Market Basket Analysis
Jabir Kangarli
Introduction
Association rule learning is a rule-based machine learning method for discovering interesting relations between variables in large databases. It is intended to identify strong rules discovered in databases using some measures of interestingness.[1]
Based on the concept of strong rules, Rakesh Agrawal, Tomasz Imieliński and Arun Swami[2] introduced association rules for discovering regularities between products in large-scale transaction data recorded by point-of-sale (POS) systems in supermarkets. For example, the rule {onions,potatoes}={burger}, {onions,potatoes}={burger} found in the sales data of a supermarket would indicate that if a customer buys onions and potatoes together, they are likely to also buy hamburger meat. Such information can be used as the basis for decisions about marketing activities such as, e.g., promotional pricing or product placements.
In addition to the above example from market basket analysis association rules are employed today in many application areas including Web usage mining, intrusion detection, continuous production, and bioinformatics. In contrast with sequence mining, association rule learning typically does not consider the order of items either within a transaction or across transactions.
https://en.wikipedia.org/wiki/Association_rule_learning
Uploading needed packages and the dataset
# install.packages("arules")
# install.packages("arulesViz")
# install.packages("arulesCBA")
library(arules)## Loading required package: Matrix##
## Attaching package: 'arules'## The following objects are masked from 'package:base':
##
## abbreviate, writelibrary(arulesViz)## Loading required package: gridlibrary(arulesCBA)
# data
data <- read.transactions("~\\db\\testdata.csv", sep = ",") # you may see the reference to the dataset in the source part at the end.
summary(data)## transactions as itemMatrix in sparse format with
## 2001 rows (elements/itemsets/transactions) and
## 164 columns (items) and a density of 0.02714192
##
## most frequent items:
## whole milk other vegetables rolls/buns soda
## 511 397 361 324
## yogurt (Other)
## 298 7016
##
## element (itemset/transaction) length distribution:
## sizes
## 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
## 432 323 285 204 176 126 119 67 66 61 45 22 17 18 9 8 5 4 2 3
## 21 22 23 24 25
## 5 1 1 1 1
##
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.000 2.000 3.000 4.451 6.000 25.000
##
## includes extended item information - examples:
## labels
## 1 abrasive cleaner
## 2 artif. sweetener
## 3 bagsAs it is seen, we have 2001 rows and 164 columns which stand for various transactions and products accordingly. In absolute values, we see that whole milk is most popular than other products.
inspect(data)## items
## [1] {brown bread,
## dishes,
## other vegetables,
## pastry,
## pork,
## rolls/buns,
## sugar,
## whipped/sour cream}
## [2] {detergent,
## salt}
## [3] {brown bread,
## citrus fruit,
## frozen meals,
## rolls/buns,
## tropical fruit,
## whole milk}
## [4] {frozen vegetables,
## other vegetables,
## whole milk}
## [5] {pastry}
## [6] {waffles}
## [7] {curd,
## pastry,
## rolls/buns}
## [8] {detergent,
## oil,
## rolls/buns,
## shopping bags,
## whole milk}
## [9] {baking powder,
## bottled beer,
## detergent,
## frozen vegetables,
## other vegetables,
## rolls/buns,
## root vegetables,
## sausage,
## white bread}
## [10] {fruit/vegetable juice,
## long life bakery product,
## soda}
## [11] {brown bread,
## ice cream,
## napkins,
## pastry}
## [12] {bottled water,
## brown bread,
## butter milk,
## tropical fruit,
## whole milk}
## [13] {domestic eggs,
## ham,
## hard cheese,
## margarine,
## other vegetables,
## pip fruit,
## root vegetables,
## whipped/sour cream,
## whole milk}
## [14] {chocolate,
## instant coffee,
## meat,
## newspapers,
## rolls/buns,
## soda,
## tropical fruit}
## [15] {berries,
## domestic eggs,
## rolls/buns,
## yogurt}
## [16] {flower (seeds),
## long life bakery product,
## other vegetables,
## rolls/buns,
## whole milk}
## [17] {beef,
## white bread}
## [18] {bottled beer}
## [19] {butter,
## canned beer,
## cat food,
## hygiene articles,
## pastry,
## shopping bags}
## [20] {rolls/buns,
## soap,
## white bread,
## whole milk}
## [21] {citrus fruit,
## snack products,
## whole milk}
## [22] {frankfurter,
## tropical fruit,
## whole milk}
## [23] {bottled water,
## chewing gum,
## chicken,
## cream cheese,
## dessert,
## onions,
## other vegetables,
## pastry,
## sausage,
## shopping bags,
## soda,
## tropical fruit,
## UHT-milk,
## waffles,
## whipped/sour cream}
## [24] {hygiene articles}
## [25] {baking powder,
## beef,
## berries,
## bottled beer,
## citrus fruit,
## detergent,
## dog food,
## frankfurter,
## frozen vegetables,
## fruit/vegetable juice,
## hard cheese,
## oil,
## other vegetables,
## pastry,
## pip fruit,
## sausage,
## seasonal products,
## soap,
## specialty chocolate,
## whole milk}
## [26] {shopping bags}
## [27] {beef,
## margarine}
## [28] {canned beer}
## [29] {dessert,
## frankfurter,
## margarine,
## napkins,
## pork,
## specialty fat,
## UHT-milk}
## [30] {beef,
## berries,
## frankfurter,
## other vegetables,
## whole milk}
## [31] {specialty bar,
## whole milk}
## [32] {beef,
## other vegetables,
## pastry,
## rolls/buns,
## soap}
## [33] {canned beer}
## [34] {canned beer}
## [35] {cocoa drinks,
## newspapers,
## pastry,
## whole milk}
## [36] {bottled beer,
## instant coffee,
## whole milk}
## [37] {frozen vegetables,
## ham,
## rolls/buns,
## seasonal products,
## whipped/sour cream}
## [38] {brandy}
## [39] {bottled water,
## coffee,
## frankfurter,
## grapes,
## yogurt}
## [40] {butter milk,
## frozen meals,
## other vegetables,
## root vegetables,
## whole milk}
## [41] {hygiene articles}
## [42] {bottled water,
## chewing gum,
## hamburger meat,
## packaged fruit/vegetables,
## rolls/buns,
## salty snack,
## whipped/sour cream,
## whole milk}
## [43] {newspapers,
## red/blush wine,
## sausage}
## [44] {bottled water,
## canned beer,
## curd,
## flour,
## meat,
## pudding powder,
## sliced cheese,
## soda,
## sugar,
## whole milk}
## [45] {beverages,
## pastry,
## processed cheese,
## specialty bar,
## tropical fruit,
## waffles,
## whole milk}
## [46] {bottled beer,
## coffee,
## frozen dessert,
## onions,
## other vegetables,
## root vegetables,
## whole milk}
## [47] {coffee,
## pip fruit}
## [48] {yogurt}
## [49] {curd,
## root vegetables,
## whole milk,
## yogurt}
## [50] {canned beer}
## [51] {cereals,
## other vegetables,
## pork,
## whole milk}
## [52] {brown bread,
## root vegetables,
## shopping bags,
## yogurt}
## [53] {bottled water,
## packaged fruit/vegetables,
## pastry,
## sausage,
## soups,
## UHT-milk}
## [54] {chocolate}
## [55] {canned fish,
## citrus fruit,
## cream cheese,
## sliced cheese,
## soft cheese,
## whole milk}
## [56] {chicken,
## pastry}
## [57] {bottled beer,
## bottled water,
## whole milk}
## [58] {packaged fruit/vegetables}
## [59] {dessert,
## whole milk}
## [60] {beef,
## canned beer,
## sugar}
## [61] {ham,
## tropical fruit}
## [62] {newspapers}
## [63] {brown bread,
## domestic eggs,
## frankfurter,
## hygiene articles,
## ketchup,
## processed cheese,
## soda,
## white bread}
## [64] {canned beer,
## coffee,
## semi-finished bread,
## whole milk}
## [65] {curd,
## pip fruit,
## sausage,
## whole milk,
## yogurt}
## [66] {brandy,
## canned beer,
## chocolate,
## coffee,
## domestic eggs,
## rolls/buns,
## shopping bags}
## [67] {dishes}
## [68] {beef,
## frozen fish,
## margarine,
## newspapers,
## onions,
## pork,
## rolls/buns,
## salty snack,
## sugar,
## UHT-milk,
## yogurt}
## [69] {cake bar,
## cream cheese,
## oil,
## tropical fruit,
## whole milk}
## [70] {chewing gum,
## newspapers,
## syrup,
## yogurt}
## [71] {chocolate marshmallow,
## flour,
## hamburger meat,
## newspapers,
## root vegetables,
## whipped/sour cream,
## whole milk}
## [72] {canned beer}
## [73] {candy,
## chocolate,
## pet care,
## soda}
## [74] {beef,
## berries,
## whipped/sour cream,
## yogurt}
## [75] {chicken,
## cream cheese,
## napkins,
## root vegetables,
## yogurt}
## [76] {frozen vegetables,
## shopping bags,
## yogurt}
## [77] {sugar}
## [78] {newspapers}
## [79] {frozen meals,
## hard cheese}
## [80] {beef,
## bottled water,
## root vegetables}
## [81] {beverages,
## domestic eggs,
## misc. beverages}
## [82] {beef,
## cat food,
## chocolate,
## hygiene articles,
## newspapers,
## pastry,
## rolls/buns,
## shopping bags,
## waffles,
## whole milk}
## [83] {rolls/buns}
## [84] {baking powder,
## detergent,
## flower (seeds),
## shopping bags,
## whole milk,
## yogurt}
## [85] {chicken}
## [86] {domestic eggs,
## hamburger meat,
## honey,
## root vegetables,
## sausage,
## semi-finished bread,
## white bread,
## whole milk}
## [87] {citrus fruit,
## grapes}
## [88] {red/blush wine,
## sparkling wine}
## [89] {whole milk}
## [90] {canned beer,
## other vegetables,
## pip fruit}
## [91] {newspapers,
## root vegetables,
## tropical fruit,
## turkey,
## whole milk}
## [92] {bottled water,
## frankfurter,
## long life bakery product,
## margarine,
## red/blush wine}
## [93] {canned beer}
## [94] {chocolate,
## pastry,
## soda}
## [95] {bottled water,
## brandy,
## whisky}
## [96] {bottled beer,
## brown bread,
## hard cheese,
## hygiene articles,
## newspapers,
## shopping bags,
## whole milk}
## [97] {citrus fruit,
## newspapers,
## yogurt}
## [98] {canned fish,
## dessert,
## fruit/vegetable juice,
## shopping bags,
## soda,
## whole milk,
## yogurt}
## [99] {bottled beer,
## brandy,
## chocolate,
## shopping bags,
## specialty chocolate,
## whisky}
## [100] {chocolate,
## liquor,
## salty snack,
## seasonal products,
## shopping bags,
## specialty bar,
## specialty chocolate}
## [101] {bottled beer,
## candy,
## chocolate,
## coffee,
## curd,
## shopping bags,
## soda}
## [102] {domestic eggs,
## fruit/vegetable juice,
## margarine,
## other vegetables,
## whole milk}
## [103] {chocolate,
## nuts/prunes,
## soda}
## [104] {ice cream,
## liqueur,
## oil,
## other vegetables,
## shopping bags,
## specialty chocolate}
## [105] {bottled water,
## canned beer,
## fruit/vegetable juice,
## UHT-milk}
## [106] {dental care,
## domestic eggs,
## frozen fish,
## hygiene articles,
## misc. beverages,
## pork,
## shopping bags,
## sugar}
## [107] {canned beer,
## rolls/buns,
## sausage,
## soft cheese}
## [108] {beverages}
## [109] {pastry,
## soda,
## specialty bar}
## [110] {domestic eggs,
## long life bakery product,
## napkins,
## rolls/buns,
## root vegetables,
## whole milk,
## yogurt}
## [111] {kitchen towels,
## root vegetables,
## spices}
## [112] {beef,
## canned fruit,
## chocolate,
## newspapers,
## other vegetables,
## root vegetables,
## soda,
## white bread}
## [113] {bathroom cleaner}
## [114] {brown bread,
## canned fish,
## cling film/bags,
## cream cheese,
## pastry,
## pickled vegetables,
## rolls/buns,
## UHT-milk,
## yogurt}
## [115] {domestic eggs,
## frankfurter,
## frozen fish,
## whole milk,
## yogurt}
## [116] {curd cheese,
## frozen meals}
## [117] {canned beer,
## cream cheese,
## domestic eggs,
## long life bakery product,
## margarine,
## shopping bags,
## whole milk}
## [118] {beverages,
## canned beer,
## dessert,
## frozen vegetables,
## grapes,
## yogurt}
## [119] {bottled beer,
## bottled water}
## [120] {butter milk,
## sliced cheese}
## [121] {rolls/buns,
## sliced cheese,
## specialty chocolate}
## [122] {chocolate,
## fruit/vegetable juice}
## [123] {female sanitary products}
## [124] {canned beer,
## rolls/buns}
## [125] {canned beer}
## [126] {butter milk,
## cream cheese,
## pip fruit,
## rolls/buns}
## [127] {butter,
## chocolate,
## pip fruit,
## rolls/buns}
## [128] {brown bread,
## rolls/buns}
## [129] {beef}
## [130] {bottled beer,
## frozen fish}
## [131] {soda,
## specialty chocolate}
## [132] {canned beer}
## [133] {tropical fruit}
## [134] {canned fish,
## packaged fruit/vegetables}
## [135] {rolls/buns}
## [136] {canned beer}
## [137] {baking powder,
## butter,
## domestic eggs,
## flour,
## soups}
## [138] {berries,
## soda,
## waffles}
## [139] {candles,
## canned beer,
## root vegetables,
## shopping bags}
## [140] {brown bread,
## kitchen towels,
## meat,
## misc. beverages,
## soda}
## [141] {brown bread}
## [142] {citrus fruit,
## coffee,
## light bulbs,
## pastry,
## sauces,
## UHT-milk,
## yogurt}
## [143] {candy,
## popcorn,
## specialty bar,
## specialty chocolate,
## whole milk}
## [144] {bottled beer,
## liquor,
## red/blush wine,
## shopping bags,
## soda}
## [145] {canned beer,
## other vegetables,
## packaged fruit/vegetables,
## red/blush wine,
## rolls/buns,
## root vegetables}
## [146] {soda,
## tropical fruit}
## [147] {bottled water,
## butter,
## frozen vegetables,
## fruit/vegetable juice,
## other vegetables,
## root vegetables,
## sugar,
## whole milk}
## [148] {grapes,
## salty snack}
## [149] {long life bakery product,
## margarine}
## [150] {beef,
## dog food,
## frozen meals}
## [151] {margarine,
## rolls/buns,
## sparkling wine,
## vinegar,
## yogurt}
## [152] {butter,
## long life bakery product,
## pastry,
## shopping bags}
## [153] {bottled water,
## rolls/buns,
## specialty chocolate}
## [154] {chewing gum,
## ham,
## hard cheese,
## other vegetables,
## pastry}
## [155] {frankfurter,
## margarine,
## rolls/buns,
## whole milk,
## yogurt}
## [156] {brown bread,
## domestic eggs,
## long life bakery product,
## mayonnaise,
## oil,
## other vegetables,
## processed cheese,
## root vegetables,
## shopping bags,
## soda,
## whole milk}
## [157] {brown bread,
## salty snack}
## [158] {chewing gum,
## curd,
## flour,
## fruit/vegetable juice,
## hamburger meat,
## hard cheese,
## hygiene articles,
## Instant food products,
## margarine,
## napkins,
## pasta,
## sugar}
## [159] {berries,
## butter milk,
## frankfurter,
## rolls/buns,
## specialty cheese,
## tropical fruit,
## whipped/sour cream,
## yogurt}
## [160] {beef,
## coffee,
## curd,
## frozen dessert,
## frozen vegetables,
## newspapers,
## rolls/buns,
## shopping bags}
## [161] {bottled beer,
## bottled water,
## frozen potato products,
## ice cream,
## napkins,
## root vegetables,
## shopping bags,
## soda,
## specialty bar,
## UHT-milk}
## [162] {butter milk,
## napkins,
## specialty bar}
## [163] {curd,
## other vegetables,
## pork,
## rolls/buns,
## root vegetables,
## sausage,
## soda,
## tropical fruit,
## whole milk}
## [164] {chocolate,
## pastry,
## soda,
## tropical fruit}
## [165] {canned beer}
## [166] {brown bread,
## sausage,
## whole milk}
## [167] {soda}
## [168] {ketchup,
## shopping bags,
## tropical fruit}
## [169] {tropical fruit}
## [170] {frozen meals,
## pastry,
## rolls/buns,
## soda,
## sugar,
## whole milk}
## [171] {canned beer,
## meat,
## nuts/prunes}
## [172] {beef,
## newspapers,
## root vegetables,
## waffles}
## [173] {chewing gum,
## seasonal products}
## [174] {ice cream}
## [175] {margarine,
## other vegetables,
## red/blush wine,
## soft cheese,
## specialty cheese}
## [176] {frozen dessert}
## [177] {bottled beer,
## rolls/buns}
## [178] {rolls/buns,
## tropical fruit}
## [179] {rolls/buns,
## sausage,
## soda}
## [180] {fruit/vegetable juice}
## [181] {cocoa drinks,
## shopping bags,
## whole milk}
## [182] {grapes,
## other vegetables,
## root vegetables,
## white bread,
## yogurt}
## [183] {margarine,
## rolls/buns}
## [184] {instant coffee,
## meat spreads,
## other vegetables,
## soda,
## whipped/sour cream,
## whole milk,
## yogurt}
## [185] {beverages,
## butter milk,
## canned vegetables,
## citrus fruit,
## frozen fish,
## frozen vegetables,
## ham,
## margarine,
## oil,
## other vegetables,
## pip fruit,
## pork,
## root vegetables,
## sliced cheese}
## [186] {candles,
## dish cleaner,
## yogurt}
## [187] {candles,
## margarine,
## sausage,
## waffles,
## whole milk}
## [188] {cookware}
## [189] {chocolate,
## chocolate marshmallow,
## pastry}
## [190] {beverages,
## fruit/vegetable juice,
## rolls/buns}
## [191] {bottled beer}
## [192] {tropical fruit,
## whole milk}
## [193] {coffee,
## pastry,
## rolls/buns,
## specialty chocolate,
## tropical fruit,
## whole milk,
## yogurt}
## [194] {whole milk}
## [195] {canned beer,
## margarine,
## napkins,
## pork,
## rolls/buns}
## [196] {canned beer}
## [197] {frozen potato products,
## pastry,
## pork,
## rolls/buns,
## soda,
## white wine}
## [198] {ice cream,
## specialty bar}
## [199] {ice cream}
## [200] {packaged fruit/vegetables,
## whipped/sour cream}
## [201] {bottled water,
## brown bread,
## frankfurter,
## hard cheese,
## pastry,
## seasonal products,
## shopping bags,
## spread cheese,
## UHT-milk}
## [202] {rolls/buns,
## specialty bar,
## yogurt}
## [203] {domestic eggs,
## other vegetables,
## pip fruit,
## pork,
## yogurt}
## [204] {fruit/vegetable juice,
## pastry,
## tropical fruit}
## [205] {brown bread,
## canned beer,
## red/blush wine,
## spread cheese}
## [206] {pastry}
## [207] {canned fruit,
## domestic eggs,
## mayonnaise,
## misc. beverages,
## other vegetables,
## pet care,
## sparkling wine,
## whipped/sour cream,
## yogurt}
## [208] {citrus fruit,
## pastry}
## [209] {domestic eggs,
## frankfurter,
## fruit/vegetable juice,
## mayonnaise,
## pip fruit,
## rolls/buns,
## shopping bags,
## sliced cheese,
## tropical fruit}
## [210] {beverages,
## butter milk,
## cereals,
## chicken,
## chocolate,
## hard cheese,
## house keeping products,
## napkins,
## onions,
## other vegetables,
## pastry,
## rolls/buns,
## sliced cheese,
## tropical fruit,
## yogurt}
## [211] {ham,
## rolls/buns,
## sausage,
## soda,
## white wine}
## [212] {bathroom cleaner,
## frankfurter,
## frozen vegetables,
## root vegetables,
## white bread}
## [213] {pastry,
## semi-finished bread,
## whole milk}
## [214] {bottled beer,
## chicken,
## citrus fruit,
## frankfurter,
## herbs,
## napkins,
## packaged fruit/vegetables,
## root vegetables,
## salt,
## sausage,
## sugar,
## whole milk}
## [215] {bottled beer,
