandal Anak,
## Serum Vitamin,
## Tas Travel} 0.044 44
## [925] {Sepatu Sandal Anak,
## Shampo Biasa,
## Tas Travel} 0.044 44
## [926] {Celana Jogger Casual,
## Serum Vitamin,
## Tas Travel} 0.048 48
## [927] {Celana Jogger Casual,
## Shampo Biasa,
## Tas Travel} 0.059 59
## [928] {Baju Batik Wanita,
## Serum Vitamin,
## Tas Travel} 0.043 43
## [929] {Baju Batik Wanita,
## Shampo Biasa,
## Tas Travel} 0.037 37
## [930] {Baju Kemeja Putih,
## Serum Vitamin,
## Tas Travel} 0.041 41
## [931] {Baju Kemeja Putih,
## Shampo Biasa,
## Tas Travel} 0.046 46
## [932] {Serum Vitamin,
## Shampo Biasa,
## Tas Travel} 0.069 69
## [933] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Celana Pendek Jeans} 0.030 30
## [934] {Celana Jeans Sobek Wanita,
## Celana Pendek Jeans,
## Shampo Biasa} 0.052 52
## [935] {Celana Pendek Jeans,
## Shampo Biasa,
## Wedges Hitam} 0.037 37
## [936] {Celana Pendek Jeans,
## Hair Dryer,
## Shampo Biasa} 0.031 31
## [937] {Celana Pendek Jeans,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.039 39
## [938] {Baju Batik Wanita,
## Celana Pendek Jeans,
## Tali Pinggang Gesper Pria} 0.031 31
## [939] {Celana Pendek Jeans,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.031 31
## [940] {Celana Pendek Jeans,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.047 47
## [941] {Celana Pendek Jeans,
## Cover Koper,
## Sepatu Sandal Anak} 0.031 31
## [942] {Baju Batik Wanita,
## Celana Pendek Jeans,
## Cover Koper} 0.030 30
## [943] {Celana Pendek Jeans,
## Cover Koper,
## Serum Vitamin} 0.041 41
## [944] {Celana Pendek Jeans,
## Cover Koper,
## Shampo Biasa} 0.058 58
## [945] {Baju Batik Wanita,
## Celana Pendek Jeans,
## Sepatu Sandal Anak} 0.035 35
## [946] {Celana Pendek Jeans,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.049 49
## [947] {Celana Pendek Jeans,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.043 43
## [948] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Celana Pendek Jeans} 0.031 31
## [949] {Celana Jogger Casual,
## Celana Pendek Jeans,
## Shampo Biasa} 0.035 35
## [950] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Celana Pendek Jeans} 0.030 30
## [951] {Baju Batik Wanita,
## Celana Pendek Jeans,
## Serum Vitamin} 0.056 56
## [952] {Baju Batik Wanita,
## Celana Pendek Jeans,
## Shampo Biasa} 0.068 68
## [953] {Baju Kemeja Putih,
## Celana Pendek Jeans,
## Serum Vitamin} 0.044 44
## [954] {Baju Kemeja Putih,
## Celana Pendek Jeans,
## Shampo Biasa} 0.056 56
## [955] {Celana Pendek Jeans,
## Serum Vitamin,
## Shampo Biasa} 0.085 85
## [956] {Celana Jeans Sobek Wanita,
## Tali Pinggang Gesper Pria,
## Wedges Hitam} 0.050 50
## [957] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Wedges Hitam} 0.030 30
## [958] {Celana Jeans Sobek Wanita,
## Serum Vitamin,
## Wedges Hitam} 0.034 34
## [959] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Wedges Hitam} 0.065 65
## [960] {Celana Jeans Sobek Wanita,
## Hair Dryer,
## Tali Pinggang Gesper Pria} 0.030 30
## [961] {Celana Jeans Sobek Wanita,
## Hair Dryer,
## Shampo Biasa} 0.054 54
## [962] {Celana Jeans Sobek Wanita,
## Sepatu Sport merk Z,
## Tali Pinggang Gesper Pria} 0.037 37
## [963] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Sepatu Sport merk Z} 0.045 45
## [964] {Celana Jeans Sobek Wanita,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.032 32
## [965] {Celana Jeans Sobek Wanita,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.056 56
## [966] {Celana Jeans Sobek Wanita,
## Cover Koper,
## Tali Pinggang Gesper Pria} 0.034 34
## [967] {Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak,
## Tali Pinggang Gesper Pria} 0.039 39
## [968] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Tali Pinggang Gesper Pria} 0.054 54
## [969] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Tali Pinggang Gesper Pria} 0.040 40
## [970] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Tali Pinggang Gesper Pria} 0.058 58
## [971] {Celana Jeans Sobek Wanita,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.053 53
## [972] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.107 107
## [973] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Cover Koper} 0.036 36
## [974] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Cover Koper} 0.030 30
## [975] {Celana Jeans Sobek Wanita,
## Cover Koper,
## Serum Vitamin} 0.034 34
## [976] {Celana Jeans Sobek Wanita,
## Cover Koper,
## Shampo Biasa} 0.068 68
## [977] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak} 0.040 40
## [978] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak} 0.031 31
## [979] {Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.054 54
## [980] {Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.074 74
## [981] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Celana Jogger Casual} 0.031 31
## [982] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Celana Jogger Casual} 0.036 36
## [983] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Serum Vitamin} 0.044 44
## [984] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Shampo Biasa} 0.083 83
## [985] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Serum Vitamin} 