Data Science in Retail: Market Basket Analysis
Joseph Armando Carvallo
22/02/2021
Market Basket Analysis
Market Basket Analysis (MBA) is an analysis technique used by retail businesses to find strong product associations, or in other words find product packages that can have a major impact on sales.
The algorithm that can be used in R to do this MBA is a priori from the arules package. Arules itself stands for Association Rules. There are only two data needed, namely transaction data and product data. With found product packages, businesses can do the following:
create product packages with great offers,
arrange products with strong associations side by side on store shelves,
develop an e-commerce website catalog display,
and provide product recommendations.
Talking about product packaging is actually looking for products that have a strong relationship or association in the transaction. The “strong” relationship here will be seen based on the proportion of the number of occurrences of the product combination that will be packaged with the entire transaction.
## Loading required package: Matrix##
## Attaching package: 'arules'## The following objects are masked from 'package:base':
##
## abbreviate, write## transactions in sparse format with
## 3450 transactions (rows) and
## 69 items (columns)This whole transaction is a combination of 70 product items. And if we analyze it with support conditions of 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.
With such a large number of combinations for us to analyze, it will be difficult for us if we do it manually. This is the reason why this process needs to be automated with the help of algorithms.
## 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: 103
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[69 item(s), 3450 transaction(s)] done [0.01s].
## sorting and recoding items ... [58 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 4 5 6 done [0.01s].
## sorting transactions ... done [0.00s].
## writing ... [1202 set(s)] done [0.00s].
## creating S4 object ... done [0.00s].
## items support transIdenticalToItemsets count
## [1] {Baju Kaos Anak - Karakter Kartun,
## Tas Tangan} 0.03188406 0.0000000000 110
## [2] {Tank Top,
## Tas Tangan} 0.03246377 0.0000000000 112
## [3] {Celana Pendek Jeans,
## Tas Tangan} 0.03246377 0.0000000000 112
## [4] {Cover Koper,
## Tas Tangan} 0.03188406 0.0000000000 110
## [5] {Shampo Biasa,
## Tas Makeup} 0.03304348 0.0000000000 114
## [6] {Baju Batik Wanita,
## Celana Panjang Format Hitam} 0.04086957 0.0000000000 141
## [7] {Baju Kaos Anak - Karakter Kartun,
## Cream Whitening} 0.03043478 0.0000000000 105
## [8] {Baju Kemeja Putih,
## Cream Whitening} 0.03304348 0.0000000000 114
## [9] {Baju Batik Wanita,
## Cream Whitening} 0.03739130 0.0000000000 129
## [10] {Cream Whitening,
## Shampo Biasa} 0.03565217 0.0000000000 123
## [11] {Celana Pendek Casual,
## Hair Tonic} 0.04202899 0.0000000000 145
## [12] {Dompet Card Holder,
## Hair Tonic} 0.04463768 0.0000000000 154
## [13] {Celana Jogger Casual,
## Hair Tonic} 0.03101449 0.0000000000 107
## [14] {Hair Tonic,
## Shampo Biasa} 0.04695652 0.0000000000 162
## [15] {Hair and Scalp,
## Obat Penumbuh Rambut} 0.03188406 0.0000000000 110
## [16] {Baju Batik Wanita,
## Obat Penumbuh Rambut} 0.04376812 0.0000000000 151
## [17] {Obat Penumbuh Rambut,
## Serum Vitamin} 0.03420290 0.0000000000 118
## [18] {Obat Penumbuh Rambut,
## Shampo Biasa} 0.04115942 0.0000000000 142
## [19] {Hair and Scalp,
## Sunblock Cream} 0.03275362 0.0000000000 113
## [20] {Serum Vitamin,
## Sunblock Cream} 0.03710145 0.0000000000 128
## [21] {Shampo Biasa,
## Sunblock Cream} 0.03043478 0.0000000000 105
## [22] {Blouse Denim,
## Sepatu Sekolah Hitam W} 0.05594203 0.0000000000 193
## [23] {Sepatu Sandal Anak,
## Sepatu Sekolah Hitam W} 0.06057971 0.0000000000 209
## [24] {Sepatu Sekolah Hitam W,
## Serum Vitamin} 0.06115942 0.0000000000 211
## [25] {Sepatu Sekolah Hitam W,
## Shampo Biasa} 0.05623188 0.0000000000 194
## [26] {Hair and Scalp,
## Sepatu Kulit Casual} 0.03188406 0.0000000000 110
## [27] {Hair Dryer,
## Sepatu Kulit Casual} 0.03507246 0.0000000000 121
## [28] {Baju Batik Wanita,
## Sepatu Kulit Casual} 0.03855072 0.0000000000 133
## [29] {Sepatu Kulit Casual,
## Serum Vitamin} 0.04869565 0.0000000000 168
## [30] {Sepatu Kulit Casual,
## Shampo Biasa} 0.04028986 0.0000000000 139
## [31] {Tas Multifungsi,
## Tas Sekolah Anak Laki-laki} 0.06521739 0.0000000000 225
## [32] {Sepatu Sport merk Y,
## Tas Multifungsi} 0.06405797 0.0000000000 221
## [33] {Baju Kemeja Putih,
## Tas Multifungsi} 0.03507246 0.0000000000 121
## [34] {Baju Batik Wanita,
## Tas Multifungsi} 0.03391304 0.0000000000 117
## [35] {Serum Vitamin,
## Tas Multifungsi} 0.03420290 0.0000000000 118
## [36] {Shampo Biasa,
## Tas Multifungsi} 0.04811594 0.0000000000 166
## [37] {Celana Pendek Casual,
## Koper Fiber} 0.04000000 0.0000000000 138
## [38] {Koper Fiber,
## Sepatu Sandal Anak} 0.05304348 0.0000000000 183
## [39] {Celana Jogger Casual,
## Koper Fiber} 0.04927536 0.0000000000 170
## [40] {Baju Batik Wanita,
## Koper Fiber} 0.05710145 0.0000000000 197
## [41] {Koper Fiber,
## Serum Vitamin} 0.06028986 0.0000000000 208
## [42] {Koper Fiber,
## Shampo Biasa} 0.06869565 0.0000000000 237
## [43] {Baju Kaos Anak - Superheroes,
## Baju Kaos Olahraga} 0.03768116 0.0000000000 130
## [44] {Baju Kaos Olahraga,
## Baju Renang Wanita Dewasa} 0.03217391 0.0000000000 111
## [45] {Baju Kaos Olahraga,
## Sweater Top Panjang} 0.03217391 0.0000000000 111
## [46] {Baju Kaos Olahraga,
## Blouse Denim} 0.03304348 0.0000000000 114
## [47] {Baju Kaos Olahraga,
## Cover Koper} 0.04347826 0.0000000000 150
## [48] {Baju Kaos Olahraga,
## Baju Kemeja Putih} 0.03014493 0.0000000000 104
## [49] {Baju Batik Wanita,
## Baju Kaos Olahraga} 0.03188406 0.0000000000 110
## [50] {Baju Kaos Olahraga,
## Serum Vitamin} 0.03565217 0.0000000000 123
## [51] {Baju Kaos Olahraga,
## Shampo Biasa} 0.05652174 0.0000000000 195
## [52] {Baju Renang Pria Dewasa,
## Gembok Koper} 0.04608696 0.0000000000 159
## [53] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa} 0.05072464 0.0000000000 175
## [54] {Baju Renang Pria Dewasa,
## Tank Top} 0.05188406 0.0000000000 179
## [55] {Baju Renang Pria Dewasa,
## Tas Travel} 0.05449275 0.0000000000 188
## [56] {Baju Renang Pria Dewasa,
## Wedges Hitam} 0.05275362 0.0000000000 182
## [57] {Baju Renang Pria Dewasa,
## Celana Jogger Casual} 0.03449275 0.0000000000 119
## [58] {Baju Renang Pria Dewasa,
## Serum Vitamin} 0.03362319 0.0000000000 116
## [59] {Baju Renang Pria Dewasa,
## Shampo Biasa} 0.05594203 0.0000000000 193
## [60] {Dompet Kulit Pria,
## Dompet STNK Gantungan} 0.03275362 0.0000000000 113
## [61] {Atasan Kaos Putih,
## Dompet STNK Gantungan} 0.03188406 0.0000000000 110
## [62] {Dompet STNK Gantungan,
## Sepatu Sport merk Y} 0.03681159 0.0000000000 127
## [63] {Dompet STNK Gantungan,
## Tas Ransel Mini} 0.03884058 0.0000000000 134
## [64] {Dompet STNK Gantungan,
## Sepatu Sport merk Z} 0.04521739 0.0000000000 156
## [65] {Celana Jogger Casual,
## Dompet STNK Gantungan} 0.03304348 0.0000000000 114
## [66] {Baju Kemeja Putih,
## Dompet STNK Gantungan} 0.04666667 0.0000000000 161
## [67] {Baju Batik Wanita,
## Dompet STNK Gantungan} 0.03507246 0.0000000000 121
## [68] {Dompet STNK Gantungan,
## Serum Vitamin} 0.04318841 0.0000000000 149
## [69] {Dompet STNK Gantungan,
## Shampo Biasa} 0.05826087 0.0000000000 201
## [70] {Dompet Kulit Pria,
## Shampo Anti Dandruff} 0.04231884 0.0000000000 146
## [71] {Blouse Denim,
## Dompet Kulit Pria} 0.03043478 0.0000000000 105
## [72] {Cover Koper,
## Dompet Kulit Pria} 0.05130435 0.0000000000 177
## [73] {Celana Jogger Casual,
## Dompet Kulit Pria} 0.03623188 0.0000000000 125
## [74] {Baju Kemeja Putih,
## Dompet Kulit Pria} 0.04695652 0.0000000000 162
## [75] {Baju Batik Wanita,
## Dompet Kulit Pria} 0.03971014 0.0000000000 137
## [76] {Dompet Kulit Pria,
## Serum Vitamin} 0.04376812 0.0000000000 151
## [77] {Dompet Kulit Pria,
## Shampo Biasa} 0.05768116 0.0000000000 199
## [78] {Gembok Koper,
## Minyak Rambut} 0.03246377 0.0000000000 112
## [79] {Dompet Flip Cover,
## Minyak Rambut} 0.03884058 0.0000000000 134
## [80] {Minyak Rambut,
## Sepatu Sport merk Z} 0.03507246 0.0000000000 121
## [81] {Cover Koper,
## Minyak Rambut} 0.04115942 0.0000000000 142
## [82] {Celana Jogger Casual,
## Minyak Rambut} 0.03014493 0.0000000000 104
## [83] {Baju Kemeja Putih,
## Minyak Rambut} 0.05043478 0.0000000000 174
## [84] {Baju Batik Wanita,
## Minyak Rambut} 0.04434783 0.0000000000 153
## [85] {Minyak Rambut,
## Serum Vitamin} 0.07333333 0.0000000000 253
## [86] {Minyak Rambut,
## Shampo Biasa} 0.06753623 0.0000000000 233
## [87] {Atasan Kaos Putih,
## Gembok Koper} 0.04898551 0.0000000000 169
## [88] {Gembok Koper,
## Tank Top} 0.05275362 0.0000000000 182
## [89] {Gembok Koper,
## Tas Travel} 0.05217391 0.0000000000 180
## [90] {Dompet Flip Cover,
## Gembok Koper} 0.03333333 0.0000000000 115
## [91] {Gembok Koper,
## Wedges Hitam} 0.05420290 0.0000000000 187
## [92] {Gembok Koper,
## Sepatu Sandal Anak} 0.03043478 0.0000000000 105
## [93] {Celana Jogger Casual,
## Gembok Koper} 0.04434783 0.0000000000 153
## [94] {Baju Kemeja Putih,
## Gembok Koper} 0.04057971 0.0000000000 140
## [95] {Baju Batik Wanita,
## Gembok Koper} 0.03449275 0.0000000000 119
## [96] {Gembok Koper,
## Serum Vitamin} 0.05652174 0.0000000000 195
## [97] {Gembok Koper,
## Shampo Biasa} 0.05594203 0.0000000000 193
## [98] {Baju Kaos Anak - Superheroes,
## Blouse Denim} 0.04028986 0.0000000000 139
## [99] {Baju Kaos Anak - Superheroes,
## Tali Pinggang Gesper Pria} 0.03391304 0.0000000000 117
## [100] {Baju Kaos Anak - Superheroes,
## Sepatu Sandal Anak} 0.06550725 0.0000000000 226
## [101] {Baju Kaos Anak - Superheroes,
## Cover Koper} 0.03159420 0.0000000000 109
## [102] {Baju Kaos Anak - Superheroes,
## Celana Jogger Casual} 0.03043478 0.0000000000 105
## [103] {Baju Kaos Anak - Superheroes,
## Baju Kemeja Putih} 0.07217391 0.0000000000 249
## [104] {Baju Batik Wanita,
## Baju Kaos Anak - Superheroes} 0.03797101 0.0000000000 131
## [105] {Baju Kaos Anak - Superheroes,
## Serum Vitamin} 0.07101449 0.0000000000 245
## [106] {Baju Kaos Anak - Superheroes,
## Shampo Biasa} 0.09159420 0.0000000000 316
## [107] {Baju Kaos Anak - Karakter Kartun,
## Tank Top} 0.04869565 0.0000000000 168
## [108] {Baju Kaos Anak - Karakter Kartun,
## Dompet Flip Cover} 0.04202899 0.0002898551 145
## [109] {Baju Kaos Anak - Karakter Kartun,
## Celana Pendek Jeans} 0.04724638 0.0000000000 163
## [110] {Baju Kaos Anak - Karakter Kartun,
## Sepatu Sandal Anak} 0.03043478 0.0000000000 105
## [111] {Baju Kaos Anak - Karakter Kartun,
## Cover Koper} 0.05333333 0.0000000000 184
## [112] {Baju Kaos Anak - Karakter Kartun,
## Celana Jogger Casual} 0.03130435 0.0000000000 108
## [113] {Baju Kaos Anak - Karakter Kartun,
## Baju Kemeja Putih} 0.04086957 0.0000000000 141
## [114] {Baju Batik Wanita,
## Baju Kaos Anak - Karakter Kartun} 0.06028986 0.0000000000 208
## [115] {Baju Kaos Anak - Karakter Kartun,
## Serum Vitamin} 0.05362319 0.0000000000 185
## [116] {Baju Kaos Anak - Karakter Kartun,
## Shampo Biasa} 0.06724638 0.0000000000 232
## [117] {Atasan Kaos Putih,
## Tas Pinggang Wanita} 0.03594203 0.0000000000 124
## [118] {Atasan Kaos Putih,
## Sepatu Sport merk Y} 0.03333333 0.0000000000 115
## [119] {Atasan Kaos Putih,
## Tas Ransel Mini} 0.03536232 0.0000000000 122
## [120] {Atasan Kaos Putih,
## Tank Top} 0.05391304 0.0000000000 186
## [121] {Atasan Kaos Putih,
## Tas Travel} 0.05855072 0.0000000000 202
## [122] {Atasan Kaos Putih,
## Wedges Hitam} 0.05971014 0.0000000000 206
## [123] {Atasan Kaos Putih,
## Sepatu Sport merk Z} 0.04376812 0.0000000000 151
## [124] {Atasan Kaos Putih,
## Sepatu Sandal Anak} 0.03130435 0.0000000000 108
## [125] {Atasan Kaos Putih,
## Cover Koper} 0.03884058 0.0000000000 134
## [126] {Atasan Kaos Putih,
## Celana Jogger Casual} 0.05217391 0.0000000000 180
## [127] {Atasan Kaos Putih,
## Baju Kemeja Putih} 0.04115942 0.0000000000 142
## [128] {Atasan Kaos Putih,
## Baju Batik Wanita} 0.03739130 0.0000000000 129
## [129] {Atasan Kaos Putih,
## Serum Vitamin} 0.04695652 0.0000000000 162
## [130] {Atasan Kaos Putih,
## Shampo Biasa} 0.05797101 0.0000000000 200
## [131] {Celana Pendek Green/Hijau,
## Jeans Jumbo} 0.03449275 0.0000000000 119
## [132] {Flat Shoes Ballerina,
## Jeans Jumbo} 0.03101449 0.0000000000 107
## [133] {Celana Pendek Jeans,
## Jeans Jumbo} 0.03449275 0.0000000000 119
## [134] {Hair Dryer,
## Jeans Jumbo} 0.03130435 0.0000000000 108
## [135] {Celana Jeans Sobek Wanita,
## Jeans Jumbo} 0.04550725 0.0000000000 157
## [136] {Jeans Jumbo,
## Wedges Hitam} 0.03014493 0.0000000000 104
## [137] {Jeans Jumbo,
## Tali Pinggang Gesper Pria} 0.04463768 0.0000000000 154
## [138] {Jeans Jumbo,
## Sepatu Sandal Anak} 0.03971014 0.0000000000 137
## [139] {Cover Koper,
## Jeans Jumbo} 0.04492754 0.0000000000 155
## [140] {Celana Jogger Casual,
## Jeans Jumbo} 0.05391304 0.0000000000 186
## [141] {Baju Kemeja Putih,
## Jeans Jumbo} 0.04492754 0.0000000000 155
## [142] {Baju Batik Wanita,
## Jeans Jumbo} 0.05739130 0.0000000000 198
## [143] {Jeans Jumbo,
## Serum Vitamin} 0.05797101 0.0000000000 200
## [144] {Jeans Jumbo,
## Shampo Biasa} 0.07072464 0.0000000000 244
## [145] {Celana Pendek Green/Hijau,
## Kaos} 0.03130435 0.0000000000 108
## [146] {Celana Pendek Casual,
## Kaos} 0.03623188 0.0000000000 125
## [147] {Dompet Flip Cover,
## Kaos} 0.03246377 0.0000000000 112
## [148] {Celana Pendek Jeans,
## Kaos} 0.04898551 0.0000000000 169
## [149] {Hair Dryer,
## Kaos} 0.03188406 0.0000000000 110
## [150] {Kaos,
## Wedges Hitam} 0.03797101 0.0000000000 131
## [151] {Kaos,
## Sepatu Sport merk Z} 0.03304348 0.0000000000 114
## [152] {Kaos,
## Tali Pinggang Gesper Pria} 0.03333333 0.0000000000 115
## [153] {Kaos,
## Sepatu Sandal Anak} 0.03072464 0.0000000000 106
## [154] {Cover Koper,
## Kaos} 0.03246377 0.0000000000 112
## [155] {Celana Jogger Casual,
## Kaos} 0.04782609 0.0000000000 165
## [156] {Baju Kemeja Putih,
## Kaos} 0.05014493 0.0000000000 173
## [157] {Baju Batik Wanita,
## Kaos} 0.05304348 0.0000000000 183
## [158] {Kaos,
## Serum Vitamin} 0.05478261 0.0000000000 189
## [159] {Kaos,
## Shampo Biasa} 0.07043478 0.0000000000 243
## [160] {Sepatu Sport merk Y,
## Tas Sekolah Anak Laki-laki} 0.06695652 0.0000000000 231
## [161] {Tas Sekolah Anak Laki-laki,
## Tas Travel} 0.03217391 0.0000000000 111
## [162] {Hair Dryer,
## Tas Sekolah Anak Laki-laki} 0.03130435 0.0000000000 108
## [163] {Tas Sekolah Anak Laki-laki,
## Wedges Hitam} 0.03043478 0.0000000000 105
## [164] {Sepatu Sport merk Z,
## Tas Sekolah Anak Laki-laki} 0.03391304 0.0000000000 117
## [165] {Tali Pinggang Gesper Pria,
## Tas Sekolah Anak Laki-laki} 0.04811594 0.0000000000 166
## [166] {Sepatu Sandal Anak,
## Tas Sekolah Anak Laki-laki} 0.03710145 0.0000000000 128
## [167] {Cover Koper,
## Tas Sekolah Anak Laki-laki} 0.03362319 0.0000000000 116
## [168] {Celana Jogger Casual,
## Tas Sekolah Anak Laki-laki} 0.03739130 0.0000000000 129
## [169] {Baju Kemeja Putih,
## Tas Sekolah Anak Laki-laki} 0.04202899 0.0000000000 145
## [170] {Baju Batik Wanita,
## Tas Sekolah Anak Laki-laki} 0.04434783 0.0000000000 153
## [171] {Serum Vitamin,
## Tas Sekolah Anak Laki-laki} 0.05855072 0.0000000000 202
## [172] {Shampo Biasa,
## Tas Sekolah