## shopping bags,
## soda}
## [216] {coffee,
## sausage,
## shopping bags,
## soda,
## white bread}
## [217] {specialty chocolate,
## whole milk}
## [218] {cat food,
## chocolate,
## dog food,
## napkins,
## soda,
## whole milk}
## [219] {brown bread,
## sparkling wine}
## [220] {UHT-milk}
## [221] {hamburger meat,
## napkins,
## other vegetables}
## [222] {condensed milk,
## newspapers,
## other vegetables,
## soda}
## [223] {chocolate,
## coffee,
## shopping bags,
## whole milk}
## [224] {canned beer,
## chocolate,
## waffles}
## [225] {canned beer}
## [226] {male cosmetics,
## napkins}
## [227] {bottled beer}
## [228] {newspapers}
## [229] {whole milk}
## [230] {canned beer,
## yogurt}
## [231] {frozen meals}
## [232] {other vegetables}
## [233] {whole milk}
## [234] {coffee,
## flower (seeds),
## other vegetables,
## whipped/sour cream,
## whole milk}
## [235] {soda}
## [236] {curd,
## dessert,
## dishes,
## rolls/buns,
## seasonal products}
## [237] {ice cream,
## prosecco,
## whole milk}
## [238] {bottled water,
## canned beer,
## shopping bags,
## specialty bar,
## white wine}
## [239] {citrus fruit,
## prosecco,
## shopping bags,
## specialty bar}
## [240] {domestic eggs}
## [241] {newspapers}
## [242] {berries,
## dessert,
## hamburger meat,
## shopping bags,
## whipped/sour cream}
## [243] {detergent}
## [244] {cookware}
## [245] {detergent,
## flower (seeds),
## frozen vegetables,
## herbs,
## pork,
## rolls/buns,
## root vegetables,
## sweet spreads,
## whole milk}
## [246] {canned beer}
## [247] {bottled water,
## cream cheese,
## pastry,
## sausage,
## tropical fruit}
## [248] {cat food,
## domestic eggs,
## frozen meals,
## rolls/buns,
## soft cheese}
## [249] {canned fruit}
## [250] {berries,
## brown bread,
## canned fish,
## cream cheese,
## frankfurter,
## frozen fish,
## frozen vegetables,
## fruit/vegetable juice,
## ham,
## kitchen towels,
## meat,
## pet care,
## pip fruit,
## sauces,
## sliced cheese,
## soft cheese,
## specialty bar,
## sugar,
## sweet spreads,
## UHT-milk,
## white bread}
## [251] {cling film/bags,
## frankfurter,
## rolls/buns,
## shopping bags,
## whole milk}
## [252] {berries,
## specialty cheese,
## yogurt}
## [253] {ice cream}
## [254] {meat,
## sausage}
## [255] {roll products,
## whole milk,
## yogurt}
## [256] {UHT-milk}
## [257] {whole milk}
## [258] {frozen vegetables,
## meat,
## soda}
## [259] {baking powder,
## beef,
## citrus fruit,
## cream cheese,
## detergent,
## other vegetables,
## rice,
## rolls/buns,
## root vegetables,
## tropical fruit,
## vinegar,
## whipped/sour cream,
## whole milk}
## [260] {coffee,
## hygiene articles,
## salt,
## softener,
## specialty bar,
## yogurt}
## [261] {canned beer,
## shopping bags}
## [262] {chocolate,
## grapes}
## [263] {whole milk}
## [264] {domestic eggs,
## whole milk}
## [265] {canned beer}
## [266] {pip fruit,
## tropical fruit}
## [267] {bottled water,
## dish cleaner,
## dog food,
## oil,
## onions,
## shopping bags}
## [268] {butter milk,
## cream cheese,
## fruit/vegetable juice,
## whole milk}
## [269] {butter,
## chicken}
## [270] {other vegetables,
## roll products}
## [271] {citrus fruit,
## hard cheese}
## [272] {white wine}
## [273] {bottled beer,
## bottled water,
## citrus fruit,
## cream cheese,
## fruit/vegetable juice,
## grapes,
## pet care,
## pork,
## root vegetables,
## tropical fruit}
## [274] {whole milk}
## [275] {candy,
## hygiene articles}
## [276] {chicken,
## liquor (appetizer),
## newspapers,
## shopping bags,
## soda}
## [277] {bottled water,
## butter milk,
## canned fish,
## citrus fruit,
## male cosmetics,
## sparkling wine,
## white bread}
## [278] {candy,
## grapes,
## long life bakery product,
## rolls/buns}
## [279] {rolls/buns}
## [280] {candy,
## canned vegetables,
## hamburger meat,
## onions,
## shopping bags,
## soda,
## tropical fruit}
## [281] {other vegetables}
## [282] {candy}
## [283] {beverages,
## other vegetables,
## red/blush wine,
## rolls/buns,
## sausage,
## shopping bags,
## specialty chocolate}
## [284] {onions,
## pork,
## yogurt}
## [285] {bathroom cleaner,
## cleaner,
## onions,
## other vegetables,
## tea,
## whipped/sour cream,
## whole milk,
## yogurt}
## [286] {beef,
## chocolate,
## citrus fruit,
## dog food,
## grapes,
## rolls/buns,
## root vegetables}
## [287] {bottled water,
## white wine,
## yogurt}
## [288] {sparkling wine}
## [289] {citrus fruit}
## [290] {semi-finished bread}
## [291] {soda}
## [292] {citrus fruit,
## frankfurter,
## newspapers,
## other vegetables,
## seasonal products,
## syrup,
## UHT-milk}
## [293] {specialty bar,
## white bread}
## [294] {white wine}
## [295] {citrus fruit,
## fish,
## margarine,
## oil,
## other vegetables,
## tropical fruit,
## white wine}
## [296] {ham}
## [297] {beverages,
## bottled water,
## rolls/buns}
## [298] {shopping bags,
## soda,
## specialty chocolate}
## [299] {canned beer,
## sliced cheese}
## [300] {newspapers,
## tropical fruit,
## waffles}
## [301] {rolls/buns,
## soda}
## [302] {waffles}
## [303] {bottled beer}
## [304] {baking powder,
## dish cleaner,
## hamburger meat,
## hard cheese,
## meat spreads,
## soft cheese}
## [305] {frozen meals,
## other vegetables,
## soda}
## [306] {rolls/buns,
## root vegetables,
## UHT-milk,
## yogurt}
## [307] {napkins,
## whole milk}
## [308] {bottled beer,
## seasonal products}
## [309] {curd,
## sausage}
## [310] {chicken,
## frozen vegetables,
## other vegetables,
## sausage,
## shopping bags,
## soda,
## soft cheese,
## spices}
## [311] {whole milk}
## [312] {artif. sweetener,
## coffee}
## [313] {chocolate,
## finished products,
## misc. beverages,
## newspapers,
## other vegetables,
## pet care}
## [314] {dog food}
## [315] {domestic eggs,
## fruit/vegetable juice,
## ham,
## other vegetables,
## pip fruit,
## sliced cheese,
## tropical fruit,
## UHT-milk,
## white bread}
## [316] {bottled beer,
## candy,
## liquor,
## napkins,
## red/blush wine,
## shopping bags,
## waffles}
## [317] {bottled beer,
## bottled water,
## domestic eggs,
## ice cream,
## nut snack,
## rolls/buns,
## shopping bags,
## soda}
## [318] {coffee,
## syrup}
## [319] {beef,
## rolls/buns,
## shopping bags,
## spread cheese,
## white wine}
## [320] {frozen fish}
## [321] {bottled beer}
## [322] {fruit/vegetable juice,
## onions}
## [323] {bottled beer,
## chicken}
## [324] {beef,
## ice cream,
## other vegetables,
## whole milk}
## [325] {bottled beer,
## bottled water,
## coffee,
## dessert,
## domestic eggs,
## fruit/vegetable juice,
## meat,
## oil,
## other vegetables,
## pet care,
## rolls/buns,
## yogurt}
## [326] {chewing gum,
## napkins}
## [327] {dishes,
## rolls/buns}
## [328] {frankfurter,
## other vegetables,
## rolls/buns,
## sausage,
## white bread,
## yogurt}
## [329] {frozen vegetables,
## whole milk}
## [330] {canned beer,
## specialty bar}
## [331] {canned beer,
## red/blush wine}
## [332] {specialty chocolate}
## [333] {specialty bar,
## UHT-milk}
## [334] {beverages,
## cream cheese}
## [335] {soda}
## [336] {cling film/bags,
## long life bakery product,
## root vegetables,
## whole milk}
## [337] {coffee,
## rolls/buns,
## sausage}
## [338] {rolls/buns}
## [339] {bottled water,
## specialty chocolate,
## tropical fruit,
## yogurt}
## [340] {abrasive cleaner,
## candy,
## chocolate,
## citrus fruit,
## cocoa drinks,
## coffee,
## cream cheese,
## dish cleaner,
## frozen vegetables,
## grapes,
## hygiene articles,
## ice cream,
## long life bakery product,
## mayonnaise,
## mustard,
## onions,
## other vegetables,
## preservation products,
## spices,
## waffles,
## whipped/sour cream}
## [341] {salty snack}
## [342] {coffee,
## hygiene articles,
## other vegetables,
## rice,
## seasonal products,
## shopping bags,
## specialty chocolate}
## [343] {canned beer}
## [344] {chocolate}
## [345] {newspapers,
## onions,
## whipped/sour cream}
## [346] {male cosmetics}
## [347] {chicken,
## chocolate,
## chocolate marshmallow,
## frozen vegetables,
## shopping bags}
## [348] {fruit/vegetable juice,
## shopping bags,
## soda,
## whole milk}
## [349] {white bread}
## [350] {cake bar,
## cat food,
## cereals,
## frozen vegetables,
## fruit/vegetable juice,
## napkins,
## newspapers,
## other vegetables,
## pork,
## shopping bags,
## specialty bar,
## specialty chocolate,
## whipped/sour cream}
## [351] {domestic eggs,
## meat,
## pastry,
## whole milk}
## [352] {condensed milk,
## misc. beverages,
## other vegetables,
## soda}
## [353] {bottled water,
## candy,
## frozen meals,
## soda,
## white bread,
## whole milk}
## [354] {beef,
## bottled water,
## other vegetables,
## root vegetables,
## soda}
## [355] {bottled water,
## frankfurter,
## sausage,
## shopping bags,
## soda,
## white bread,
## yogurt}
## [356] {cake bar,
## curd,
## ham,
## sausage,
## shopping bags,
## soda}
## [357] {bottled beer,
## pastry}
## [358] {napkins}
## [359] {canned beer,
## canned fish,
## chocolate}
## [360] {bottled beer}
## [361] {brown bread,
## citrus fruit,
## napkins,
## sauces,
## shopping bags,
## soda,
## tropical fruit}
## [362] {brown bread,
## salt,
## sugar,
## whole milk}
## [363] {butter,
## whole milk}
## [364] {butter milk,
## frankfurter,
## onions,
## shopping bags,
## soda,
## soups,
## spices}
## [365] {bottled water,
## brown bread,
## frozen meals,
## grapes,
## shopping bags,
## soda,
## tropical fruit}
## [366] {coffee}
## [367] {butter,
## chocolate,
## herbs}
## [368] {root vegetables,
## sausage,
## seasonal products,
## specialty bar}
## [369] {curd,
## frozen dessert,
## frozen vegetables,
## fruit/vegetable juice,
## herbs,
## root vegetables,
## sweet spreads,
## whole milk}
## [370] {artif. sweetener,
## brown bread,
## curd,
## flour,
## red/blush wine,
## shopping bags,
## white bread,
## yogurt}
## [371] {dessert,
## fruit/vegetable juice,
## misc. beverages,
## popcorn,
## shopping bags}
## [372] {brown bread,
## chewing gum,
## pip fruit,
## rolls/buns,
## soda,
## tropical fruit,
## whole milk}
## [373] {pastry}
## [374] {female sanitary products,
## rolls/buns,
## soda}
## [375] {bottled beer,
## rolls/buns}
## [376] {bottled beer,
## curd,
## hamburger meat,
## other vegetables,
## rolls/buns,
## specialty bar}
## [377] {pastry}
## [378] {pip fruit}
## [379] {bottled beer,
## bottled water,
## white wine}
## [380] {brown bread,
## chocolate,
## cream cheese,
## meat spreads,
## soda}
## [381] {popcorn,
## root vegetables,
## soda,
## yogurt}
## [382] {canned beer,
## chocolate,
## salty snack}
## [383] {butter,
## coffee,
## detergent,
## fruit/vegetable juice,
## rolls/buns,
## whole milk,
## yogurt}
## [384] {rolls/buns}
## [385] {root vegetables}
## [386] {baking powder,
## flour,
## sugar,
## yogurt}
## [387] {fruit/vegetable juice,
## newspapers,
## UHT-milk,
## whipped/sour cream,
## yogurt}
## [388] {margarine,
## rolls/buns,
## sausage}
## [389] {cream cheese,
## margarine,
## other vegetables,
## rolls/buns,
## soups,
## specialty fat}
## [390] {coffee}
## [391] {beef,
## chewing gum,
## frozen vegetables,
## photo/film,
## rolls/buns,
## soda}
## [392] {beef,
## hygiene articles,
## long life bakery product,
## soda,
## sugar}
## [393] {bottled water,
## pip fruit,
## processed cheese}
## [394] {frozen meals,
## pip fruit,
## softener,
## tropical fruit}
## [395] {bottled water,
## pork}
## [396] {cream cheese,
## pork,
## pudding powder,
## rolls/buns,
## whole milk,
## yogurt}
## [397] {beef,
## dishes,
## hamburger meat,
## herbs,
## mayonnaise,
## other vegetables,
## pip fruit,
## rolls/buns,
## root vegetables,
## sausage,
## yogurt}
## [398] {chicken,
## root vegetables,
## whole milk}
## [399] {beef,
## canned fish,
## cling film/bags,
## dishes,
## frankfurter,
## margarine,
## other vegetables,
## pasta}
## [400] {cream cheese,
## dessert,
## dishes,
## other vegetables,
## sugar,
## whole milk}
## [401] {bottled water,
## herbs,
## oil,
## other vegetables,
## pip fruit,
## whipped/sour cream}
## [402] {bottled water,
## whole milk,
## yogurt}
## [403] {pork,
## shopping bags}
## [404] {newspapers,
## pip fruit}
## [405] {other vegetables,
## pip fruit,
## rolls/buns,
## sliced cheese,
## whipped/sour cream}
## [406] {chicken,
## domestic eggs,
## frankfurter,
## meat,
## onions,
## pip fruit,
## potato products,
## root vegetables,
## shopping bags,
## whipped/sour cream}
## [407] {canned beer}
## [408] {butter,
## frozen potato products,
## frozen vegetables,
## pickled vegetables,
## yogurt}
## [409] {bottled water,
## butter,
## canned fish,
## chocolate,
## citrus fruit,
## female sanitary products,
## house keeping products,
## hygiene articles,
## long life bakery product,
## napkins,
## other vegetables,
## pastry,
## pip fruit,
## processed cheese,
## red/blush wine,
## rubbing alcohol,
## salty snack,
## sausage,
## spread cheese,
## tropical fruit,
## whole milk}
## [410] {canned fish,
## citrus fruit,
## condensed milk,
## frozen vegetables,
## meat,
## meat spreads,
## spices,
## yogurt}
## [411] {detergent,
## dog food,
## hygiene articles,
## napkins,
## newspapers,
## pot plants}
## [412] {hamburger meat,
## margarine,
## sausage}
## [413] {sausage,
## soda}
## [414] {chocolate,
## cooking chocolate,
## cream cheese,
## pip fruit,
## rolls/buns,
## whole milk}
## [415] {bottled beer,
## cake bar,
## detergent,
## frozen dessert,
## frozen meals,
## pot plants,
## rolls/buns,
## soda,
## tropical fruit,
## whole milk}
## [416] {beef,
## butter milk,
## citrus fruit,
## curd}
## [417] {butter,
## whole milk}
## [418] {citrus fruit,
## rolls/buns}
## [419] {pastry,
## soda}
## [420] {frozen meals}
## [421] {frozen potato products,
## pastry,
## root vegetables,
## sausage,
## tropical fruit,
## whole milk,
## yogurt}
## [422] {bottled water,
## curd,
## organic sausage,
## pork,
## root vegetables}
## [423] {pastry,
## rolls/buns,
## whole milk}
## [424] {beverages,
## cream cheese}
## [425] {citrus fruit,
## newspapers,
## yogurt}
## [426] {berries,
## sugar,
## whipped/sour cream,
## yogurt}
## [427] {bottled water,
## butter,
## fruit/vegetable juice,
## meat,
## rolls/buns,
## soda,
## yogurt}
## [428] {bottled beer}
## [429] {rolls/buns,
## soda}
## [430] {flour,
## rolls/buns,
## shopping bags,
## vinegar,
## whole milk}
## [431] {bottled water,
## brown bread,
## citrus fruit,
## rolls/buns,
## tropical fruit,
## whole milk}
## [432] {beverages,
## coffee,
## processed cheese}
## [433] {tropical fruit}
## [434] {bottled water,
## newspapers,
## other vegetables,
## rolls/buns,
## sliced cheese}
## [435] {rolls/buns}
## [436] {curd cheese,
## rolls/buns}
## [437] {grapes,
## UHT-milk}
## [438] {canned beer}
## [439] {margarine,
## other vegetables,
## photo/film,
## pip fruit}
## [440] {canned beer,
## shopping bags}
## [441] {soda}
## [442] {berries,
## dessert,
## rolls/buns,
## soda,
## white wine}
## [443] {pip fruit}
## [444] {butter milk,
## cat food,
## cling film/bags,
## flour,
## instant coffee,
## newspapers,
## other vegetables,
## pork,
## rolls/buns,
## root vegetables,
## waffles,
## whipped/sour cream,
## whole milk,
## yogurt}
## [445] {bottled water,
## rolls/buns}
## [446] {bottled water,
## sausage,
## white wine}
## [447] {abrasive cleaner,
## bottled water,
## butter milk,
## curd cheese,
## onions,
## other vegetables,
## rolls/buns,
## sausage,
## tropical fruit}
## [448] {pip fruit,
## rolls/buns,
## skin care,
## soda}
## [449] {frankfurter,
## liquor (appetizer),
## napkins,
## onions}
## [450] {butter}
## [451] {bottled water,
## cooking chocolate,
## curd,
## curd cheese,
## domestic eggs,
## frozen vegetables,
## hygiene articles,
## margarine,
## organic sausage,
## packaged fruit/vegetables,
## pastry,
## rolls/buns,
## shopping bags,
## soft cheese,
## tropical fruit,
## whole milk,
## yogurt}
## [452] {butter,
## curd,
## hamburger meat,
## Instant food products,
## pastry,
## processed cheese,
## sausage,
## shopping bags,
## whole milk}
## [453] {bottled beer,
## bottled water,
## frankfurter,
## other vegetables,
## rolls/buns,
## sausage}
## [454] {chicken,
## citrus fruit,
## female sanitary products,
## other vegetables,
## whole milk}
## [455] {pastry,
## whole milk}
## [456] {berries,
## chocolate,
## curd,
## honey,
## pastry,
## rolls/buns,
## whole milk,
## yogurt}
## [457] {beef}
## [458] {bottled beer,
## rolls/buns}
## [459] {bottled water,
## root vegetables,
## white wine}
## [460] {curd,
## newspapers,
## root vegetables,
## tea,
## tropical fruit,
## yogurt}
## [461] {beef,
## bottled beer,
## bottled water,
## domestic eggs,
## margarine,
## newspapers,
## other vegetables,
## pickled vegetables,
## whole milk}
## [462] {beef}
## [463] {hamburger meat,
## other vegetables}
## [464] {citrus fruit}
## [465] {domestic eggs,
## flour,
## rolls/buns}
## [466] {dessert,
## newspapers,
## specialty bar}
## [467] {beverages,
## frozen fish,
## salt,
## snack products,
## sugar}
## [468] {beef,
## berries,
## cat food,
## chocolate,
## citrus fruit,
## ham,
## rolls/buns,
## sausage,
## specialty bar,
## spread cheese,
## yogurt}
## [469] {bottled water,
## candy,
## chocolate,
## margarine,
## newspapers,
## red/blush wine,
## rolls/buns,
## soda}
## [470] {frankfurter,
## rolls/buns}
## [471] {citrus fruit,
## tropical fruit,
## whole milk,
## yogurt}
## [472] {beef,
## berries,
## grapes,
## newspapers,
## other vegetables,
## packaged fruit/vegetables,
## pork,
## root vegetables,
## yogurt}
## [473] {curd,
## liver loaf,
## newspapers,
## rolls/buns}
## [474] {frankfurter,
## frozen dessert,
## rolls/buns}
## [475] {napkins,
## whole milk}
## [476] {shopping bags,
## whole milk}
## [477] {candy,
## margarine,
## pork}
## [478] {pasta}
## [479] {fruit/vegetable juice}
## [480] {canned beer,
## chicken,
## other vegetables,
## red/blush wine,
## rolls/buns,
## root vegetables}
## [481] {coffee,
## grapes,
## hair spray,
## pastry}
## [482] {bottled water,
## canned beer}
## [483] {bottled water,
## brown bread,
## canned beer,
## chocolate,
## cling film/bags,
## coffee,
## frankfurter,
## rolls/buns,