0.046 46
## [986] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Shampo Biasa} 0.082 82
## [987] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Serum Vitamin} 0.044 44
## [988] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Shampo Biasa} 0.086 86
## [989] {Celana Jeans Sobek Wanita,
## Serum Vitamin,
## Shampo Biasa} 0.096 96
## [990] {Hair Dryer,
## Shampo Biasa,
## Wedges Hitam} 0.045 45
## [991] {Celana Jogger Casual,
## Sepatu Sport merk Z,
## Wedges Hitam} 0.032 32
## [992] {Sepatu Sport merk Z,
## Serum Vitamin,
## Wedges Hitam} 0.031 31
## [993] {Sepatu Sport merk Z,
## Shampo Biasa,
## Wedges Hitam} 0.039 39
## [994] {Celana Jogger Casual,
## Tali Pinggang Gesper Pria,
## Wedges Hitam} 0.032 32
## [995] {Baju Kemeja Putih,
## Tali Pinggang Gesper Pria,
## Wedges Hitam} 0.034 34
## [996] {Serum Vitamin,
## Tali Pinggang Gesper Pria,
## Wedges Hitam} 0.040 40
## [997] {Shampo Biasa,
## Tali Pinggang Gesper Pria,
## Wedges Hitam} 0.062 62
## [998] {Cover Koper,
## Shampo Biasa,
## Wedges Hitam} 0.038 38
## [999] {Sepatu Sandal Anak,
## Serum Vitamin,
## Wedges Hitam} 0.044 44
## [1000] {Sepatu Sandal Anak,
## Shampo Biasa,
## Wedges Hitam} 0.053 53
## [1001] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Wedges Hitam} 0.036 36
## [1002] {Celana Jogger Casual,
## Serum Vitamin,
## Wedges Hitam} 0.037 37
## [1003] {Celana Jogger Casual,
## Shampo Biasa,
## Wedges Hitam} 0.051 51
## [1004] {Baju Batik Wanita,
## Serum Vitamin,
## Wedges Hitam} 0.038 38
## [1005] {Baju Batik Wanita,
## Shampo Biasa,
## Wedges Hitam} 0.051 51
## [1006] {Baju Kemeja Putih,
## Serum Vitamin,
## Wedges Hitam} 0.033 33
## [1007] {Baju Kemeja Putih,
## Shampo Biasa,
## Wedges Hitam} 0.057 57
## [1008] {Serum Vitamin,
## Shampo Biasa,
## Wedges Hitam} 0.065 65
## [1009] {Celana Jogger Casual,
## Hair Dryer,
## Sepatu Sport merk Z} 0.045 45
## [1010] {Baju Kemeja Putih,
## Hair Dryer,
## Sepatu Sport merk Z} 0.030 30
## [1011] {Hair Dryer,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.038 38
## [1012] {Hair Dryer,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.051 51
## [1013] {Baju Kemeja Putih,
## Hair Dryer,
## Tali Pinggang Gesper Pria} 0.039 39
## [1014] {Hair Dryer,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.042 42
## [1015] {Hair Dryer,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.052 52
## [1016] {Cover Koper,
## Hair Dryer,
## Serum Vitamin} 0.030 30
## [1017] {Cover Koper,
## Hair Dryer,
## Shampo Biasa} 0.044 44
## [1018] {Baju Batik Wanita,
## Hair Dryer,
## Sepatu Sandal Anak} 0.050 50
## [1019] {Baju Kemeja Putih,
## Hair Dryer,
## Sepatu Sandal Anak} 0.033 33
## [1020] {Hair Dryer,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.067 67
## [1021] {Hair Dryer,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.065 65
## [1022] {Baju Batik Wanita,
## Celana Jogger Casual,
## Hair Dryer} 0.034 34
## [1023] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Hair Dryer} 0.036 36
## [1024] {Celana Jogger Casual,
## Hair Dryer,
## Serum Vitamin} 0.040 40
## [1025] {Celana Jogger Casual,
## Hair Dryer,
## Shampo Biasa} 0.065 65
## [1026] {Baju Batik Wanita,
## Hair Dryer,
## Serum Vitamin} 0.061 61
## [1027] {Baju Batik Wanita,
## Hair Dryer,
## Shampo Biasa} 0.066 66
## [1028] {Baju Kemeja Putih,
## Hair Dryer,
## Serum Vitamin} 0.046 46
## [1029] {Baju Kemeja Putih,
## Hair Dryer,
## Shampo Biasa} 0.058 58
## [1030] {Hair Dryer,
## Serum Vitamin,
## Shampo Biasa} 0.084 84
## [1031] {Celana Jogger Casual,
## Sepatu Sport merk Z,
## Tali Pinggang Gesper Pria} 0.055 55
## [1032] {Baju Batik Wanita,
## Sepatu Sport merk Z,
## Tali Pinggang Gesper Pria} 0.034 34
## [1033] {Baju Kemeja Putih,
## Sepatu Sport merk Z,
## Tali Pinggang Gesper Pria} 0.038 38
## [1034] {Sepatu Sport merk Z,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.044 44
## [1035] {Sepatu Sport merk Z,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.056 56
## [1036] {Celana Jogger Casual,
## Cover Koper,
## Sepatu Sport merk Z} 0.038 38
## [1037] {Baju Kemeja Putih,
## Cover Koper,
## Sepatu Sport merk Z} 0.038 38
## [1038] {Cover Koper,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.042 42
## [1039] {Cover Koper,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.049 49
## [1040] {Celana Jogger Casual,
## Sepatu Sandal Anak,
## Sepatu Sport merk Z} 0.035 35
## [1041] {Sepatu Sandal Anak,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.051 51
## [1042] {Sepatu Sandal Anak,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.050 50
## [1043] {Baju Batik Wanita,
## Celana Jogger Casual,
## Sepatu Sport merk Z} 0.044 44
## [1044] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Sepatu Sport merk Z} 0.056 56
## [1045] {Celana Jogger Casual,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.069 69
## [1046] {Celana Jogger Casual,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.089 89
## [1047] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Sepatu Sport merk Z} 0.038 38
## [1048] {Baju Batik Wanita,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.059 59
## [1049] {Baju Batik