Anak Laki-laki} 0.07304348 0.0000000000 252
## [173] {Blouse Denim,
## Celana Pendek Green/Hijau} 0.03971014 0.0000000000 137
## [174] {Celana Pendek Green/Hijau,
## Wedges Hitam} 0.03014493 0.0000000000 104
## [175] {Celana Pendek Green/Hijau,
## Sepatu Sandal Anak} 0.03130435 0.0000000000 108
## [176] {Celana Pendek Green/Hijau,
## Cover Koper} 0.05565217 0.0000000000 192
## [177] {Celana Jogger Casual,
## Celana Pendek Green/Hijau} 0.04898551 0.0000000000 169
## [178] {Baju Kemeja Putih,
## Celana Pendek Green/Hijau} 0.04608696 0.0000000000 159
## [179] {Baju Batik Wanita,
## Celana Pendek Green/Hijau} 0.04202899 0.0000000000 145
## [180] {Celana Pendek Green/Hijau,
## Serum Vitamin} 0.05101449 0.0000000000 176
## [181] {Celana Pendek Green/Hijau,
## Shampo Biasa} 0.08405797 0.0000000000 290
## [182] {Baju Renang Wanita Dewasa,
## Tas Ransel Mini} 0.03768116 0.0000000000 130
## [183] {Baju Renang Wanita Dewasa,
## Sweater Top Panjang} 0.03826087 0.0000000000 132
## [184] {Baju Renang Wanita Dewasa,
## Dompet Card Holder} 0.05159420 0.0000000000 178
## [185] {Baju Renang Wanita Dewasa,
## Dompet Flip Cover} 0.03739130 0.0000000000 129
## [186] {Baju Renang Wanita Dewasa,
## Celana Pendek Jeans} 0.03739130 0.0000000000 129
## [187] {Baju Renang Wanita Dewasa,
## Wedges Hitam} 0.05565217 0.0000000000 192
## [188] {Baju Renang Wanita Dewasa,
## Sepatu Sport merk Z} 0.03507246 0.0000000000 121
## [189] {Baju Renang Wanita Dewasa,
## Tali Pinggang Gesper Pria} 0.03971014 0.0000000000 137
## [190] {Baju Renang Wanita Dewasa,
## Sepatu Sandal Anak} 0.03652174 0.0000000000 126
## [191] {Baju Renang Wanita Dewasa,
## Cover Koper} 0.06550725 0.0000000000 226
## [192] {Baju Renang Wanita Dewasa,
## Celana Jogger Casual} 0.05884058 0.0000000000 203
## [193] {Baju Kemeja Putih,
## Baju Renang Wanita Dewasa} 0.05536232 0.0000000000 191
## [194] {Baju Batik Wanita,
## Baju Renang Wanita Dewasa} 0.05043478 0.0000000000 174
## [195] {Baju Renang Wanita Dewasa,
## Serum Vitamin} 0.06898551 0.0000000000 238
## [196] {Baju Renang Wanita Dewasa,
## Shampo Biasa} 0.08898551 0.0000000000 307
## [197] {Dompet Card Holder,
## Tas Pinggang Wanita} 0.03072464 0.0000000000 106
## [198] {Tas Pinggang Wanita,
## Tas Travel} 0.04811594 0.0000000000 166
## [199] {Dompet Flip Cover,
## Tas Pinggang Wanita} 0.03826087 0.0000000000 132
## [200] {Hair Dryer,
## Tas Pinggang Wanita} 0.03130435 0.0000000000 108
## [201] {Celana Jeans Sobek Wanita,
## Tas Pinggang Wanita} 0.03362319 0.0000000000 116
## [202] {Tas Pinggang Wanita,
## Wedges Hitam} 0.03217391 0.0000000000 111
## [203] {Sepatu Sport merk Z,
## Tas Pinggang Wanita} 0.03739130 0.0000000000 129
## [204] {Tali Pinggang Gesper Pria,
## Tas Pinggang Wanita} 0.04550725 0.0000000000 157
## [205] {Sepatu Sandal Anak,
## Tas Pinggang Wanita} 0.04492754 0.0000000000 155
## [206] {Cover Koper,
## Tas Pinggang Wanita} 0.04840580 0.0000000000 167
## [207] {Celana Jogger Casual,
## Tas Pinggang Wanita} 0.06173913 0.0000000000 213
## [208] {Baju Kemeja Putih,
## Tas Pinggang Wanita} 0.06028986 0.0000000000 208
## [209] {Baju Batik Wanita,
## Tas Pinggang Wanita} 0.05826087 0.0000000000 201
## [210] {Serum Vitamin,
## Tas Pinggang Wanita} 0.07275362 0.0000000000 251
## [211] {Shampo Biasa,
## Tas Pinggang Wanita} 0.08521739 0.0000000000 294
## [212] {Sepatu Sport merk Y,
## Shampo Anti Dandruff} 0.04144928 0.0000000000 143
## [213] {Sepatu Sport merk Y,
## Tas Ransel Mini} 0.03884058 0.0000000000 134
## [214] {Flat Shoes Ballerina,
## Sepatu Sport merk Y} 0.04666667 0.0000000000 161
## [215] {Sepatu Sport merk Y,
## Tas Travel} 0.03101449 0.0000000000 107
## [216] {Celana Pendek Jeans,
## Sepatu Sport merk Y} 0.04724638 0.0000000000 163
## [217] {Celana Jeans Sobek Wanita,
## Sepatu Sport merk Y} 0.03188406 0.0000000000 110
## [218] {Sepatu Sport merk Y,
## Wedges Hitam} 0.03594203 0.0000000000 124
## [219] {Sepatu Sport merk Y,
## Sepatu Sport merk Z} 0.05507246 0.0000000000 190
## [220] {Sepatu Sport merk Y,
## Tali Pinggang Gesper Pria} 0.03913043 0.0000000000 135
## [221] {Sepatu Sandal Anak,
## Sepatu Sport merk Y} 0.04057971 0.0000000000 140
## [222] {Cover Koper,
## Sepatu Sport merk Y} 0.03565217 0.0000000000 123
## [223] {Celana Jogger Casual,
## Sepatu Sport merk Y} 0.04231884 0.0000000000 146
## [224] {Baju Kemeja Putih,
## Sepatu Sport merk Y} 0.04985507 0.0000000000 172
## [225] {Baju Batik Wanita,
## Sepatu Sport merk Y} 0.05014493 0.0000000000 173
## [226] {Sepatu Sport merk Y,
## Serum Vitamin} 0.06608696 0.0000000000 228
## [227] {Sepatu Sport merk Y,
## Shampo Biasa} 0.07942029 0.0000000000 274
## [228] {Blouse Denim,
## Tali Pinggang Anak} 0.03971014 0.0000000000 137
## [229] {Dompet Card Holder,
## Tali Pinggang Anak} 0.03217391 0.0000000000 111
## [230] {Tali Pinggang Anak,
## Tas Travel} 0.04086957 0.0000000000 141
## [231] {Celana Pendek Jeans,
## Tali Pinggang Anak} 0.03594203 0.0000000000 124
## [232] {Hair Dryer,
## Tali Pinggang Anak} 0.03188406 0.0000000000 110
## [233] {Celana Jeans Sobek Wanita,
## Tali Pinggang Anak} 0.03710145 0.0000000000 128
## [234] {Tali Pinggang Anak,
## Wedges Hitam} 0.03710145 0.0000000000 128
## [235] {Sepatu Sport merk Z,
## Tali Pinggang Anak} 0.03768116 0.0000000000 130
## [236] {Tali Pinggang Anak,
## Tali Pinggang Gesper Pria} 0.07420290 0.0000000000 256
## [237] {Sepatu Sandal Anak,
## Tali Pinggang Anak} 0.04753623 0.0000000000 164
## [238] {Cover Koper,
## Tali Pinggang Anak} 0.06434783 0.0000000000 222
## [239] {Celana Jogger Casual,
## Tali Pinggang Anak} 0.04956522 0.0000000000 171
## [240] {Baju Kemeja Putih,
## Tali Pinggang Anak} 0.05072464 0.0000000000 175
## [241] {Baju Batik Wanita,
## Tali Pinggang Anak} 0.05420290 0.0000000000 187
## [242] {Serum Vitamin,
## Tali Pinggang Anak} 0.10376812 0.0002898551 358
## [243] {Shampo Biasa,
## Tali Pinggang Anak} 0.09014493 0.0000000000 311
## [244] {Flat Shoes Ballerina,
## Shampo Anti Dandruff} 0.06144928 0.0000000000 212
## [245] {Blouse Denim,
## Shampo Anti Dandruff} 0.03565217 0.0000000000 123
## [246] {Hair and Scalp,
## Shampo Anti Dandruff} 0.03101449 0.0000000000 107
## [247] {Dompet Card Holder,
## Shampo Anti Dandruff} 0.04347826 0.0000000000 150
## [248] {Celana Pendek Jeans,
## Shampo Anti Dandruff} 0.07855072 0.0000000000 271
## [249] {Hair Dryer,
## Shampo Anti Dandruff} 0.03043478 0.0000000000 105
## [250] {Celana Jeans Sobek Wanita,
## Shampo Anti Dandruff} 0.03855072 0.0000000000 133
## [251] {Shampo Anti Dandruff,
## Wedges Hitam} 0.03101449 0.0000000000 107
## [252] {Sepatu Sport merk Z,
## Shampo Anti Dandruff} 0.04000000 0.0000000000 138
## [253] {Shampo Anti Dandruff,
## Tali Pinggang Gesper Pria} 0.05420290 0.0000000000 187
## [254] {Sepatu Sandal Anak,
## Shampo Anti Dandruff} 0.04289855 0.0000000000 148
## [255] {Cover Koper,
## Shampo Anti Dandruff} 0.05855072 0.0002898551 202
## [256] {Celana Jogger Casual,
## Shampo Anti Dandruff} 0.04028986 0.0000000000 139
## [257] {Baju Kemeja Putih,
## Shampo Anti Dandruff} 0.07652174 0.0000000000 264
## [258] {Baju Batik Wanita,
## Shampo Anti Dandruff} 0.05304348 0.0000000000 183
## [259] {Serum Vitamin,
## Shampo Anti Dandruff} 0.07623188 0.0000000000 263
## [260] {Shampo Anti Dandruff,
## Shampo Biasa} 0.08753623 0.0000000000 302
## [261] {Sweater Top Panjang,
## Tas Waist Bag} 0.04434783 0.0000000000 153
## [262] {Flat Shoes Ballerina,
## Tas Waist Bag} 0.03623188 0.0000000000 125
## [263] {Dompet Card Holder,
## Tas Waist Bag} 0.03681159 0.0000000000 127
## [264] {Tas Travel,
## Tas Waist Bag} 0.03188406 0.0000000000 110
## [265] {Dompet Flip Cover,
## Tas Waist Bag} 0.03449275 0.0000000000 119
## [266] {Celana Pendek Jeans,
## Tas Waist Bag} 0.03913043 0.0000000000 135
## [267] {Hair Dryer,
## Tas Waist Bag} 0.03362319 0.0000000000 116
## [268] {Celana Jeans Sobek Wanita,
## Tas Waist Bag} 0.03333333 0.0000000000 115
## [269] {Tas Waist Bag,
## Wedges Hitam} 0.03797101 0.0000000000 131
## [270] {Sepatu Sport merk Z,
## Tas Waist Bag} 0.04579710 0.0000000000 158
## [271] {Tali Pinggang Gesper Pria,
## Tas Waist Bag} 0.05710145 0.0000000000 197
## [272] {Sepatu Sandal Anak,
## Tas Waist Bag} 0.04782609 0.0000000000 165
## [273] {Cover Koper,
## Tas Waist Bag} 0.06376812 0.0000000000 220
## [274] {Celana Jogger Casual,
## Tas Waist Bag} 0.04579710 0.0000000000 158
## [275] {Baju Kemeja Putih,
## Tas Waist Bag} 0.05826087 0.0000000000 201
## [276] {Baju Batik Wanita,
## Tas Waist Bag} 0.07014493 0.0000000000 242
## [277] {Serum Vitamin,
## Tas Waist Bag} 0.12985507 0.0002898551 448
## [278] {Shampo Biasa,
## Tas Waist Bag} 0.09391304 0.0000000000 324
## [279] {Celana Tactical ,
## Tas Ransel Mini} 0.03391304 0.0000000000 117
## [280] {Hair and Scalp,
## Tas Ransel Mini} 0.03333333 0.0000000000 115
## [281] {Dompet Card Holder,
## Tas Ransel Mini} 0.03101449 0.0000000000 107
## [282] {Dompet Flip Cover,
## Tas Ransel Mini} 0.03275362 0.0000000000 113
## [283] {Celana Pendek Jeans,
## Tas Ransel Mini} 0.03449275 0.0000000000 119
## [284] {Hair Dryer,
## Tas Ransel Mini} 0.04985507 0.0000000000 172
## [285] {Celana Jeans Sobek Wanita,
## Tas Ransel Mini} 0.03884058 0.0000000000 134
## [286] {Tas Ransel Mini,
## Wedges Hitam} 0.04695652 0.0000000000 162
## [287] {Sepatu Sport merk Z,
## Tas Ransel Mini} 0.07826087 0.0000000000 270
## [288] {Tali Pinggang Gesper Pria,
## Tas Ransel Mini} 0.04202899 0.0000000000 145
## [289] {Sepatu Sandal Anak,
## Tas Ransel Mini} 0.04521739 0.0000000000 156
## [290] {Cover Koper,
## Tas Ransel Mini} 0.06057971 0.0000000000 209
## [291] {Celana Jogger Casual,
## Tas Ransel Mini} 0.06000000 0.0000000000 207
## [292] {Baju Kemeja Putih,
## Tas Ransel Mini} 0.05913043 0.0000000000 204
## [293] {Baju Batik Wanita,
## Tas Ransel Mini} 0.06782609 0.0000000000 234
## [294] {Serum Vitamin,
## Tas Ransel Mini} 0.06782609 0.0000000000 234
## [295] {Shampo Biasa,
## Tas Ransel Mini} 0.10376812 0.0000000000 358
## [296] {Celana Tactical ,
## Tank Top} 0.03681159 0.0000000000 127
## [297] {Sweater Top Panjang,
## Tank Top} 0.03362319 0.0000000000 116
## [298] {Hair and Scalp,
## Tank Top} 0.03536232 0.0000000000 122
## [299] {Dompet Card Holder,
## Tank Top} 0.03449275 0.0000000000 119
## [300] {Tank Top,
## Tas Travel} 0.07304348 0.0000000000 252
## [301] {Dompet Flip Cover,
## Tank Top} 0.03101449 0.0000000000 107
## [302] {Celana Pendek Jeans,
## Tank Top} 0.06000000 0.0000000000 207
## [303] {Celana Jeans Sobek Wanita,
## Tank Top} 0.04086957 0.0000000000 141
## [304] {Tank Top,
## Wedges Hitam} 0.06811594 0.0000000000 235
## [305] {Sepatu Sport merk Z,
## Tank Top} 0.03623188 0.0000000000 125
## [306] {Tali Pinggang Gesper Pria,
## Tank Top} 0.04057971 0.0000000000 140
## [307] {Sepatu Sandal Anak,
## Tank Top} 0.03942029 0.0000000000 136
## [308] {Cover Koper,
## Tank Top} 0.07101449 0.0000000000 245
## [309] {Celana Jogger Casual,
## Tank Top} 0.04608696 0.0000000000 159
## [310] {Baju Kemeja Putih,
## Tank Top} 0.06666667 0.0000000000 230
## [311] {Baju Batik Wanita,
## Tank Top} 0.04927536 0.0000000000 170
## [312] {Serum Vitamin,
## Tank Top} 0.06956522 0.0000000000 240
## [313] {Shampo Biasa,
## Tank Top} 0.10028986 0.0000000000 346
## [314] {Celana Tactical ,
## Flat Shoes Ballerina} 0.04521739 0.0000000000 156
## [315] {Celana Pendek Casual,
## Celana Tactical } 0.03188406 0.0000000000 110
## [316] {Celana Tactical ,
## Hair and Scalp} 0.03101449 0.0000000000 107
## [317] {Celana Tactical ,
## Dompet Card Holder} 0.03536232 0.0000000000 122
## [318] {Celana Tactical ,
## Tas Travel} 0.04173913 0.0000000000 144
## [319] {Celana Tactical ,
## Dompet Flip Cover} 0.03594203 0.0000000000 124
## [320] {Celana Pendek Jeans,
## Celana Tactical } 0.03739130 0.0000000000 129
## [321] {Celana Tactical ,
## Hair Dryer} 0.03855072 0.0000000000 133
## [322] {Celana Jeans Sobek Wanita,
## Celana Tactical } 0.05043478 0.0000000000 174
## [323] {Celana Tactical ,
## Wedges Hitam} 0.04521739 0.0000000000 156
## [324] {Celana Tactical ,
## Sepatu Sport merk Z} 0.04782609 0.0000000000 165
## [325] {Celana Tactical ,
## Tali Pinggang Gesper Pria} 0.04724638 0.0000000000 163
## [326] {Celana Tactical ,
## Sepatu Sandal Anak} 0.05623188 0.0000000000 194
## [327] {Celana Tactical ,
## Cover Koper} 0.04782609 0.0000000000 165
## [328] {Celana Jogger Casual,
## Celana Tactical } 0.06985507 0.0000000000 241
## [329] {Baju Kemeja Putih,
## Celana Tactical } 0.07014493 0.0000000000 242
## [330] {Baju Batik Wanita,
## Celana Tactical } 0.08144928 0.0000000000 281
## [331] {Celana Tactical ,
## Serum Vitamin} 0.08666667 0.0000000000 299
## [332] {Celana Tactical ,
## Shampo Biasa} 0.11565217 0.0000000000 399
## [333] {Flat Shoes Ballerina,
## Sweater Top Panjang} 0.04000000 0.0000000000 138
## [334] {Blouse Denim,
## Sweater Top Panjang} 0.03072464 0.0000000000 106
## [335] {Hair and Scalp,
## Sweater Top Panjang} 0.03565217 0.0000000000 123
## [336] {Dompet Card Holder,
## Sweater Top Panjang} 0.04579710 0.0000000000 158
## [337] {Sweater Top Panjang,
## Tas Travel} 0.03710145 0.0000000000 128
## [338] {Dompet Flip Cover,
## Sweater Top Panjang} 0.04637681 0.0000000000 160
## [339] {Celana Pendek Jeans,
## Sweater Top Panjang} 0.04057971 0.0000000000 140
## [340] {Hair Dryer,
## Sweater Top Panjang} 0.03913043 0.0000000000 135
## [341] {Celana Jeans Sobek Wanita,
## Sweater Top Panjang} 0.03420290 0.0000000000 118
## [342] {Sweater Top Panjang,
## Wedges Hitam} 0.04666667 0.0000000000 161
## [343] {Sepatu Sport merk Z,
## Sweater Top Panjang} 0.04028986 0.0000000000 139
## [344] {Sweater Top Panjang,
## Tali Pinggang Gesper Pria} 0.06347826 0.0000000000 219
## [345] {Sepatu Sandal Anak,
## Sweater Top Panjang} 0.05362319 0.0000000000 185
## [346] {Cover Koper,
## Sweater Top Panjang} 0.07710145 0.0000000000 266
## [347] {Celana Jogger Casual,
## Sweater Top Panjang} 0.05478261 0.0000000000 189
## [348] {Baju Kemeja Putih,
## Sweater Top Panjang} 0.05449275 0.0000000000 188
## [349] {Baju Batik Wanita,
## Sweater Top Panjang} 0.08115942 0.0000000000 280
## [350] {Serum Vitamin,
## Sweater Top Panjang} 0.08260870 0.0000000000 285
## [351] {Shampo Biasa,
## Sweater Top Panjang} 0.10260870 0.0000000000 354
## [352] {Celana Pendek Casual,
## Flat Shoes Ballerina} 0.03043478 0.0000000000 105
## [353] {Flat Shoes Ballerina,
## Hair and Scalp} 0.03536232 0.0000000000 122
## [354] {Dompet Card Holder,
## Flat Shoes Ballerina} 0.04115942 0.0000000000 142
## [355] {Flat Shoes Ballerina,
## Tas Travel} 0.03913043 0.0000000000 135
## [356] {Dompet Flip Cover,
## Flat Shoes Ballerina} 0.03130435 0.0000000000 108
## [357] {Celana Pendek Jeans,
## Flat Shoes Ballerina} 0.06811594 0.0000000000 235
## [358] {Flat Shoes Ballerina,
## Hair Dryer} 0.04173913 0.0002898551 144
## [359] {Celana Jeans Sobek Wanita,
## Flat Shoes Ballerina} 0.03768116 0.0000000000 130
## [360] {Flat Shoes Ballerina,
## Wedges Hitam} 0.05565217 0.0000000000 192
## [361] {Flat Shoes Ballerina,
## Sepatu Sport merk Z} 0.04637681 0.0000000000 160
## [362] {Flat Shoes Ballerina,
## Tali Pinggang Gesper Pria} 0.04637681 0.0000000000 160
## [363] {Flat Shoes Ballerina,
## Sepatu Sandal Anak} 0.06144928 0.0000000000 212
## [364] {Cover Koper,
## Flat Shoes Ballerina} 0.07217391 0.0000000000 249
## [365] {Celana Jogger Casual,
## Flat Shoes Ballerina} 0.06782609 0.0000000000 234
## [366] {Baju Kemeja Putih,
## Flat Shoes Ballerina} 0.05913043 