## shopping bags,
## soda}
## [484] {brown bread,
## chocolate,
## frankfurter,
## hamburger meat,
## root vegetables,
## whole milk,
## yogurt}
## [485] {shopping bags}
## [486] {domestic eggs,
## frozen fish,
## fruit/vegetable juice,
## hygiene articles,
## margarine,
## skin care,
## waffles,
## white bread,
## whole milk,
## yogurt}
## [487] {candy,
## ice cream,
## pip fruit,
## rolls/buns,
## sausage,
## shopping bags,
## soda,
## specialty cheese,
## specialty chocolate,
## tropical fruit}
## [488] {frozen vegetables}
## [489] {cream cheese,
## pip fruit,
## rolls/buns}
## [490] {tropical fruit,
## whole milk,
## yogurt}
## [491] {flour,
## flower (seeds),
## frozen vegetables,
## whipped/sour cream}
## [492] {candy,
## pasta,
## tropical fruit}
## [493] {frankfurter,
## other vegetables,
## pip fruit,
## yogurt}
## [494] {bottled water}
## [495] {berries,
## whipped/sour cream}
## [496] {chicken,
## pasta,
## rolls/buns,
## whole milk}
## [497] {beverages}
## [498] {chocolate,
## other vegetables}
## [499] {bottled beer,
## liquor,
## misc. beverages,
## red/blush wine,
## white bread}
## [500] {domestic eggs,
## frankfurter,
## yogurt}
## [501] {coffee}
## [502] {frankfurter,
## sausage}
## [503] {rolls/buns,
## sausage}
## [504] {hard cheese,
## sausage,
## shopping bags}
## [505] {candy,
## chocolate,
## soda}
## [506] {coffee,
## root vegetables,
## tropical fruit,
## white bread,
## whole milk}
## [507] {misc. beverages}
## [508] {beverages,
## tropical fruit}
## [509] {butter,
## rolls/buns,
## soda,
## specialty bar}
## [510] {cat food,
## coffee,
## cream cheese,
## curd,
## flour,
## margarine,
## rolls/buns,
## whisky}
## [511] {canned fish,
## other vegetables,
## rolls/buns}
## [512] {specialty bar}
## [513] {curd,
## zwieback}
## [514] {beef,
## brown bread,
## dish cleaner,
## dishes,
## whole milk,
## yogurt}
## [515] {shopping bags,
## whole milk}
## [516] {cereals,
## frozen meals,
## shopping bags}
## [517] {bottled water}
## [518] {chocolate,
## soda}
## [519] {beef,
## domestic eggs,
## mayonnaise,
## newspapers,
## other vegetables,
## pork,
## root vegetables,
## shopping bags,
## spread cheese,
## toilet cleaner,
## UHT-milk,
## zwieback}
## [520] {bottled water,
## curd,
## fruit/vegetable juice,
## rolls/buns,
## soap,
## whole milk}
## [521] {shopping bags}
## [522] {beef,
## butter,
## candles,
## cat food,
## chocolate,
## dessert,
## hamburger meat,
## pasta,
## pork,
## root vegetables,
## sausage,
## shopping bags,
## whole milk}
## [523] {cream cheese,
## rolls/buns,
## soda,
## soft cheese,
## specialty bar}
## [524] {other vegetables,
## rolls/buns,
## sausage}
## [525] {frozen vegetables,
## specialty chocolate}
## [526] {berries,
## butter,
## cereals,
## chicken,
## flower (seeds),
## napkins,
## photo/film,
## root vegetables,
## whipped/sour cream,
## whole milk}
## [527] {cat food,
## frozen vegetables,
## yogurt}
## [528] {pastry,
## waffles,
## whole milk,
## yogurt}
## [529] {rolls/buns}
## [530] {mustard,
## rolls/buns,
## sausage}
## [531] {dog food,
## newspapers,
## yogurt}
## [532] {citrus fruit,
## fish,
## long life bakery product,
## pork,
## whole milk}
## [533] {berries,
## tropical fruit,
## whipped/sour cream}
## [534] {cling film/bags,
## coffee,
## dish cleaner,
## oil,
## pastry,
## pip fruit,
## rolls/buns,
## root vegetables,
## sausage,
## shopping bags,
## specialty bar,
## tropical fruit,
## whole milk,
## yogurt}
## [535] {canned beer}
## [536] {cream cheese,
## grapes}
## [537] {frozen meals,
## newspapers,
## photo/film,
## rolls/buns,
## tropical fruit,
## waffles,
## whipped/sour cream,
## whole milk,
## yogurt}
## [538] {yogurt}
## [539] {frankfurter,
## tropical fruit}
## [540] {bottled beer,
## liquor,
## sausage}
## [541] {bottled beer,
## bottled water,
## pip fruit,
## pork,
## tropical fruit}
## [542] {soda}
## [543] {baking powder,
## misc. beverages,
## shopping bags}
## [544] {misc. beverages}
## [545] {processed cheese,
## soda}
## [546] {brown bread,
## hamburger meat,
## Instant food products,
## other vegetables,
## pork}
## [547] {cream cheese,
## dental care,
## napkins,
## newspapers,
## rolls/buns,
## zwieback}
## [548] {canned vegetables,
## chocolate,
## fruit/vegetable juice,
## newspapers,
## onions,
## other vegetables,
## soda,
## tropical fruit,
## whole milk}
## [549] {cocoa drinks,
## jam,
## soda}
## [550] {hygiene articles,
## pip fruit}
## [551] {beverages,
## bottled beer,
## frankfurter,
## fruit/vegetable juice,
## hard cheese,
## meat,
## napkins,
## sausage,
## sparkling wine,
## specialty chocolate,
## whole milk}
## [552] {flower soil/fertilizer}
## [553] {canned fish,
## cat food,
## pet care,
## whole milk}
## [554] {brown bread,
## misc. beverages,
## other vegetables,
## pastry,
## pork,
## soda,
## whole milk}
## [555] {bottled beer,
## bottled water,
## frankfurter,
## misc. beverages,
## sparkling wine}
## [556] {chewing gum,
## shopping bags}
## [557] {chicken,
## other vegetables,
## pastry,
## whole milk}
## [558] {frozen vegetables}
## [559] {rolls/buns}
## [560] {fruit/vegetable juice,
## hygiene articles,
## tea,
## yogurt}
## [561] {brown bread,
## butter,
## frankfurter,
## frozen meals,
## grapes,
## other vegetables,
## pip fruit,
## red/blush wine,
## sausage,
## tropical fruit,
## whole milk,
## yogurt}
## [562] {sausage,
## soda}
## [563] {bottled water,
## brown bread,
## citrus fruit,
## fruit/vegetable juice,
## onions,
## pastry,
## UHT-milk}
## [564] {cat food,
## chocolate,
## frozen meals,
## fruit/vegetable juice,
## hygiene articles,
## newspapers,
## other vegetables,
## semi-finished bread,
## soda,
## whole milk,
## yogurt}
## [565] {beverages,
## whole milk}
## [566] {beverages,
## chewing gum,
## rolls/buns}
## [567] {Instant food products}
## [568] {hamburger meat,
## other vegetables}
## [569] {cookware,
## rolls/buns,
## sausage}
## [570] {detergent,
## dish cleaner,
## frozen vegetables,
## grapes,
## ice cream,
## rolls/buns,
## soda,
## sugar,
## tropical fruit,
## yogurt}
## [571] {butter milk,
## candy,
## chocolate,
## coffee,
## hard cheese,
## whole milk}
## [572] {oil,
## pastry}
## [573] {baking powder,
## cat food,
## chocolate,
## cooking chocolate,
## cream cheese,
## curd,
## oil,
## sugar,
## whipped/sour cream,
## white bread,
## whole milk}
## [574] {cake bar,
## chocolate marshmallow,
## napkins,
## pasta,
## sauces}
## [575] {canned fish,
## cat food,
## frozen meals,
## pasta,
## pet care,
## sauces,
## soda,
## whole milk,
## yogurt}
## [576] {bottled water,
## processed cheese,
## soda}
## [577] {brown bread}
## [578] {canned beer,
## frozen meals,
## red/blush wine,
## salty snack}
## [579] {brown bread,
## butter,
## butter milk,
## candy,
## citrus fruit,
## curd,
## flour,
## fruit/vegetable juice,
## grapes,
## other vegetables,
## packaged fruit/vegetables,
## sausage,
## shopping bags,
## tropical fruit,
## waffles,
## yogurt}
## [580] {candy,
## frozen meals,
## newspapers,
## rolls/buns,
## tropical fruit}
## [581] {beef,
## other vegetables,
## pot plants,
## waffles}
## [582] {bottled beer,
## liquor}
## [583] {domestic eggs}
## [584] {sparkling wine}
## [585] {chewing gum,
## misc. beverages,
## salty snack,
## soda}
## [586] {rolls/buns,
## sausage,
## soda}
## [587] {chocolate}
## [588] {butter milk,
## cereals,
## chocolate,
## cleaner,
## fruit/vegetable juice,
## long life bakery product,
## newspapers,
## tropical fruit,
## whole milk}
## [589] {beef,
## tropical fruit,
## yogurt}
## [590] {brown bread,
## coffee,
## dog food,
## fruit/vegetable juice,
## pastry,
## semi-finished bread}
## [591] {whole milk}
## [592] {berries,
## bottled water,
## other vegetables,
## rolls/buns,
## soda,
## UHT-milk,
## yogurt}
## [593] {bottled beer,
## butter,
## citrus fruit,
## dental care,
## light bulbs,
## long life bakery product,
## napkins,
## pip fruit,
## specialty bar,
## spices}
## [594] {soda,
## specialty chocolate}
## [595] {grapes,
## hamburger meat,
## pasta,
## pastry,
## soda,
## whole milk}
## [596] {chocolate}
## [597] {grapes,
## liquor (appetizer),
## waffles}
## [598] {napkins,
## other vegetables,
## root vegetables,
## tropical fruit}
## [599] {yogurt}
## [600] {hamburger meat,
## nut snack,
## pasta,
## root vegetables,
## sliced cheese,
## soda,
## waffles,
## whipped/sour cream,
## yogurt}
## [601] {brandy,
## nuts/prunes}
## [602] {pastry,
## popcorn,
## salty snack,
## skin care,
## soda}
## [603] {cat food,
## chewing gum,
## cling film/bags,
## female sanitary products,
## other vegetables,
## sausage,
## yogurt}
## [604] {bottled water,
## ham,
## sausage}
## [605] {berries}
## [606] {canned beer}
## [607] {citrus fruit}
## [608] {rolls/buns,
## soda}
## [609] {detergent,
## rolls/buns,
## soda}
## [610] {chicken,
## other vegetables,
## rolls/buns,
## shopping bags}
## [611] {bottled beer,
## bottled water,
## chocolate,
## coffee,
## frankfurter,
## hamburger meat,
## waffles,
## whole milk}
## [612] {rolls/buns}
## [613] {cat food,
## citrus fruit,
## female sanitary products,
## specialty chocolate,
## whipped/sour cream,
## whole milk,
## yogurt}
## [614] {soda}
## [615] {beef,
## curd,
## dessert,
## dish cleaner,
## root vegetables,
## waffles}
## [616] {waffles}
## [617] {salty snack,
## whole milk}
## [618] {finished products}
## [619] {cleaner,
## soda,
## whole milk}
## [620] {berries,
## bottled beer,
## brown bread,
## ham,
## napkins,
## pastry,
## root vegetables,
## whipped/sour cream,
## whole milk}
## [621] {brown bread,
## processed cheese}
## [622] {root vegetables,
## sausage}
## [623] {curd,
## dishes}
## [624] {bottled beer}
## [625] {chocolate,
## dental care,
## dessert,
## frozen dessert,
## oil,
## salty snack,
## soda}
## [626] {chicken,
## other vegetables}
## [627] {bottled beer}
## [628] {chocolate,
## finished products,
## pip fruit,
## yogurt}
## [629] {cleaner,
## rolls/buns,
## soda}
## [630] {rum,
## soda}
## [631] {fruit/vegetable juice,
## pot plants,
## shopping bags}
## [632] {dessert,
## other vegetables,
## white bread}
## [633] {frozen fish,
## frozen vegetables}
## [634] {curd,
## dessert,
## hygiene articles,
## misc. beverages,
## pastry,
## shopping bags,
## soda,
## tropical fruit,
## whole milk}
## [635] {frozen vegetables,
## hygiene articles,
## newspapers,
## seasonal products}
## [636] {hamburger meat,
## pot plants,
## rum,
## soda}
## [637] {bottled beer,
## detergent,
## frankfurter,
## meat,
## mustard,
## other vegetables}
## [638] {rolls/buns,
## yogurt}
## [639] {other vegetables,
## waffles,
## whipped/sour cream,
## yogurt}
## [640] {coffee,
## hamburger meat,
## onions,
## other vegetables,
## rolls/buns,
## sausage}
## [641] {berries,
## curd,
## long life bakery product,
## sausage,
## specialty bar,
## whipped/sour cream}
## [642] {rolls/buns,
## soda}
## [643] {chicken,
## chocolate,
## long life bakery product}
## [644] {bottled water,
## frankfurter,
## napkins,
## rolls/buns,
## tropical fruit,
## whole milk}
## [645] {bottled beer,
## hard cheese,
## whole milk}
## [646] {bottled beer,
## liquor}
## [647] {shopping bags}
## [648] {sauces,
## sausage,
## whole milk}
## [649] {soda}
## [650] {pip fruit,
## tropical fruit}
## [651] {frozen vegetables,
## pork}
## [652] {frozen dessert,
## soda}
## [653] {beef,
## root vegetables,
## shopping bags,
## white wine}
## [654] {frankfurter,
## Instant food products,
## sausage}
## [655] {bottled beer}
## [656] {berries,
## curd,
## frozen vegetables,
## pastry,
## pip fruit,
## root vegetables,
## soft cheese,
## whipped/sour cream,
## whole milk}
## [657] {berries,
## chicken,
## cling film/bags,
## coffee,
## frozen vegetables}
## [658] {frankfurter,
## pastry,
## sausage}
## [659] {frozen fish,
## rolls/buns,
## yogurt}
## [660] {candles,
## ice cream,
## white bread}
## [661] {dishes,
## tropical fruit}
## [662] {long life bakery product,
## pasta,
## soda}
## [663] {domestic eggs,
## fruit/vegetable juice,
## root vegetables,
## soda,
## whipped/sour cream,
## whole milk}
## [664] {butter,
## frozen fruits,
## other vegetables,
## processed cheese,
## whipped/sour cream}
## [665] {canned beer,
## newspapers,
## soda}
## [666] {misc. beverages,
## shopping bags,
## soda,
## waffles}
## [667] {berries,
## butter milk,
## grapes,
## pot plants,
## yogurt}
## [668] {specialty chocolate}
## [669] {bottled beer,
## bottled water,
## fruit/vegetable juice,
## ice cream,
## pip fruit,
## soda}
## [670] {chewing gum,
## chocolate,
## specialty chocolate}
## [671] {artif. sweetener,
## bottled water,
## brown bread,
## chicken,
## citrus fruit,
## domestic eggs,
## frankfurter,
## napkins,
## packaged fruit/vegetables,
## root vegetables,
## waffles}
## [672] {butter milk,
## curd,
## frankfurter,
## frozen meals,
## fruit/vegetable juice,
## oil,
## onions,
## root vegetables,
## shopping bags,
## soda,
## whole milk}
## [673] {bottled water,
## citrus fruit,
## frankfurter,
## tropical fruit,
## yogurt}
## [674] {rolls/buns,
## sausage,
## whole milk}
## [675] {bottled water,
## butter,
## cat food,
## dish cleaner,
## meat,
## napkins,
## shopping bags,
## soft cheese,
## specialty chocolate,
## tropical fruit,
## yogurt}
## [676] {domestic eggs}
## [677] {chocolate,
## waffles}
## [678] {white wine,
## yogurt}
## [679] {ice cream}
## [680] {whole milk}
## [681] {chocolate,
## citrus fruit,
## curd,
## hygiene articles,
## other vegetables,
## pastry,
## sausage,
## soda,
## tropical fruit}
## [682] {detergent,
## long life bakery product}
## [683] {rolls/buns,
## sausage,
## soda}
## [684] {white wine}
## [685] {canned fish,
## cling film/bags,
## frankfurter,
## hygiene articles,
## ice cream,
## processed cheese,
## whole milk}
## [686] {candy,
## margarine,
## pastry}
## [687] {chewing gum}
## [688] {organic sausage,
## soda}
## [689] {canned beer,
## chicken,
## fruit/vegetable juice,
## pork,
## waffles}
## [690] {coffee,
## shopping bags}
## [691] {specialty bar}
## [692] {popcorn}
## [693] {condensed milk,
## whole milk}
## [694] {beef,
## coffee,
## frankfurter,
## frozen vegetables,
## grapes,
## hamburger meat,
## hygiene articles,
## long life bakery product,
## mayonnaise,
## misc. beverages,
## soda,
## whipped/sour cream,
## whole milk}
## [695] {candy,
## chocolate,
## citrus fruit,
## dessert,
## frozen fish,
## margarine,
## pickled vegetables,
## pork,
## root vegetables,
## whole milk,
## yogurt}
## [696] {chocolate,
## newspapers,
## tropical fruit,
## whole milk}
## [697] {chewing gum,
## curd,
## newspapers,
## specialty chocolate}
## [698] {hard cheese,
## other vegetables,
## pastry,
## rolls/buns,
## sliced cheese}
## [699] {bathroom cleaner,
## beef,
## bottled water,
## chocolate marshmallow,
## ketchup,
## mustard,
## napkins,
## newspapers,
## onions,
## other vegetables,
## pork,
## root vegetables,
## sausage,
## sliced cheese,
## soda,
## tropical fruit,
## UHT-milk,
## waffles}
## [700] {chocolate,
## frozen meals,
## long life bakery product,
## shopping bags,
## yogurt}
## [701] {candy,
## canned vegetables,
## hard cheese,
## napkins,
## other vegetables,
## pip fruit,
## rolls/buns,
## sausage,
## whole milk}
## [702] {bottled water,
## citrus fruit,
## fruit/vegetable juice,
## misc. beverages,
## napkins,
## soda,
## tropical fruit,
## UHT-milk}
## [703] {frozen meals,
## ice cream,
## whole milk}
## [704] {frozen vegetables,
## ice cream,
## other vegetables}
## [705] {curd,
## frankfurter,
## soda}
## [706] {beef,
## chicken,
## fruit/vegetable juice,
## meat,
## whipped/sour cream,
## whole milk}
## [707] {cat food,
## soda,
## specialty chocolate}
## [708] {bottled water,
## dish cleaner,
## dog food,
## liquor}
## [709] {citrus fruit,
## other vegetables,
## pork,
## yogurt}
## [710] {canned beer,
## dessert}
## [711] {bottled water,
## whole milk}
## [712] {chicken}
## [713] {flower soil/fertilizer}
## [714] {cake bar,
## yogurt}
## [715] {baking powder,
## beef,
## chicken,
## cleaner,
## detergent,
## frozen vegetables,
## house keeping products,
## other vegetables,
## pasta,
## UHT-milk,
## vinegar,
## whole milk}
## [716] {butter milk,
## rolls/buns}
## [717] {chocolate marshmallow,
## coffee,
## soda}
## [718] {brown bread,
## frozen meals,
## ice cream}
## [719] {salty snack}
## [720] {bottled beer,
## citrus fruit,
## curd,
## onions,
## root vegetables,
## sausage,
## whipped/sour cream,
## yogurt}
## [721] {white bread,
## white wine}
## [722] {bottled water,
## cake bar,
## margarine,
## pip fruit,
## semi-finished bread,
## shopping bags,
## UHT-milk}
## [723] {bottled water,
## tropical fruit}
## [724] {prosecco}
## [725] {packaged fruit/vegetables}
## [726] {chocolate,
## citrus fruit,
## frozen vegetables,
## margarine,
## processed cheese,
## rolls/buns,
## whole milk,
## yogurt}
## [727] {whole milk}
## [728] {butter}
## [729] {pork,
## root vegetables,
## salty snack,
## soda}
## [730] {other vegetables,
## soda,
## sugar,
## UHT-milk}
## [731] {bottled beer,
## brown bread,
## margarine,
## other vegetables,
## spread cheese}
## [732] {meat,
## napkins,
## yogurt}
## [733] {napkins,
## pot plants,
## prosecco,
## rolls/buns,
## soft cheese,
## whole milk}
## [734] {canned beer,
## red/blush wine}
## [735] {Instant food products,
## spices,
## tropical fruit,
## white bread}
## [736] {beverages,
## bottled water,
## frozen meals,
## hard cheese,
## light bulbs,
## rolls/buns,
## shopping bags,
## tea,
## tropical fruit,
## yogurt}
## [737] {sweet spreads}
## [738] {brandy}
## [739] {brandy,
## tropical fruit}
## [740] {butter milk,
## other vegetables,
## pork,
## sausage,
## soda,
## tropical fruit,
## UHT-milk}
## [741] {canned beer}
## [742] {bottled water,
## canned beer,
## coffee,
## napkins}
## [743] {pork}
## [744] {dish cleaner}
## [745] {canned beer}
## [746] {rolls/buns,
## soda}
## [747] {pastry,
## soda,
## waffles}
## [748] {misc. beverages}
## [749] {misc. beverages}
## [750] {bottled beer,
## bottled water,
## frozen dessert,
## soda}
## [751] {baking powder,