Wanita,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.064 64
## [1050] {Baju Kemeja Putih,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.064 64
## [1051] {Baju Kemeja Putih,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.075 75
## [1052] {Sepatu Sport merk Z,
## Serum Vitamin,
## Shampo Biasa} 0.096 96
## [1053] {Celana Jogger Casual,
## Cover Koper,
## Tali Pinggang Gesper Pria} 0.037 37
## [1054] {Baju Batik Wanita,
## Cover Koper,
## Tali Pinggang Gesper Pria} 0.040 40
## [1055] {Baju Kemeja Putih,
## Cover Koper,
## Tali Pinggang Gesper Pria} 0.038 38
## [1056] {Cover Koper,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.049 49
## [1057] {Cover Koper,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.062 62
## [1058] {Celana Jogger Casual,
## Sepatu Sandal Anak,
## Tali Pinggang Gesper Pria} 0.030 30
## [1059] {Baju Batik Wanita,
## Sepatu Sandal Anak,
## Tali Pinggang Gesper Pria} 0.037 37
## [1060] {Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Tali Pinggang Gesper Pria} 0.045 45
## [1061] {Sepatu Sandal Anak,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.065 65
## [1062] {Sepatu Sandal Anak,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.065 65
## [1063] {Baju Batik Wanita,
## Celana Jogger Casual,
## Tali Pinggang Gesper Pria} 0.040 40
## [1064] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Tali Pinggang Gesper Pria} 0.062 62
## [1065] {Celana Jogger Casual,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.063 63
## [1066] {Celana Jogger Casual,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.082 82
## [1067] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Tali Pinggang Gesper Pria} 0.045 45
## [1068] {Baju Batik Wanita,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.064 64
## [1069] {Baju Batik Wanita,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.073 73
## [1070] {Baju Kemeja Putih,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.067 67
## [1071] {Baju Kemeja Putih,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.096 96
## [1072] {Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.103 103
## [1073] {Baju Batik Wanita,
## Cover Koper,
## Sepatu Sandal Anak} 0.032 32
## [1074] {Baju Kemeja Putih,
## Cover Koper,
## Sepatu Sandal Anak} 0.038 38
## [1075] {Cover Koper,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.049 49
## [1076] {Cover Koper,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.058 58
## [1077] {Baju Batik Wanita,
## Celana Jogger Casual,
## Cover Koper} 0.031 31
## [1078] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Cover Koper} 0.037 37
## [1079] {Celana Jogger Casual,
## Cover Koper,
## Serum Vitamin} 0.053 53
## [1080] {Celana Jogger Casual,
## Cover Koper,
## Shampo Biasa} 0.060 60
## [1081] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Cover Koper} 0.033 33
## [1082] {Baju Batik Wanita,
## Cover Koper,
## Serum Vitamin} 0.059 59
## [1083] {Baju Batik Wanita,
## Cover Koper,
## Shampo Biasa} 0.065 65
## [1084] {Baju Kemeja Putih,
## Cover Koper,
## Serum Vitamin} 0.070 70
## [1085] {Baju Kemeja Putih,
## Cover Koper,
## Shampo Biasa} 0.074 74
## [1086] {Cover Koper,
## Serum Vitamin,
## Shampo Biasa} 0.098 98
## [1087] {Baju Batik Wanita,
## Celana Jogger Casual,
## Sepatu Sandal Anak} 0.034 34
## [1088] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Sepatu Sandal Anak} 0.035 35
## [1089] {Celana Jogger Casual,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.066 66
## [1090] {Celana Jogger Casual,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.073 73
## [1091] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Sepatu Sandal Anak} 0.041 41
## [1092] {Baju Batik Wanita,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.112 112
## [1093] {Baju Batik Wanita,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.105 105
## [1094] {Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.087 87
## [1095] {Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.098 98
## [1096] {Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.170 170
## [1097] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Celana Jogger Casual} 0.040 40
## [1098] {Baju Batik Wanita,
## Celana Jogger Casual,
## Serum Vitamin} 0.058 58
## [1099] {Baju Batik Wanita,
## Celana Jogger Casual,
## Shampo Biasa} 0.079 79
## [1100] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Serum Vitamin} 0.070 70
## [1101] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Shampo Biasa} 0.082 82
## [1102] {Celana Jogger Casual,
## Serum Vitamin,
## Shampo Biasa} 0.107 107
## [1103] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Serum Vitamin} 0.067 67
## [1104] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Shampo Biasa} 0.078 78
## [1105] {Baju Batik Wanita,
## Serum Vitamin,
## Shampo Biasa} 0.154 154
## [1106] {Baju Kemeja Putih,
## Serum Vitamin,
## Shampo Biasa} 0.136 136
## [1107] {Celana Pendek Casual,
## Dompet Card Holder,
## Hair Tonic,
## Shampo Biasa} 0.030 30
## [1108] {Blouse Denim,
## Sepatu Sandal Anak,
## Sepatu Sekolah Hitam W,
## Serum Vitamin} 0.056 56
## [1109] {Blouse Denim,
## Sepatu Sandal Anak,
## Sepatu