0.0000000000 204
## [367] {Baju Batik Wanita,
## Flat Shoes Ballerina} 0.06956522 0.0000000000 240
## [368] {Flat Shoes Ballerina,
## Serum Vitamin} 0.08579710 0.0000000000 296
## [369] {Flat Shoes Ballerina,
## Shampo Biasa} 0.11594203 0.0002898551 400
## [370] {Blouse Denim,
## Celana Pendek Casual} 0.03072464 0.0000000000 106
## [371] {Celana Pendek Casual,
## Hair and Scalp} 0.03681159 0.0000000000 127
## [372] {Celana Pendek Casual,
## Dompet Card Holder} 0.07072464 0.0000000000 244
## [373] {Celana Pendek Casual,
## Tas Travel} 0.03797101 0.0000000000 131
## [374] {Celana Pendek Casual,
## Dompet Flip Cover} 0.05391304 0.0000000000 186
## [375] {Celana Pendek Casual,
## Celana Pendek Jeans} 0.04840580 0.0000000000 167
## [376] {Celana Pendek Casual,
## Hair Dryer} 0.04202899 0.0000000000 145
## [377] {Celana Jeans Sobek Wanita,
## Celana Pendek Casual} 0.04289855 0.0000000000 148
## [378] {Celana Pendek Casual,
## Wedges Hitam} 0.04144928 0.0000000000 143
## [379] {Celana Pendek Casual,
## Sepatu Sport merk Z} 0.07072464 0.0002898551 244
## [380] {Celana Pendek Casual,
## Tali Pinggang Gesper Pria} 0.05362319 0.0000000000 185
## [381] {Celana Pendek Casual,
## Sepatu Sandal Anak} 0.05159420 0.0000000000 178
## [382] {Celana Pendek Casual,
## Cover Koper} 0.05101449 0.0002898551 176
## [383] {Celana Jogger Casual,
## Celana Pendek Casual} 0.07304348 0.0000000000 252
## [384] {Baju Kemeja Putih,
## Celana Pendek Casual} 0.05739130 0.0000000000 198
## [385] {Baju Batik Wanita,
## Celana Pendek Casual} 0.08028986 0.0000000000 277
## [386] {Celana Pendek Casual,
## Serum Vitamin} 0.08202899 0.0000000000 283
## [387] {Celana Pendek Casual,
## Shampo Biasa} 0.11275362 0.0000000000 389
## [388] {Blouse Denim,
## Hair and Scalp} 0.06028986 0.0000000000 208
## [389] {Blouse Denim,
## Dompet Card Holder} 0.05188406 0.0000000000 179
## [390] {Blouse Denim,
## Dompet Flip Cover} 0.03449275 0.0000000000 119
## [391] {Blouse Denim,
## Celana Pendek Jeans} 0.03826087 0.0000000000 132
## [392] {Blouse Denim,
## Hair Dryer} 0.03913043 0.0000000000 135
## [393] {Blouse Denim,
## Celana Jeans Sobek Wanita} 0.04231884 0.0000000000 146
## [394] {Blouse Denim,
## Wedges Hitam} 0.04028986 0.0000000000 139
## [395] {Blouse Denim,
## Sepatu Sport merk Z} 0.04000000 0.0000000000 138
## [396] {Blouse Denim,
## Tali Pinggang Gesper Pria} 0.05014493 0.0000000000 173
## [397] {Blouse Denim,
## Sepatu Sandal Anak} 0.08434783 0.0000000000 291
## [398] {Blouse Denim,
## Cover Koper} 0.04724638 0.0000000000 163
## [399] {Blouse Denim,
## Celana Jogger Casual} 0.06231884 0.0000000000 215
## [400] {Baju Kemeja Putih,
## Blouse Denim} 0.09246377 0.0000000000 319
## [401] {Baju Batik Wanita,
## Blouse Denim} 0.06202899 0.0000000000 214
## [402] {Blouse Denim,
## Serum Vitamin} 0.10724638 0.0000000000 370
## [403] {Blouse Denim,
## Shampo Biasa} 0.12927536 0.0000000000 446
## [404] {Dompet Card Holder,
## Hair and Scalp} 0.04202899 0.0000000000 145
## [405] {Hair and Scalp,
## Tas Travel} 0.03797101 0.0000000000 131
## [406] {Dompet Flip Cover,
## Hair and Scalp} 0.04347826 0.0000000000 150
## [407] {Celana Pendek Jeans,
## Hair and Scalp} 0.03971014 0.0000000000 137
## [408] {Hair and Scalp,
## Hair Dryer} 0.06376812 0.0000000000 220
## [409] {Celana Jeans Sobek Wanita,
## Hair and Scalp} 0.04782609 0.0000000000 165
## [410] {Hair and Scalp,
## Wedges Hitam} 0.04666667 0.0000000000 161
## [411] {Hair and Scalp,
## Sepatu Sport merk Z} 0.05043478 0.0000000000 174
## [412] {Hair and Scalp,
## Tali Pinggang Gesper Pria} 0.07275362 0.0000000000 251
## [413] {Hair and Scalp,
## Sepatu Sandal Anak} 0.05507246 0.0000000000 190
## [414] {Cover Koper,
## Hair and Scalp} 0.06086957 0.0000000000 210
## [415] {Celana Jogger Casual,
## Hair and Scalp} 0.07739130 0.0000000000 267
## [416] {Baju Kemeja Putih,
## Hair and Scalp} 0.10782609 0.0000000000 372
## [417] {Baju Batik Wanita,
## Hair and Scalp} 0.08898551 0.0000000000 307
## [418] {Hair and Scalp,
## Serum Vitamin} 0.10260870 0.0000000000 354
## [419] {Hair and Scalp,
## Shampo Biasa} 0.11362319 0.0000000000 392
## [420] {Dompet Card Holder,
## Tas Travel} 0.04869565 0.0000000000 168
## [421] {Dompet Card Holder,
## Dompet Flip Cover} 0.04811594 0.0000000000 166
## [422] {Celana Pendek Jeans,
## Dompet Card Holder} 0.04666667 0.0000000000 161
## [423] {Dompet Card Holder,
## Hair Dryer} 0.08840580 0.0005797101 305
## [424] {Celana Jeans Sobek Wanita,
## Dompet Card Holder} 0.04811594 0.0000000000 166
## [425] {Dompet Card Holder,
## Wedges Hitam} 0.06202899 0.0000000000 214
## [426] {Dompet Card Holder,
## Sepatu Sport merk Z} 0.05362319 0.0000000000 185
## [427] {Dompet Card Holder,
## Tali Pinggang Gesper Pria} 0.06115942 0.0000000000 211
## [428] {Dompet Card Holder,
## Sepatu Sandal Anak} 0.07507246 0.0000000000 259
## [429] {Cover Koper,
## Dompet Card Holder} 0.07652174 0.0000000000 264
## [430] {Celana Jogger Casual,
## Dompet Card Holder} 0.08000000 0.0000000000 276
## [431] {Baju Kemeja Putih,
## Dompet Card Holder} 0.08057971 0.0000000000 278
## [432] {Baju Batik Wanita,
## Dompet Card Holder} 0.07797101 0.0000000000 269
## [433] {Dompet Card Holder,
## Serum Vitamin} 0.10376812 0.0000000000 358
## [434] {Dompet Card Holder,
## Shampo Biasa} 0.14492754 0.0000000000 500
## [435] {Dompet Flip Cover,
## Tas Travel} 0.05594203 0.0000000000 193
## [436] {Celana Pendek Jeans,
## Tas Travel} 0.04608696 0.0000000000 159
## [437] {Hair Dryer,
## Tas Travel} 0.04492754 0.0000000000 155
## [438] {Celana Jeans Sobek Wanita,
## Tas Travel} 0.06260870 0.0000000000 216
## [439] {Tas Travel,
## Wedges Hitam} 0.07942029 0.0000000000 274
## [440] {Sepatu Sport merk Z,
## Tas Travel} 0.06289855 0.0000000000 217
## [441] {Tali Pinggang Gesper Pria,
## Tas Travel} 0.06550725 0.0000000000 226
## [442] {Sepatu Sandal Anak,
## Tas Travel} 0.05971014 0.0000000000 206
## [443] {Cover Koper,
## Tas Travel} 0.07594203 0.0000000000 262
## [444] {Celana Jogger Casual,
## Tas Travel} 0.08666667 0.0000000000 299
## [445] {Baju Kemeja Putih,
## Tas Travel} 0.07391304 0.0000000000 255
## [446] {Baju Batik Wanita,
## Tas Travel} 0.07681159 0.0000000000 265
## [447] {Serum Vitamin,
## Tas Travel} 0.10782609 0.0000000000 372
## [448] {Shampo Biasa,
## Tas Travel} 0.11681159 0.0000000000 403
## [449] {Celana Pendek Jeans,
## Dompet Flip Cover} 0.05884058 0.0002898551 203
## [450] {Dompet Flip Cover,
## Hair Dryer} 0.05971014 0.0000000000 206
## [451] {Celana Jeans Sobek Wanita,
## Dompet Flip Cover} 0.07188406 0.0000000000 248
## [452] {Dompet Flip Cover,
## Wedges Hitam} 0.07072464 0.0000000000 244
## [453] {Dompet Flip Cover,
## Sepatu Sport merk Z} 0.05188406 0.0000000000 179
## [454] {Dompet Flip Cover,
## Tali Pinggang Gesper Pria} 0.08492754 0.0000000000 293
## [455] {Dompet Flip Cover,
## Sepatu Sandal Anak} 0.06434783 0.0000000000 222
## [456] {Cover Koper,
## Dompet Flip Cover} 0.06144928 0.0000000000 212
## [457] {Celana Jogger Casual,
## Dompet Flip Cover} 0.08811594 0.0000000000 304
## [458] {Baju Kemeja Putih,
## Dompet Flip Cover} 0.08000000 0.0000000000 276
## [459] {Baju Batik Wanita,
## Dompet Flip Cover} 0.09797101 0.0000000000 338
## [460] {Dompet Flip Cover,
## Serum Vitamin} 0.11652174 0.0000000000 402
## [461] {Dompet Flip Cover,
## Shampo Biasa} 0.14956522 0.0000000000 516
## [462] {Celana Pendek Jeans,
## Hair Dryer} 0.04782609 0.0000000000 165
## [463] {Celana Jeans Sobek Wanita,
## Celana Pendek Jeans} 0.05884058 0.0000000000 203
## [464] {Celana Pendek Jeans,
## Wedges Hitam} 0.06202899 0.0000000000 214
## [465] {Celana Pendek Jeans,
## Sepatu Sport merk Z} 0.05855072 0.0000000000 202
## [466] {Celana Pendek Jeans,
## Tali Pinggang Gesper Pria} 0.06811594 0.0000000000 235
## [467] {Celana Pendek Jeans,
## Sepatu Sandal Anak} 0.06608696 0.0000000000 228
## [468] {Celana Pendek Jeans,
## Cover Koper} 0.08753623 0.0000000000 302
## [469] {Celana Jogger Casual,
## Celana Pendek Jeans} 0.06840580 0.0000000000 236
## [470] {Baju Kemeja Putih,
## Celana Pendek Jeans} 0.08289855 0.0000000000 286
## [471] {Baju Batik Wanita,
## Celana Pendek Jeans} 0.09565217 0.0000000000 330
## [472] {Celana Pendek Jeans,
## Serum Vitamin} 0.10869565 0.0000000000 375
## [473] {Celana Pendek Jeans,
## Shampo Biasa} 0.14666667 0.0000000000 506
## [474] {Celana Jeans Sobek Wanita,
## Hair Dryer} 0.05652174 0.0000000000 195
## [475] {Hair Dryer,
## Wedges Hitam} 0.06666667 0.0000000000 230
## [476] {Hair Dryer,
## Sepatu Sport merk Z} 0.06985507 0.0000000000 241
## [477] {Hair Dryer,
## Tali Pinggang Gesper Pria} 0.06637681 0.0000000000 229
## [478] {Hair Dryer,
## Sepatu Sandal Anak} 0.09043478 0.0000000000 312
## [479] {Cover Koper,
## Hair Dryer} 0.06579710 0.0000000000 227
## [480] {Celana Jogger Casual,
## Hair Dryer} 0.08463768 0.0000000000 292
## [481] {Baju Kemeja Putih,
## Hair Dryer} 0.08463768 0.0000000000 292
## [482] {Baju Batik Wanita,
## Hair Dryer} 0.09391304 0.0000000000 324
## [483] {Hair Dryer,
## Serum Vitamin} 0.12260870 0.0000000000 423
## [484] {Hair Dryer,
## Shampo Biasa} 0.14811594 0.0000000000 511
## [485] {Celana Jeans Sobek Wanita,
## Wedges Hitam} 0.07768116 0.0000000000 268
## [486] {Celana Jeans Sobek Wanita,
## Sepatu Sport merk Z} 0.06550725 0.0000000000 226
## [487] {Celana Jeans Sobek Wanita,
## Tali Pinggang Gesper Pria} 0.11826087 0.0000000000 408
## [488] {Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak} 0.08028986 0.0000000000 277
## [489] {Celana Jeans Sobek Wanita,
## Cover Koper} 0.07739130 0.0000000000 267
## [490] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual} 0.09217391 0.0000000000 318
## [491] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita} 0.09739130 0.0000000000 336
## [492] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita} 0.09130435 0.0000000000 315
## [493] {Celana Jeans Sobek Wanita,
## Serum Vitamin} 0.10376812 0.0000000000 358
## [494] {Celana Jeans Sobek Wanita,
## Shampo Biasa} 0.20608696 0.0005797101 711
## [495] {Sepatu Sport merk Z,
## Wedges Hitam} 0.05623188 0.0000000000 194
## [496] {Tali Pinggang Gesper Pria,
## Wedges Hitam} 0.07710145 0.0000000000 266
## [497] {Sepatu Sandal Anak,
## Wedges Hitam} 0.07304348 0.0000000000 252
## [498] {Cover Koper,
## Wedges Hitam} 0.07101449 0.0000000000 245
## [499] {Celana Jogger Casual,
## Wedges Hitam} 0.07884058 0.0000000000 272
## [500] {Baju Kemeja Putih,
## Wedges Hitam} 0.08260870 0.0000000000 285
## [501] {Baju Batik Wanita,
## Wedges Hitam} 0.07855072 0.0000000000 271
## [502] {Serum Vitamin,
## Wedges Hitam} 0.10521739 0.0000000000 363
## [503] {Shampo Biasa,
## Wedges Hitam} 0.14608696 0.0000000000 504
## [504] {Sepatu Sport merk Z,
## Tali Pinggang Gesper Pria} 0.08521739 0.0000000000 294
## [505] {Sepatu Sandal Anak,
## Sepatu Sport merk Z} 0.06666667 0.0000000000 230
## [506] {Cover Koper,
## Sepatu Sport merk Z} 0.07652174 0.0000000000 264
## [507] {Celana Jogger Casual,
## Sepatu Sport merk Z} 0.11710145 0.0000000000 404
## [508] {Baju Kemeja Putih,
## Sepatu Sport merk Z} 0.09971014 0.0002898551 344
## [509] {Baju Batik Wanita,
## Sepatu Sport merk Z} 0.09478261 0.0000000000 327
## [510] {Sepatu Sport merk Z,
## Serum Vitamin} 0.14144928 0.0000000000 488
## [511] {Sepatu Sport merk Z,
## Shampo Biasa} 0.15362319 0.0000000000 530
## [512] {Sepatu Sandal Anak,
## Tali Pinggang Gesper Pria} 0.08492754 0.0000000000 293
## [513] {Cover Koper,
## Tali Pinggang Gesper Pria} 0.10260870 0.0000000000 354
## [514] {Celana Jogger Casual,
## Tali Pinggang Gesper Pria} 0.11623188 0.0000000000 401
## [515] {Baju Kemeja Putih,
## Tali Pinggang Gesper Pria} 0.14000000 0.0000000000 483
## [516] {Baju Batik Wanita,
## Tali Pinggang Gesper Pria} 0.11565217 0.0000000000 399
## [517] {Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.14811594 0.0000000000 511
## [518] {Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.19130435 0.0000000000 660
## [519] {Cover Koper,
## Sepatu Sandal Anak} 0.08115942 0.0000000000 280
## [520] {Celana Jogger Casual,
## Sepatu Sandal Anak} 0.09565217 0.0000000000 330
## [521] {Baju Kemeja Putih,
## Sepatu Sandal Anak} 0.12637681 0.0000000000 436
## [522] {Baju Batik Wanita,
## Sepatu Sandal Anak} 0.12985507 0.0000000000 448
## [523] {Sepatu Sandal Anak,
## Serum Vitamin} 0.21507246 0.0000000000 742
## [524] {Sepatu Sandal Anak,
## Shampo Biasa} 0.22376812 0.0000000000 772
## [525] {Celana Jogger Casual,
## Cover Koper} 0.09420290 0.0000000000 325
## [526] {Baju Kemeja Putih,
## Cover Koper} 0.12521739 0.0000000000 432
## [527] {Baju Batik Wanita,
## Cover Koper} 0.12144928 0.0000000000 419
## [528] {Cover Koper,
## Serum Vitamin} 0.15188406 0.0000000000 524
## [529] {Cover Koper,
## Shampo Biasa} 0.19594203 0.0000000000 676
## [530] {Baju Kemeja Putih,
## Celana Jogger Casual} 0.13188406 0.0000000000 455
## [531] {Baju Batik Wanita,
## Celana Jogger Casual} 0.11536232 0.0002898551 398
## [532] {Celana Jogger Casual,
## Serum Vitamin} 0.15768116 0.0000000000 544
## [533] {Celana Jogger Casual,
## Shampo Biasa} 0.20840580 0.0000000000 719
## [534] {Baju Batik Wanita,
## Baju Kemeja Putih} 0.12898551 0.0000000000 445
## [535] {Baju Kemeja Putih,
## Serum Vitamin} 0.18666667 0.0000000000 644
## [536] {Baju Kemeja Putih,
## Shampo Biasa} 0.24376812 0.0000000000 841
## [537] {Baju Batik Wanita,
## Serum Vitamin} 0.20434783 0.0000000000 705
## [538] {Baju Batik Wanita,
## Shampo Biasa} 0.24637681 0.0000000000 850
## [539] {Serum Vitamin,
## Shampo Biasa} 0.31623188 0.0000000000 1091
## [540] {Baju Kaos Anak - Karakter Kartun,
## Tank Top,
## Tas Tangan} 0.03130435 0.0000000000 108
## [541] {Baju Kaos Anak - Karakter Kartun,
## Celana Pendek Jeans,
## Tas Tangan} 0.03159420 0.0000000000 109
## [542] {Baju Kaos Anak - Karakter Kartun,
## Cover Koper,
## Tas Tangan} 0.03130435 0.0000000000 108
## [543] {Celana Pendek Jeans,
## Tank Top,
## Tas Tangan} 0.03159420 0.0000000000 109
## [544] {Cover Koper,
## Tank Top,
## Tas Tangan} 0.03159420 0.0000000000 109
## [545] {Celana Pendek Jeans,
## Cover Koper,
## Tas Tangan} 0.03130435 0.0000000000 108
## [546] {Celana Pendek Casual,
## Dompet Card Holder,
## Hair Tonic} 0.04000000 0.0002898551 138
## [547] {Dompet Card Holder,
## Hair Tonic,
## Shampo Biasa} 0.03101449 0.0000000000 107
## [548] {Blouse Denim,
## Sepatu Sandal Anak,
## Sepatu Sekolah Hitam W} 0.05362319 0.0000000000 185
## [549] {Blouse Denim,
## Sepatu Sekolah Hitam W,
## Serum Vitamin} 0.05507246 0.0000000000 190
## [550] {Blouse Denim,
## Sepatu Sekolah Hitam W,
## Shampo Biasa} 0.04869565 0.0000000000 168
## [551] {Sepatu Sandal Anak,
## Sepatu Sekolah Hitam W,
## Serum Vitamin} 0.05681159 0.0000000000 196
## [552] {Sepatu Sandal Anak,
## Sepatu Sekolah Hitam W,
## Shampo Biasa} 0.05159420 0.0000000000 178
## [553] {Sepatu Sekolah Hitam W,
## Serum Vitamin,
## Shampo Biasa} 0.05188406 0.0000000000 179
## [554] {Sepatu Sport merk Y,
## Tas Multifungsi,
## Tas Sekolah Anak Laki-laki} 0.06086957 0.0008695652 210
## [555] {Shampo Biasa,
## Tas Multifungsi,
## Tas Sekolah Anak Laki-laki} 0.03594203 0.0000000000 124
## [556] {Sepatu Sport merk Y,
## Shampo Biasa,
## Tas Multifungsi} 0.03420290 0.0000000000 118
## [557] {Celana Jogger Casual,
## Celana Pendek Casual,
## Koper Fiber} 0.03565217 0.0008695652 123
## [558] {Baju Batik Wanita,
## Koper Fiber,
## Sepatu Sandal Anak} 0.04666667 0.0000000000 161
## [559] {Koper