## citrus fruit,
## curd,
## hamburger meat,
## herbs,
## meat,
## other vegetables,
## pastry,
## rice,
## rolls/buns,
## root vegetables,
## turkey,
## whole milk,
## yogurt}
## [752] {bottled water,
## citrus fruit,
## rolls/buns,
## whole milk,
## yogurt}
## [753] {rolls/buns}
## [754] {canned vegetables}
## [755] {canned beer}
## [756] {baking powder,
## bottled water,
## newspapers,
## whole milk}
## [757] {bottled beer,
## bottled water,
## chicken,
## chocolate,
## fruit/vegetable juice,
## grapes,
## napkins,
## rolls/buns,
## whole milk,
## yogurt}
## [758] {dessert,
## whole milk}
## [759] {cream cheese,
## processed cheese,
## rolls/buns,
## shopping bags,
## tropical fruit,
## whole milk}
## [760] {bottled water,
## citrus fruit,
## curd,
## napkins,
## sliced cheese}
## [761] {canned beer}
## [762] {canned beer,
## rolls/buns}
## [763] {baking powder,
## pip fruit,
## rolls/buns,
## sugar,
## whole milk}
## [764] {bottled beer,
## dishes,
## pork,
## whipped/sour cream,
## whole milk}
## [765] {canned beer}
## [766] {citrus fruit,
## frozen fish,
## long life bakery product,
## newspapers,
## onions,
## other vegetables,
## pip fruit,
## pot plants,
## tropical fruit,
## whole milk,
## yogurt}
## [767] {candles,
## margarine,
## newspapers}
## [768] {chicken,
## root vegetables,
## specialty chocolate,
## UHT-milk}
## [769] {flour,
## herbs,
## meat,
## onions,
## other vegetables,
## root vegetables,
## seasonal products,
## soda,
## whole milk}
## [770] {flour,
## other vegetables,
## root vegetables,
## whole milk}
## [771] {grapes,
## ham,
## napkins}
## [772] {newspapers}
## [773] {bottled water,
## pastry,
## rolls/buns,
## whipped/sour cream}
## [774] {cream cheese,
## zwieback}
## [775] {butter milk,
## citrus fruit,
## oil,
## root vegetables}
## [776] {dish cleaner,
## domestic eggs,
## other vegetables,
## pasta,
## pastry,
## pip fruit,
## soups,
## whole milk}
## [777] {beef,
## bottled beer,
## other vegetables,
## rolls/buns,
## root vegetables,
## whipped/sour cream}
## [778] {canned fish,
## cream cheese,
## fruit/vegetable juice,
## pastry,
## shopping bags,
## yogurt}
## [779] {bottled beer,
## rolls/buns,
## sausage}
## [780] {processed cheese}
## [781] {domestic eggs,
## white wine}
## [782] {beef,
## butter,
## chicken,
## citrus fruit,
## curd,
## domestic eggs,
## frozen meals,
## herbs,
## onions,
## other vegetables,
## root vegetables,
## sausage,
## tropical fruit,
## whole milk,
## yogurt}
## [783] {bottled beer,
## bottled water,
## specialty bar}
## [784] {newspapers}
## [785] {canned beer}
## [786] {brown bread,
## cake bar,
## canned vegetables,
## chocolate,
## dessert,
## domestic eggs,
## meat spreads,
## rolls/buns,
## specialty chocolate,
## tropical fruit,
## UHT-milk,
## yogurt}
## [787] {curd,
## yogurt}
## [788] {pip fruit}
## [789] {beverages,
## rolls/buns}
## [790] {fruit/vegetable juice,
## long life bakery product,
## soda}
## [791] {newspapers}
## [792] {domestic eggs,
## frankfurter,
## grapes,
## meat,
## pork,
## root vegetables,
## whipped/sour cream}
## [793] {long life bakery product,
## napkins,
## tropical fruit,
## white bread,
## whole milk}
## [794] {brown bread,
## cream cheese,
## frozen fish,
## pork,
## sauces,
## whole milk}
## [795] {chicken,
## other vegetables,
## shopping bags,
## tropical fruit}
## [796] {cat food,
## chicken,
## curd cheese,
## pork,
## tropical fruit}
## [797] {canned fish,
## newspapers,
## rolls/buns,
## soda}
## [798] {fruit/vegetable juice,
## newspapers,
## semi-finished bread}
## [799] {beef,
## brown bread,
## citrus fruit,
## hygiene articles,
## long life bakery product,
## margarine,
## napkins,
## pot plants,
## sausage,
## soda,
## yogurt}
## [800] {condensed milk,
## sausage,
## soda,
## specialty chocolate,
## tropical fruit}
## [801] {shopping bags}
## [802] {coffee,
## condensed milk}
## [803] {yogurt}
## [804] {bottled beer,
## brown bread,
## frankfurter,
## margarine,
## meat,
## other vegetables,
## sausage,
## turkey,
## whipped/sour cream}
## [805] {brown bread,
## butter,
## citrus fruit,
## frozen vegetables,
## herbs,
## pip fruit,
## semi-finished bread,
## turkey}
## [806] {beef,
## bottled water,
## citrus fruit,
## rolls/buns,
## whole milk,
## yogurt}
## [807] {red/blush wine,
## rolls/buns}
## [808] {pastry,
## whole milk}
## [809] {berries,
## flower (seeds),
## frozen vegetables,
## margarine,
## newspapers,
## other vegetables,
## whipped/sour cream,
## whole milk,
## yogurt}
## [810] {citrus fruit,
## newspapers}
## [811] {artif. sweetener,
## brown bread,
## meat,
## newspapers,
## other vegetables,
## pastry,
## root vegetables,
## whole milk}
## [812] {canned beer,
## pip fruit,
## rolls/buns,
## shopping bags,
## sliced cheese}
## [813] {berries,
## grapes,
## waffles}
## [814] {canned beer}
## [815] {grapes,
## sausage,
## seasonal products,
## whole milk}
## [816] {seasonal products}
## [817] {chicken,
## citrus fruit,
## root vegetables}
## [818] {bottled beer,
## brown bread,
## citrus fruit,
## curd,
## grapes,
## rolls/buns,
## sausage}
## [819] {ice cream,
## liver loaf,
## rolls/buns,
## tropical fruit,
## yogurt}
## [820] {cat food,
## root vegetables,
## sugar}
## [821] {sliced cheese}
## [822] {other vegetables,
## pork,
## sliced cheese,
## white bread}
## [823] {butter milk,
## tropical fruit}
## [824] {rolls/buns,
## spread cheese}
## [825] {spread cheese}
## [826] {canned beer,
## grapes,
## meat,
## other vegetables,
## rolls/buns,
## root vegetables,
## sausage}
## [827] {bottled water,
## cake bar,
## candy,
## hamburger meat,
## pasta,
## snack products,
## soda,
## specialty vegetables,
## waffles,
## white bread}
## [828] {bottled water,
## chewing gum,
## cream cheese,
## frankfurter,
## frozen potato products,
## grapes,
## meat spreads,
## rolls/buns,
## soda,
## yogurt}
## [829] {bottled beer,
## margarine,
## rolls/buns,
## whole milk}
## [830] {pip fruit,
## semi-finished bread,
## soups}
## [831] {canned beer,
## rolls/buns,
## whole milk}
## [832] {beef,
## citrus fruit,
## cling film/bags,
## dessert,
## fruit/vegetable juice,
## napkins,
## newspapers,
## oil,
## other vegetables,
## root vegetables,
## shopping bags,
## whipped/sour cream}
## [833] {frozen vegetables,
## sausage,
## seasonal products}
## [834] {berries,
## brown bread,
## frozen meals,
## long life bakery product,
## margarine,
## napkins,
## pork,
## white bread,
## whole milk}
## [835] {baking powder,
## canned vegetables,
## chocolate,
## hard cheese,
## napkins,
## newspapers,
## oil,
## other vegetables,
## pet care,
## root vegetables,
## sausage,
## semi-finished bread,
## sliced cheese}
## [836] {napkins}
## [837] {hamburger meat}
## [838] {pet care,
## yogurt}
## [839] {cling film/bags,
## meat,
## spices,
## tropical fruit,
## vinegar}
## [840] {brandy,
## chewing gum,
## napkins,
## onions,
## rolls/buns,
## sausage,
## shopping bags,
## soda,
## white wine}
## [841] {pastry}
## [842] {coffee,
## dishes,
## liver loaf,
## napkins,
## other vegetables,
## pork,
## rolls/buns,
## soda,
## whole milk}
## [843] {butter,
## margarine,
## other vegetables,
## specialty fat}
## [844] {bottled beer,
## citrus fruit,
## coffee,
## frozen dessert,
## oil,
## pip fruit,
## pork,
## rolls/buns,
## root vegetables,
## whole milk}
## [845] {beef,
## bottled beer,
## bottled water,
## canned fish,
## chocolate marshmallow,
## frozen dessert,
## frozen vegetables,
## hygiene articles,
## Instant food products,
## margarine,
## other vegetables,
## pork,
## processed cheese,
## rolls/buns,
## root vegetables,
## semi-finished bread,
## snack products,
## sugar,
## tropical fruit,
## waffles,
## whipped/sour cream,
## whole milk,
## yogurt,
## zwieback}
## [846] {beverages,
## cake bar}
## [847] {beef,
## chocolate marshmallow,
## pastry,
## semi-finished bread,
## specialty chocolate,
## whole milk}
## [848] {domestic eggs,
## pip fruit,
## whole milk}
## [849] {berries,
## brandy,
## cream cheese,
## rolls/buns,
## soda,
## yogurt}
## [850] {frozen fish,
## frozen meals}
## [851] {cream cheese,
## curd cheese,
## domestic eggs,
## fruit/vegetable juice,
## napkins,
## other vegetables,
## sugar,
## tropical fruit,
## whole milk,
## yogurt}
## [852] {newspapers}
## [853] {chewing gum,
## chicken,
## cling film/bags,
## coffee,
## hygiene articles,
## kitchen towels,
## light bulbs,
## napkins,
## other vegetables,
## root vegetables}
## [854] {chocolate,
## newspapers,
## shopping bags,
## UHT-milk,
## whole milk}
## [855] {butter,
## domestic eggs,
## UHT-milk,
## waffles}
## [856] {brown bread,
## pip fruit}
## [857] {frankfurter,
## newspapers,
## pickled vegetables,
## rolls/buns,
## root vegetables,
## sausage}
## [858] {other vegetables,
## whipped/sour cream,
## white bread,
## yogurt}
## [859] {beef,
## other vegetables,
## root vegetables,
## whole milk}
## [860] {bottled beer,
## bottled water,
## butter,
## citrus fruit,
## onions,
## other vegetables,
## pip fruit,
## root vegetables,
## spices,
## turkey,
## whole milk}
## [861] {bottled beer,
## liquor,
## processed cheese,
## red/blush wine}
## [862] {bottled beer,
## brown bread,
## cat food,
## domestic eggs,
## house keeping products,
## other vegetables,
## pip fruit,
## processed cheese,
## roll products,
## root vegetables,
## tropical fruit,
## whole milk}
## [863] {cat food,
## pastry,
## rolls/buns,
## sausage}
## [864] {rolls/buns}
## [865] {beef,
## brown bread,
## napkins,
## newspapers,
## oil,
## pastry,
## rolls/buns,
## root vegetables}
## [866] {newspapers,
## rolls/buns,
## soda,
## waffles}
## [867] {coffee,
## dessert,
## hamburger meat,
## pickled vegetables,
## shopping bags}
## [868] {baking powder,
## beverages,
## butter,
## grapes,
## long life bakery product,
## oil,
## other vegetables,
## processed cheese,
## pudding powder,
## root vegetables,
## tropical fruit,
## turkey,
## whipped/sour cream}
## [869] {specialty chocolate}
## [870] {bottled water,
## citrus fruit,
## flower (seeds),
## frankfurter,
## oil,
## other vegetables,
## pork,
## rolls/buns,
## sausage,
## specialty chocolate,
## whole milk}
## [871] {beef,
## rolls/buns}
## [872] {berries,
## flour,
## soda,
## sugar,
## whole milk}
## [873] {kitchen utensil}
## [874] {chocolate,
## soda}
## [875] {bottled water,
## whole milk}
## [876] {chicken,
## coffee,
## pork,
## whipped/sour cream,
## whole milk}
## [877] {bottled water,
## brown bread,
## butter,
## fruit/vegetable juice,
## long life bakery product,
## newspapers,
## soda,
## whole milk,
## yogurt}
## [878] {brown bread,
## long life bakery product,
## pastry}
## [879] {butter,
## chocolate marshmallow,
## citrus fruit,
## frankfurter,
## frozen meals,
## frozen vegetables,
## ice cream,
## popcorn,
## rolls/buns,
## whole milk,
## yogurt}
## [880] {bottled water,
## detergent,
## frankfurter,
## margarine,
## soda,
## whole milk}
## [881] {curd,
## herbs,
## house keeping products,
## napkins,
## other vegetables,
## pip fruit,
## rum,
## shopping bags,
## whipped/sour cream,
## whole milk}
## [882] {berries,
## butter,
## chicken,
## chocolate,
## fruit/vegetable juice,
## organic sausage,
## sausage,
## soda,
## whipped/sour cream,
## whole milk}
## [883] {hygiene articles}
## [884] {brown bread,
## butter,
## curd,
## domestic eggs,
## flour,
## frankfurter,
## house keeping products,
## pickled vegetables,
## root vegetables,
## whole milk}
## [885] {citrus fruit,
## domestic eggs,
## newspapers,
## salt,
## whipped/sour cream,
## whole milk}
## [886] {chewing gum,
## domestic eggs,
## hard cheese,
## misc. beverages,
## soda,
## tropical fruit}
## [887] {chicken,
## citrus fruit,
## other vegetables}
## [888] {bottled water}
## [889] {berries,
## female sanitary products,
## grapes,
## ham,
## hard cheese,
## long life bakery product,
## pot plants,
## processed cheese,
## shopping bags,
## snack products,
## waffles}
## [890] {canned beer,
## specialty bar}
## [891] {dishes,
## grapes,
## white wine}
## [892] {butter,
## cleaner,
## dish cleaner,
## hamburger meat,
## herbs,
## other vegetables,
## soda,
## whipped/sour cream}
## [893] {curd,
## yogurt}
## [894] {brown bread,
## rolls/buns}
## [895] {waffles}
## [896] {beef,
## newspapers,
## other vegetables}
## [897] {beef}
## [898] {bottled beer,
## butter}
## [899] {domestic eggs,
## frozen vegetables,
## fruit/vegetable juice,
## napkins,
## pot plants,
## sausage,
## soda}
## [900] {brown bread,
## citrus fruit,
## domestic eggs,
## frankfurter,
## fruit/vegetable juice,
## liver loaf,
## oil,
## onions,
## pip fruit,
## sausage,
## yogurt}
## [901] {candy,
## chocolate}
## [902] {candy,
## napkins,
## UHT-milk}
## [903] {cling film/bags,
## rolls/buns,
## sausage,
## shopping bags,
## soda,
## tropical fruit}
## [904] {cream cheese}
## [905] {bottled beer,
## shopping bags}
## [906] {fruit/vegetable juice,
## newspapers,
## rolls/buns,
## specialty chocolate}
## [907] {rolls/buns}
## [908] {cake bar,
## candy,
## chocolate,
## finished products,
## newspapers,
## rolls/buns,
## salty snack,
## whole milk}
## [909] {beef,
## butter milk,
## candy,
## cream cheese,
## curd,
## frozen meals,
## grapes,
## other vegetables,
## pastry,
## pip fruit,
## root vegetables,
## sausage,
## sliced cheese,
## specialty cheese,
## white bread,
## whole milk,
## yogurt}
## [910] {dish cleaner,
## frozen vegetables,
## rolls/buns,
## salty snack,
## tropical fruit,
## whipped/sour cream}
## [911] {beef,
## bottled water,
## butter,
## cat food,
## curd,
## dish cleaner,
## grapes,
## ice cream,
## whole milk}
## [912] {candy,
## chocolate,
## rolls/buns,
## sausage,
## shopping bags}
## [913] {chocolate marshmallow,
## ham,
## ice cream,
## semi-finished bread,
## tropical fruit}
## [914] {domestic eggs,
## grapes,
## other vegetables,
## root vegetables}
## [915] {whole milk}
## [916] {beef,
## margarine,
## yogurt}
## [917] {canned fish,
## fruit/vegetable juice,
## make up remover}
## [918] {newspapers,
## pastry,
## sugar,
## whole milk}
## [919] {chicken,
## chocolate,
## frozen vegetables,
## other vegetables,
## soft cheese,
## tropical fruit,
## whole milk}
## [920] {rolls/buns,
## soda}
## [921] {liver loaf,
## other vegetables,
## root vegetables}
## [922] {bottled water,
## frankfurter,
## liquor,
## pickled vegetables,
## processed cheese,
## rolls/buns,
## sausage,
## shopping bags}
## [923] {butter,
## citrus fruit,
## curd,
## other vegetables,
## rolls/buns,
## semi-finished bread,
## sliced cheese,
## spread cheese,
## tropical fruit,
## whole milk,
## yogurt}
## [924] {bottled water,
## canned beer,
## fruit/vegetable juice,
## margarine,
## pastry,
## rolls/buns,
## soda,
## turkey,
## yogurt}
## [925] {bottled water,
## domestic eggs,
## hard cheese,
## newspapers,
## other vegetables,
## pip fruit,
## rolls/buns,
## sausage,
## yogurt}
## [926] {beverages,
## chocolate marshmallow,
## misc. beverages,
## pastry,
## soda}
## [927] {bottled water,
## cake bar,
## mayonnaise,
## rolls/buns,
## soda,
## tidbits}
## [928] {rolls/buns}
## [929] {beef,
## chicken,
## curd,
## frozen potato products,
## popcorn,
## pork,
## processed cheese,
## rolls/buns,
## soft cheese,
## whole milk}
## [930] {canned beer,
## liquor (appetizer)}
## [931] {butter,
## cake bar,
## candy,
## chicken,
## chocolate,
## fruit/vegetable juice,
## hamburger meat,
## other vegetables,
## rice,
## rolls/buns,
## shopping bags,
## white bread,
## yogurt}
## [932] {whole milk}
## [933] {candy,
## ham,
## pork,
## white bread}
## [934] {rolls/buns}
## [935] {bottled water,
## curd,
## hard cheese,
## whole milk}
## [936] {chocolate,
## napkins,
## soda,
## specialty bar}
## [937] {shopping bags}
## [938] {canned beer,
## whole milk}
## [939] {mustard,
## organic sausage,
## ready soups,
## soda}
## [940] {citrus fruit,
## curd,
## dessert,
## domestic eggs,
## margarine,
## mayonnaise,
## pot plants,
## sugar,
## tropical fruit,
## whole milk}
## [941] {beef}
## [942] {chicken,
## citrus fruit,
## frankfurter,
## root vegetables}
## [943] {brown bread,
## other vegetables,
## pastry,
## pork,
## sugar,
## whole milk}
## [944] {bottled water,
## canned beer,
## dog food,
## rolls/buns,
## shopping bags,
## yogurt}
## [945] {butter,
## canned beer,
## hard cheese}
## [946] {yogurt}
## [947] {salty snack}
## [948] {house keeping products,
## light bulbs,
## rolls/buns}
## [949] {bottled beer}
## [950] {beef,
## packaged fruit/vegetables,
## pot plants}
## [951] {beef,
## bottled water,
## butter,
## frozen fish,
## meat,
## napkins,
## other vegetables}
## [952] {instant coffee,
## semi-finished bread}
## [953] {curd,
## detergent,
## newspapers,
## soft cheese,
## whole milk,
## yogurt}
## [954] {beef,
## chicken,
## instant coffee,
## rolls/buns}
## [955] {brown bread,
## meat,
## other vegetables,
## pork,
## syrup}
## [956] {pastry,
## shopping bags,
## soda}
## [957] {rolls/buns}
## [958] {beverages,
## popcorn}
## [959] {fruit/vegetable juice,
## other vegetables,
## rice,
## whole milk}
## [960] {brown bread,
## butter milk,
## citrus fruit,
## dessert,
## domestic eggs,
## frankfurter,
## frozen meals,
## frozen vegetables,
## long life bakery product,
## napkins,
## pastry,
## pip fruit,
## salty snack,
## shopping bags,
## soda,
## white bread}
## [961] {candles,
## candy,
## canned beer,
## long life bakery product,
## pastry,
## salty snack,
## specialty chocolate}
## [962] {beef,
## Instant food products,
## rolls/buns,
## salt,
## sausage,
## soda,
## softener,
## whipped/sour cream}
## [963] {bottled beer,
## cat food,
## citrus fruit,
## flour,
## margarine,
## mustard,
## newspapers,
## nut snack,
## rolls/buns,
## shopping bags,
## soda,
## sugar}
## [964] {shopping bags,
## tropical fruit}
## [965] {salty snack}
## [966] {bottled beer,
## newspapers,
## whole milk}
## [967] {coffee,
## pastry,
## waffles}
## [968] {salty snack}
## [969] {canned beer,
## shopping bags}
## [970] {beef,
## chicken,
## flour,
## salty snack}
## [971] {bottled beer,
## shopping bags}