Sekolah Hitam W,
## Shampo Biasa} 0.051 51
## [1110] {Blouse Denim,
## Sepatu Sekolah Hitam W,
## Serum Vitamin,
## Shampo Biasa} 0.051 51
## [1111] {Sepatu Sandal Anak,
## Sepatu Sekolah Hitam W,
## Serum Vitamin,
## Shampo Biasa} 0.052 52
## [1112] {Sepatu Sport merk Y,
## Shampo Biasa,
## Tas Multifungsi,
## Tas Sekolah Anak Laki-laki} 0.032 32
## [1113] {Baju Batik Wanita,
## Koper Fiber,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.042 42
## [1114] {Baju Batik Wanita,
## Koper Fiber,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.042 42
## [1115] {Koper Fiber,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.045 45
## [1116] {Baju Batik Wanita,
## Koper Fiber,
## Serum Vitamin,
## Shampo Biasa} 0.044 44
## [1117] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Gembok Koper,
## Tank Top} 0.049 49
## [1118] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Gembok Koper,
## Tas Travel} 0.047 47
## [1119] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Gembok Koper,
## Wedges Hitam} 0.048 48
## [1120] {Baju Renang Pria Dewasa,
## Gembok Koper,
## Tank Top,
## Tas Travel} 0.048 48
## [1121] {Baju Renang Pria Dewasa,
## Gembok Koper,
## Tank Top,
## Wedges Hitam} 0.049 49
## [1122] {Baju Renang Pria Dewasa,
## Gembok Koper,
## Tas Travel,
## Wedges Hitam} 0.047 47
## [1123] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Tank Top,
## Tas Travel} 0.048 48
## [1124] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Tank Top,
## Wedges Hitam} 0.049 49
## [1125] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Tas Travel,
## Wedges Hitam} 0.046 46
## [1126] {Baju Renang Pria Dewasa,
## Tank Top,
## Tas Travel,
## Wedges Hitam} 0.048 48
## [1127] {Baju Kaos Anak - Superheroes,
## Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.043 43
## [1128] {Baju Kaos Anak - Superheroes,
## Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.049 49
## [1129] {Baju Kaos Anak - Superheroes,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.049 49
## [1130] {Baju Kaos Anak - Superheroes,
## Baju Kemeja Putih,
## Serum Vitamin,
## Shampo Biasa} 0.046 46
## [1131] {Atasan Kaos Putih,
## Gembok Koper,
## Tank Top,
## Tas Travel} 0.047 47
## [1132] {Atasan Kaos Putih,
## Gembok Koper,
## Tank Top,
## Wedges Hitam} 0.048 48
## [1133] {Atasan Kaos Putih,
## Gembok Koper,
## Tas Travel,
## Wedges Hitam} 0.046 46
## [1134] {Gembok Koper,
## Tank Top,
## Tas Travel,
## Wedges Hitam} 0.047 47
## [1135] {Atasan Kaos Putih,
## Tank Top,
## Tas Travel,
## Wedges Hitam} 0.046 46
## [1136] {Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Anak,
## Tali Pinggang Gesper Pria} 0.037 37
## [1137] {Cover Koper,
## Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Anak} 0.031 31
## [1138] {Baju Batik Wanita,
## Serum Vitamin,
## Shampo Biasa,
## Tas Waist Bag} 0.038 38
## [1139] {Baju Kemeja Putih,
## Serum Vitamin,
## Shampo Biasa,
## Tas Waist Bag} 0.033 33
## [1140] {Celana Jogger Casual,
## Sepatu Sport merk Z,
## Shampo Biasa,
## Tas Ransel Mini} 0.033 33
## [1141] {Sepatu Sport merk Z,
## Serum Vitamin,
## Shampo Biasa,
## Tas Ransel Mini} 0.031 31
## [1142] {Celana Tactical ,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.032 32
## [1143] {Baju Batik Wanita,
## Celana Tactical ,
## Serum Vitamin,
## Shampo Biasa} 0.032 32
## [1144] {Baju Kemeja Putih,
## Blouse Denim,
## Hair and Scalp,
## Shampo Biasa} 0.039 39
## [1145] {Baju Batik Wanita,
## Blouse Denim,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.034 34
## [1146] {Baju Batik Wanita,
## Blouse Denim,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.033 33
## [1147] {Blouse Denim,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.066 66
## [1148] {Blouse Denim,
## Celana Jogger Casual,
## Serum Vitamin,
## Shampo Biasa} 0.030 30
## [1149] {Baju Batik Wanita,
## Blouse Denim,
## Serum Vitamin,
## Shampo Biasa} 0.038 38
## [1150] {Baju Kemeja Putih,
## Blouse Denim,
## Serum Vitamin,
## Shampo Biasa} 0.038 38
## [1151] {Celana Pendek Casual,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.038 38
## [1152] {Baju Batik Wanita,
## Celana Pendek Casual,
## Serum Vitamin,
## Shampo Biasa} 0.038 38
## [1153] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Hair and Scalp,
## Tali Pinggang Gesper Pria} 0.031 31
## [1154] {Baju Batik Wanita,
## Hair and Scalp,
## Serum Vitamin,
## Shampo Biasa} 0.037 37
## [1155] {Baju Kemeja Putih,
## Hair and Scalp,
## Serum Vitamin,
## Shampo Biasa} 0.034 34
## [1156] {Celana Jeans Sobek Wanita,
## Dompet Flip Cover,
## Shampo Biasa,
## Wedges Hitam} 0.034 34
## [1157] {Celana Jeans Sobek Wanita,
## Dompet Flip Cover,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.037 37
## [1158] {Celana Jeans Sobek Wanita,
## Dompet Flip Cover,
## Serum Vitamin,
## Shampo Biasa} 0.033 33
## [1159] {Dompet Flip Cover,
## Shampo Biasa,
## Tali Pinggang Gesper Pria,
## Wedges Hitam} 0.032 32
## [1160] {Baju Batik Wanita,
## Dompet Flip Cover,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.034 34
## [1161] {Baju Batik Wanita,
## Dompet Flip Cover,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.030 30
## [1162] {Dompet