Fiber,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.04782609 0.0000000000 165
## [560] {Koper Fiber,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.05014493 0.0000000000 173
## [561] {Celana Jogger Casual,
## Koper Fiber,
## Shampo Biasa} 0.03217391 0.0000000000 111
## [562] {Baju Batik Wanita,
## Koper Fiber,
## Serum Vitamin} 0.05014493 0.0000000000 173
## [563] {Baju Batik Wanita,
## Koper Fiber,
## Shampo Biasa} 0.05362319 0.0000000000 185
## [564] {Koper Fiber,
## Serum Vitamin,
## Shampo Biasa} 0.05217391 0.0000000000 180
## [565] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Gembok Koper} 0.04318841 0.0000000000 149
## [566] {Baju Renang Pria Dewasa,
## Gembok Koper,
## Tank Top} 0.04231884 0.0000000000 146
## [567] {Baju Renang Pria Dewasa,
## Gembok Koper,
## Tas Travel} 0.04115942 0.0000000000 142
## [568] {Baju Renang Pria Dewasa,
## Gembok Koper,
## Wedges Hitam} 0.04231884 0.0000000000 146
## [569] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Tank Top} 0.04492754 0.0000000000 155
## [570] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Tas Travel} 0.04376812 0.0000000000 151
## [571] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Wedges Hitam} 0.04376812 0.0000000000 151
## [572] {Baju Renang Pria Dewasa,
## Tank Top,
## Tas Travel} 0.04492754 0.0000000000 155
## [573] {Baju Renang Pria Dewasa,
## Tank Top,
## Wedges Hitam} 0.04492754 0.0000000000 155
## [574] {Baju Renang Pria Dewasa,
## Tas Travel,
## Wedges Hitam} 0.04405797 0.0000000000 152
## [575] {Dompet STNK Gantungan,
## Sepatu Sport merk Y,
## Sepatu Sport merk Z} 0.03014493 0.0000000000 104
## [576] {Dompet STNK Gantungan,
## Sepatu Sport merk Z,
## Tas Ransel Mini} 0.03130435 0.0000000000 108
## [577] {Baju Kemeja Putih,
## Dompet STNK Gantungan,
## Shampo Biasa} 0.03101449 0.0000000000 107
## [578] {Baju Kemeja Putih,
## Minyak Rambut,
## Serum Vitamin} 0.03391304 0.0000000000 117
## [579] {Baju Kemeja Putih,
## Minyak Rambut,
## Shampo Biasa} 0.03072464 0.0000000000 106
## [580] {Baju Batik Wanita,
## Minyak Rambut,
## Serum Vitamin} 0.03478261 0.0000000000 120
## [581] {Baju Batik Wanita,
## Minyak Rambut,
## Shampo Biasa} 0.03333333 0.0000000000 115
## [582] {Minyak Rambut,
## Serum Vitamin,
## Shampo Biasa} 0.04985507 0.0000000000 172
## [583] {Atasan Kaos Putih,
## Gembok Koper,
## Tank Top} 0.04318841 0.0000000000 149
## [584] {Atasan Kaos Putih,
## Gembok Koper,
## Tas Travel} 0.04231884 0.0000000000 146
## [585] {Atasan Kaos Putih,
## Gembok Koper,
## Wedges Hitam} 0.04376812 0.0000000000 151
## [586] {Gembok Koper,
## Tank Top,
## Tas Travel} 0.04289855 0.0000000000 148
## [587] {Gembok Koper,
## Tank Top,
## Wedges Hitam} 0.04434783 0.0000000000 153
## [588] {Gembok Koper,
## Tas Travel,
## Wedges Hitam} 0.04405797 0.0000000000 152
## [589] {Gembok Koper,
## Serum Vitamin,
## Shampo Biasa} 0.03101449 0.0000000000 107
## [590] {Baju Kaos Anak - Superheroes,
## Blouse Denim,
## Shampo Biasa} 0.03333333 0.0000000000 115
## [591] {Baju Kaos Anak - Superheroes,
## Baju Kemeja Putih,
## Sepatu Sandal Anak} 0.05188406 0.0000000000 179
## [592] {Baju Kaos Anak - Superheroes,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.05420290 0.0000000000 187
## [593] {Baju Kaos Anak - Superheroes,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.05681159 0.0000000000 196
## [594] {Baju Kaos Anak - Superheroes,
## Baju Kemeja Putih,
## Serum Vitamin} 0.05188406 0.0000000000 179
## [595] {Baju Kaos Anak - Superheroes,
## Baju Kemeja Putih,
## Shampo Biasa} 0.06144928 0.0000000000 212
## [596] {Baju Batik Wanita,
## Baju Kaos Anak - Superheroes,
## Shampo Biasa} 0.03130435 0.0000000000 108
## [597] {Baju Kaos Anak - Superheroes,
## Serum Vitamin,
## Shampo Biasa} 0.05971014 0.0000000000 206
## [598] {Baju Kaos Anak - Karakter Kartun,
## Celana Pendek Jeans,
## Tank Top} 0.03449275 0.0000000000 119
## [599] {Baju Kaos Anak - Karakter Kartun,
## Cover Koper,
## Tank Top} 0.03507246 0.0000000000 121
## [600] {Baju Kaos Anak - Karakter Kartun,
## Celana Pendek Jeans,
## Cover Koper} 0.03420290 0.0000000000 118
## [601] {Baju Kaos Anak - Karakter Kartun,
## Cover Koper,
## Shampo Biasa} 0.03014493 0.0000000000 104
## [602] {Baju Batik Wanita,
## Baju Kaos Anak - Karakter Kartun,
## Shampo Biasa} 0.03391304 0.0000000000 117
## [603] {Baju Kaos Anak - Karakter Kartun,
## Serum Vitamin,
## Shampo Biasa} 0.03188406 0.0000000000 110
## [604] {Atasan Kaos Putih,
## Celana Jogger Casual,
## Tas Pinggang Wanita} 0.03043478 0.0000000000 105
## [605] {Atasan Kaos Putih,
## Sepatu Sport merk Z,
## Tas Ransel Mini} 0.03043478 0.0000000000 105
## [606] {Atasan Kaos Putih,
## Tank Top,
## Tas Travel} 0.04550725 0.0000000000 157
## [607] {Atasan Kaos Putih,
## Tank Top,
## Wedges Hitam} 0.04637681 0.0000000000 160
## [608] {Atasan Kaos Putih,
## Tas Travel,
## Wedges Hitam} 0.04492754 0.0000000000 155
## [609] {Celana Jeans Sobek Wanita,
## Jeans Jumbo,
## Shampo Biasa} 0.03565217 0.0000000000 123
## [610] {Celana Jogger Casual,
## Jeans Jumbo,
## Shampo Biasa} 0.03014493 0.0000000000 104
## [611] {Baju Batik Wanita,
## Jeans Jumbo,
## Shampo Biasa} 0.03710145 0.0000000000 128
## [612] {Jeans Jumbo,
## Serum Vitamin,
## Shampo Biasa} 0.03449275 0.0000000000 119
## [613] {Baju Kemeja Putih,
## Kaos,
## Shampo Biasa} 0.03014493 0.0000000000 104
## [614] {Baju Batik Wanita,
## Kaos,
## Shampo Biasa} 0.03101449 0.0000000000 107
## [615] {Kaos,
## Serum Vitamin,
## Shampo Biasa} 0.03362319 0.0000000000 116
## [616] {Sepatu Sport merk Y,
## Shampo Biasa,
## Tas Sekolah Anak Laki-laki} 0.03797101 0.0000000000 131
## [617] {Serum Vitamin,
## Shampo Biasa,
## Tas Sekolah Anak Laki-laki} 0.03739130 0.0000000000 129
## [618] {Blouse Denim,
## Celana Pendek Green/Hijau,
## Shampo Biasa} 0.03391304 0.0000000000 117
## [619] {Celana Pendek Green/Hijau,
## Cover Koper,
## Shampo Biasa} 0.03565217 0.0000000000 123
## [620] {Celana Jogger Casual,
## Celana Pendek Green/Hijau,
## Shampo Biasa} 0.03159420 0.0000000000 109
## [621] {Baju Kemeja Putih,
## Celana Pendek Green/Hijau,
## Shampo Biasa} 0.03275362 0.0000000000 113
## [622] {Baju Batik Wanita,
## Celana Pendek Green/Hijau,
## Shampo Biasa} 0.03014493 0.0000000000 104
## [623] {Celana Pendek Green/Hijau,
## Serum Vitamin,
## Shampo Biasa} 0.03362319 0.0000000000 116
## [624] {Baju Renang Wanita Dewasa,
## Dompet Card Holder,
## Shampo Biasa} 0.03246377 0.0000000000 112
## [625] {Baju Renang Wanita Dewasa,
## Shampo Biasa,
## Wedges Hitam} 0.03304348 0.0000000000 114
## [626] {Baju Renang Wanita Dewasa,
## Cover Koper,
## Serum Vitamin} 0.03130435 0.0000000000 108
## [627] {Baju Renang Wanita Dewasa,
## Cover Koper,
## Shampo Biasa} 0.04000000 0.0000000000 138
## [628] {Baju Renang Wanita Dewasa,
## Celana Jogger Casual,
## Serum Vitamin} 0.03333333 0.0000000000 115
## [629] {Baju Renang Wanita Dewasa,
## Celana Jogger Casual,
## Shampo Biasa} 0.04057971 0.0000000000 140
## [630] {Baju Kemeja Putih,
## Baju Renang Wanita Dewasa,
## Shampo Biasa} 0.03681159 0.0000000000 127
## [631] {Baju Batik Wanita,
## Baju Renang Wanita Dewasa,
## Shampo Biasa} 0.03855072 0.0000000000 133
## [632] {Baju Renang Wanita Dewasa,
## Serum Vitamin,
## Shampo Biasa} 0.04521739 0.0000000000 156
## [633] {Sepatu Sandal Anak,
## Serum Vitamin,
## Tas Pinggang Wanita} 0.03072464 0.0000000000 106
## [634] {Sepatu Sandal Anak,
## Shampo Biasa,
## Tas Pinggang Wanita} 0.03072464 0.0000000000 106
## [635] {Cover Koper,
## Shampo Biasa,
## Tas Pinggang Wanita} 0.03072464 0.0000000000 106
## [636] {Celana Jogger Casual,
## Shampo Biasa,
## Tas Pinggang Wanita} 0.03739130 0.0000000000 129
## [637] {Baju Kemeja Putih,
## Shampo Biasa,
## Tas Pinggang Wanita} 0.03623188 0.0000000000 125
## [638] {Baju Batik Wanita,
## Shampo Biasa,
## Tas Pinggang Wanita} 0.03797101 0.0000000000 131
## [639] {Serum Vitamin,
## Shampo Biasa,
## Tas Pinggang Wanita} 0.04086957 0.0000000000 141
## [640] {Flat Shoes Ballerina,
## Sepatu Sport merk Y,
## Shampo Anti Dandruff} 0.03188406 0.0000000000 110
## [641] {Celana Pendek Jeans,
## Sepatu Sport merk Y,
## Shampo Anti Dandruff} 0.03217391 0.0000000000 111
## [642] {Sepatu Sport merk Y,
## Sepatu Sport merk Z,
## Tas Ransel Mini} 0.03188406 0.0000000000 110
## [643] {Celana Pendek Jeans,
## Flat Shoes Ballerina,
## Sepatu Sport merk Y} 0.03246377 0.0000000000 112
## [644] {Baju Kemeja Putih,
## Sepatu Sport merk Y,
## Shampo Biasa} 0.03043478 0.0000000000 105
## [645] {Baju Batik Wanita,
## Sepatu Sport merk Y,
## Shampo Biasa} 0.03333333 0.0000000000 115
## [646] {Sepatu Sport merk Y,
## Serum Vitamin,
## Shampo Biasa} 0.03913043 0.0000000000 135
## [647] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tali Pinggang Anak} 0.03130435 0.0000000000 108
## [648] {Cover Koper,
## Tali Pinggang Anak,
## Tali Pinggang Gesper Pria} 0.03681159 0.0000000000 127
## [649] {Baju Kemeja Putih,
## Tali Pinggang Anak,
## Tali Pinggang Gesper Pria} 0.03014493 0.0000000000 104
## [650] {Serum Vitamin,
## Tali Pinggang Anak,
## Tali Pinggang Gesper Pria} 0.05913043 0.0000000000 204
## [651] {Shampo Biasa,
## Tali Pinggang Anak,
## Tali Pinggang Gesper Pria} 0.04608696 0.0000000000 159
## [652] {Sepatu Sandal Anak,
## Serum Vitamin,
## Tali Pinggang Anak} 0.03536232 0.0000000000 122
## [653] {Sepatu Sandal Anak,
## Shampo Biasa,
## Tali Pinggang Anak} 0.03420290 0.0000000000 118
## [654] {Cover Koper,
## Serum Vitamin,
## Tali Pinggang Anak} 0.05072464 0.0000000000 175
## [655] {Cover Koper,
## Shampo Biasa,
## Tali Pinggang Anak} 0.04086957 0.0000000000 141
## [656] {Celana Jogger Casual,
## Serum Vitamin,
## Tali Pinggang Anak} 0.03159420 0.0000000000 109
## [657] {Celana Jogger Casual,
## Shampo Biasa,
## Tali Pinggang Anak} 0.03188406 0.0000000000 110
## [658] {Baju Kemeja Putih,
## Serum Vitamin,
## Tali Pinggang Anak} 0.03652174 0.0000000000 126
## [659] {Baju Kemeja Putih,
## Shampo Biasa,
## Tali Pinggang Anak} 0.03159420 0.0000000000 109
## [660] {Baju Batik Wanita,
## Serum Vitamin,
## Tali Pinggang Anak} 0.03942029 0.0000000000 136
## [661] {Baju Batik Wanita,
## Shampo Biasa,
## Tali Pinggang Anak} 0.03565217 0.0000000000 123
## [662] {Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Anak} 0.06260870 0.0000000000 216
## [663] {Celana Pendek Jeans,
## Flat Shoes Ballerina,
## Shampo Anti Dandruff} 0.04347826 0.0000000000 150
## [664] {Flat Shoes Ballerina,
## Serum Vitamin,
## Shampo Anti Dandruff} 0.03333333 0.0000000000 115
## [665] {Flat Shoes Ballerina,
## Shampo Anti Dandruff,
## Shampo Biasa} 0.03362319 0.0000000000 116
## [666] {Baju Kemeja Putih,
## Celana Pendek Jeans,
## Shampo Anti Dandruff} 0.03130435 0.0000000000 108
## [667] {Celana Pendek Jeans,
## Serum Vitamin,
## Shampo Anti Dandruff} 0.03507246 0.0000000000 121
## [668] {Celana Pendek Jeans,
## Shampo Anti Dandruff,
## Shampo Biasa} 0.04753623 0.0000000000 164
## [669] {Celana Jeans Sobek Wanita,
## Shampo Anti Dandruff,
## Shampo Biasa} 0.03188406 0.0000000000 110
## [670] {Baju Kemeja Putih,
## Shampo Anti Dandruff,
## Tali Pinggang Gesper Pria} 0.03826087 0.0000000000 132
## [671] {Shampo Anti Dandruff,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03188406 0.0000000000 110
## [672] {Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Anti Dandruff} 0.03014493 0.0000000000 104
## [673] {Sepatu Sandal Anak,
## Shampo Anti Dandruff,
## Shampo Biasa} 0.03130435 0.0000000000 108
## [674] {Cover Koper,
## Shampo Anti Dandruff,
## Shampo Biasa} 0.03333333 0.0000000000 115
## [675] {Baju Kemeja Putih,
## Serum Vitamin,
## Shampo Anti Dandruff} 0.04028986 0.0000000000 139
## [676] {Baju Kemeja Putih,
## Shampo Anti Dandruff,
## Shampo Biasa} 0.04782609 0.0000000000 165
## [677] {Baju Batik Wanita,
## Serum Vitamin,
## Shampo Anti Dandruff} 0.03333333 0.0000000000 115
## [678] {Baju Batik Wanita,
## Shampo Anti Dandruff,
## Shampo Biasa} 0.03536232 0.0000000000 122
## [679] {Serum Vitamin,
## Shampo Anti Dandruff,
## Shampo Biasa} 0.04666667 0.0000000000 161
## [680] {Cover Koper,
## Sweater Top Panjang,
## Tas Waist Bag} 0.03130435 0.0000000000 108
## [681] {Celana Pendek Jeans,
## Serum Vitamin,
## Tas Waist Bag} 0.03072464 0.0000000000 106
## [682] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tas Waist Bag} 0.03043478 0.0000000000 105
## [683] {Serum Vitamin,
## Tas Waist Bag,
## Wedges Hitam} 0.03101449 0.0002898551 107
## [684] {Sepatu Sport merk Z,
## Serum Vitamin,
## Tas Waist Bag} 0.03884058 0.0002898551 134
## [685] {Cover Koper,
## Tali Pinggang Gesper Pria,
## Tas Waist Bag} 0.03362319 0.0000000000 116
## [686] {Baju Batik Wanita,
## Tali Pinggang Gesper Pria,
## Tas Waist Bag} 0.03420290 0.0000000000 118
## [687] {Serum Vitamin,
## Tali Pinggang Gesper Pria,
## Tas Waist Bag} 0.04202899 0.0000000000 145
## [688] {Shampo Biasa,
## Tali Pinggang Gesper Pria,
## Tas Waist Bag} 0.03333333 0.0000000000 115
## [689] {Sepatu Sandal Anak,
## Serum Vitamin,
## Tas Waist Bag} 0.04173913 0.0000000000 144
## [690] {Sepatu Sandal Anak,
## Shampo Biasa,
## Tas Waist Bag} 0.03449275 0.0000000000 119
## [691] {Baju Batik Wanita,
## Cover Koper,
## Tas Waist Bag} 0.03420290 0.0000000000 118
## [692] {Cover Koper,
## Serum Vitamin,
## Tas Waist Bag} 0.04637681 0.0000000000 160
## [693] {Cover Koper,
## Shampo Biasa,
## Tas Waist Bag} 0.03536232 0.0000000000 122
## [694] {Celana Jogger Casual,
## Serum Vitamin,
## Tas Waist Bag} 0.03681159 0.0000000000 127
## [695] {Baju Kemeja Putih,
## Serum Vitamin,
## Tas Waist Bag} 0.04724638 0.0000000000 163
## [696] {Baju Kemeja Putih,
## Shampo Biasa,
## Tas Waist Bag} 0.03797101 0.0000000000 131
## [697] {Baju Batik Wanita,
## Serum Vitamin,
## Tas Waist Bag} 0.05188406 0.0000000000 179
## [698] {Baju Batik Wanita,
## Shampo Biasa,
## Tas Waist Bag} 0.04231884 0.0000000000 146
## [699] {Serum Vitamin,
## Shampo Biasa,
## Tas Waist Bag} 0.07942029 0.0000000000 274
## [700] {Hair Dryer,
## Sepatu Sport merk Z,
## Tas Ransel Mini} 0.03072464 0.0000000000 106
## [701] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tas Ransel Mini} 0.03188406 0.0000000000 110
## [702] {Celana Jogger Casual,
## Sepatu Sport merk Z,
## Tas Ransel Mini} 0.03710145 0.0000000000 128
## [703] {Sepatu Sport merk Z,
## Serum Vitamin,
## Tas Ransel Mini} 0.03420290 0.0000000000 118
## [704] {Sepatu Sport merk Z,
## Shampo Biasa,
## Tas Ransel Mini} 0.04521739 0.0000000000 156
## [705] {Sepatu Sandal Anak,
## Shampo Biasa,
## Tas Ransel Mini} 0.03449275 0.0000000000 119
## [706] {Cover Koper,
## Shampo Biasa,
## Tas Ransel Mini} 0.04579710 0.0000000000 158
## [707] {Celana Jogger Casual,
## Shampo Biasa,
## Tas Ransel Mini} 0.03768116 0.0000000000 130
## [708] {Baju Kemeja Putih,
## Shampo Biasa,
## Tas Ransel Mini} 0.03913043 0.0000000000 135
## [709] {Baju Batik Wanita,
## Serum Vitamin,
## Tas Ransel Mini} 0.03159420 0.0000000000 109
## [710] {Baju Batik Wanita,
## Shampo Biasa,
## Tas Ransel Mini} 0.04434783 0.0000000000 153
## [711] {Serum Vitamin,
## Shampo Biasa,
## Tas Ransel Mini} 0.04724638 0.0000000000 163
## [712] {Tank Top,
## Tas Travel,
## Wedges Hitam} 0.04869565 0.0000000000 168
## [713] {Shampo Biasa,
## Tank Top,
## Tas Travel} 0.03391304 0.0000000000 117
## [714] {Celana Pendek Jeans,
## Cover Koper,
## Tank Top} 0.04000000 0.0000000000 138
## [715] {Celana Pendek Jeans,
## Shampo Biasa,
## Tank Top} 0.03565217 0.0000000000 123
## [716] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tank