## [972] {brown bread,
## jam,
## newspapers,
## pot plants,
## whole milk}
## [973] {grapes,
## pip fruit}
## [974] {chocolate}
## [975] {citrus fruit,
## domestic eggs,
## other vegetables,
## shopping bags}
## [976] {soda,
## white wine}
## [977] {soda}
## [978] {canned beer,
## frozen meals,
## salty snack}
## [979] {newspapers}
## [980] {bottled water,
## chocolate marshmallow,
## coffee,
## dog food,
## frozen vegetables,
## fruit/vegetable juice,
## hamburger meat,
## hygiene articles,
## long life bakery product,
## pip fruit,
## pork,
## pot plants,
## sausage,
## sliced cheese,
## specialty bar,
## specialty chocolate,
## tropical fruit,
## white bread,
## whole milk,
## yogurt}
## [981] {cat food,
## frozen meals,
## hair spray}
## [982] {bottled water,
## cleaner,
## finished products,
## grapes,
## hard cheese,
## other vegetables,
## popcorn,
## pork,
## salty snack,
## waffles}
## [983] {tropical fruit}
## [984] {bottled water,
## canned beer,
## soda,
## whole milk}
## [985] {bottled water,
## ice cream,
## soda}
## [986] {processed cheese,
## shopping bags,
## soda}
## [987] {canned beer,
## soda}
## [988] {newspapers}
## [989] {beef,
## cat food,
## condensed milk,
## dishes,
## liquor,
## mayonnaise,
## napkins,
## nut snack,
## other vegetables,
## root vegetables,
## salty snack,
## shopping bags,
## sliced cheese,
## specialty cheese,
## tropical fruit,
## yogurt}
## [990] {grapes,
## popcorn}
## [991] {chocolate marshmallow,
## dessert,
## margarine,
## pip fruit,
## whole milk}
## [992] {chocolate marshmallow}
## [993] {bottled beer}
## [994] {bottled water,
## butter,
## chocolate,
## curd,
## misc. beverages,
## napkins,
## onions,
## popcorn,
## pork,
## soda,
## whole milk}
## [995] {Instant food products,
## kitchen towels,
## meat,
## other vegetables,
## pastry,
## pork,
## sliced cheese,
## sugar,
## whole milk}
## [996] {bottled water,
## brown bread,
## canned beer,
## flour,
## frozen vegetables,
## fruit/vegetable juice,
## long life bakery product,
## other vegetables,
## pastry,
## soda,
## whole milk,
## yogurt}
## [997] {cream cheese,
## long life bakery product,
## tropical fruit,
## yogurt}
## [998] {candy,
## chicken,
## pastry,
## root vegetables,
## whole milk}
## [999] {bottled beer}
## [1000] {berries,
## butter milk,
## chicken,
## dessert,
## domestic eggs,
## hamburger meat,
## other vegetables,
## pip fruit,
## salty snack,
## sausage,
## UHT-milk,
## whole milk}
## [1001] {chocolate marshmallow,
## shopping bags,
## soda,
## yogurt,
## zwieback}
## [1002] {baking powder,
## beef,
## chicken,
## dessert,
## frankfurter,
## frozen vegetables,
## other vegetables,
## pickled vegetables,
## rolls/buns,
## seasonal products,
## yogurt}
## [1003] {curd,
## domestic eggs,
## frankfurter,
## frozen vegetables,
## hygiene articles,
## soap,
## soda,
## soups}
## [1004] {citrus fruit,
## margarine}
## [1005] {berries,
## butter,
## coffee,
## frankfurter,
## fruit/vegetable juice,
## hamburger meat,
## honey,
## meat,
## napkins,
## pasta,
## whole milk}
## [1006] {salt,
## whipped/sour cream}
## [1007] {bottled water,
## napkins}
## [1008] {fruit/vegetable juice,
## grapes,
## misc. beverages}
## [1009] {frankfurter,
## processed cheese}
## [1010] {brown bread,
## chicken,
## domestic eggs,
## frankfurter,
## grapes,
## newspapers,
## other vegetables,
## pork,
## root vegetables,
## soups,
## whole milk}
## [1011] {female sanitary products,
## frankfurter,
## soda,
## syrup,
## whole milk}
## [1012] {candy}
## [1013] {canned fish,
## cereals,
## cream cheese,
## dental care,
## dog food,
## domestic eggs,
## frozen fish,
## frozen fruits,
## kitchen towels,
## margarine,
## other vegetables,
## pickled vegetables,
## rolls/buns,
## salty snack,
## shopping bags,
## specialty chocolate}
## [1014] {beef,
## berries,
## cake bar,
## citrus fruit,
## detergent,
## pastry,
## pot plants,
## seasonal products,
## specialty cheese,
## UHT-milk,
## whole milk,
## yogurt}
## [1015] {bottled beer,
## red/blush wine}
## [1016] {berries,
## dessert,
## domestic eggs,
## frankfurter,
## long life bakery product,
## napkins,
## pasta,
## shopping bags,
## soda,
## specialty vegetables,
## sweet spreads,
## tropical fruit,
## whipped/sour cream,
## whole milk,
## yogurt}
## [1017] {candy,
## canned beer,
## chewing gum,
## pork,
## salty snack,
## soda,
## whole milk}
## [1018] {other vegetables,
## root vegetables}
## [1019] {beef,
## dessert,
## margarine,
## shopping bags,
## whole milk}
## [1020] {misc. beverages}
## [1021] {whole milk}
## [1022] {napkins,
## other vegetables,
## whole milk}
## [1023] {beef,
## whipped/sour cream}
## [1024] {beef,
## berries,
## brown bread,
## butter,
## chocolate,
## dental care,
## dish cleaner,
## fruit/vegetable juice,
## jam,
## napkins,
## newspapers,
## other vegetables,
## pastry,
## rolls/buns,
## root vegetables,
## sausage,
## sliced cheese,
## soda,
## syrup,
## white bread,
## whole milk}
## [1025] {bottled beer,
## frankfurter,
## pasta}
## [1026] {curd,
## frozen dessert,
## long life bakery product,
## rolls/buns,
## whole milk}
## [1027] {berries,
## dessert,
## frozen fish,
## frozen potato products,
## other vegetables,
## red/blush wine,
## sausage,
## seasonal products,
## tropical fruit}
## [1028] {other vegetables}
## [1029] {other vegetables,
## packaged fruit/vegetables,
## sausage,
## whole milk,
## yogurt}
## [1030] {cream cheese,
## other vegetables}
## [1031] {cake bar,
## chocolate,
## finished products,
## fish,
## frankfurter,
## fruit/vegetable juice,
## margarine,
## oil,
## pastry,
## sausage,
## sugar,
## white bread,
## whole milk}
## [1032] {bottled water,
## cat food,
## chicken,
## cream cheese,
## dessert,
## frankfurter,
## ham,
## other vegetables,
## pork,
## rolls/buns,
## root vegetables,
## shopping bags}
## [1033] {curd,
## yogurt}
## [1034] {butter,
## grapes,
## rum}
## [1035] {canned beer}
## [1036] {brown bread,
## canned fish,
## chocolate,
## citrus fruit,
## dish cleaner,
## domestic eggs,
## frozen meals,
## hamburger meat,
## Instant food products,
## pasta,
## pip fruit,
## popcorn,
## salty snack,
## shopping bags,
## soda,
## sugar,
## tropical fruit,
## whole milk,
## yogurt}
## [1037] {bottled water,
## citrus fruit,
## domestic eggs,
## soda}
## [1038] {newspapers,
## whole milk}
## [1039] {frozen dessert,
## semi-finished bread}
## [1040] {bottled beer,
## yogurt}
## [1041] {berries,
## bottled water,
## butter,
## domestic eggs,
## margarine,
## newspapers,
## other vegetables,
## root vegetables,
## salty snack,
## soda,
## tropical fruit,
## UHT-milk,
## yogurt}
## [1042] {tropical fruit}
## [1043] {cake bar,
## fruit/vegetable juice,
## newspapers}
## [1044] {hamburger meat,
## red/blush wine,
## rum}
## [1045] {newspapers}
## [1046] {specialty chocolate}
## [1047] {salty snack,
## soda,
## specialty chocolate}
## [1048] {ice cream}
## [1049] {beef,
## berries,
## cake bar,
## cat food,
## dessert,
## frozen meals,
## fruit/vegetable juice,
## hamburger meat,
## onions,
## other vegetables,
## popcorn,
## rolls/buns,
## root vegetables,
## salty snack,
## soda,
## sugar,
## yogurt}
## [1050] {berries,
## bottled water,
## butter,
## canned beer,
## chicken,
## grapes,
## hygiene articles,
## ice cream,
## margarine,
## mustard,
## onions,
## other vegetables,
## pip fruit,
## ready soups,
## rolls/buns,
## root vegetables,
## sausage,
## skin care,
## whipped/sour cream,
## whole milk}
## [1051] {white wine,
## yogurt}
## [1052] {rolls/buns,
## whole milk}
## [1053] {ice cream}
## [1054] {candy,
## chicken,
## curd,
## detergent,
## frankfurter,
## other vegetables,
## sausage,
## semi-finished bread,
## whole milk}
## [1055] {domestic eggs,
## frozen meals,
## frozen vegetables,
## hamburger meat}
## [1056] {curd,
## frankfurter,
## long life bakery product,
## napkins,
## pork,
## sausage,
## soda}
## [1057] {beverages,
## chocolate,
## frankfurter,
## mayonnaise,
## meat,
## onions,
## pork,
## root vegetables,
## soda,
## whole milk}
## [1058] {bathroom cleaner,
## brown bread,
## canned beer,
## cleaner,
## fruit/vegetable juice,
## hamburger meat,
## napkins,
## newspapers,
## other vegetables,
## sausage,
## sliced cheese,
## sugar,
## yogurt}
## [1059] {dishes,
## frozen dessert,
## margarine,
## napkins,
## pip fruit,
## pork,
## rolls/buns,
## root vegetables,
## seasonal products,
## tropical fruit}
## [1060] {bottled water,
## white wine,
## yogurt}
## [1061] {coffee,
## ham,
## light bulbs,
## liquor (appetizer),
## margarine,
## meat,
## napkins,
## oil,
## other vegetables,
## pickled vegetables,
## pip fruit,
## processed cheese,
## semi-finished bread,
## soda,
## tropical fruit,
## UHT-milk,
## white bread,
## yogurt}
## [1062] {butter,
## flower (seeds),
## other vegetables,
## rolls/buns}
## [1063] {chocolate marshmallow,
## sausage,
## soda}
## [1064] {beef,
## herbs,
## other vegetables,
## rice,
## whole milk}
## [1065] {dishes}
## [1066] {other vegetables,
## pork}
## [1067] {beef,
## coffee,
## oil,
## sparkling wine}
## [1068] {waffles,
## whole milk}
## [1069] {beef,
## butter,
## candy,
## chicken,
## chocolate marshmallow,
## cream cheese,
## frozen fruits,
## frozen vegetables,
## long life bakery product,
## other vegetables,
## pastry,
## pork,
## processed cheese,
## soda,
## soft cheese,
## sugar,
## waffles,
## whipped/sour cream,
## whole milk}
## [1070] {bottled beer,
## fruit/vegetable juice,
## pickled vegetables,
## salty snack,
## soda,
## yogurt}
## [1071] {candy,
## salty snack}
## [1072] {chocolate marshmallow,
## pip fruit}
## [1073] {herbs,
## oil,
## roll products,
## root vegetables,
## sausage,
## tropical fruit,
## whole milk}
## [1074] {bottled water,
## curd,
## dishes,
## fruit/vegetable juice,
## pastry,
## pot plants,
## yogurt}
## [1075] {beef,
## bottled beer,
## brandy,
## cooking chocolate,
## flour,
## fruit/vegetable juice,
## soda,
## white bread,
## yogurt}
## [1076] {salty snack}
## [1077] {bottled beer,
## bottled water,
## frankfurter,
## frozen potato products,
## pastry}
## [1078] {canned beer,
## dessert}
## [1079] {frankfurter,
## ham,
## hamburger meat,
## margarine,
## other vegetables,
## specialty chocolate}
## [1080] {baking powder,
## butter,
## domestic eggs,
## whole milk}
## [1081] {photo/film}
## [1082] {pip fruit,
## specialty bar}
## [1083] {berries,
## cream cheese,
## curd,
## frozen vegetables,
## fruit/vegetable juice,
## napkins,
## sausage,
## shopping bags,
## tea,
## whipped/sour cream,
## yogurt}
## [1084] {root vegetables,
## yogurt}
## [1085] {baking powder,
## butter,
## domestic eggs,
## frankfurter,
## ham,
## hard cheese,
## napkins,
## sliced cheese,
## whole milk,
## yogurt,
## zwieback}
## [1086] {beef,
## bottled water,
## domestic eggs,
## ham,
## jam,
## oil,
## other vegetables,
## pot plants,
## sugar,
## whole milk}
## [1087] {pip fruit}
## [1088] {citrus fruit,
## detergent,
## domestic eggs,
## ice cream,
## newspapers,
## sliced cheese,
## tropical fruit}
## [1089] {soda}
## [1090] {sugar}
## [1091] {canned vegetables,
## hamburger meat,
## other vegetables}
## [1092] {whole milk}
## [1093] {liquor,
## nuts/prunes}
## [1094] {candy,
## canned beer,
## cling film/bags,
## frankfurter,
## grapes,
## long life bakery product,
## other vegetables,
## rolls/buns,
## rubbing alcohol,
## soda,
## syrup,
## tropical fruit,
## white bread}
## [1095] {red/blush wine}
## [1096] {berries,
## beverages,
## canned beer,
## shopping bags}
## [1097] {abrasive cleaner,
## bathroom cleaner,
## berries,
## bottled beer,
## citrus fruit,
## coffee,
## condensed milk,
## curd cheese,
## fruit/vegetable juice,
## napkins,
## oil,
## other vegetables,
## pasta,
## roll products,
## root vegetables,
## sausage,
## soda,
## tropical fruit}
## [1098] {salty snack}
## [1099] {canned beer,
## citrus fruit,
## frankfurter,
## house keeping products,
## meat,
## other vegetables,
## pip fruit,
## sliced cheese,
## whole milk,
## yogurt}
## [1100] {frozen meals,
## margarine,
## newspapers,
## nuts/prunes,
## other vegetables,
## pip fruit,
## pork,
## tropical fruit}
## [1101] {canned beer,
## chewing gum,
## chocolate,
## fruit/vegetable juice,
## misc. beverages,
## shopping bags}
## [1102] {ice cream}
## [1103] {candy,
## chocolate,
## shopping bags}
## [1104] {brown bread,
## margarine,
## rolls/buns,
## white bread,
## whole milk}
## [1105] {chewing gum,
## fruit/vegetable juice,
## other vegetables}
## [1106] {spread cheese}
## [1107] {margarine,
## pastry,
## shopping bags,
## whipped/sour cream,
## whole milk}
## [1108] {butter milk,
## chocolate,
## cream cheese,
## dessert,
## frozen potato products,
## fruit/vegetable juice,
## long life bakery product,
## mustard,
## napkins,
## other vegetables,
## pip fruit,
## rolls/buns,
## salty snack,
## specialty bar,
## tidbits,
## white bread,
## whole milk,
## yogurt}
## [1109] {frankfurter,
## frozen vegetables,
## fruit/vegetable juice,
## whole milk}
## [1110] {pork,
## whole milk}
## [1111] {citrus fruit,
## other vegetables,
## spread cheese}
## [1112] {bottled beer}
## [1113] {bottled water,
## citrus fruit,
## pip fruit,
## soda,
## specialty cheese}
## [1114] {bottled water,
## grapes,
## hamburger meat,
## rice,
## sugar,
## whole milk}
## [1115] {cream cheese,
## whipped/sour cream}
## [1116] {berries,
## grapes,
## napkins,
## other vegetables,
## pastry,
## sausage,
## shopping bags,
## soda,
## specialty chocolate,
## tropical fruit}
## [1117] {butter,
## citrus fruit,
## other vegetables,
## root vegetables,
## salty snack,
## specialty bar,
## tropical fruit,
## whipped/sour cream,
## yogurt}
## [1118] {bottled beer,
## margarine,
## rolls/buns}
## [1119] {bottled water,
## canned beer,
## frozen fish,
## margarine,
## sliced cheese}
## [1120] {butter milk,
## salty snack,
## specialty chocolate,
## yogurt}
## [1121] {bottled beer,
## popcorn,
## root vegetables,
## salty snack,
## sausage,
## soda}
## [1122] {bottled beer,
## bottled water,
## margarine,
## other vegetables,
## soft cheese}
## [1123] {beef,
## bottled water,
## butter,
## domestic eggs,
## herbs,
## jam,
## packaged fruit/vegetables,
## root vegetables,
## sliced cheese}
## [1124] {bottled beer,
## bottled water,
## butter,
## canned fish,
## cat food,
## cereals,
## curd,
## dessert,
## domestic eggs,
## flour,
## hamburger meat,
## hygiene articles,
## margarine,
## napkins,
## other vegetables,
## pastry,
## tropical fruit,
## UHT-milk,
## whipped/sour cream,
## whole milk,
## yogurt}
## [1125] {bottled beer,
## chicken,
## frozen vegetables}
## [1126] {cat food,
## herbs,
## margarine,
## meat,
## other vegetables,
## sausage,
## shopping bags,
## soft cheese}
## [1127] {citrus fruit,
## cling film/bags,
## fruit/vegetable juice,
## napkins,
## salty snack,
## sausage,
## soda}
## [1128] {bottled beer,
## bottled water}
## [1129] {pastry,
## soda}
## [1130] {cat food}
## [1131] {butter milk,
## domestic eggs,
## other vegetables,
## pastry,
## popcorn,
## whipped/sour cream,
## whole milk,
## yogurt}
## [1132] {brown bread,
## domestic eggs,
## pastry,
## whole milk}
## [1133] {bottled beer,
## butter,
## domestic eggs,
## flower (seeds),
## other vegetables,
## pastry,
## specialty bar,
## yogurt}
## [1134] {bottled beer,
## bottled water,
## canned fish,
## salt,
## tropical fruit}
## [1135] {butter milk,
## citrus fruit,
## onions,
## other vegetables,
## tropical fruit}
## [1136] {butter milk,
## canned beer,
## liquor,
## pickled vegetables,
## pork,
## soda}
## [1137] {canned beer,
## red/blush wine}
## [1138] {chocolate,
## frankfurter,
## hamburger meat,
## Instant food products,
## other vegetables,
## pastry,
## pip fruit,
## pork,
## rolls/buns,
## waffles,
## white bread,
## whole milk}
## [1139] {cereals,
## specialty bar,
## yogurt}
## [1140] {fruit/vegetable juice,
## other vegetables,
## sausage,
## whole milk}
## [1141] {chocolate marshmallow,
## cream cheese}
## [1142] {other vegetables}
## [1143] {sausage,
## white bread,
## whole milk}
## [1144] {berries,
## frankfurter,
## other vegetables,
## pastry,
## pip fruit,
## pork,
## root vegetables,
## semi-finished bread,
## shopping bags,
## syrup,
## whole milk}
## [1145] {canned beer,
## canned vegetables,
## citrus fruit,
## domestic eggs,
## sliced cheese,
## whole milk,
## yogurt}
## [1146] {chocolate,
## coffee,
## female sanitary products,
## ham,
## pastry,
## waffles,
## yogurt}
## [1147] {soda}
## [1148] {frankfurter,
## napkins,
## whole milk,
## yogurt}
## [1149] {bottled beer,
## bottled water,
## citrus fruit,
## fruit/vegetable juice,
## soda,
## whole milk}
## [1150] {brown bread,
## canned beer,
## frozen fish,
## newspapers,
## rum}
## [1151] {whole milk}
## [1152] {ham,
## pork,
## shopping bags}
## [1153] {berries,
## butter,
## cat food,
## curd,
## other vegetables,
## pip fruit,
## popcorn,
## pot plants,
## salty snack,
## sausage,
## shopping bags,
## tropical fruit,
## whipped/sour cream,
## whole milk}
## [1154] {shopping bags}
## [1155] {cereals,
## salty snack}
## [1156] {frozen fish,
## liquor (appetizer)}
## [1157] {cat food,
## margarine,
## soda,
## white bread,
## whole milk}
## [1158] {canned beer,
## soda}
## [1159] {canned beer,
## chocolate,
## misc. beverages,
## pastry,
## salty snack,
## shopping bags,
## soda}
## [1160] {bottled water,
## candy,
## chocolate,
## frankfurter,
## misc. beverages,
## other vegetables,
## pip fruit,
## rolls/buns,
## shopping bags,
## soda,
## specialty chocolate,
## tropical fruit,
## whipped/sour cream,
## yogurt}
## [1161] {domestic eggs,
## long life bakery product,
## rolls/buns,
## UHT-milk,
## yogurt}
## [1162] {canned beer,
## chocolate marshmallow,
## domestic eggs,
## liquor (appetizer),
## shopping bags}
## [1163] {butter,
## fruit/vegetable juice,
## other vegetables,
## sausage,
## whole milk}
## [1164] {ham,
## white bread,
## whole milk}
## [1165] {candy,
## other vegetables,
## pastry,
## salty snack,
## whole milk}
## [1166] {soda,
## tropical fruit,
## yogurt}