Flip Cover,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.039 39
## [1163] {Celana Jogger Casual,
## Dompet Flip Cover,
## Serum Vitamin,
## Shampo Biasa} 0.032 32
## [1164] {Baju Batik Wanita,
## Dompet Flip Cover,
## Serum Vitamin,
## Shampo Biasa} 0.044 44
## [1165] {Dompet Card Holder,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.040 40
## [1166] {Baju Batik Wanita,
## Dompet Card Holder,
## Serum Vitamin,
## Shampo Biasa} 0.030 30
## [1167] {Baju Kemeja Putih,
## Dompet Card Holder,
## Serum Vitamin,
## Shampo Biasa} 0.030 30
## [1168] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tali Pinggang Gesper Pria,
## Tas Travel} 0.036 36
## [1169] {Celana Jogger Casual,
## Shampo Biasa,
## Tali Pinggang Gesper Pria,
## Tas Travel} 0.031 31
## [1170] {Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria,
## Tas Travel} 0.031 31
## [1171] {Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa,
## Tas Travel} 0.030 30
## [1172] {Celana Jogger Casual,
## Serum Vitamin,
## Shampo Biasa,
## Tas Travel} 0.032 32
## [1173] {Celana Pendek Jeans,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.035 35
## [1174] {Baju Batik Wanita,
## Celana Pendek Jeans,
## Serum Vitamin,
## Shampo Biasa} 0.046 46
## [1175] {Baju Kemeja Putih,
## Celana Pendek Jeans,
## Serum Vitamin,
## Shampo Biasa} 0.033 33
## [1176] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tali Pinggang Gesper Pria,
## Wedges Hitam} 0.043 43
## [1177] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Sepatu Sport merk Z,
## Tali Pinggang Gesper Pria} 0.030 30
## [1178] {Celana Jeans Sobek Wanita,
## Sepatu Sport merk Z,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.034 34
## [1179] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.042 42
## [1180] {Celana Jeans Sobek Wanita,
## Sepatu Sport merk Z,
## Serum Vitamin,
## Shampo Biasa} 0.032 32
## [1181] {Celana Jeans Sobek Wanita,
## Cover Koper,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.030 30
## [1182] {Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.035 35
## [1183] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.050 50
## [1184] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.036 36
## [1185] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.053 53
## [1186] {Celana Jeans Sobek Wanita,
## Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.050 50
## [1187] {Celana Jeans Sobek Wanita,
## Cover Koper,
## Serum Vitamin,
## Shampo Biasa} 0.031 31
## [1188] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.035 35
## [1189] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.030 30
## [1190] {Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.050 50
## [1191] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Shampo Biasa} 0.030 30
## [1192] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Shampo Biasa} 0.032 32
## [1193] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Serum Vitamin,
## Shampo Biasa} 0.042 42
## [1194] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Serum Vitamin,
## Shampo Biasa} 0.044 44
## [1195] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Serum Vitamin,
## Shampo Biasa} 0.041 41
## [1196] {Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa,
## Wedges Hitam} 0.033 33
## [1197] {Celana Jogger Casual,
## Hair Dryer,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.034 34
## [1198] {Baju Batik Wanita,
## Hair Dryer,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.040 40
## [1199] {Baju Batik Wanita,
## Hair Dryer,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.031 31
## [1200] {Hair Dryer,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.045 45
## [1201] {Baju Batik Wanita,
## Hair Dryer,
## Serum Vitamin,
## Shampo Biasa} 0.043 43
## [1202] {Baju Kemeja Putih,
## Hair Dryer,
## Serum Vitamin,
## Shampo Biasa} 0.030 30
## [1203] {Celana Jogger Casual,
## Sepatu Sport merk Z,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.030 30
## [1204] {Celana Jogger Casual,
## Sepatu Sport merk Z,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.040 40
## [1205] {Sepatu Sport merk Z,
## Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.030 30
## [1206] {Cover Koper,
## Sepatu Sport merk Z,
## Serum Vitamin,
## Shampo Biasa} 0.031 31
## [1207] {Sepatu Sandal Anak,
## Sepatu Sport merk Z,
## Serum Vitamin,
## Shampo Biasa} 0.037 37
## [1208] {Baju Batik Wanita,
## Celana Jogger Casual,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.035 35
## [1209] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.034 34
## [1210] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.042 42
## [1211] {Celana Jogger Casual,
## Sepatu Sport merk Z,
## Serum Vitamin,
## Shampo Biasa} 0.047 47
## [1212] {Baju Batik Wanita,
## Sepatu Sport merk Z,
## Serum Vitamin,
## Shampo Biasa} 0.040 40
## [1213] {Baju Kemeja Putih,
## Sepatu Sport merk Z,
## Serum Vitamin,
## Shampo Biasa} 0.046 46
## [1214] {Cover Koper,
## Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.033 33