Top} 0.03188406 0.0000000000 110
## [717] {Shampo Biasa,
## Tank Top,
## Wedges Hitam} 0.03304348 0.0000000000 114
## [718] {Cover Koper,
## Shampo Biasa,
## Tank Top} 0.04231884 0.0000000000 146
## [719] {Baju Kemeja Putih,
## Shampo Biasa,
## Tank Top} 0.04898551 0.0000000000 169
## [720] {Serum Vitamin,
## Shampo Biasa,
## Tank Top} 0.04347826 0.0000000000 150
## [721] {Celana Jeans Sobek Wanita,
## Celana Tactical ,
## Shampo Biasa} 0.04318841 0.0000000000 149
## [722] {Celana Tactical ,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.03101449 0.0000000000 107
## [723] {Celana Tactical ,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03391304 0.0000000000 117
## [724] {Celana Tactical ,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.03739130 0.0000000000 129
## [725] {Celana Tactical ,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.04231884 0.0000000000 146
## [726] {Celana Tactical ,
## Cover Koper,
## Shampo Biasa} 0.03246377 0.0000000000 112
## [727] {Baju Batik Wanita,
## Celana Jogger Casual,
## Celana Tactical } 0.03043478 0.0000000000 105
## [728] {Celana Jogger Casual,
## Celana Tactical ,
## Serum Vitamin} 0.03507246 0.0000000000 121
## [729] {Celana Jogger Casual,
## Celana Tactical ,
## Shampo Biasa} 0.04782609 0.0000000000 165
## [730] {Baju Kemeja Putih,
## Celana Tactical ,
## Serum Vitamin} 0.03507246 0.0000000000 121
## [731] {Baju Kemeja Putih,
## Celana Tactical ,
## Shampo Biasa} 0.05478261 0.0002898551 189
## [732] {Baju Batik Wanita,
## Celana Tactical ,
## Serum Vitamin} 0.04260870 0.0000000000 147
## [733] {Baju Batik Wanita,
## Celana Tactical ,
## Shampo Biasa} 0.05333333 0.0000000000 184
## [734] {Celana Tactical ,
## Serum Vitamin,
## Shampo Biasa} 0.06086957 0.0000000000 210
## [735] {Dompet Flip Cover,
## Shampo Biasa,
## Sweater Top Panjang} 0.03072464 0.0000000000 106
## [736] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Sweater Top Panjang} 0.03014493 0.0000000000 104
## [737] {Cover Koper,
## Sweater Top Panjang,
## Tali Pinggang Gesper Pria} 0.03652174 0.0000000000 126
## [738] {Baju Batik Wanita,
## Sweater Top Panjang,
## Tali Pinggang Gesper Pria} 0.03855072 0.0000000000 133
## [739] {Serum Vitamin,
## Sweater Top Panjang,
## Tali Pinggang Gesper Pria} 0.03159420 0.0000000000 109
## [740] {Shampo Biasa,
## Sweater Top Panjang,
## Tali Pinggang Gesper Pria} 0.03739130 0.0000000000 129
## [741] {Sepatu Sandal Anak,
## Serum Vitamin,
## Sweater Top Panjang} 0.03246377 0.0000000000 112
## [742] {Sepatu Sandal Anak,
## Shampo Biasa,
## Sweater Top Panjang} 0.03536232 0.0000000000 122
## [743] {Baju Batik Wanita,
## Cover Koper,
## Sweater Top Panjang} 0.04000000 0.0000000000 138
## [744] {Cover Koper,
## Serum Vitamin,
## Sweater Top Panjang} 0.03565217 0.0000000000 123
## [745] {Cover Koper,
## Shampo Biasa,
## Sweater Top Panjang} 0.04260870 0.0000000000 147
## [746] {Celana Jogger Casual,
## Shampo Biasa,
## Sweater Top Panjang} 0.03391304 0.0000000000 117
## [747] {Baju Kemeja Putih,
## Shampo Biasa,
## Sweater Top Panjang} 0.03449275 0.0000000000 119
## [748] {Baju Batik Wanita,
## Serum Vitamin,
## Sweater Top Panjang} 0.04057971 0.0000000000 140
## [749] {Baju Batik Wanita,
## Shampo Biasa,
## Sweater Top Panjang} 0.05304348 0.0000000000 183
## [750] {Serum Vitamin,
## Shampo Biasa,
## Sweater Top Panjang} 0.05449275 0.0000000000 188
## [751] {Celana Pendek Jeans,
## Flat Shoes Ballerina,
## Shampo Biasa} 0.04318841 0.0000000000 149
## [752] {Celana Jeans Sobek Wanita,
## Flat Shoes Ballerina,
## Shampo Biasa} 0.03304348 0.0000000000 114
## [753] {Flat Shoes Ballerina,
## Shampo Biasa,
## Wedges Hitam} 0.03101449 0.0000000000 107
## [754] {Flat Shoes Ballerina,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.03565217 0.0000000000 123
## [755] {Flat Shoes Ballerina,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.04289855 0.0000000000 148
## [756] {Cover Koper,
## Flat Shoes Ballerina,
## Serum Vitamin} 0.03159420 0.0000000000 109
## [757] {Cover Koper,
## Flat Shoes Ballerina,
## Shampo Biasa} 0.05275362 0.0000000000 182
## [758] {Celana Jogger Casual,
## Flat Shoes Ballerina,
## Shampo Biasa} 0.04434783 0.0000000000 153
## [759] {Baju Kemeja Putih,
## Flat Shoes Ballerina,
## Shampo Biasa} 0.04000000 0.0000000000 138
## [760] {Baju Batik Wanita,
## Flat Shoes Ballerina,
## Serum Vitamin} 0.03739130 0.0000000000 129
## [761] {Baju Batik Wanita,
## Flat Shoes Ballerina,
## Shampo Biasa} 0.04579710 0.0000000000 158
## [762] {Flat Shoes Ballerina,
## Serum Vitamin,
## Shampo Biasa} 0.05681159 0.0000000000 196
## [763] {Celana Pendek Casual,
## Dompet Card Holder,
## Shampo Biasa} 0.04985507 0.0002898551 172
## [764] {Celana Pendek Casual,
## Dompet Flip Cover,
## Shampo Biasa} 0.03304348 0.0000000000 114
## [765] {Celana Pendek Casual,
## Celana Pendek Jeans,
## Shampo Biasa} 0.03101449 0.0000000000 107
## [766] {Celana Jeans Sobek Wanita,
## Celana Pendek Casual,
## Shampo Biasa} 0.03797101 0.0000000000 131
## [767] {Celana Pendek Casual,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.03623188 0.0000000000 125
## [768] {Celana Pendek Casual,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.04434783 0.0000000000 153
## [769] {Celana Pendek Casual,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03478261 0.0000000000 120
## [770] {Celana Pendek Casual,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.03449275 0.0000000000 119
## [771] {Celana Pendek Casual,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.03797101 0.0000000000 131
## [772] {Celana Pendek Casual,
## Cover Koper,
## Shampo Biasa} 0.03217391 0.0000000000 111
## [773] {Celana Jogger Casual,
## Celana Pendek Casual,
## Serum Vitamin} 0.03159420 0.0000000000 109
## [774] {Celana Jogger Casual,
## Celana Pendek Casual,
## Shampo Biasa} 0.04521739 0.0000000000 156
## [775] {Baju Kemeja Putih,
## Celana Pendek Casual,
## Shampo Biasa} 0.04028986 0.0000000000 139
## [776] {Baju Batik Wanita,
## Celana Pendek Casual,
## Serum Vitamin} 0.03942029 0.0000000000 136
## [777] {Baju Batik Wanita,
## Celana Pendek Casual,
## Shampo Biasa} 0.05188406 0.0000000000 179
## [778] {Celana Pendek Casual,
## Serum Vitamin,
## Shampo Biasa} 0.05391304 0.0000000000 186
## [779] {Baju Kemeja Putih,
## Blouse Denim,
## Hair and Scalp} 0.04956522 0.0000000000 171
## [780] {Blouse Denim,
## Hair and Scalp,
## Shampo Biasa} 0.03797101 0.0000000000 131
## [781] {Blouse Denim,
## Dompet Card Holder,
## Serum Vitamin} 0.03014493 0.0000000000 104
## [782] {Blouse Denim,
## Dompet Card Holder,
## Shampo Biasa} 0.03333333 0.0000000000 115
## [783] {Blouse Denim,
## Celana Jeans Sobek Wanita,
## Shampo Biasa} 0.03855072 0.0000000000 133
## [784] {Baju Kemeja Putih,
## Blouse Denim,
## Tali Pinggang Gesper Pria} 0.03159420 0.0000000000 109
## [785] {Blouse Denim,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.03072464 0.0000000000 106
## [786] {Blouse Denim,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03623188 0.0000000000 125
## [787] {Baju Kemeja Putih,
## Blouse Denim,
## Sepatu Sandal Anak} 0.03565217 0.0000000000 123
## [788] {Baju Batik Wanita,
## Blouse Denim,
## Sepatu Sandal Anak} 0.03014493 0.0000000000 104
## [789] {Blouse Denim,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.07014493 0.0000000000 242
## [790] {Blouse Denim,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.06869565 0.0000000000 237
## [791] {Blouse Denim,
## Cover Koper,
## Shampo Biasa} 0.03536232 0.0000000000 122
## [792] {Baju Kemeja Putih,
## Blouse Denim,
## Celana Jogger Casual} 0.03478261 0.0000000000 120
## [793] {Blouse Denim,
## Celana Jogger Casual,
## Serum Vitamin} 0.03768116 0.0000000000 130
## [794] {Blouse Denim,
## Celana Jogger Casual,
## Shampo Biasa} 0.04434783 0.0000000000 153
## [795] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Blouse Denim} 0.03072464 0.0000000000 106
## [796] {Baju Kemeja Putih,
## Blouse Denim,
## Serum Vitamin} 0.04637681 0.0000000000 160
## [797] {Baju Kemeja Putih,
## Blouse Denim,
## Shampo Biasa} 0.06289855 0.0000000000 217
## [798] {Baju Batik Wanita,
## Blouse Denim,
## Serum Vitamin} 0.03594203 0.0000000000 124
## [799] {Baju Batik Wanita,
## Blouse Denim,
## Shampo Biasa} 0.04666667 0.0000000000 161
## [800] {Blouse Denim,
## Serum Vitamin,
## Shampo Biasa} 0.08144928 0.0000000000 281
## [801] {Hair and Scalp,
## Hair Dryer,
## Serum Vitamin} 0.04028986 0.0000000000 139
## [802] {Hair and Scalp,
## Hair Dryer,
## Shampo Biasa} 0.03652174 0.0000000000 126
## [803] {Celana Jeans Sobek Wanita,
## Hair and Scalp,
## Shampo Biasa} 0.04231884 0.0000000000 146
## [804] {Hair and Scalp,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.03043478 0.0000000000 105
## [805] {Celana Jogger Casual,
## Hair and Scalp,
## Tali Pinggang Gesper Pria} 0.04115942 0.0000000000 142
## [806] {Baju Kemeja Putih,
## Hair and Scalp,
## Tali Pinggang Gesper Pria} 0.05217391 0.0000000000 180
## [807] {Hair and Scalp,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.03565217 0.0000000000 123
## [808] {Hair and Scalp,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.04434783 0.0000000000 153
## [809] {Baju Kemeja Putih,
## Hair and Scalp,
## Sepatu Sandal Anak} 0.03130435 0.0000000000 108
## [810] {Hair and Scalp,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.03565217 0.0000000000 123
## [811] {Hair and Scalp,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.03507246 0.0000000000 121
## [812] {Baju Kemeja Putih,
## Cover Koper,
## Hair and Scalp} 0.03391304 0.0000000000 117
## [813] {Cover Koper,
## Hair and Scalp,
## Serum Vitamin} 0.03188406 0.0000000000 110
## [814] {Cover Koper,
## Hair and Scalp,
## Shampo Biasa} 0.03710145 0.0000000000 128
## [815] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Hair and Scalp} 0.04927536 0.0000000000 170
## [816] {Celana Jogger Casual,
## Hair and Scalp,
## Serum Vitamin} 0.03826087 0.0000000000 132
## [817] {Celana Jogger Casual,
## Hair and Scalp,
## Shampo Biasa} 0.04260870 0.0000000000 147
## [818] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Hair and Scalp} 0.04231884 0.0000000000 146
## [819] {Baju Kemeja Putih,
## Hair and Scalp,
## Serum Vitamin} 0.05014493 0.0000000000 173
## [820] {Baju Kemeja Putih,
## Hair and Scalp,
## Shampo Biasa} 0.06202899 0.0000000000 214
## [821] {Baju Batik Wanita,
## Hair and Scalp,
## Serum Vitamin} 0.04695652 0.0000000000 162
## [822] {Baju Batik Wanita,
## Hair and Scalp,
## Shampo Biasa} 0.05449275 0.0000000000 188
## [823] {Hair and Scalp,
## Serum Vitamin,
## Shampo Biasa} 0.05826087 0.0000000000 201
## [824] {Dompet Card Holder,
## Dompet Flip Cover,
## Shampo Biasa} 0.03391304 0.0000000000 117
## [825] {Celana Pendek Jeans,
## Dompet Card Holder,
## Shampo Biasa} 0.03043478 0.0000000000 105
## [826] {Dompet Card Holder,
## Hair Dryer,
## Sepatu Sandal Anak} 0.03884058 0.0000000000 134
## [827] {Celana Jogger Casual,
## Dompet Card Holder,
## Hair Dryer} 0.03275362 0.0000000000 113
## [828] {Baju Batik Wanita,
## Dompet Card Holder,
## Hair Dryer} 0.03101449 0.0000000000 107
## [829] {Dompet Card Holder,
## Hair Dryer,
## Serum Vitamin} 0.04434783 0.0000000000 153
## [830] {Dompet Card Holder,
## Hair Dryer,
## Shampo Biasa} 0.05681159 0.0000000000 196
## [831] {Celana Jeans Sobek Wanita,
## Dompet Card Holder,
## Shampo Biasa} 0.04173913 0.0000000000 144
## [832] {Dompet Card Holder,
## Shampo Biasa,
## Wedges Hitam} 0.03942029 0.0000000000 136
## [833] {Dompet Card Holder,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.03188406 0.0000000000 110
## [834] {Dompet Card Holder,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.03362319 0.0000000000 116
## [835] {Baju Kemeja Putih,
## Dompet Card Holder,
## Tali Pinggang Gesper Pria} 0.03217391 0.0000000000 111
## [836] {Dompet Card Holder,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.03043478 0.0000000000 105
## [837] {Dompet Card Holder,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.04231884 0.0000000000 146
## [838] {Dompet Card Holder,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.04753623 0.0000000000 164
## [839] {Dompet Card Holder,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.05333333 0.0000000000 184
## [840] {Cover Koper,
## Dompet Card Holder,
## Serum Vitamin} 0.03594203 0.0000000000 124
## [841] {Cover Koper,
## Dompet Card Holder,
## Shampo Biasa} 0.04985507 0.0000000000 172
## [842] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Dompet Card Holder} 0.03072464 0.0000000000 106
## [843] {Celana Jogger Casual,
## Dompet Card Holder,
## Serum Vitamin} 0.03739130 0.0000000000 129
## [844] {Celana Jogger Casual,
## Dompet Card Holder,
## Shampo Biasa} 0.05333333 0.0000000000 184
## [845] {Baju Kemeja Putih,
## Dompet Card Holder,
## Serum Vitamin} 0.03855072 0.0000000000 133
## [846] {Baju Kemeja Putih,
## Dompet Card Holder,
## Shampo Biasa} 0.05826087 0.0000000000 201
## [847] {Baju Batik Wanita,
## Dompet Card Holder,
## Serum Vitamin} 0.04202899 0.0000000000 145
## [848] {Baju Batik Wanita,
## Dompet Card Holder,
## Shampo Biasa} 0.05072464 0.0000000000 175
## [849] {Dompet Card Holder,
## Serum Vitamin,
## Shampo Biasa} 0.07130435 0.0000000000 246
## [850] {Dompet Flip Cover,
## Serum Vitamin,
## Tas Travel} 0.03217391 0.0000000000 111
## [851] {Dompet Flip Cover,
## Shampo Biasa,
## Tas Travel} 0.03014493 0.0000000000 104
## [852] {Celana Jeans Sobek Wanita,
## Tali Pinggang Gesper Pria,
## Tas Travel} 0.03420290 0.0000000000 118
## [853] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tas Travel} 0.04956522 0.0000000000 171
## [854] {Serum Vitamin,
## Tas Travel,
## Wedges Hitam} 0.03072464 0.0000000000 106
## [855] {Shampo Biasa,
## Tas Travel,
## Wedges Hitam} 0.03884058 0.0000000000 134
## [856] {Celana Jogger Casual,
## Sepatu Sport merk Z,
## Tas Travel} 0.03884058 0.0000000000 134
## [857] {Sepatu Sport merk Z,
## Serum Vitamin,
## Tas Travel} 0.03449275 0.0000000000 119
## [858] {Sepatu Sport merk Z,
## Shampo Biasa,
## Tas Travel} 0.03623188 0.0000000000 125
## [859] {Celana Jogger Casual,
## Tali Pinggang Gesper Pria,
## Tas Travel} 0.03594203 0.0000000000 124
## [860] {Serum Vitamin,
## Tali Pinggang Gesper Pria,
## Tas Travel} 0.03507246 0.0000000000 121
## [861] {Shampo Biasa,
## Tali Pinggang Gesper Pria,
## Tas Travel} 0.04347826 0.0000000000 150
## [862] {Sepatu Sandal Anak,
## Serum Vitamin,
## Tas Travel} 0.03942029 0.0000000000 136
## [863] {Sepatu Sandal Anak,
## Shampo Biasa,
## Tas Travel} 0.03942029 0.0000000000 136
## [864] {Baju Kemeja Putih,
## Cover Koper,
## Tas Travel} 0.03072464 0.0000000000 106
## [865] {Cover Koper,
## Serum Vitamin,
## Tas Travel} 0.03304348 0.0000000000 114
## [866] {Cover Koper,
## Shampo Biasa,
## Tas Travel} 0.04144928 0.0000000000 143
## [867] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Tas Travel} 0.03043478 0.0000000000 105
## [868] {Celana Jogger Casual,
## Serum Vitamin,
## Tas Travel} 0.04637681 0.0000000000 160
## [869] {Celana Jogger Casual,
## Shampo Biasa,
## Tas Travel} 0.05246377 0.0000000000 181
## [870] {Baju Kemeja Putih,
## Serum Vitamin,
## Tas Travel} 0.03681159 0.0000000000 127
## [871] {Baju Kemeja Putih,
## Shampo Biasa,
## Tas Travel} 0.04231884 0.0000000000 146
## [872] {Baju Batik Wanita,
## Serum Vitamin,
## Tas Travel} 0.04144928 0.0000000000 143
## [873] {Baju Batik Wanita,
## Shampo Biasa,
## Tas