## [1167] {brown bread,
## margarine,
## whole milk}
## [1168] {baking powder,
## brown bread,
## butter,
## cat food,
## chocolate,
## citrus fruit,
## cream,
## curd,
## frozen fish,
## frozen potato products,
## frozen vegetables,
## fruit/vegetable juice,
## hard cheese,
## margarine,
## nut snack,
## pet care,
## pip fruit,
## pork,
## root vegetables,
## sausage,
## sliced cheese,
## soda,
## tropical fruit,
## whole milk,
## yogurt}
## [1169] {soda}
## [1170] {tropical fruit,
## whole milk}
## [1171] {bottled beer,
## candles,
## canned beer,
## chocolate,
## domestic eggs,
## long life bakery product,
## newspapers,
## pastry}
## [1172] {red/blush wine}
## [1173] {rolls/buns}
## [1174] {brown bread,
## frozen fish,
## other vegetables,
## red/blush wine}
## [1175] {chewing gum,
## frankfurter,
## pip fruit,
## semi-finished bread,
## soft cheese,
## specialty chocolate}
## [1176] {candy,
## canned fruit,
## citrus fruit,
## domestic eggs,
## newspapers,
## other vegetables,
## root vegetables,
## soda,
## UHT-milk,
## waffles}
## [1177] {brown bread,
## butter milk,
## canned beer,
## dessert,
## shopping bags}
## [1178] {bottled water,
## chocolate marshmallow,
## semi-finished bread,
## soda,
## tropical fruit,
## whole milk,
## yogurt}
## [1179] {hamburger meat,
## other vegetables,
## shopping bags,
## tropical fruit}
## [1180] {soda}
## [1181] {bottled beer,
## canned beer,
## chicken,
## frozen vegetables,
## long life bakery product,
## oil,
## other vegetables,
## rolls/buns,
## whole milk,
## yogurt}
## [1182] {rolls/buns,
## sugar}
## [1183] {butter,
## curd,
## hygiene articles,
## margarine,
## salty snack,
## whipped/sour cream,
## yogurt}
## [1184] {herbs,
## other vegetables,
## pip fruit,
## whipped/sour cream,
## whole milk}
## [1185] {specialty bar}
## [1186] {brown bread,
## frozen vegetables,
## oil,
## other vegetables,
## roll products,
## rolls/buns,
## sausage,
## sugar,
## tropical fruit,
## white bread,
## whole milk}
## [1187] {butter,
## grapes,
## newspapers,
## other vegetables}
## [1188] {semi-finished bread}
## [1189] {canned beer,
## domestic eggs,
## newspapers,
## pastry,
## white bread}
## [1190] {pastry}
## [1191] {brown bread,
## margarine,
## root vegetables,
## whole milk}
## [1192] {domestic eggs,
## whole milk}
## [1193] {citrus fruit,
## meat,
## whole milk}
## [1194] {canned beer}
## [1195] {brown bread,
## butter milk,
## frankfurter,
## margarine,
## other vegetables,
## pork,
## sliced cheese,
## UHT-milk}
## [1196] {dish cleaner,
## grapes,
## other vegetables,
## pastry}
## [1197] {candles}
## [1198] {canned beer,
## other vegetables,
## snack products}
## [1199] {brown bread,
## butter,
## butter milk,
## pastry,
## tropical fruit,
## whole milk}
## [1200] {butter,
## chicken,
## curd,
## domestic eggs,
## newspapers,
## whole milk}
## [1201] {soda}
## [1202] {berries,
## bottled beer,
## ham,
## newspapers,
## oil,
## popcorn,
## pork,
## root vegetables,
## salty snack,
## soda}
## [1203] {bottled water,
## frozen vegetables,
## grapes,
## onions,
## other vegetables,
## pet care,
## pork,
## seasonal products,
## tropical fruit,
## whole milk,
## yogurt}
## [1204] {bottled water,
## frozen vegetables,
## pasta,
## soda}
## [1205] {beef,
## brown bread,
## other vegetables,
## waffles,
## whole milk}
## [1206] {chocolate,
## dog food,
## flour,
## grapes,
## oil,
## other vegetables,
## pastry,
## pip fruit,
## pork,
## sugar,
## whole milk}
## [1207] {dessert}
## [1208] {pork,
## salty snack,
## UHT-milk,
## yogurt}
## [1209] {cake bar,
## canned vegetables,
## chicken,
## citrus fruit,
## hamburger meat,
## mustard,
## napkins,
## newspapers,
## other vegetables,
## pip fruit,
## rolls/buns,
## tropical fruit,
## yogurt}
## [1210] {beverages,
## citrus fruit,
## hamburger meat,
## hygiene articles,
## napkins,
## other vegetables,
## tropical fruit,
## whipped/sour cream,
## white bread}
## [1211] {beef,
## chicken,
## citrus fruit,
## hamburger meat,
## napkins,
## other vegetables,
## packaged fruit/vegetables,
## pastry,
## pork,
## whole milk}
## [1212] {baking powder,
## flower (seeds),
## newspapers}
## [1213] {brown bread,
## dessert,
## fruit/vegetable juice,
## margarine,
## newspapers,
## other vegetables,
## salt}
## [1214] {bottled water,
## curd,
## soda}
## [1215] {other vegetables,
## processed cheese,
## root vegetables,
## tropical fruit,
## whole milk}
## [1216] {rolls/buns}
## [1217] {dessert,
## fruit/vegetable juice,
## meat,
## UHT-milk}
## [1218] {soda}
## [1219] {photo/film}
## [1220] {bottled water,
## misc. beverages,
## pet care,
## shopping bags}
## [1221] {baking powder,
## dish cleaner,
## misc. beverages,
## other vegetables,
## sparkling wine,
## whipped/sour cream,
## whole milk,
## yogurt}
## [1222] {candles,
## citrus fruit,
## long life bakery product,
## other vegetables,
## white wine}
## [1223] {beverages,
## bottled water,
## chewing gum,
## chocolate marshmallow,
## citrus fruit,
## domestic eggs,
## rolls/buns}
## [1224] {photo/film,
## rolls/buns}
## [1225] {canned beer}
## [1226] {canned beer}
## [1227] {sugar}
## [1228] {baking powder,
## berries,
## canned fish,
## meat,
## pork,
## seasonal products,
## tropical fruit}
## [1229] {beef,
## butter milk,
## coffee,
## frankfurter,
## hard cheese,
## other vegetables,
## photo/film,
## whole milk,
## yogurt}
## [1230] {dishes}
## [1231] {other vegetables,
## pork,
## rolls/buns,
## whole milk}
## [1232] {bottled beer,
## citrus fruit,
## frankfurter,
## grapes,
## newspapers,
## onions,
## other vegetables,
## rolls/buns,
## root vegetables,
## soups,
## whole milk}
## [1233] {bottled beer,
## other vegetables,
## pastry,
## whipped/sour cream,
## whole milk}
## [1234] {newspapers}
## [1235] {berries,
## root vegetables,
## soda,
## whipped/sour cream}
## [1236] {beef,
## margarine,
## newspapers,
## rolls/buns,
## white bread,
## whole milk}
## [1237] {bottled water,
## long life bakery product,
## pickled vegetables,
## rolls/buns,
## whipped/sour cream,
## whole milk}
## [1238] {citrus fruit,
## cling film/bags,
## margarine,
## rolls/buns,
## whipped/sour cream,
## whole milk}
## [1239] {bottled beer,
## coffee,
## condensed milk,
## fruit/vegetable juice,
## other vegetables,
## shopping bags,
## soda,
## sugar,
## white bread,
## whole milk}
## [1240] {flour,
## misc. beverages,
## root vegetables,
## soda,
## sugar,
## whole milk}
## [1241] {cling film/bags,
## dish cleaner,
## frankfurter,
## hamburger meat,
## kitchen towels,
## other vegetables,
## pastry}
## [1242] {other vegetables}
## [1243] {bottled water,
## curd,
## dog food,
## hygiene articles,
## long life bakery product,
## sausage,
## shopping bags,
## tropical fruit,
## yogurt}
## [1244] {abrasive cleaner,
## yogurt}
## [1245] {canned beer,
## rolls/buns,
## sausage}
## [1246] {baking powder,
## butter milk,
## hamburger meat,
## margarine,
## whole milk,
## yogurt}
## [1247] {bottled water,
## brown bread,
## pork,
## root vegetables,
## soda}
## [1248] {butter,
## other vegetables,
## tropical fruit,
## whole milk,
## yogurt}
## [1249] {chewing gum,
## pickled vegetables,
## rolls/buns,
## specialty chocolate}
## [1250] {tropical fruit}
## [1251] {berries,
## chicken,
## citrus fruit,
## curd,
## frozen vegetables,
## packaged fruit/vegetables,
## pork,
## root vegetables,
## sausage,
## whipped/sour cream,
## yogurt}
## [1252] {butter,
## cereals,
## hamburger meat,
## other vegetables,
## pastry,
## specialty cheese,
## whole milk}
## [1253] {cream cheese,
## domestic eggs,
## fruit/vegetable juice,
## other vegetables,
## pickled vegetables,
## pip fruit,
## root vegetables}
## [1254] {beef,
## brown bread,
## candy,
## canned fish,
## cling film/bags,
## coffee,
## curd,
## frozen meals,
## whipped/sour cream,
## yogurt}
## [1255] {napkins,
## other vegetables,
## rolls/buns,
## salt,
## sparkling wine,
## yogurt}
## [1256] {sausage}
## [1257] {canned beer,
## other vegetables,
## whole milk}
## [1258] {candy,
## curd,
## detergent,
## frozen fish,
## frozen meals,
## frozen vegetables,
## ham,
## jam,
## meat,
## misc. beverages,
## other vegetables,
## rolls/buns,
## root vegetables,
## seasonal products,
## whole milk,
## yogurt}
## [1259] {frankfurter,
## other vegetables,
## whipped/sour cream,
## whole milk}
## [1260] {citrus fruit,
## hard cheese,
## meat,
## soda}
## [1261] {curd,
## detergent,
## ham,
## hard cheese,
## herbs,
## rolls/buns,
## root vegetables,
## whole milk,
## yogurt}
## [1262] {beverages,
## bottled water,
## brown bread,
## citrus fruit,
## long life bakery product,
## onions,
## other vegetables,
## rolls/buns,
## vinegar,
## yogurt}
## [1263] {bottled beer,
## brandy,
## rolls/buns}
## [1264] {cat food,
## newspapers,
## pip fruit,
## sauces,
## sausage,
## soups,
## UHT-milk}
## [1265] {cake bar,
## dessert,
## herbs,
## ice cream,
## newspapers,
## other vegetables,
## root vegetables,
## shopping bags}
## [1266] {berries,
## other vegetables,
## semi-finished bread}
## [1267] {canned beer,
## male cosmetics,
## pork,
## soda}
## [1268] {meat,
## specialty chocolate}
## [1269] {fruit/vegetable juice,
## pastry}
## [1270] {long life bakery product}
## [1271] {berries,
## candles,
## chocolate,
## detergent,
## fish,
## frozen vegetables,
## grapes,
## kitchen utensil,
## meat,
## other vegetables,
## pork,
## semi-finished bread,
## tropical fruit,
## whole milk}
## [1272] {dessert,
## meat,
## misc. beverages,
## napkins,
## other vegetables,
## photo/film,
## potato products,
## rolls/buns,
## root vegetables,
## soda,
## whipped/sour cream,
## yogurt}
## [1273] {newspapers,
## red/blush wine,
## sauces,
## waffles}
## [1274] {coffee,
## pip fruit}
## [1275] {chewing gum,
## root vegetables,
## white bread}
## [1276] {brown bread,
## citrus fruit,
## ham,
## other vegetables,
## pip fruit,
## root vegetables,
## tropical fruit,
## whole milk}
## [1277] {canned beer,
## detergent,
## frozen fish,
## frozen vegetables,
## fruit/vegetable juice,
## hamburger meat,
## mayonnaise,
## other vegetables,
## soups,
## whipped/sour cream,
## whole milk,
## yogurt}
## [1278] {long life bakery product,
## photo/film,
## pot plants,
## yogurt}
## [1279] {beef,
## butter,
## cat food,
## hygiene articles,
## pastry,
## rolls/buns,
## whole milk}
## [1280] {brown bread,
## butter milk,
## citrus fruit,
## cream cheese,
## domestic eggs,
## onions,
## other vegetables,
## pip fruit,
## shopping bags,
## whipped/sour cream,
## whole milk}
## [1281] {berries,
## herbs,
## pot plants}
## [1282] {cake bar,
## chicken,
## cream cheese,
## dessert,
## frankfurter,
## frozen vegetables,
## napkins,
## pip fruit,
## pork,
## rolls/buns,
## root vegetables,
## sausage,
## shopping bags,
## tropical fruit,
## white bread,
## whole milk}
## [1283] {citrus fruit,
## cream cheese}
## [1284] {onions,
## other vegetables,
## roll products,
## semi-finished bread,
## whole milk,
## yogurt}
## [1285] {beef,
## canned beer,
## oil,
## salty snack,
## whole milk}
## [1286] {frankfurter,
## rolls/buns}
## [1287] {bottled water,
## butter,
## domestic eggs,
## margarine,
## other vegetables,
## pip fruit,
## rolls/buns}
## [1288] {brown bread,
## white wine}
## [1289] {dishes,
## frozen vegetables,
## meat,
## napkins,
## other vegetables,
## rolls/buns,
## soda,
## tropical fruit}
## [1290] {bottled water,
## citrus fruit,
## cream cheese,
## long life bakery product,
## other vegetables,
## specialty chocolate,
## yogurt}
## [1291] {beef,
## candy,
## pastry,
## root vegetables,
## soda,
## waffles,
## whole milk}
## [1292] {baking powder,
## frozen dessert,
## frozen vegetables,
## hard cheese,
## margarine,
## oil,
## other vegetables,
## whipped/sour cream}
## [1293] {beef,
## berries,
## chicken,
## other vegetables,
## pork,
## rolls/buns,
## whole milk}
## [1294] {cream cheese,
## meat,
## sausage,
## tropical fruit}
## [1295] {canned vegetables,
## hard cheese,
## pastry,
## pot plants,
## rolls/buns,
## tropical fruit,
## whole milk}
## [1296] {soda}
## [1297] {citrus fruit,
## hygiene articles,
## pastry,
## pip fruit,
## red/blush wine,
## rolls/buns,
## tropical fruit,
## white wine,
## whole milk,
## yogurt}
## [1298] {coffee}
## [1299] {chicken,
## dessert,
## frozen fish,
## mustard,
## other vegetables,
## pickled vegetables,
## tropical fruit,
## whole milk}
## [1300] {sugar}
## [1301] {butter,
## curd,
## domestic eggs,
## nuts/prunes,
## other vegetables,
## pastry,
## tea,
## turkey,
## whole milk}
## [1302] {cleaner,
## female sanitary products}
## [1303] {decalcifier,
## domestic eggs,
## herbs,
## napkins,
## other vegetables,
## specialty chocolate,
## sweet spreads,
## UHT-milk,
## whipped/sour cream}
## [1304] {candy,
## citrus fruit,
## dish cleaner,
## dog food,
## newspapers,
## pickled vegetables,
## salty snack,
## soda,
## waffles}
## [1305] {butter milk,
## candy,
## citrus fruit,
## dental care,
## other vegetables,
## pastry,
## tropical fruit,
## waffles,
## yogurt}
## [1306] {beef,
## root vegetables,
## whipped/sour cream,
## yogurt}
## [1307] {baking powder,
## cling film/bags,
## house keeping products,
## other vegetables,
## rolls/buns,
## sausage,
## soda}
## [1308] {bottled beer,
## soda}
## [1309] {house keeping products,
## liquor,
## shopping bags}
## [1310] {napkins,
## newspapers,
## pastry,
## pork,
## rolls/buns}
## [1311] {chicken,
## dish cleaner,
## hamburger meat,
## long life bakery product,
## rolls/buns,
## soda,
## whipped/sour cream}
## [1312] {beverages,
## chocolate,
## flour,
## frozen vegetables,
## other vegetables,
## pip fruit,
## sugar,
## whole milk}
## [1313] {beef,
## bottled beer,
## other vegetables,
## whole milk}
## [1314] {detergent,
## frankfurter,
## ice cream,
## meat,
## salty snack,
## tropical fruit,
## whole milk}
## [1315] {bottled water,
## napkins}
## [1316] {canned beer}
## [1317] {pip fruit}
## [1318] {pip fruit}
## [1319] {domestic eggs,
## frozen potato products,
## grapes,
## hamburger meat,
## napkins,
## newspapers,
## oil,
## sausage,
## seasonal products,
## whipped/sour cream}
## [1320] {bottled water,
## frozen vegetables,
## hamburger meat,
## onions,
## rum,
## whole milk}
## [1321] {baking powder,
## grapes,
## long life bakery product,
## sausage,
## specialty vegetables,
## white wine}
## [1322] {beef,
## bottled beer,
## dessert,
## sugar}
## [1323] {other vegetables,
## shopping bags,
## soda,
## whole milk}
## [1324] {pastry}
## [1325] {chicken}
## [1326] {bottled beer,
## bottled water,
## dog food,
## frozen vegetables,
## herbs,
## specialty chocolate}
## [1327] {beef,
## citrus fruit,
## cream cheese,
## margarine,
## vinegar}
## [1328] {butter,
## newspapers,
## pudding powder,
## rolls/buns,
## sliced cheese,
## soda,
## tidbits,
## waffles,
## yogurt}
## [1329] {domestic eggs,
## herbs,
## root vegetables,
## whipped/sour cream}
## [1330] {beef,
## dog food,
## newspapers,
## oil,
## other vegetables,
## processed cheese,
## salt,
## whipped/sour cream}
## [1331] {dog food,
## fruit/vegetable juice,
## shopping bags,
## skin care,
## whipped/sour cream}
## [1332] {bottled water,
## butter,
## detergent,
## soap}
## [1333] {onions,
## rolls/buns,
## root vegetables,
## sugar,
## white bread}
## [1334] {bottled beer,
## fruit/vegetable juice,
## newspapers,
## other vegetables,
## tropical fruit,
## yogurt}
## [1335] {domestic eggs,
## hamburger meat,
## napkins,
## onions,
## other vegetables,
## pot plants,
## waffles,
## whole milk}
## [1336] {beef,
## berries,
## bottled beer,
## bottled water,
## brown bread,
## butter,
## herbs,
## hygiene articles,
## liquor,
## misc. beverages,
## pork,
## root vegetables,
## white bread,
## yogurt}
## [1337] {beef,
## citrus fruit,
## fruit/vegetable juice,
## other vegetables,
## rolls/buns,
## root vegetables,
## sugar}
## [1338] {canned beer,
## chewing gum,
## flower (seeds),
## grapes,
## ice cream,
## pastry,
## salty snack,
## seasonal products,
## shopping bags,
## soda}
## [1339] {beef,
## berries,
## canned fruit,
## citrus fruit,
## flower (seeds),
## frankfurter,
## frozen vegetables,
## house keeping products,
## meat,
## packaged fruit/vegetables,
## rolls/buns,
## root vegetables,
## shopping bags,
## whipped/sour cream,
## whole milk}
## [1340] {beef,
## bottled water,
## butter,
## citrus fruit,
## ice cream,
## newspapers,
## onions,
## other vegetables,
## pip fruit,
## pork,
## root vegetables,
## shopping bags,
## waffles,
## whole milk}
## [1341] {brown bread,
## chocolate,
## cream cheese,
## meat,
## newspapers,
## whole milk}
## [1342] {chicken,
## citrus fruit,
## domestic eggs,
## other vegetables,
## pip fruit,
## root vegetables,
## sausage,
## shopping bags,
## soda,
## whipped/sour cream,
## white bread,
## whole milk,
## yogurt}
## [1343] {long life bakery product,
## root vegetables,
## whole milk}
## [1344] {frozen dessert,
## ham,
## salty snack,
## sausage}
## [1345] {canned beer}
## [1346] {berries,
## bottled water,
## citrus fruit,
## fruit/vegetable juice,
## grapes,
## other vegetables,
## tropical fruit,
## UHT-milk,
## whole milk}
## [1347] {chocolate,
## chocolate marshmallow,
## frankfurter,
## margarine,
## other vegetables,
## pastry,
## rolls/buns,
## sugar,
## waffles,
## yogurt}
## [1348] {brown bread,
## other vegetables,
## processed cheese,
## sausage,
## whipped/sour cream}
## [1349] {bottled beer,
## bottled water,
## coffee,
## cream cheese,
## other vegetables,
## pork,
## root vegetables,
## whole milk}
## [1350] {butter milk,
## curd cheese,
## frozen vegetables,
## onions,
## other vegetables,
## rolls/buns,
## root vegetables,
## sausage,
## sliced cheese,
## whole milk}
## [1351] {citrus fruit,
## pastry,
## whipped/sour cream}
## [1352] {butter,
## coffee,
## domestic eggs,
## whipped/sour cream,
## whole milk,
## yogurt}
## [1353] {baking powder,
## canned vegetables,
## dessert,
## other vegetables,
## pip fruit,
## root vegetables,
## tropical fruit,
## UHT-milk,
## waffles,
## whole milk,
## yogurt}
## [1354] {bottled