## [1215] {Baju Batik Wanita,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.030 30
## [1216] {Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.033 33
## [1217] {Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.038 38
## [1218] {Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.050 50
## [1219] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.034 34
## [1220] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.037 37
## [1221] {Celana Jogger Casual,
## Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.043 43
## [1222] {Baju Batik Wanita,
## Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.045 45
## [1223] {Baju Kemeja Putih,
## Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.047 47
## [1224] {Baju Kemeja Putih,
## Cover Koper,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.031 31
## [1225] {Cover Koper,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.040 40
## [1226] {Celana Jogger Casual,
## Cover Koper,
## Serum Vitamin,
## Shampo Biasa} 0.034 34
## [1227] {Baju Batik Wanita,
## Cover Koper,
## Serum Vitamin,
## Shampo Biasa} 0.044 44
## [1228] {Baju Kemeja Putih,
## Cover Koper,
## Serum Vitamin,
## Shampo Biasa} 0.049 49
## [1229] {Celana Jogger Casual,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.052 52
## [1230] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.033 33
## [1231] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.036 36
## [1232] {Baju Batik Wanita,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.090 90
## [1233] {Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.076 76
## [1234] {Baju Batik Wanita,
## Celana Jogger Casual,
## Serum Vitamin,
## Shampo Biasa} 0.043 43
## [1235] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Serum Vitamin,
## Shampo Biasa} 0.048 48
## [1236] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Serum Vitamin,
## Shampo Biasa} 0.051 51
## [1237] {Blouse Denim,
## Sepatu Sandal Anak,
## Sepatu Sekolah Hitam W,
## Serum Vitamin,
## Shampo Biasa} 0.051 51
## [1238] {Baju Batik Wanita,
## Koper Fiber,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.042 42
## [1239] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Gembok Koper,
## Tank Top,
## Tas Travel} 0.046 46
## [1240] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Gembok Koper,
## Tank Top,
## Wedges Hitam} 0.047 47
## [1241] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Gembok Koper,
## Tas Travel,
## Wedges Hitam} 0.045 45
## [1242] {Baju Renang Pria Dewasa,
## Gembok Koper,
## Tank Top,
## Tas Travel,
## Wedges Hitam} 0.046 46
## [1243] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Tank Top,
## Tas Travel,
## Wedges Hitam} 0.045 45
## [1244] {Baju Kaos Anak - Superheroes,
## Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.041 41
## [1245] {Atasan Kaos Putih,
## Gembok Koper,
## Tank Top,
## Tas Travel,
## Wedges Hitam} 0.045 45
## [1246] {Baju Batik Wanita,
## Blouse Denim,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.031 31
## [1247] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.030 30
## [1248] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Gembok Koper,
## Tank Top,
## Tas Travel,
## Wedges Hitam} 0.044 44The entire transaction is a combination of 70 product items. And if we analyze with the condition that the support is 0.03 (at least 30 times out of 1000 transactions) then the number of combinations produced is 1248. The smaller the support we enter, the more combinations will appear.
Read file as data frame
transaksi_tabular <- read.csv("https://storage.googleapis.com/dqlab-dataset/data_transaksi.txt", sep="\t")
print(transaksi_tabular)## Kode.Transaksi Item
## 1 #01 Teh Celup
## 2 #01 Sirup
## 3 #01 Pet Food
## 4 #02 Teh Celup
## 5 #02 Gula
## 6 #03 Sirup
## 7 #03 Pet Food
## 8 #04 Teh Celup
## 9 #04 Sirup
## 10 #05 Teh Celup
## 11 #05 Sirup
## 12 #05 Gula
## 13 #06 Teh Celup
## 14 #06 Pet Food
## 15 #07 Teh Celup
## 16 #07 Sirup
## 17 #07 Pet Food
## 18 #08 Teh Celup
## 19 #09 Teh Celup
## 20 #09 Gula
## 21 #10 Sirup
## 22 #10 Pet Food
## 23 #10 GulaRead file as transaction
read.transactions(file="https://storage.googleapis.com/dqlab-dataset/data_transaksi.txt", format="single", sep="\t", cols=c(1,2), skip=1)## transactions in sparse format with
## 10 transactions (rows) and
## 4 items (columns)View a list of transaction items
This is useful for viewing a unique list of items contained in the transaction data we are analyzing.
transaksi <- read.transactions(file="https://storage.googleapis.com/dqlab-dataset/data_transaksi.txt", format="single", sep="\t", cols=c(1,2), skip=1)
transaksi@itemInfo## labels
## 1 Gula
## 2 Pet Food
## 3 Sirup
## 4 Teh CelupView a List of Transaction Codes
This list can be useful as a basis for analyzing or validating with existing data in retail systems.
transaksi@itemsetInfo## transactionID
## 1 #01
## 2 #02
## 3 #03
## 4 #04
## 5 #05
## 6 #06
## 7 #07
## 8 #08
## 9 #09
## 10 #10View transaction in Matrix form
transaksi@data## 4 x 10 sparse Matrix of class "ngCMatrix"
##
## [1,] . | . . | . . . | |
## [2,] | . | . . | | . . |
## [3,] | . | | | . | . . |
## [4,] | | . | | | | | | .• Dot symbol . indicates the item does not exist in the transaction. • Straight line symbol | indicates that the item is in the transaction.