Travel} 0.04463768 0.0000000000 154
## [874] {Serum Vitamin,
## Shampo Biasa,
## Tas Travel} 0.05884058 0.0000000000 203
## [875] {Celana Pendek Jeans,
## Dompet Flip Cover,
## Shampo Biasa} 0.03449275 0.0000000000 119
## [876] {Dompet Flip Cover,
## Hair Dryer,
## Shampo Biasa} 0.03826087 0.0000000000 132
## [877] {Celana Jeans Sobek Wanita,
## Dompet Flip Cover,
## Wedges Hitam} 0.03710145 0.0000000000 128
## [878] {Celana Jeans Sobek Wanita,
## Dompet Flip Cover,
## Tali Pinggang Gesper Pria} 0.04579710 0.0000000000 158
## [879] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Dompet Flip Cover} 0.03014493 0.0000000000 104
## [880] {Celana Jeans Sobek Wanita,
## Dompet Flip Cover,
## Serum Vitamin} 0.03130435 0.0000000000 108
## [881] {Celana Jeans Sobek Wanita,
## Dompet Flip Cover,
## Shampo Biasa} 0.06463768 0.0000000000 223
## [882] {Dompet Flip Cover,
## Tali Pinggang Gesper Pria,
## Wedges Hitam} 0.03913043 0.0000000000 135
## [883] {Dompet Flip Cover,
## Shampo Biasa,
## Wedges Hitam} 0.05159420 0.0000000000 178
## [884] {Dompet Flip Cover,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.03507246 0.0000000000 121
## [885] {Celana Jogger Casual,
## Dompet Flip Cover,
## Tali Pinggang Gesper Pria} 0.03333333 0.0000000000 115
## [886] {Baju Kemeja Putih,
## Dompet Flip Cover,
## Tali Pinggang Gesper Pria} 0.03391304 0.0000000000 117
## [887] {Baju Batik Wanita,
## Dompet Flip Cover,
## Tali Pinggang Gesper Pria} 0.03362319 0.0000000000 116
## [888] {Dompet Flip Cover,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.04260870 0.0000000000 147
## [889] {Dompet Flip Cover,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.06202899 0.0000000000 214
## [890] {Baju Batik Wanita,
## Dompet Flip Cover,
## Sepatu Sandal Anak} 0.03130435 0.0000000000 108
## [891] {Dompet Flip Cover,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.04608696 0.0000000000 159
## [892] {Dompet Flip Cover,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.04724638 0.0000000000 163
## [893] {Cover Koper,
## Dompet Flip Cover,
## Serum Vitamin} 0.03246377 0.0000000000 112
## [894] {Cover Koper,
## Dompet Flip Cover,
## Shampo Biasa} 0.04260870 0.0000000000 147
## [895] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Dompet Flip Cover} 0.03420290 0.0000000000 118
## [896] {Baju Batik Wanita,
## Celana Jogger Casual,
## Dompet Flip Cover} 0.03565217 0.0000000000 123
## [897] {Celana Jogger Casual,
## Dompet Flip Cover,
## Serum Vitamin} 0.04289855 0.0000000000 148
## [898] {Celana Jogger Casual,
## Dompet Flip Cover,
## Shampo Biasa} 0.06115942 0.0000000000 211
## [899] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Dompet Flip Cover} 0.03217391 0.0000000000 111
## [900] {Baju Kemeja Putih,
## Dompet Flip Cover,
## Serum Vitamin} 0.03913043 0.0000000000 135
## [901] {Baju Kemeja Putih,
## Dompet Flip Cover,
## Shampo Biasa} 0.05623188 0.0000000000 194
## [902] {Baju Batik Wanita,
## Dompet Flip Cover,
## Serum Vitamin} 0.05710145 0.0000000000 197
## [903] {Baju Batik Wanita,
## Dompet Flip Cover,
## Shampo Biasa} 0.06753623 0.0000000000 233
## [904] {Dompet Flip Cover,
## Serum Vitamin,
## Shampo Biasa} 0.07739130 0.0000000000 267
## [905] {Celana Jeans Sobek Wanita,
## Celana Pendek Jeans,
## Tali Pinggang Gesper Pria} 0.03072464 0.0000000000 106
## [906] {Celana Jeans Sobek Wanita,
## Celana Pendek Jeans,
## Shampo Biasa} 0.05014493 0.0000000000 173
## [907] {Celana Pendek Jeans,
## Shampo Biasa,
## Wedges Hitam} 0.03652174 0.0000000000 126
## [908] {Celana Pendek Jeans,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.03014493 0.0000000000 104
## [909] {Celana Pendek Jeans,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.03681159 0.0000000000 127
## [910] {Baju Batik Wanita,
## Celana Pendek Jeans,
## Tali Pinggang Gesper Pria} 0.03043478 0.0000000000 105
## [911] {Celana Pendek Jeans,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.03246377 0.0000000000 112
## [912] {Celana Pendek Jeans,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.04782609 0.0000000000 165
## [913] {Celana Pendek Jeans,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.04492754 0.0000000000 155
## [914] {Celana Pendek Jeans,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.04753623 0.0000000000 164
## [915] {Baju Kemeja Putih,
## Celana Pendek Jeans,
## Cover Koper} 0.03217391 0.0000000000 111
## [916] {Baju Batik Wanita,
## Celana Pendek Jeans,
## Cover Koper} 0.03507246 0.0000000000 121
## [917] {Celana Pendek Jeans,
## Cover Koper,
## Serum Vitamin} 0.03913043 0.0000000000 135
## [918] {Celana Pendek Jeans,
## Cover Koper,
## Shampo Biasa} 0.05507246 0.0000000000 190
## [919] {Celana Jogger Casual,
## Celana Pendek Jeans,
## Serum Vitamin} 0.03275362 0.0000000000 113
## [920] {Celana Jogger Casual,
## Celana Pendek Jeans,
## Shampo Biasa} 0.04260870 0.0000000000 147
## [921] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Celana Pendek Jeans} 0.03130435 0.0000000000 108
## [922] {Baju Kemeja Putih,
## Celana Pendek Jeans,
## Serum Vitamin} 0.04144928 0.0000000000 143
## [923] {Baju Kemeja Putih,
## Celana Pendek Jeans,
## Shampo Biasa} 0.05507246 0.0000000000 190
## [924] {Baju Batik Wanita,
## Celana Pendek Jeans,
## Serum Vitamin} 0.05159420 0.0000000000 178
## [925] {Baju Batik Wanita,
## Celana Pendek Jeans,
## Shampo Biasa} 0.06695652 0.0000000000 231
## [926] {Celana Pendek Jeans,
## Serum Vitamin,
## Shampo Biasa} 0.07275362 0.0000000000 251
## [927] {Celana Jeans Sobek Wanita,
## Hair Dryer,
## Shampo Biasa} 0.04840580 0.0000000000 167
## [928] {Hair Dryer,
## Serum Vitamin,
## Wedges Hitam} 0.03043478 0.0000000000 105
## [929] {Hair Dryer,
## Shampo Biasa,
## Wedges Hitam} 0.04956522 0.0005797101 171
## [930] {Celana Jogger Casual,
## Hair Dryer,
## Sepatu Sport merk Z} 0.03855072 0.0002898551 133
## [931] {Hair Dryer,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.03710145 0.0000000000 128
## [932] {Hair Dryer,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.04231884 0.0000000000 146
## [933] {Baju Kemeja Putih,
## Hair Dryer,
## Tali Pinggang Gesper Pria} 0.03391304 0.0000000000 117
## [934] {Hair Dryer,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.03565217 0.0000000000 123
## [935] {Hair Dryer,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.04405797 0.0000000000 152
## [936] {Baju Kemeja Putih,
## Hair Dryer,
## Sepatu Sandal Anak} 0.03304348 0.0000000000 114
## [937] {Baju Batik Wanita,
## Hair Dryer,
## Sepatu Sandal Anak} 0.04057971 0.0000000000 140
## [938] {Hair Dryer,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.06028986 0.0000000000 208
## [939] {Hair Dryer,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.05913043 0.0000000000 204
## [940] {Cover Koper,
## Hair Dryer,
## Serum Vitamin} 0.03275362 0.0000000000 113
## [941] {Cover Koper,
## Hair Dryer,
## Shampo Biasa} 0.04579710 0.0000000000 158
## [942] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Hair Dryer} 0.03304348 0.0000000000 114
## [943] {Baju Batik Wanita,
## Celana Jogger Casual,
## Hair Dryer} 0.03159420 0.0002898551 109
## [944] {Celana Jogger Casual,
## Hair Dryer,
## Serum Vitamin} 0.03768116 0.0000000000 130
## [945] {Celana Jogger Casual,
## Hair Dryer,
## Shampo Biasa} 0.05536232 0.0000000000 191
## [946] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Hair Dryer} 0.03072464 0.0000000000 106
## [947] {Baju Kemeja Putih,
## Hair Dryer,
## Serum Vitamin} 0.04405797 0.0000000000 152
## [948] {Baju Kemeja Putih,
## Hair Dryer,
## Shampo Biasa} 0.05652174 0.0000000000 195
## [949] {Baju Batik Wanita,
## Hair Dryer,
## Serum Vitamin} 0.05565217 0.0000000000 192
## [950] {Baju Batik Wanita,
## Hair Dryer,
## Shampo Biasa} 0.06231884 0.0000000000 215
## [951] {Hair Dryer,
## Serum Vitamin,
## Shampo Biasa} 0.07623188 0.0000000000 263
## [952] {Celana Jeans Sobek Wanita,
## Tali Pinggang Gesper Pria,
## Wedges Hitam} 0.04579710 0.0000000000 158
## [953] {Celana Jeans Sobek Wanita,
## Serum Vitamin,
## Wedges Hitam} 0.03014493 0.0000000000 104
## [954] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Wedges Hitam} 0.06347826 0.0000000000 219
## [955] {Celana Jeans Sobek Wanita,
## Sepatu Sport merk Z,
## Tali Pinggang Gesper Pria} 0.03710145 0.0000000000 128
## [956] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Sepatu Sport merk Z} 0.04086957 0.0000000000 141
## [957] {Celana Jeans Sobek Wanita,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.03333333 0.0000000000 115
## [958] {Celana Jeans Sobek Wanita,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.05623188 0.0000000000 194
## [959] {Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak,
## Tali Pinggang Gesper Pria} 0.03623188 0.0000000000 125
## [960] {Celana Jeans Sobek Wanita,
## Cover Koper,
## Tali Pinggang Gesper Pria} 0.03333333 0.0000000000 115
## [961] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Tali Pinggang Gesper Pria} 0.04956522 0.0000000000 171
## [962] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Tali Pinggang Gesper Pria} 0.06000000 0.0000000000 207
## [963] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Tali Pinggang Gesper Pria} 0.04260870 0.0000000000 147
## [964] {Celana Jeans Sobek Wanita,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.04898551 0.0000000000 169
## [965] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.10521739 0.0000000000 363
## [966] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Sepatu Sandal Anak} 0.03217391 0.0000000000 111
## [967] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak} 0.03420290 0.0000000000 118
## [968] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak} 0.03217391 0.0000000000 111
## [969] {Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.04956522 0.0000000000 171
## [970] {Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.07101449 0.0002898551 245
## [971] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Cover Koper} 0.03333333 0.0000000000 115
## [972] {Celana Jeans Sobek Wanita,
## Cover Koper,
## Serum Vitamin} 0.03420290 0.0000000000 118
## [973] {Celana Jeans Sobek Wanita,
## Cover Koper,
## Shampo Biasa} 0.06608696 0.0000000000 228
## [974] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Celana Jogger Casual} 0.04028986 0.0000000000 139
## [975] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Celana Jogger Casual} 0.03594203 0.0000000000 124
## [976] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Serum Vitamin} 0.04144928 0.0000000000 143
## [977] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Shampo Biasa} 0.08173913 0.0000000000 282
## [978] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Celana Jeans Sobek Wanita} 0.03072464 0.0000000000 106
## [979] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Serum Vitamin} 0.04202899 0.0000000000 145
## [980] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Shampo Biasa} 0.08782609 0.0000000000 303
## [981] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Serum Vitamin} 0.04376812 0.0000000000 151
## [982] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Shampo Biasa} 0.08000000 0.0000000000 276
## [983] {Celana Jeans Sobek Wanita,
## Serum Vitamin,
## Shampo Biasa} 0.09159420 0.0000000000 316
## [984] {Sepatu Sport merk Z,
## Shampo Biasa,
## Wedges Hitam} 0.03246377 0.0000000000 112
## [985] {Baju Kemeja Putih,
## Tali Pinggang Gesper Pria,
## Wedges Hitam} 0.03217391 0.0000000000 111
## [986] {Serum Vitamin,
## Tali Pinggang Gesper Pria,
## Wedges Hitam} 0.03710145 0.0000000000 128
## [987] {Shampo Biasa,
## Tali Pinggang Gesper Pria,
## Wedges Hitam} 0.05710145 0.0000000000 197
## [988] {Sepatu Sandal Anak,
## Serum Vitamin,
## Wedges Hitam} 0.04260870 0.0000000000 147
## [989] {Sepatu Sandal Anak,
## Shampo Biasa,
## Wedges Hitam} 0.04956522 0.0000000000 171
## [990] {Cover Koper,
## Serum Vitamin,
## Wedges Hitam} 0.03246377 0.0000000000 112
## [991] {Cover Koper,
## Shampo Biasa,
## Wedges Hitam} 0.04666667 0.0000000000 161
## [992] {Celana Jogger Casual,
## Serum Vitamin,
## Wedges Hitam} 0.03536232 0.0000000000 122
## [993] {Celana Jogger Casual,
## Shampo Biasa,
## Wedges Hitam} 0.04724638 0.0000000000 163
## [994] {Baju Kemeja Putih,
## Serum Vitamin,
## Wedges Hitam} 0.03362319 0.0000000000 116
## [995] {Baju Kemeja Putih,
## Shampo Biasa,
## Wedges Hitam} 0.05565217 0.0000000000 192
## [996] {Baju Batik Wanita,
## Serum Vitamin,
## Wedges Hitam} 0.03913043 0.0000000000 135
## [997] {Baju Batik Wanita,
## Shampo Biasa,
## Wedges Hitam} 0.05072464 0.0000000000 175
## [998] {Serum Vitamin,
## Shampo Biasa,
## Wedges Hitam} 0.06753623 0.0000000000 233
## [999] {Celana Jogger Casual,
## Sepatu Sport merk Z,
## Tali Pinggang Gesper Pria} 0.04753623 0.0000000000 164
## [1000] {Baju Kemeja Putih,
## Sepatu Sport merk Z,
## Tali Pinggang Gesper Pria} 0.03710145 0.0000000000 128
## [1001] {Baju Batik Wanita,
## Sepatu Sport merk Z,
## Tali Pinggang Gesper Pria} 0.03507246 0.0000000000 121
## [1002] {Sepatu Sport merk Z,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.04637681 0.0000000000 160
## [1003] {Sepatu Sport merk Z,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.05797101 0.0000000000 200
## [1004] {Celana Jogger Casual,
## Sepatu Sandal Anak,
## Sepatu Sport merk Z} 0.03130435 0.0000000000 108
## [1005] {Sepatu Sandal Anak,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.04811594 0.0000000000 166
## [1006] {Sepatu Sandal Anak,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.04637681 0.0000000000 160
## [1007] {Celana Jogger Casual,
## Cover Koper,
## Sepatu Sport merk Z} 0.03304348 0.0000000000 114
## [1008] {Baju Kemeja Putih,
## Cover Koper,
## Sepatu Sport merk Z} 0.03188406 0.0000000000 110
## [1009] {Cover Koper,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.04144928 0.0000000000 143
## [1010] {Cover Koper,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.05014493 0.0000000000 173
## [1011] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Sepatu Sport merk Z} 0.04492754 0.0000000000 155
## [1012] {Baju Batik Wanita,
## Celana Jogger Casual,
## Sepatu Sport merk Z} 0.04086957 0.0000000000 141
## [1013] {Celana Jogger Casual,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.05768116 0.0000000000 199
## [1014] {Celana Jogger Casual,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.07594203 0.0000000000 262
## [1015] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Sepatu Sport merk Z} 0.03420290 0.0000000000 118
## [1016] {Baju Kemeja Putih,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.05768116 0.0000000000 199
## [1017] {Baju Kemeja Putih,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.06637681 0.0000000000 229
## [1018] {Baju Batik Wanita,
## Sepatu Sport merk Z,
## Serum Vitamin} 0.05536232 0.0000000000 191
## [1019] {Baju Batik Wanita,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.06231884 0.0000000000 215
## [1020] {Sepatu Sport merk Z,
## Serum Vitamin,
## Shampo Biasa} 0.08666667 0.0000000000 299
## [1021] {Celana Jogger Casual,
## Sepatu Sandal Anak,
## Tali Pinggang Gesper Pria} 0.03275362 0.0000000000 113
## [1022] {Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Tali Pinggang Gesper Pria} 0.04608696 0.0000000000 159
## [1023] {Baju Batik Wanita,
## Sepatu Sandal Anak,
## Tali Pinggang Gesper Pria} 0.03710145 0.0000000000 128
## [1024] {Sepatu Sandal Anak,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.06144928 