beer,
## canned beer,
## other vegetables}
## [1355] {rolls/buns}
## [1356] {bottled beer,
## curd,
## napkins,
## other vegetables,
## sugar,
## UHT-milk,
## whipped/sour cream}
## [1357] {canned beer,
## salty snack,
## sausage}
## [1358] {dog food,
## frozen fish,
## frozen vegetables,
## newspapers,
## other vegetables,
## popcorn,
## rolls/buns,
## root vegetables}
## [1359] {pastry}
## [1360] {bottled water}
## [1361] {bottled water,
## cream cheese,
## dessert,
## hard cheese,
## margarine,
## newspapers,
## other vegetables,
## pastry,
## ready soups,
## salty snack,
## shopping bags,
## sliced cheese,
## soda,
## sugar,
## whole milk}
## [1362] {canned vegetables,
## misc. beverages,
## pip fruit,
## tropical fruit,
## yogurt}
## [1363] {bottled beer,
## candy,
## canned fish,
## frankfurter,
## frozen fish,
## frozen potato products,
## ice cream,
## long life bakery product,
## margarine,
## nut snack,
## pastry,
## salty snack,
## soda,
## specialty bar,
## yogurt}
## [1364] {margarine,
## oil,
## pastry}
## [1365] {citrus fruit,
## domestic eggs}
## [1366] {butter milk,
## chicken,
## coffee,
## frozen vegetables,
## meat,
## other vegetables,
## photo/film,
## pip fruit,
## pork,
## rice,
## rolls/buns,
## sugar,
## whole milk}
## [1367] {bottled water,
## coffee,
## fruit/vegetable juice,
## ice cream,
## shopping bags,
## soda,
## sugar}
## [1368] {dessert,
## margarine,
## newspapers,
## whole milk,
## yogurt}
## [1369] {soda,
## specialty chocolate}
## [1370] {canned beer}
## [1371] {newspapers,
## roll products}
## [1372] {butter,
## cling film/bags,
## domestic eggs,
## other vegetables,
## soft cheese,
## tropical fruit,
## whole milk,
## yogurt}
## [1373] {bottled water,
## cereals,
## other vegetables,
## sliced cheese,
## whole milk,
## yogurt}
## [1374] {chewing gum,
## other vegetables,
## soda,
## zwieback}
## [1375] {bottled water,
## fruit/vegetable juice,
## popcorn,
## salty snack,
## soda,
## sugar}
## [1376] {chicken,
## long life bakery product,
## root vegetables}
## [1377] {chicken,
## coffee}
## [1378] {artif. sweetener,
## chicken,
## cream cheese,
## detergent,
## margarine,
## meat,
## oil,
## other vegetables,
## roll products,
## root vegetables,
## shopping bags,
## sliced cheese,
## whole milk,
## yogurt}
## [1379] {bottled beer,
## rolls/buns}
## [1380] {butter,
## cocoa drinks,
## flower (seeds),
## margarine,
## other vegetables,
## rolls/buns,
## root vegetables,
## soft cheese,
## whipped/sour cream,
## white bread,
## whole milk}
## [1381] {newspapers}
## [1382] {curd,
## ham,
## long life bakery product,
## other vegetables,
## rolls/buns,
## soft cheese,
## whipped/sour cream}
## [1383] {bottled beer,
## oil,
## other vegetables,
## red/blush wine,
## rolls/buns,
## sausage}
## [1384] {baking powder,
## chocolate,
## specialty cheese,
## waffles}
## [1385] {seasonal products,
## shopping bags}
## [1386] {newspapers}
## [1387] {butter,
## cream,
## flower (seeds),
## oil,
## other vegetables,
## roll products,
## sausage,
## whipped/sour cream,
## white wine}
## [1388] {newspapers,
## rolls/buns}
## [1389] {soda,
## whole milk}
## [1390] {fruit/vegetable juice,
## male cosmetics,
## meat,
## rolls/buns,
## sausage,
## shopping bags,
## soda}
## [1391] {bottled water,
## ice cream,
## soda}
## [1392] {candy,
## chicken,
## margarine,
## misc. beverages,
## other vegetables,
## rolls/buns,
## soda}
## [1393] {shopping bags}
## [1394] {bottled beer,
## bottled water}
## [1395] {root vegetables,
## sparkling wine}
## [1396] {brown bread,
## chicken,
## meat,
## newspapers,
## other vegetables,
## pork,
## sausage,
## shopping bags,
## sliced cheese}
## [1397] {chicken,
## newspapers}
## [1398] {citrus fruit,
## female sanitary products,
## frozen fish,
## fruit/vegetable juice,
## ham,
## long life bakery product,
## other vegetables,
## pork,
## root vegetables,
## tropical fruit,
## yogurt}
## [1399] {bottled beer,
## bottled water,
## brown bread,
## butter milk,
## coffee,
## condensed milk,
## fruit/vegetable juice,
## house keeping products,
## shopping bags,
## soda,
## sugar,
## syrup,
## tropical fruit,
## UHT-milk}
## [1400] {rolls/buns}
## [1401] {other vegetables}
## [1402] {beef,
## berries,
## bottled water,
## canned vegetables,
## chocolate,
## curd,
## dessert,
## ham,
## hamburger meat,
## misc. beverages,
## other vegetables,
## pip fruit,
## pork,
## sausage,
## seasonal products,
## semi-finished bread,
## sliced cheese,
## spread cheese,
## syrup,
## tropical fruit,
## waffles,
## yogurt}
## [1403] {berries,
## specialty chocolate,
## waffles}
## [1404] {canned beer,
## frankfurter,
## rolls/buns}
## [1405] {whipped/sour cream,
## yogurt}
## [1406] {bottled beer,
## bottled water,
## chocolate,
## dishes,
## soda,
## waffles}
## [1407] {bottled water}
## [1408] {berries}
## [1409] {candy,
## chocolate,
## pastry,
## seasonal products,
## specialty bar}
## [1410] {citrus fruit,
## pip fruit,
## rolls/buns,
## root vegetables,
## tropical fruit}
## [1411] {butter,
## canned fish,
## chicken,
## detergent,
## domestic eggs,
## house keeping products,
## misc. beverages,
## other vegetables,
## pastry,
## rice,
## root vegetables,
## specialty cheese,
## whole milk,
## yogurt}
## [1412] {chicken,
## hygiene articles,
## napkins,
## other vegetables,
## rolls/buns,
## sausage,
## shopping bags,
## soda,
## whole milk,
## yogurt}
## [1413] {fruit/vegetable juice}
## [1414] {beverages}
## [1415] {margarine,
## pastry,
## UHT-milk}
## [1416] {curd,
## dog food,
## grapes,
## other vegetables,
## pot plants,
## processed cheese,
## tropical fruit,
## turkey,
## whole milk,
## yogurt}
## [1417] {napkins,
## red/blush wine,
## white wine}
## [1418] {bottled water,
## brown bread,
## cream cheese,
## frozen meals,
## newspapers,
## other vegetables,
## rolls/buns,
## whole milk}
## [1419] {other vegetables,
## yogurt}
## [1420] {organic products,
## sausage,
## specialty chocolate}
## [1421] {liver loaf,
## rolls/buns}
## [1422] {butter milk,
## hard cheese,
## instant coffee}
## [1423] {pip fruit}
## [1424] {dental care,
## pickled vegetables,
## rolls/buns,
## specialty bar}
## [1425] {frankfurter,
## pastry,
## potato products,
## whole milk}
## [1426] {frankfurter,
## hard cheese,
## other vegetables,
## root vegetables}
## [1427] {soda,
## whole milk,
## zwieback}
## [1428] {frankfurter,
## whole milk}
## [1429] {dessert,
## rolls/buns,
## soda}
## [1430] {other vegetables,
## whole milk}
## [1431] {hygiene articles,
## oil}
## [1432] {red/blush wine}
## [1433] {rolls/buns}
## [1434] {curd,
## tropical fruit}
## [1435] {root vegetables}
## [1436] {yogurt}
## [1437] {rolls/buns,
## sausage}
## [1438] {cat food,
## cereals,
## coffee,
## cream cheese,
## curd,
## waffles,
## whole milk}
## [1439] {baking powder,
## ham,
## other vegetables,
## pip fruit,
## rolls/buns,
## root vegetables,
## yogurt}
## [1440] {domestic eggs,
## margarine,
## rolls/buns}
## [1441] {other vegetables,
## soda,
## tropical fruit}
## [1442] {butter milk,
## cream cheese,
## root vegetables,
## spread cheese}
## [1443] {bottled water,
## chicken,
## dog food,
## domestic eggs,
## flour,
## newspapers,
## other vegetables,
## packaged fruit/vegetables,
## pasta,
## pip fruit,
## rolls/buns,
## tropical fruit}
## [1444] {beef,
## long life bakery product,
## other vegetables,
## pickled vegetables,
## pork,
## specialty chocolate,
## whole milk}
## [1445] {coffee,
## fruit/vegetable juice,
## seasonal products,
## soda,
## waffles}
## [1446] {waffles}
## [1447] {butter}
## [1448] {coffee,
## sausage,
## shopping bags}
## [1449] {dessert,
## other vegetables,
## sugar}
## [1450] {house keeping products}
## [1451] {cake bar,
## liver loaf,
## root vegetables,
## salty snack,
## specialty chocolate}
## [1452] {butter milk,
## citrus fruit,
## frozen vegetables,
## fruit/vegetable juice,
## mustard,
## napkins,
## processed cheese,
## root vegetables,
## whole milk}
## [1453] {hamburger meat,
## pastry,
## root vegetables,
## sweet spreads,
## whole milk}
## [1454] {sausage}
## [1455] {cooking chocolate,
## fruit/vegetable juice,
## other vegetables,
## rolls/buns}
## [1456] {bottled water,
## citrus fruit,
## ice cream,
## pip fruit}
## [1457] {brown bread,
## chocolate,
## salty snack,
## sausage}
## [1458] {newspapers,
## other vegetables,
## rolls/buns,
## sauces,
## soda,
## white wine}
## [1459] {butter,
## condensed milk,
## ham}
## [1460] {bottled water,
## rolls/buns,
## tropical fruit}
## [1461] {candles,
## napkins}
## [1462] {chocolate,
## whole milk,
## yogurt}
## [1463] {brown bread}
## [1464] {domestic eggs,
## fruit/vegetable juice,
## newspapers,
## sausage,
## zwieback}
## [1465] {hamburger meat,
## pastry}
## [1466] {citrus fruit,
## flour,
## whole milk}
## [1467] {beverages}
## [1468] {frozen meals}
## [1469] {beef,
## other vegetables,
## pastry}
## [1470] {fruit/vegetable juice,
## sausage}
## [1471] {chicken,
## citrus fruit,
## condensed milk,
## domestic eggs,
## frozen vegetables,
## long life bakery product,
## newspapers,
## pastry,
## pip fruit,
## rolls/buns,
## sausage,
## waffles,
## yogurt}
## [1472] {hamburger meat,
## other vegetables,
## pip fruit,
## root vegetables}
## [1473] {grapes}
## [1474] {meat,
## soda}
## [1475] {other vegetables,
## soda,
## white bread,
## whole milk}
## [1476] {chocolate,
## cream cheese,
## napkins,
## oil,
## other vegetables,
## pork,
## root vegetables,
## whole milk}
## [1477] {candy,
## rolls/buns,
## shopping bags,
## tropical fruit,
## yogurt}
## [1478] {bottled water,
## frozen vegetables,
## pip fruit}
## [1479] {brown bread,
## dishes,
## oil}
## [1480] {waffles}
## [1481] {whole milk}
## [1482] {whole milk}
## [1483] {root vegetables}
## [1484] {other vegetables,
## rolls/buns,
## whipped/sour cream}
## [1485] {beef,
## frozen vegetables,
## other vegetables,
## pork,
## tropical fruit,
## yogurt}
## [1486] {pet care}
## [1487] {bottled water}
## [1488] {brandy,
## UHT-milk,
## yogurt}
## [1489] {soda,
## UHT-milk}
## [1490] {canned beer}
## [1491] {bottled beer,
## bottled water,
## misc. beverages,
## soda}
## [1492] {citrus fruit,
## pastry,
## whole milk}
## [1493] {bottled water,
## UHT-milk}
## [1494] {domestic eggs,
## specialty chocolate,
## whole milk}
## [1495] {beef,
## canned beer,
## canned vegetables,
## chicken,
## coffee,
## cookware,
## domestic eggs,
## other vegetables,
## pastry,
## pickled vegetables,
## pip fruit,
## root vegetables,
## soda,
## tropical fruit,
## whole milk}
## [1496] {bottled beer,
## citrus fruit,
## white wine}
## [1497] {cake bar,
## pork,
## whole milk}
## [1498] {brown bread,
## frozen meals,
## hard cheese,
## ice cream,
## other vegetables,
## pastry,
## salty snack,
## sausage,
## shopping bags,
## whole milk}
## [1499] {canned beer,
## citrus fruit,
## pip fruit,
## rolls/buns,
## soda,
## tropical fruit}
## [1500] {beef,
## Instant food products,
## other vegetables,
## pasta}
## [1501] {berries,
## other vegetables,
## whipped/sour cream,
## yogurt}
## [1502] {beverages}
## [1503] {shopping bags}
## [1504] {chicken,
## white bread,
## whole milk}
## [1505] {dishes,
## napkins}
## [1506] {coffee,
## dish cleaner}
## [1507] {bottled beer,
## domestic eggs,
## pickled vegetables,
## rolls/buns,
## root vegetables,
## soda,
## UHT-milk,
## whipped/sour cream,
## yogurt}
## [1508] {artif. sweetener,
## baking powder,
## candles,
## margarine,
## newspapers,
## other vegetables,
## pastry,
## rolls/buns,
## soda,
## whole milk,
## yogurt}
## [1509] {canned beer}
## [1510] {bottled beer,
## brandy,
## skin care,
## specialty chocolate}
## [1511] {bottled beer,
## brandy,
## specialty chocolate}
## [1512] {canned vegetables,
## hamburger meat,
## margarine,
## sauces,
## soda,
## yogurt}
## [1513] {butter,
## frankfurter,
## long life bakery product,
## other vegetables,
## pastry,
## pip fruit,
## soda,
## whole milk}
## [1514] {butter,
## hard cheese,
## margarine,
## mustard,
## other vegetables,
## pickled vegetables,
## root vegetables}
## [1515] {soda}
## [1516] {dishes,
## soap}
## [1517] {soda,
## yogurt}
## [1518] {soda}
## [1519] {newspapers}
## [1520] {pastry,
## soda,
## specialty bar,
## whole milk}
## [1521] {beef,
## citrus fruit,
## frankfurter,
## fruit/vegetable juice,
## onions,
## other vegetables,
## tropical fruit,
## whipped/sour cream,
## whole milk,
## yogurt}
## [1522] {frankfurter,
## mayonnaise,
## salty snack,
## sliced cheese,
## yogurt}
## [1523] {canned beer}
## [1524] {sparkling wine}
## [1525] {bottled beer,
## dessert,
## domestic eggs,
## napkins,
## red/blush wine,
## rolls/buns,
## salty snack,
## sausage,
## soda}
## [1526] {detergent,
## flower (seeds)}
## [1527] {bottled water,
## butter,
## dishes,
## liquor,
## shopping bags,
## specialty bar}
## [1528] {bottled beer,
## chewing gum,
## liquor}
## [1529] {curd,
## ham,
## napkins,
## whole milk}
## [1530] {hygiene articles}
## [1531] {curd,
## newspapers,
## tropical fruit}
## [1532] {butter,
## domestic eggs,
## hard cheese,
## other vegetables,
## tropical fruit}
## [1533] {meat,
## other vegetables}
## [1534] {chicken,
## pip fruit,
## spices,
## white wine}
## [1535] {pet care}
## [1536] {beverages,
## chocolate}
## [1537] {cake bar,
## other vegetables,
## rolls/buns,
## sausage,
## shopping bags,
## soups,
## whole milk}
## [1538] {yogurt}
## [1539] {newspapers,
## whole milk}
## [1540] {oil}
## [1541] {brown bread,
## butter,
## citrus fruit,
## cream cheese,
## frozen meals,
## ham,
## hamburger meat,
## hard cheese,
## pork,
## sausage,
## sliced cheese,
## whipped/sour cream,
## whole milk,
## yogurt}
## [1542] {bottled beer,
## coffee}
## [1543] {curd,
## frozen meals,
## liver loaf,
## whole milk}
## [1544] {frozen fish,
## napkins,
## popcorn,
## salty snack,
## sausage,
## semi-finished bread}
## [1545] {cocoa drinks,
## frankfurter,
## kitchen towels,
## oil,
## rolls/buns,
## sausage,
## whole milk}
## [1546] {whipped/sour cream}
## [1547] {frozen vegetables}
## [1548] {whipped/sour cream}
## [1549] {frankfurter,
## light bulbs}
## [1550] {bottled water,
## butter,
## domestic eggs,
## salty snack,
## whole milk}
## [1551] {frozen vegetables,
## yogurt}
## [1552] {napkins}
## [1553] {dessert,
## herbs,
## margarine,
## root vegetables,
## soda,
## yogurt}
## [1554] {bottled water}
## [1555] {other vegetables,
## UHT-milk}
## [1556] {bottled water}
## [1557] {domestic eggs,
## flour,
## packaged fruit/vegetables,
## pip fruit,
## root vegetables,
## salt,
## whole milk}
## [1558] {napkins}
## [1559] {rolls/buns,
## root vegetables,
## tropical fruit}
## [1560] {ice cream,
## long life bakery product,
## napkins,
## soda,
## specialty chocolate,
## yogurt}
## [1561] {dessert,
## sausage,
## soda,
## UHT-milk,
## white wine}
## [1562] {frozen vegetables,
## pastry,
## potato products,
## shopping bags,
## soda,
## UHT-milk,
## yogurt}
## [1563] {cream cheese}
## [1564] {pip fruit}
## [1565] {candy,
## canned fish,
## condensed milk,
## fruit/vegetable juice,
## misc. beverages,
## pip fruit,
## whole milk}
## [1566] {brown bread,
## hamburger meat,
## semi-finished bread}
## [1567] {sugar}
## [1568] {canned beer,
## cream cheese,
## other vegetables,
## sausage,
## soda,
## specialty chocolate,
## white wine}
## [1569] {condensed milk,
## curd,
## dessert,
## fruit/vegetable juice,
## ham,
## other vegetables,
## pip fruit,
## sausage,
## tropical fruit,
## white bread,
## whole milk}
## [1570] {bottled water,
## canned beer,
## hygiene articles,
## sausage,
## shopping bags}
## [1571] {coffee}
## [1572] {beverages,
## bottled water,
## butter,
## ice cream,
## pip fruit,
## rolls/buns,
## sliced cheese}
## [1573] {soda,
## whole milk}
## [1574] {coffee,
## onions,
## whole milk}
## [1575] {ham,
## semi-finished bread,
## whole milk}
## [1576] {soda}
## [1577] {root vegetables}
## [1578] {canned fish,
## coffee,
## dessert,
## ham,
## oil,
## other vegetables,
## pasta,
## shopping bags,
## soda,
## whole milk,
## yogurt}
## [1579] {ham,
## other vegetables,
## sausage}
## [1580] {semi-finished bread}
## [1581] {other vegetables,
## soda,
## specialty bar,
## whole milk}
## [1582] {cream cheese,
## fruit/vegetable juice,
## Instant food products,
## white bread}
## [1583] {cleaner,
## dental care,
## dessert,
## frozen vegetables,
## long life bakery product,
## misc. beverages,
## napkins,
## newspapers,
## prosecco,
## soda,
## toilet cleaner,
## waffles,
## white wine,
## yogurt}
## [1584] {whole milk}
## [1585] {candy,
## condensed milk,
## frankfurter,
## frozen vegetables,
## salty snack,
## whipped/sour cream}
## [1586] {liquor (appetizer)}
## [1587] {curd,
## specialty chocolate}
## [1588] {curd,
## yogurt}
## [1589] {butter milk,
## fruit/vegetable juice,
## other vegetables,
## yogurt}
## [1590] {flower (seeds),
## onions,
## other vegetables,
## pork,
## salty snack}
## [1591] {frozen meals}
## [1592] {chewing gum,
## fruit/vegetable juice,
## soda}
## [1593] {hard cheese,
## misc. beverages,
## sausage,
## whole milk}
## [1594] {other vegetables,
## soda,
## specialty bar}
## [1595] {other vegetables,
## pip fruit,
## rolls/buns,
## root vegetables,
## whole milk,
## yogurt}
## [1596] {butter,
## chocolate marshmallow,
## cream cheese,
## domestic eggs,
## fruit/vegetable juice,
## tropical fruit,
## whole milk}
## [1597] {canned beer}
## [1598] {herbs,
## root vegetables,
## whole milk}
## [1599] {long life bakery product,
## sausage,
## white wine}
## [1600] {bottled water,
## fruit/vegetable juice,
## soda}
## [1601] {berries,
## brown bread,
## citrus fruit,
## coffee,
## newspapers,
## other vegetables,
## pip fruit,
## shopping bags,
## soft cheese,
## soups,
## specialty vegetables,
## tropical fruit,
## whipped/sour cream,
## zwieback}
## [1602] {whole milk}
## [1603] {candy,
## margarine,
## pastry,
## specialty bar}
## [1604] {cream cheese,
## margarine,
## pip fruit,
## whipped/sour cream,
## whole milk,
## yogurt}
## [1605] {pork}
## [1606] {cake bar,
## cat food,
## citrus