Item Frequency
itemFrequency(transaksi)## Gula Pet Food Sirup Teh Celup
## 0.4 0.5 0.6 0.8These results show that the frequency of occurrence of Sugar is 0.4 or 40 percent of the portion of all existing transactions, Pet Food occupies 50 percent, and so on.
itemFrequency(transaksi, type="absolute")## Gula Pet Food Sirup Teh Celup
## 4 5 6 8This means that Sugar has 4 times the appearance of all existing transactions, Pet Food appears 5 times, Syrup 6 times, and Teh Celup 8 times.
Statistics top 3
data_item <- itemFrequency(transaksi, type="absolute")
#Sorting data_item
data_item <- sort(data_item, decreasing = TRUE)
#Take the first 3 items
data_item <- data_item[1:3]
#Convert data_item to data frames with columns Nama_Produk and Sum
data_item <- data.frame("Nama Produk"=names(data_item), "Jumlah"=data_item, row.names=NULL)
print(data_item)## Nama.Produk Jumlah
## 1 Teh Celup 8
## 2 Sirup 6
## 3 Pet Food 5Output Statistik Top 3 as File
write.csv(data_item, file="top3_item_retail.txt", eol = "\r\n")Plot item frequency
itemFrequencyPlot(transaksi)
View Itemsets per Transaction with Inspect
inspect (transaksi)## items transactionID
## [1] {Pet Food, Sirup, Teh Celup} #01
## [2] {Gula, Teh Celup} #02
## [3] {Pet Food, Sirup} #03
## [4] {Sirup, Teh Celup} #04
## [5] {Gula, Sirup, Teh Celup} #05
## [6] {Pet Food, Teh Celup} #06
## [7] {Pet Food, Sirup, Teh Celup} #07
## [8] {Teh Celup} #08
## [9] {Gula, Teh Celup} #09
## [10] {Gula, Pet Food, Sirup} #10Make Rules with Apriori
apriori(transaksi)## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.8 0.1 1 none FALSE TRUE 5 0.1 1
## maxlen target ext
## 10 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 1
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[4 item(s), 10 transaction(s)] done [0.00s].
## sorting and recoding items ... [4 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 done [0.00s].
## writing ... [3 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## set of 3 rulesA great deal of information from the output is produced. But for now, pay attention to the last line where it says “set of 4 rules”. This means that with this a priori function, we get 4 rules.
Melihat Rules dengan fungsi inspect
#Association rules and stored as mba variables
mba <- apriori(transaksi)## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.8 0.1 1 none FALSE TRUE 5 0.1 1
## maxlen target ext
## 10 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 1
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[4 item(s), 10 transaction(s)] done [0.00s].
## sorting and recoding items ... [4 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 done [0.00s].
## writing ... [3 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].#View the contents of rules by using the inspect function
inspect(mba)## lhs rhs support confidence coverage lift count
## [1] {} => {Teh Celup} 0.8 0.8 1.0 1.000000 8
## [2] {Pet Food} => {Sirup} 0.4 0.8 0.5 1.333333 4
## [3] {Gula, Pet Food} => {Sirup} 0.1 1.0 0.1 1.666667 1Filter RHS
#Association rules and stored as mba variables
mba <- apriori(transaksi)## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.8 0.1 1 none FALSE TRUE 5 0.1 1
## maxlen target ext
## 10 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 1
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[4 item(s), 10 transaction(s)] done [0.00s].
## sorting and recoding items ... [4 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 done [0.00s].
## writing ... [3 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].#Filter rhs with item "Sirup" and show
inspect(subset(mba, rhs %in% "Sirup"))## lhs rhs support confidence coverage lift count
## [1] {Pet Food} => {Sirup} 0.4 0.8 0.5 1.333333 4
## [2] {Gula, Pet Food} => {Sirup} 0.1 1.0 0.1 1.666667 1If our focus returns to the lhs and rhs itemsets for product packaging, it seems that the second rule, namely {Pet Food} => {Sirup} is quite interesting.
Because support 0.4 indicates that this combination is present in 40 percent of the poulations - meaning 4 out of 10 transactions for our dataset. The value of the elevator is also above 1, which means that this rule has a high association between the itemsets contained in this rule. Whereas {} => {Teh celup} is not interesting because it contains only one item. The remaining rule, {Gula, Pet Food} = > {Sirup} is too unique - this is indicated by support 0.1 (10%) which means it is only found in 1 in 10 transactions.
This means that there are several action item options that we can do: • recommend to every customer who buys Pet Food to buy Sirup. • Pet Food and Syrup display racks can be brought close. • Pet Food and Syrup are packaged together and sold at special prices.
Filter LHS
mba <- apriori(transaksi)## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.8 0.1 1 none FALSE TRUE 5 0.1 1
## maxlen target ext
## 10 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 1
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[4 item(s), 10 transaction(s)] done [0.00s].
## sorting and recoding items ... [4 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 done [0.00s].
## writing ... [3 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].inspect(subset(mba, lhs %in% "Gula"))## lhs rhs support confidence coverage lift count
## [1] {Gula, Pet Food} => {Sirup} 0.1 1 0.1 1.666667 1Filter LHS and RHS
mba <- apriori(transaksi)## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.8 0.1 1 none FALSE TRUE 5 0.1 1
## maxlen target ext
## 10 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 1
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[4 item(s), 10 transaction(s)] done [0.00s].