0.0000000000 212
## [1025] {Sepatu Sandal Anak,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.06434783 0.0000000000 222
## [1026] {Celana Jogger Casual,
## Cover Koper,
## Tali Pinggang Gesper Pria} 0.03594203 0.0000000000 124
## [1027] {Baju Kemeja Putih,
## Cover Koper,
## Tali Pinggang Gesper Pria} 0.04521739 0.0000000000 156
## [1028] {Baju Batik Wanita,
## Cover Koper,
## Tali Pinggang Gesper Pria} 0.04985507 0.0000000000 172
## [1029] {Cover Koper,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.05710145 0.0000000000 197
## [1030] {Cover Koper,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.06521739 0.0000000000 225
## [1031] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Tali Pinggang Gesper Pria} 0.06405797 0.0000000000 221
## [1032] {Baju Batik Wanita,
## Celana Jogger Casual,
## Tali Pinggang Gesper Pria} 0.04028986 0.0000000000 139
## [1033] {Celana Jogger Casual,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.05652174 0.0000000000 195
## [1034] {Celana Jogger Casual,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.07681159 0.0000000000 265
## [1035] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Tali Pinggang Gesper Pria} 0.04869565 0.0000000000 168
## [1036] {Baju Kemeja Putih,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.06956522 0.0000000000 240
## [1037] {Baju Kemeja Putih,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.09594203 0.0000000000 331
## [1038] {Baju Batik Wanita,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.06347826 0.0000000000 219
## [1039] {Baju Batik Wanita,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.08144928 0.0000000000 281
## [1040] {Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.09826087 0.0000000000 339
## [1041] {Baju Kemeja Putih,
## Cover Koper,
## Sepatu Sandal Anak} 0.03797101 0.0000000000 131
## [1042] {Baju Batik Wanita,
## Cover Koper,
## Sepatu Sandal Anak} 0.03275362 0.0000000000 113
## [1043] {Cover Koper,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.05333333 0.0000000000 184
## [1044] {Cover Koper,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.06000000 0.0000000000 207
## [1045] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Sepatu Sandal Anak} 0.04260870 0.0000000000 147
## [1046] {Baju Batik Wanita,
## Celana Jogger Casual,
## Sepatu Sandal Anak} 0.03884058 0.0000000000 134
## [1047] {Celana Jogger Casual,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.06405797 0.0000000000 221
## [1048] {Celana Jogger Casual,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.07159420 0.0000000000 247
## [1049] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Sepatu Sandal Anak} 0.04318841 0.0000000000 149
## [1050] {Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.09275362 0.0000000000 320
## [1051] {Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.09971014 0.0000000000 344
## [1052] {Baju Batik Wanita,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.10463768 0.0000000000 361
## [1053] {Baju Batik Wanita,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.10115942 0.0000000000 349
## [1054] {Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.16927536 0.0000000000 584
## [1055] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Cover Koper} 0.03971014 0.0000000000 137
## [1056] {Baju Batik Wanita,
## Celana Jogger Casual,
## Cover Koper} 0.03420290 0.0000000000 118
## [1057] {Celana Jogger Casual,
## Cover Koper,
## Serum Vitamin} 0.04695652 0.0000000000 162
## [1058] {Celana Jogger Casual,
## Cover Koper,
## Shampo Biasa} 0.06202899 0.0000000000 214
## [1059] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Cover Koper} 0.04579710 0.0000000000 158
## [1060] {Baju Kemeja Putih,
## Cover Koper,
## Serum Vitamin} 0.06898551 0.0000000000 238
## [1061] {Baju Kemeja Putih,
## Cover Koper,
## Shampo Biasa} 0.08724638 0.0002898551 301
## [1062] {Baju Batik Wanita,
## Cover Koper,
## Serum Vitamin} 0.06318841 0.0000000000 218
## [1063] {Baju Batik Wanita,
## Cover Koper,
## Shampo Biasa} 0.07855072 0.0000000000 271
## [1064] {Cover Koper,
## Serum Vitamin,
## Shampo Biasa} 0.10144928 0.0000000000 350
## [1065] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Celana Jogger Casual} 0.04347826 0.0000000000 150
## [1066] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Serum Vitamin} 0.06434783 0.0000000000 222
## [1067] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Shampo Biasa} 0.08521739 0.0000000000 294
## [1068] {Baju Batik Wanita,
## Celana Jogger Casual,
## Serum Vitamin} 0.06318841 0.0000000000 218
## [1069] {Baju Batik Wanita,
## Celana Jogger Casual,
## Shampo Biasa} 0.08144928 0.0000000000 281
## [1070] {Celana Jogger Casual,
## Serum Vitamin,
## Shampo Biasa} 0.10289855 0.0000000000 355
## [1071] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Serum Vitamin} 0.07217391 0.0000000000 249
## [1072] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Shampo Biasa} 0.08985507 0.0000000000 310
## [1073] {Baju Kemeja Putih,
## Serum Vitamin,
## Shampo Biasa} 0.13275362 0.0000000000 458
## [1074] {Baju Batik Wanita,
## Serum Vitamin,
## Shampo Biasa} 0.15246377 0.0000000000 526
## [1075] {Baju Kaos Anak - Karakter Kartun,
## Celana Pendek Jeans,
## Tank Top,
## Tas Tangan} 0.03130435 0.0000000000 108
## [1076] {Baju Kaos Anak - Karakter Kartun,
## Cover Koper,
## Tank Top,
## Tas Tangan} 0.03130435 0.0000000000 108
## [1077] {Baju Kaos Anak - Karakter Kartun,
## Celana Pendek Jeans,
## Cover Koper,
## Tas Tangan} 0.03130435 0.0000000000 108
## [1078] {Celana Pendek Jeans,
## Cover Koper,
## Tank Top,
## Tas Tangan} 0.03130435 0.0000000000 108
## [1079] {Blouse Denim,
## Sepatu Sandal Anak,
## Sepatu Sekolah Hitam W,
## Serum Vitamin} 0.05304348 0.0002898551 183
## [1080] {Blouse Denim,
## Sepatu Sandal Anak,
## Sepatu Sekolah Hitam W,
## Shampo Biasa} 0.04782609 0.0000000000 165
## [1081] {Blouse Denim,
## Sepatu Sekolah Hitam W,
## Serum Vitamin,
## Shampo Biasa} 0.04840580 0.0000000000 167
## [1082] {Sepatu Sandal Anak,
## Sepatu Sekolah Hitam W,
## Serum Vitamin,
## Shampo Biasa} 0.04985507 0.0000000000 172
## [1083] {Sepatu Sport merk Y,
## Shampo Biasa,
## Tas Multifungsi,
## Tas Sekolah Anak Laki-laki} 0.03275362 0.0000000000 113
## [1084] {Baju Batik Wanita,
## Koper Fiber,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.04579710 0.0000000000 158
## [1085] {Baju Batik Wanita,
## Koper Fiber,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.04666667 0.0000000000 161
## [1086] {Koper Fiber,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.04724638 0.0000000000 163
## [1087] {Baju Batik Wanita,
## Koper Fiber,
## Serum Vitamin,
## Shampo Biasa} 0.04869565 0.0000000000 168
## [1088] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Gembok Koper,
## Tank Top} 0.04115942 0.0000000000 142
## [1089] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Gembok Koper,
## Tas Travel} 0.03971014 0.0000000000 137
## [1090] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Gembok Koper,
## Wedges Hitam} 0.04057971 0.0000000000 140
## [1091] {Baju Renang Pria Dewasa,
## Gembok Koper,
## Tank Top,
## Tas Travel} 0.03971014 0.0000000000 137
## [1092] {Baju Renang Pria Dewasa,
## Gembok Koper,
## Tank Top,
## Wedges Hitam} 0.04086957 0.0000000000 141
## [1093] {Baju Renang Pria Dewasa,
## Gembok Koper,
## Tas Travel,
## Wedges Hitam} 0.03971014 0.0000000000 137
## [1094] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Tank Top,
## Tas Travel} 0.04144928 0.0000000000 143
## [1095] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Tank Top,
## Wedges Hitam} 0.04260870 0.0002898551 147
## [1096] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Tas Travel,
## Wedges Hitam} 0.04086957 0.0000000000 141
## [1097] {Baju Renang Pria Dewasa,
## Tank Top,
## Tas Travel,
## Wedges Hitam} 0.04173913 0.0000000000 144
## [1098] {Atasan Kaos Putih,
## Gembok Koper,
## Tank Top,
## Tas Travel} 0.04028986 0.0000000000 139
## [1099] {Atasan Kaos Putih,
## Gembok Koper,
## Tank Top,
## Wedges Hitam} 0.04173913 0.0000000000 144
## [1100] {Atasan Kaos Putih,
## Gembok Koper,
## Tas Travel,
## Wedges Hitam} 0.04057971 0.0000000000 140
## [1101] {Gembok Koper,
## Tank Top,
## Tas Travel,
## Wedges Hitam} 0.04086957 0.0000000000 141
## [1102] {Baju Kaos Anak - Superheroes,
## Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.04492754 0.0000000000 155
## [1103] {Baju Kaos Anak - Superheroes,
## Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.04753623 0.0002898551 164
## [1104] {Baju Kaos Anak - Superheroes,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.04927536 0.0000000000 170
## [1105] {Baju Kaos Anak - Superheroes,
## Baju Kemeja Putih,
## Serum Vitamin,
## Shampo Biasa} 0.04724638 0.0000000000 163
## [1106] {Baju Kaos Anak - Karakter Kartun,
## Celana Pendek Jeans,
## Cover Koper,
## Tank Top} 0.03217391 0.0000000000 111
## [1107] {Atasan Kaos Putih,
## Tank Top,
## Tas Travel,
## Wedges Hitam} 0.04231884 0.0000000000 146
## [1108] {Cover Koper,
## Serum Vitamin,
## Tali Pinggang Anak,
## Tali Pinggang Gesper Pria} 0.03217391 0.0002898551 111
## [1109] {Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Anak,
## Tali Pinggang Gesper Pria} 0.03507246 0.0000000000 121
## [1110] {Cover Koper,
## Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Anak} 0.03130435 0.0000000000 108
## [1111] {Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa,
## Tas Waist Bag} 0.03159420 0.0000000000 109
## [1112] {Baju Kemeja Putih,
## Serum Vitamin,
## Shampo Biasa,
## Tas Waist Bag} 0.03072464 0.0000000000 106
## [1113] {Baju Batik Wanita,
## Serum Vitamin,
## Shampo Biasa,
## Tas Waist Bag} 0.03478261 0.0000000000 120
## [1114] {Baju Batik Wanita,
## Celana Tactical ,
## Serum Vitamin,
## Shampo Biasa} 0.03188406 0.0000000000 110
## [1115] {Baju Batik Wanita,
## Serum Vitamin,
## Shampo Biasa,
## Sweater Top Panjang} 0.03014493 0.0000000000 104
## [1116] {Baju Kemeja Putih,
## Blouse Denim,
## Hair and Scalp,
## Shampo Biasa} 0.03072464 0.0000000000 106
## [1117] {Blouse Denim,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.06028986 0.0000000000 208
## [1118] {Baju Kemeja Putih,
## Blouse Denim,
## Serum Vitamin,
## Shampo Biasa} 0.03536232 0.0000000000 122
## [1119] {Baju Batik Wanita,
## Blouse Denim,
## Serum Vitamin,
## Shampo Biasa} 0.03101449 0.0000000000 107
## [1120] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Hair and Scalp,
## Tali Pinggang Gesper Pria} 0.03420290 0.0000000000 118
## [1121] {Baju Kemeja Putih,
## Hair and Scalp,
## Serum Vitamin,
## Shampo Biasa} 0.03043478 0.0000000000 105
## [1122] {Baju Batik Wanita,
## Hair and Scalp,
## Serum Vitamin,
## Shampo Biasa} 0.03188406 0.0000000000 110
## [1123] {Dompet Card Holder,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.03594203 0.0000000000 124
## [1124] {Baju Kemeja Putih,
## Dompet Card Holder,
## Serum Vitamin,
## Shampo Biasa} 0.03043478 0.0000000000 105
## [1125] {Baju Batik Wanita,
## Dompet Card Holder,
## Serum Vitamin,
## Shampo Biasa} 0.03217391 0.0000000000 111
## [1126] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tali Pinggang Gesper Pria,
## Tas Travel} 0.03101449 0.0000000000 107
## [1127] {Celana Jeans Sobek Wanita,
## Dompet Flip Cover,
## Shampo Biasa,
## Wedges Hitam} 0.03391304 0.0000000000 117
## [1128] {Celana Jeans Sobek Wanita,
## Dompet Flip Cover,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.04289855 0.0000000000 148
## [1129] {Dompet Flip Cover,
## Shampo Biasa,
## Tali Pinggang Gesper Pria,
## Wedges Hitam} 0.03304348 0.0000000000 114
## [1130] {Dompet Flip Cover,
## Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03072464 0.0000000000 106
## [1131] {Dompet Flip Cover,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.03478261 0.0000000000 120
## [1132] {Baju Batik Wanita,
## Dompet Flip Cover,
## Serum Vitamin,
## Shampo Biasa} 0.04289855 0.0000000000 148
## [1133] {Celana Pendek Jeans,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.03391304 0.0000000000 117
## [1134] {Baju Batik Wanita,
## Celana Pendek Jeans,
## Serum Vitamin,
## Shampo Biasa} 0.04173913 0.0000000000 144
## [1135] {Baju Batik Wanita,
## Hair Dryer,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.03159420 0.0002898551 109
## [1136] {Hair Dryer,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.04057971 0.0000000000 140
## [1137] {Baju Batik Wanita,
## Hair Dryer,
## Serum Vitamin,
## Shampo Biasa} 0.03768116 0.0000000000 130
## [1138] {Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tali Pinggang Gesper Pria,
## Wedges Hitam} 0.04173913 0.0000000000 144
## [1139] {Celana Jeans Sobek Wanita,
## Sepatu Sport merk Z,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03304348 0.0000000000 114
## [1140] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.03536232 0.0000000000 122
## [1141] {Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03304348 0.0000000000 114
## [1142] {Celana Jeans Sobek Wanita,
## Cover Koper,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03043478 0.0000000000 105
## [1143] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.04550725 0.0000000000 157
## [1144] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.05536232 0.0002898551 191
## [1145] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03884058 0.0000000000 134
## [1146] {Celana Jeans Sobek Wanita,
## Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.04463768 0.0000000000 154
## [1147] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.03014493 0.0000000000 104
## [1148] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.03130435 0.0000000000 108
## [1149] {Celana Jeans Sobek Wanita,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.04492754 0.0000000000 155
## [1150] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Shampo Biasa} 0.03623188 0.0000000000 125
## [1151] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Shampo Biasa} 0.03333333 0.0000000000 115
## [1152] {Celana Jeans Sobek Wanita,
## Celana Jogger Casual,
## Serum Vitamin,
## Shampo Biasa} 0.03855072 0.0000000000 133
## [1153] {Baju Kemeja Putih,
## Celana Jeans Sobek Wanita,
## Serum Vitamin,
## Shampo Biasa} 0.03768116 0.0000000000 130
## [1154] {Baju Batik Wanita,
## Celana Jeans Sobek Wanita,
## Serum Vitamin,
## Shampo Biasa} 0.04000000 0.0000000000 138
## [1155] {Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa,
## Wedges Hitam} 0.03159420 0.0000000000 109
## [1156] {Celana Jogger Casual,
## Sepatu Sport merk Z,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03449275 0.0000000000 119
## [1157] {Sepatu Sport merk Z,
## Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03188406 0.0000000000 110
## [1158] {Sepatu Sandal Anak,
## Sepatu Sport merk Z,
## Serum Vitamin,
## Shampo Biasa} 0.03536232 0.0000000000 122
## [1159] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Sepatu Sport merk Z,
## Shampo Biasa} 0.03101449 0.0000000000 107
## [1160] {Celana Jogger Casual,
## Sepatu Sport merk Z,
## Serum Vitamin,
## Shampo Biasa} 0.03884058 0.0000000000 134
## [1161] {Baju Kemeja Putih,
## Sepatu Sport merk Z,
## Serum Vitamin,
## Shampo Biasa} 0.03913043 0.0000000000 135
## [1162] {Baju Batik Wanita,
## Sepatu Sport merk Z,
## Serum Vitamin,
## Shampo Biasa} 0.03884058 0.0000000000 134
## [1163] {Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.03304348 0.0000000000 114
## [1164] {Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03652174 0.0000000000 126
## [1165] {Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.04782609 0.0000000000 165
## [1166] {Baju Kemeja Putih,
## Cover Koper,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03159420 0.0000000000 109
## [1167] {Baju Batik Wanita,
## Cover Koper,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03246377 0.0000000000 112
## [1168] {Cover Koper,
## Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03681159 0.0000000000 127