## sorting and recoding items ... [4 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 done [0.00s].
## writing ... [3 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].inspect(subset(mba, lhs %in% "Pet Food" & rhs %in% "Sirup"))## lhs rhs support confidence coverage lift count
## [1] {Pet Food} => {Sirup} 0.4 0.8 0.5 1.333333 4
## [2] {Gula, Pet Food} => {Sirup} 0.1 1.0 0.1 1.666667 1Generating Rules with Support and Confidence Parameters
apriori(transaksi,parameter = list(supp = 0.1, confidence = 0.5))## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.5 0.1 1 none FALSE TRUE 5 0.1 1
## maxlen target ext
## 10 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 1
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[4 item(s), 10 transaction(s)] done [0.00s].
## sorting and recoding items ... [4 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 done [0.00s].
## writing ... [16 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].## set of 16 rulesResulting Inspection Rules
mba <- apriori(transaksi,parameter = list(supp = 0.1, confidence = 0.5))## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.5 0.1 1 none FALSE TRUE 5 0.1 1
## maxlen target ext
## 10 rules TRUE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 1
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[4 item(s), 10 transaction(s)] done [0.00s].
## sorting and recoding items ... [4 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 done [0.00s].
## writing ... [16 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].inspect(mba)## lhs rhs support confidence coverage lift
## [1] {} => {Pet Food} 0.5 0.5000000 1.0 1.0000000
## [2] {} => {Sirup} 0.6 0.6000000 1.0 1.0000000
## [3] {} => {Teh Celup} 0.8 0.8000000 1.0 1.0000000
## [4] {Gula} => {Sirup} 0.2 0.5000000 0.4 0.8333333
## [5] {Gula} => {Teh Celup} 0.3 0.7500000 0.4 0.9375000
## [6] {Pet Food} => {Sirup} 0.4 0.8000000 0.5 1.3333333
## [7] {Sirup} => {Pet Food} 0.4 0.6666667 0.6 1.3333333
## [8] {Pet Food} => {Teh Celup} 0.3 0.6000000 0.5 0.7500000
## [9] {Sirup} => {Teh Celup} 0.4 0.6666667 0.6 0.8333333
## [10] {Teh Celup} => {Sirup} 0.4 0.5000000 0.8 0.8333333
## [11] {Gula, Pet Food} => {Sirup} 0.1 1.0000000 0.1 1.6666667
## [12] {Gula, Sirup} => {Pet Food} 0.1 0.5000000 0.2 1.0000000
## [13] {Gula, Sirup} => {Teh Celup} 0.1 0.5000000 0.2 0.6250000
## [14] {Pet Food, Sirup} => {Teh Celup} 0.2 0.5000000 0.4 0.6250000
## [15] {Pet Food, Teh Celup} => {Sirup} 0.2 0.6666667 0.3 1.1111111
## [16] {Sirup, Teh Celup} => {Pet Food} 0.2 0.5000000 0.4 1.0000000
## count
## [1] 5
## [2] 6
## [3] 8
## [4] 2
## [5] 3
## [6] 4
## [7] 4
## [8] 3
## [9] 4
## [10] 4
## [11] 1
## [12] 1
## [13] 1
## [14] 2
## [15] 2
## [16] 2Filter LHS and RHS (2)
inspect(subset(mba, lhs %in% "Teh Celup" | rhs %in% "Teh Celup"))## lhs rhs support confidence coverage lift
## [1] {} => {Teh Celup} 0.8 0.8000000 1.0 1.0000000
## [2] {Gula} => {Teh Celup} 0.3 0.7500000 0.4 0.9375000
## [3] {Pet Food} => {Teh Celup} 0.3 0.6000000 0.5 0.7500000
## [4] {Sirup} => {Teh Celup} 0.4 0.6666667 0.6 0.8333333
## [5] {Teh Celup} => {Sirup} 0.4 0.5000000 0.8 0.8333333
## [6] {Gula, Sirup} => {Teh Celup} 0.1 0.5000000 0.2 0.6250000
## [7] {Pet Food, Sirup} => {Teh Celup} 0.2 0.5000000 0.4 0.6250000
## [8] {Pet Food, Teh Celup} => {Sirup} 0.2 0.6666667 0.3 1.1111111
## [9] {Sirup, Teh Celup} => {Pet Food} 0.2 0.5000000 0.4 1.0000000
## count
## [1] 8
## [2] 3
## [3] 3
## [4] 4
## [5] 4
## [6] 1
## [7] 2
## [8] 2
## [9] 2Filter based Lift
inspect(subset(mba, (lhs %in% "Teh Celup" | rhs %in% "Teh Celup") & lift>1))## lhs rhs support confidence coverage lift count
## [1] {Pet Food, Teh Celup} => {Sirup} 0.2 0.6666667 0.3 1.111111 2Recommendation - Filter with %ain%
The %in% operator we previously used is already effective. However this operator is not suitable if we want to filter the itemset with AND logic. This means that the entire item must appear in the selected itemset. For such purposes, use the %ain operator.
inspect(subset(mba, (lhs %ain% c("Pet Food", "Gula" ))))## lhs rhs support confidence coverage lift count
## [1] {Gula, Pet Food} => {Sirup} 0.1 1 0.1 1.666667 1Visualization of Rules with Graph
library(arulesViz)## Warning: package 'arulesViz' was built under R version 4.2.2plot(subset(mba, lift>1.1), method="graph")