## [1169] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Serum Vitamin,
## Tali Pinggang Gesper Pria} 0.03014493 0.0000000000 104
## [1170] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03971014 0.0000000000 137
## [1171] {Celana Jogger Casual,
## Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03739130 0.0000000000 129
## [1172] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.03565217 0.0000000000 123
## [1173] {Baju Kemeja Putih,
## Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.04753623 0.0000000000 164
## [1174] {Baju Batik Wanita,
## Serum Vitamin,
## Shampo Biasa,
## Tali Pinggang Gesper Pria} 0.04840580 0.0000000000 167
## [1175] {Cover Koper,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.04202899 0.0000000000 145
## [1176] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.03246377 0.0000000000 112
## [1177] {Baju Batik Wanita,
## Celana Jogger Casual,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.03101449 0.0000000000 107
## [1178] {Baju Batik Wanita,
## Celana Jogger Casual,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.03246377 0.0000000000 112
## [1179] {Celana Jogger Casual,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.05101449 0.0000000000 176
## [1180] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Serum Vitamin} 0.03507246 0.0000000000 121
## [1181] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Shampo Biasa} 0.03652174 0.0000000000 126
## [1182] {Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.07710145 0.0000000000 266
## [1183] {Baju Batik Wanita,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.08666667 0.0000000000 299
## [1184] {Celana Jogger Casual,
## Cover Koper,
## Serum Vitamin,
## Shampo Biasa} 0.03304348 0.0002898551 114
## [1185] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Cover Koper,
## Shampo Biasa} 0.03246377 0.0000000000 112
## [1186] {Baju Kemeja Putih,
## Cover Koper,
## Serum Vitamin,
## Shampo Biasa} 0.04956522 0.0000000000 171
## [1187] {Baju Batik Wanita,
## Cover Koper,
## Serum Vitamin,
## Shampo Biasa} 0.04666667 0.0000000000 161
## [1188] {Baju Kemeja Putih,
## Celana Jogger Casual,
## Serum Vitamin,
## Shampo Biasa} 0.04376812 0.0000000000 151
## [1189] {Baju Batik Wanita,
## Celana Jogger Casual,
## Serum Vitamin,
## Shampo Biasa} 0.04753623 0.0000000000 164
## [1190] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Serum Vitamin,
## Shampo Biasa} 0.05536232 0.0000000000 191
## [1191] {Baju Kaos Anak - Karakter Kartun,
## Celana Pendek Jeans,
## Cover Koper,
## Tank Top,
## Tas Tangan} 0.03130435 0.0017391304 108
## [1192] {Blouse Denim,
## Sepatu Sandal Anak,
## Sepatu Sekolah Hitam W,
## Serum Vitamin,
## Shampo Biasa} 0.04753623 0.0017391304 164
## [1193] {Baju Batik Wanita,
## Koper Fiber,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.04579710 0.0020289855 158
## [1194] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Gembok Koper,
## Tank Top,
## Tas Travel} 0.03855072 0.0000000000 133
## [1195] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Gembok Koper,
## Tank Top,
## Wedges Hitam} 0.03971014 0.0005797101 137
## [1196] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Gembok Koper,
## Tas Travel,
## Wedges Hitam} 0.03826087 0.0000000000 132
## [1197] {Baju Renang Pria Dewasa,
## Gembok Koper,
## Tank Top,
## Tas Travel,
## Wedges Hitam} 0.03855072 0.0002898551 133
## [1198] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Tank Top,
## Tas Travel,
## Wedges Hitam} 0.03971014 0.0000000000 137
## [1199] {Atasan Kaos Putih,
## Gembok Koper,
## Tank Top,
## Tas Travel,
## Wedges Hitam} 0.03913043 0.0000000000 135
## [1200] {Baju Kaos Anak - Superheroes,
## Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.04260870 0.0014492754 147
## [1201] {Baju Batik Wanita,
## Baju Kemeja Putih,
## Sepatu Sandal Anak,
## Serum Vitamin,
## Shampo Biasa} 0.03072464 0.0000000000 106
## [1202] {Atasan Kaos Putih,
## Baju Renang Pria Dewasa,
## Gembok Koper,
## Tank Top,
## Tas Travel,
## Wedges Hitam} 0.03739130 0.0017391304 129apriori algorithm is one of the algorithms which is a practical application of Market Basket Analysis (MBA). This algorithm is used to analyze the number of product combinations that occur in retail transactions, which would be difficult and time-consuming if done manually. Technically, the apriori algorithm will look for the level of association between items in many combinations of data groups automatically. This combination can also be compiled with an association rule “If one buys product A, one will buy product B”, so this algorithm is categorized as Association Rules in the machine learning field.
Let’s review the concept and example of apriori algorithm with the following output display.
Item is a single product contained in a transaction, such as pet food, syrup, sugar, and tea bags.
Itemset is a combination of one or more items contained in a single transaction, such as {Pet Food}, {Sugar, Pet Food}, and {Syrup}.
Rule is statement of relationship between itemsets. Usually it can be formulated as “If one buys itemset A, one will buy itemset B”. Example:
{Pet Food} => {Syrup}
{Pet Food, Teabags} => {Syrup}
Assignment
The dataset we will use is https://storage.googleapis.com/dqlab-dataset/data_transaksi.txt. The data in this file has the following two columns:
Transaction Code is transaction code, this can be considered a receipt number.
Item is the name of the item purchased.
If the transaction data is visualized, it will look as follows.
Data frame is a data type that is widely used by various algorithms in R. Although later we will process it with another data type called transaction. Well, before going there, it’s a good idea to try to read our dataset as it is with the frame data type. We can do this in R by using read.csv() function.
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 GulaWe can see the output with two columns, namelyKode.Transaksi and Item. Notice that there are some of the same Kode.Transaksi values on several rows, it indicates that they are same transactions. For example, for Kode.Transaksi value #01 there are three rows of data. Each row of data represents one item, so in the transaction there are three items, namely Teh Celup, Sirup and Pet Food.
Reading transaction file with data frame is quite difficult because we need to calculate manually or use other functions for data frame. For this reason, there is another data type that is more appropriate for it, called transactions from arules package. The function to generating this data type is read.transactions().
library(arules)
transaksi <- read.transactions(
file = "https://storage.googleapis.com/dqlab-dataset/data_transaksi.txt",
format = "single", #"single" means that each transaction item is written separately line by line, and this matches the format of our file.
sep = "\t",
cols = c(1,2), #index of the columns used. For single format, there must only be two columns, the first column is the transaction code while the second column shows the transaction item. Writing c(1,2) in our example means the first and second columns we use.
skip = 1 #the number of rows skipped before starting to read the data. For our dataset, the first row is header and is not required, so we enter 1 as input.
)
transaksi## transactions in sparse format with
## 10 transactions (rows) and
## 4 items (columns)Result description:
transactions in sparse formatmeans that transactions are in sparse form (scattered). This may be clearer when visualized in the form of a matrix.10 transactions (rows)means our dataset has 10 transactions in total. There are information rows here, this does not mean we have 10 rows of data in our file. Because actually, the file has 23 rows of data.4 items (columns)means our dataset has 4 unique items in total.
Items contained in object transactions can be seen in the itemInfo component preceded by the @ accessor, so write @iteminfo. This is useful for viewing a list of unique items contained in the transaction data that we are analyzing.
transaksi@itemInfo## labels
## 1 Gula
## 2 Pet Food
## 3 Sirup
## 4 Teh CelupThe transactions that have been read by read.transactions() can be viewed in detail by using the itemsetInfo component with the @ accessor, or written in full with @itemsetInfo. This list can be useful as a basis for analyzing or validating existing data on retail systems.
transaksi@itemsetInfo## transactionID
## 1 #01
## 2 #02
## 3 #03
## 4 #04
## 5 #05
## 6 #06
## 7 #07
## 8 #08
## 9 #09
## 10 #10We can display the distribution of items in our entire transaction in the form of a two-dimensional matrix, where the row matrix is the order of the items and the column is the transaction item. The matrix of the transaction object can be viewed from the data component using the @ accessor, written in full as @data.
transaksi@data## 4 x 10 sparse Matrix of class "ngCMatrix"
##
## [1,] . | . . | . . . | |
## [2,] | . | . . | | . . |
## [3,] | . | | | . | . . |
## [4,] | | . | | | | | | .Here is an explanation of the output:
4 x 10means there are 4 items and 10 transactions.[1,] to [4,]means the index that represents each item in the transaction.Dot symbol
.indicates the item is not in the transaction.Straight line symbol
|indicates that the item is in the transaction.
After knowing how to display transaction list information, transaction codes, items and item distribution in transactions, we should also want to know the items with the number of occurrences in the entire transaction. This information is referred to as item frequency. To generate this information we use the itemFrequency() function with the input transaction object, and the result is a named vector or vector that can be accessed by name.
data_item <- itemFrequency(transaksi, type="absolute")
head(data_item)## Gula Pet Food Sirup Teh Celup
## 4 5 6 8Show top three products
## Product.Name Number
## 1 Teh Celup 8
## 2 Sirup 6
## 3 Pet Food 5Save the top three products in csv file
#write top 3 product file
write.csv(data_item, file = "top3_item_retail.txt", eol = "\r\n")Show frequency graphic of items
To see itemset notation better and easier to understand we can use inspect() function.
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} #10This is a list of the itemset of our ten transactions. The items column contains the items that occurred in the transaction, and the transactionID contains the transaction code.
It’s time we generate rule from our transactions. Rule is a formula that states the combination of two itemsets. One itemset is on the left side of the rule (left hand side) and the other is on the right side (right hand side) in the following format.
{itemset lhs} => {itemset rhs}To generate this rule, we use apriori() function.
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].mba## set of 3 rulesNotice the last line where it says set of 3 rules. It means that with the apriori() function, we get three rules. inspect() function can also be used to view the contents of the association rules generated by apriori() 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 1support, confidence, and lift are metrics used to assess the quality of the rules. Generally the bigger the better.
If our focus returns to the itemset lhs and rhs for product packaging, we see that the second rule, namely {Pet Food} => {Syrup} is quite interesting. Because support 0.4 indicates that this combination is present in 40 percent of the population – means 4 out of 10 transactions for our dataset. The lift value is also above 1, which means that the rule has a high association between the itemsets contained in the rules. Meanwhile, {} => {Teabag} is not interesting because it only contains one item. The remaining rule, {Sugar, Map Food} = > {Syrup} is too unique – it is indicated by support 0.1 (10%) which means it is only found in 1 in 10 transactions.
What is the meaning of the rule if we want to apply it? It means that there are several action item options that we can do:
recommend to every customer who buys Pet Food to buy Syrup.
Pet Food and Syrup display rack can be brought closer.
Pet Food and Syrup are packaged together and sell at special prices.
From the inspect output of association rules, we now understand that the object contains a lot of information, including itemsets on the left hand side and right hand side. This is important for business, for example for inventory. We want to answer, are there any previously unsold items in the itemset of the rules generated by apriori? If there is, maybe we can package them together so they are more likely to sell. To do this we will filter or subset the rules. There are many ways to do this, one is to use a combination of inspect(), subset() and %in% operator with the following format.
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 1Here is an example of the inspect command for lhs filter with the Sugar item.
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 1We can actually do a filter for both sides by using the & operator for AND and the | operator for OR.
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 1The following is syntax to regenerate association rules with apriori() function, but we will add parameter minimum 0.1 support and 0.5 confidence.
mba2 <- 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].mba2## set of 16 rulesNotice at the end of the output line, there are 16 rules. More than the previous apriori() output which only produces 3 rules.
Now, we try to inspect the new rules with filter.
inspect(subset(mba2, (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 2The %in% operator we previously used is effective. However, this operator is not suitable if we want to filter itemset with logical AND. This means that all items must appear in the selected itemset. For this purpose, we use the %ain% operator. An example of a subset that uses %ain% is as follows.
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 1So far you have generated rules and understand how quality metrics can be used as the basis for rule selection. But when there are more and more items, the process of choosing based on numbers alone is quite troublesome. Sometimes visualization can be very helpful for analysis in this process. There are many types of visualization, but we will use the graph – type visualization contained in arulesViz package – a package with special visualizations for association rules.
library(arulesViz)
plot(subset(mba2, lift>1.1), method="graph")
The circles are the meeting point (association) of the existing items, where there are arrows as a connecting lines. Each item is in the form of text. The size of the circle indicates popularity, and the intensity of the color indicates lift. Gula to Sirup, and Pet Food to Sirup have relatively high lift but the support is not too big.