fruit,
## hygiene articles,
## pastry,
## root vegetables,
## soda,
## whole milk}
## [1607] {curd,
## soda}
## [1608] {canned beer,
## soda,
## UHT-milk}
## [1609] {bottled water,
## liquor,
## rolls/buns}
## [1610] {brown bread,
## whole milk}
## [1611] {butter milk,
## root vegetables,
## specialty bar,
## specialty cheese}
## [1612] {fruit/vegetable juice,
## long life bakery product,
## pastry,
## roll products,
## shopping bags,
## soda,
## waffles,
## white bread}
## [1613] {hard cheese,
## newspapers,
## nuts/prunes,
## processed cheese,
## whole milk}
## [1614] {cream cheese,
## newspapers,
## whole milk}
## [1615] {liquor,
## shopping bags,
## soda}
## [1616] {hygiene articles,
## shopping bags}
## [1617] {bottled water,
## chocolate,
## other vegetables,
## specialty cheese}
## [1618] {brown bread,
## citrus fruit,
## dessert,
## grapes,
## newspapers,
## pastry,
## shopping bags,
## soda,
## whole milk,
## yogurt}
## [1619] {butter,
## domestic eggs,
## other vegetables,
## rolls/buns,
## root vegetables,
## sausage}
## [1620] {bottled beer}
## [1621] {curd,
## other vegetables,
## pork}
## [1622] {frozen meals,
## other vegetables,
## specialty chocolate}
## [1623] {berries,
## bottled beer,
## bottled water,
## hard cheese,
## napkins,
## root vegetables,
## soda,
## spread cheese}
## [1624] {canned fish,
## canned fruit,
## chocolate,
## citrus fruit,
## grapes,
## hygiene articles,
## napkins,
## pastry,
## shopping bags,
## specialty bar,
## whole milk}
## [1625] {citrus fruit,
## other vegetables,
## sausage,
## shopping bags,
## tidbits,
## tropical fruit}
## [1626] {chocolate,
## citrus fruit,
## cream cheese,
## napkins,
## other vegetables,
## salty snack,
## specialty bar,
## waffles}
## [1627] {canned vegetables,
## coffee,
## frozen vegetables,
## other vegetables,
## root vegetables}
## [1628] {bottled beer}
## [1629] {coffee}
## [1630] {butter,
## citrus fruit,
## dental care,
## other vegetables,
## whole milk}
## [1631] {misc. beverages,
## tropical fruit}
## [1632] {canned beer,
## chewing gum,
## frankfurter,
## mayonnaise,
## semi-finished bread,
## shopping bags,
## sparkling wine}
## [1633] {white wine}
## [1634] {brown bread,
## napkins,
## other vegetables,
## whole milk}
## [1635] {sparkling wine}
## [1636] {bottled water,
## frankfurter,
## hard cheese,
## pip fruit,
## sausage,
## seasonal products}
## [1637] {canned fish,
## whipped/sour cream}
## [1638] {salty snack}
## [1639] {detergent,
## oil,
## pastry,
## popcorn,
## shopping bags,
## snack products,
## whole milk}
## [1640] {brown bread,
## canned fish,
## other vegetables,
## salt,
## sausage,
## shopping bags}
## [1641] {dessert,
## soda,
## soft cheese,
## yogurt}
## [1642] {candy,
## chocolate,
## citrus fruit,
## other vegetables,
## pip fruit,
## root vegetables,
## shopping bags,
## tropical fruit}
## [1643] {beverages,
## bottled water,
## cling film/bags,
## fruit/vegetable juice,
## pip fruit,
## shopping bags,
## soda}
## [1644] {artif. sweetener,
## fruit/vegetable juice,
## shopping bags,
## yogurt}
## [1645] {bottled beer,
## butter,
## fruit/vegetable juice,
## soda}
## [1646] {bottled water,
## curd,
## napkins,
## tropical fruit}
## [1647] {bottled water,
## frozen meals,
## frozen vegetables,
## hygiene articles,
## instant coffee,
## jam,
## misc. beverages,
## napkins,
## onions,
## other vegetables,
## root vegetables,
## skin care,
## whole milk}
## [1648] {meat,
## rolls/buns,
## whole milk}
## [1649] {salty snack}
## [1650] {beef}
## [1651] {fish,
## whole milk}
## [1652] {hygiene articles,
## root vegetables,
## soda,
## specialty bar,
## waffles,
## white bread,
## whole milk}
## [1653] {whole milk}
## [1654] {bottled water,
## chocolate marshmallow,
## coffee}
## [1655] {pastry,
## semi-finished bread,
## sugar}
## [1656] {waffles}
## [1657] {citrus fruit,
## nuts/prunes,
## pastry,
## sausage,
## white bread}
## [1658] {sausage,
## whole milk}
## [1659] {soda}
## [1660] {citrus fruit,
## sausage}
## [1661] {canned beer,
## pip fruit,
## waffles}
## [1662] {citrus fruit,
## pastry}
## [1663] {brown bread}
## [1664] {bottled beer,
## soda}
## [1665] {margarine,
## rolls/buns}
## [1666] {beverages,
## citrus fruit,
## onions,
## other vegetables,
## pip fruit,
## processed cheese,
## tropical fruit}
## [1667] {butter,
## margarine,
## salt,
## sugar}
## [1668] {cream cheese,
## whole milk}
## [1669] {bottled beer,
## fruit/vegetable juice}
## [1670] {flower (seeds)}
## [1671] {chocolate}
## [1672] {frozen fruits}
## [1673] {beef}
## [1674] {ice cream,
## root vegetables}
## [1675] {rolls/buns,
## whole milk}
## [1676] {beverages,
## bottled beer,
## bottled water,
## butter,
## candy,
## canned beer,
## chicken,
## chocolate,
## cleaner,
## dental care,
## domestic eggs,
## frozen vegetables,
## fruit/vegetable juice,
## hard cheese,
## onions,
## other vegetables,
## packaged fruit/vegetables,
## sausage,
## soda,
## sparkling wine,
## waffles,
## white bread,
## yogurt}
## [1677] {bottled beer,
## napkins,
## rolls/buns,
## tidbits,
## whole milk}
## [1678] {butter,
## butter milk,
## domestic eggs}
## [1679] {brown bread,
## citrus fruit,
## other vegetables}
## [1680] {berries,
## bottled water,
## candy,
## chocolate marshmallow,
## citrus fruit,
## curd,
## dish cleaner,
## long life bakery product,
## meat,
## tropical fruit,
## whipped/sour cream,
## white bread}
## [1681] {canned beer,
## dishes,
## hamburger meat,
## sausage}
## [1682] {brown bread,
## frozen meals,
## fruit/vegetable juice,
## shopping bags,
## UHT-milk}
## [1683] {bottled beer,
## frozen vegetables,
## rolls/buns,
## semi-finished bread,
## tropical fruit,
## waffles}
## [1684] {bottled water}
## [1685] {salty snack}
## [1686] {domestic eggs,
## frankfurter,
## frozen vegetables,
## ham,
## margarine,
## other vegetables,
## pip fruit,
## soda,
## tropical fruit,
## zwieback}
## [1687] {berries,
## brown bread,
## hygiene articles,
## tropical fruit,
## yogurt}
## [1688] {misc. beverages,
## other vegetables,
## pip fruit,
## tropical fruit}
## [1689] {dessert,
## pastry,
## sausage,
## soda,
## whole milk}
## [1690] {candy,
## frankfurter,
## frozen dessert,
## frozen meals,
## hard cheese,
## other vegetables,
## pastry,
## pip fruit,
## pork,
## salty snack,
## seasonal products,
## semi-finished bread,
## soda,
## specialty bar,
## specialty chocolate,
## sugar}
## [1691] {canned beer,
## long life bakery product,
## sausage,
## tropical fruit,
## yogurt}
## [1692] {bottled beer,
## rolls/buns}
## [1693] {curd,
## hamburger meat,
## herbs,
## ice cream,
## Instant food products,
## newspapers,
## other vegetables,
## shopping bags,
## tropical fruit,
## whole milk}
## [1694] {meat}
## [1695] {cream cheese,
## fruit/vegetable juice,
## hamburger meat,
## misc. beverages,
## pastry,
## white wine,
## whole milk}
## [1696] {ham,
## rolls/buns}
## [1697] {beef,
## margarine,
## yogurt}
## [1698] {meat}
## [1699] {bottled beer,
## fruit/vegetable juice,
## napkins,
## rolls/buns,
## salt,
## tropical fruit}
## [1700] {coffee,
## condensed milk,
## ice cream,
## kitchen towels,
## napkins,
## shopping bags,
## whole milk}
## [1701] {chocolate,
## frankfurter,
## frozen meals,
## nuts/prunes,
## rolls/buns}
## [1702] {bottled water,
## napkins,
## soda}
## [1703] {berries,
## citrus fruit,
## house keeping products,
## pip fruit}
## [1704] {oil,
## other vegetables}
## [1705] {cake bar,
## dessert,
## shopping bags,
## soda}
## [1706] {coffee,
## ketchup,
## oil}
## [1707] {bottled water}
## [1708] {butter,
## chocolate,
## other vegetables,
## root vegetables}
## [1709] {chicken}
## [1710] {chewing gum,
## sweet spreads,
## waffles,
## whipped/sour cream,
## whole milk}
## [1711] {frozen vegetables}
## [1712] {bottled water,
## coffee,
## newspapers,
## pastry,
## rolls/buns,
## tropical fruit,
## yogurt}
## [1713] {domestic eggs,
## frozen meals,
## root vegetables,
## white bread,
## white wine,
## whole milk}
## [1714] {pork}
## [1715] {cream cheese,
## fruit/vegetable juice,
## rolls/buns}
## [1716] {zwieback}
## [1717] {chicken}
## [1718] {bottled water}
## [1719] {bottled water,
## curd,
## dessert,
## flour,
## pork,
## whipped/sour cream}
## [1720] {brown bread,
## frozen meals,
## ice cream,
## sausage,
## tropical fruit,
## yogurt}
## [1721] {coffee,
## whole milk}
## [1722] {fruit/vegetable juice,
## nuts/prunes,
## specialty chocolate,
## yogurt}
## [1723] {bottled beer,
## bottled water,
## domestic eggs,
## frozen vegetables,
## sausage}
## [1724] {brandy}
## [1725] {chicken,
## frozen meals,
## margarine,
## soda}
## [1726] {fruit/vegetable juice,
## newspapers,
## pet care,
## rolls/buns,
## spread cheese,
## white bread}
## [1727] {frozen vegetables,
## tropical fruit}
## [1728] {canned beer}
## [1729] {chicken,
## oil,
## rice,
## root vegetables,
## whole milk}
## [1730] {vinegar,
## yogurt}
## [1731] {bottled beer,
## brown bread,
## citrus fruit,
## flower (seeds),
## long life bakery product,
## spread cheese,
## white wine,
## whole milk,
## yogurt}
## [1732] {candy,
## waffles}
## [1733] {chicken,
## cream cheese,
## rice}
## [1734] {chewing gum}
## [1735] {bottled beer,
## bottled water,
## whole milk}
## [1736] {bottled beer}
## [1737] {brown bread,
## rolls/buns}
## [1738] {other vegetables}
## [1739] {beef,
## cream cheese,
## frankfurter,
## grapes,
## onions,
## other vegetables,
## semi-finished bread,
## tropical fruit,
## vinegar,
## whipped/sour cream,
## whole milk}
## [1740] {brown bread,
## butter milk,
## chicken,
## finished products,
## fruit/vegetable juice,
## root vegetables,
## whole milk}
## [1741] {bottled water,
## brown bread,
## canned fish,
## cream cheese,
## margarine,
## pip fruit,
## root vegetables,
## salt,
## sausage,
## shopping bags,
## soda,
## specialty cheese,
## waffles,
## white bread}
## [1742] {hamburger meat,
## Instant food products,
## other vegetables,
## pasta,
## rolls/buns,
## sausage,
## shopping bags}
## [1743] {rolls/buns}
## [1744] {coffee,
## newspapers,
## rolls/buns,
## root vegetables,
## spread cheese,
## whole milk}
## [1745] {brown bread,
## sugar,
## whole milk}
## [1746] {rolls/buns,
## whole milk}
## [1747] {margarine,
## sausage,
## shopping bags}
## [1748] {whole milk,
## yogurt}
## [1749] {pip fruit}
## [1750] {chewing gum,
## soda,
## specialty bar}
## [1751] {beef,
## ham,
## pet care,
## root vegetables,
## sausage,
## soda,
## UHT-milk}
## [1752] {canned fish,
## frankfurter,
## napkins,
## newspapers}
## [1753] {bottled water,
## cat food,
## hygiene articles}
## [1754] {decalcifier,
## frankfurter,
## fruit/vegetable juice,
## ham,
## other vegetables,
## potato products,
## processed cheese,
## shopping bags,
## tropical fruit,
## white bread,
## whole milk}
## [1755] {pork,
## root vegetables}
## [1756] {curd cheese,
## margarine,
## pork,
## processed cheese,
## root vegetables}
## [1757] {canned beer,
## shopping bags}
## [1758] {bottled water,
## grapes,
## soft cheese}
## [1759] {pork}
## [1760] {beef,
## citrus fruit,
## curd,
## flour,
## hamburger meat,
## onions,
## other vegetables,
## pudding powder,
## root vegetables,
## tropical fruit,
## whipped/sour cream,
## whole milk}
## [1761] {beef,
## chewing gum,
## cleaner,
## coffee,
## curd,
## frozen vegetables,
## fruit/vegetable juice,
## grapes,
## herbs,
## ice cream,
## kitchen towels,
## oil,
## other vegetables,
## specialty chocolate,
## whipped/sour cream,
## whole milk}
## [1762] {cake bar,
## cream cheese,
## meat,
## sausage,
## seasonal products,
## soda,
## whole milk}
## [1763] {condensed milk,
## frankfurter,
## pork,
## UHT-milk}
## [1764] {onions,
## tropical fruit,
## white wine}
## [1765] {frankfurter,
## herbs}
## [1766] {pastry}
## [1767] {whole milk}
## [1768] {canned vegetables,
## ham,
## misc. beverages,
## shopping bags,
## sliced cheese,
## white bread}
## [1769] {rolls/buns}
## [1770] {finished products}
## [1771] {butter milk,
## fruit/vegetable juice,
## other vegetables,
## pastry,
## pip fruit,
## pork,
## soda,
## white bread}
## [1772] {newspapers,
## oil,
## soda}
## [1773] {finished products,
## onions,
## salty snack}
## [1774] {bottled beer,
## bottled water,
## citrus fruit,
## frankfurter,
## oil,
## pork,
## rolls/buns,
## soups,
## sugar,
## whipped/sour cream,
## whole milk}
## [1775] {chicken,
## citrus fruit,
## onions,
## other vegetables,
## pet care,
## pot plants,
## yogurt}
## [1776] {candy,
## canned beer,
## frozen meals}
## [1777] {cat food,
## curd}
## [1778] {curd,
## napkins,
## pasta,
## pastry,
## rolls/buns,
## root vegetables,
## whole milk}
## [1779] {beverages}
## [1780] {frozen vegetables,
## specialty cheese,
## whole milk}
## [1781] {chocolate,
## frozen meals,
## pastry,
## pork,
## ready soups,
## rolls/buns,
## shopping bags,
## waffles,
## whole milk}
## [1782] {frozen meals,
## shopping bags}
## [1783] {beef,
## brown bread,
## liquor,
## newspapers,
## other vegetables,
## whole milk,
## yogurt}
## [1784] {coffee}
## [1785] {bags,
## pickled vegetables,
## pork,
## rolls/buns,
## tidbits,
## whole milk,
## yogurt}
## [1786] {hygiene articles,
## jam}
## [1787] {chocolate}
## [1788] {soda}
## [1789] {chicken,
## chocolate,
## chocolate marshmallow,
## ham,
## napkins,
## pork,
## rolls/buns,
## root vegetables,
## soda,
## specialty chocolate,
## sugar,
## waffles,
## whipped/sour cream,
## whole milk}
## [1790] {chewing gum,
## chocolate}
## [1791] {butter,
## candy,
## cream cheese,
## domestic eggs,
## finished products,
## long life bakery product,
## other vegetables,
## pastry,
## processed cheese,
## rolls/buns}
## [1792] {soda}
## [1793] {frankfurter,
## rolls/buns,
## yogurt}
## [1794] {curd,
## other vegetables,
## whole milk}
## [1795] {butter,
## margarine,
## pastry,
## sausage,
## vinegar}
## [1796] {pastry,
## soda}
## [1797] {hygiene articles,
## specialty bar}
## [1798] {butter milk,
## frozen dessert,
## shopping bags,
## soda}
## [1799] {pip fruit,
## tropical fruit,
## yogurt}
## [1800] {bottled beer,
## pet care}
## [1801] {chicken,
## pip fruit,
## soda}
## [1802] {chocolate,
## cling film/bags,
## flower (seeds),
## frozen vegetables,
## other vegetables,
## rice,
## soda,
## whipped/sour cream,
## yogurt}
## [1803] {beverages,
## other vegetables,
## packaged fruit/vegetables,
## whipped/sour cream,
## yogurt}
## [1804] {chewing gum,
## fruit/vegetable juice,
## instant coffee,
## misc. beverages,
## shopping bags,
## whole milk}
## [1805] {whole milk}
## [1806] {cat food,
## curd,
## dessert,
## fruit/vegetable juice,
## pasta,
## tropical fruit,
## waffles,
## whole milk}
## [1807] {sausage}
## [1808] {chicken,
## pip fruit,
## rolls/buns,
## sausage,
## spread cheese,
## sugar}
## [1809] {canned beer,
## hygiene articles,
## rolls/buns}
## [1810] {coffee,
## UHT-milk}
## [1811] {whole milk}
## [1812] {chocolate,
## citrus fruit,
## fruit/vegetable juice,
## white wine,
## whole milk}
## [1813] {shopping bags,
## white wine}
## [1814] {curd}
## [1815] {bottled beer,
## liquor,
## rum}
## [1816] {onions,
## root vegetables,
## shopping bags}
## [1817] {bottled water,
## coffee,
## frozen meals,
## shopping bags,
## yogurt}
## [1818] {zwieback}
## [1819] {ham,
## other vegetables}
## [1820] {bottled water,
## citrus fruit,
## Instant food products,
## newspapers,
## nut snack,
## other vegetables,
## salt,
## UHT-milk,
## white bread,
## whole milk,
## yogurt}
## [1821] {pastry,
## whole milk}
## [1822] {liqueur}
## [1823] {beef,
## bottled water,
## cream cheese,
## dishes,
## mustard,
## other vegetables,
## red/blush wine,
## rolls/buns,
## tropical fruit,
## whole milk}
## [1824] {seasonal products,
## semi-finished bread}
## [1825] {baking powder,
## brown bread,
## frankfurter,
## fruit/vegetable juice,
## meat spreads,
## mustard,
## shopping bags,
## tropical fruit,
## whole milk}
## [1826] {bottled beer,
## rolls/buns}
## [1827] {bottled water,
## butter,
## coffee,
## frankfurter,
## hamburger meat,
## meat,
## other vegetables,
## rolls/buns,
## sausage,
## whole milk}
## [1828] {hamburger meat,
## newspapers,
## other vegetables,
## pet care,
## roll products,
## rolls/buns,
## root vegetables}
## [1829] {brown bread,
## domestic eggs,
## liquor,
## other vegetables,
## shopping bags,
## soda}
## [1830] {condensed milk,
## frozen dessert}
## [1831] {whole milk}
## [1832] {other vegetables}
## [1833] {butter milk,
## photo/film}
## [1834] {bottled beer}
## [1835] {beef,
## pastry,
## whole milk,
## yogurt}
## [1836] {brown bread,
## canned fruit,
## curd,
## shopping bags}
## [1837] {bottled beer}
## [1838] {pastry}
## [1839] {white wine}
## [1840] {curd,
## detergent,
## napkins,
## other vegetables,
## specialty bar,
## waffles,
## whole milk}
## [1841] {brown bread,
## butter,
## curd,
## long life bakery product,
## misc. beverages,
## processed cheese,
## rolls/buns,
## whole milk}
## [1842] {brown bread,
## butter milk,
## cake bar,
## chocolate,
## dessert,
## ham,
## oil,
## pastry,
## tropical fruit,
## whole milk}
## [1843] {cleaner,
## dessert,
## pastry,
## tidbits,
## tropical fruit,
## waffles}
## [1844] {butter milk,
## curd,
## ham,
## pip fruit,
## sausage,
## sliced cheese,
## whole milk,
## yogurt}
## [1845] {domestic eggs,
## other vegetables}
## [1846] {ham,
## hard cheese,
## sauces,
## sausage}
## [1847] {brown bread,
## candy,
## cat food,
## coffee,
## domestic eggs,
## flour,
## hygiene articles,
## kitchen towels,
## oil,
## soda}
## [1848] {other vegetables}
## [1849] {cake bar,
## dessert,
## flour,
## pastry,
## root vegetables,
## sausage,
## soda,
## sugar}
## [1850] {berries,
## butter,
## coffee,
## fruit/vegetable juice,
## onions,
## soda,
## specialty bar,
## tropical fruit,
## yogurt}
## [1851] {shopping bags,
## waffles}
## [1852] {house keeping products,
## pastry}
## [1853] {bottled beer,
## pork,
## processed cheese}
## [1854] {detergent,
## waffles}
## [1855] {coffee,
## other vegetables,
## pip fruit}
## [1856] {rolls/buns}
## [1857] {domestic eggs,
## pastry,
## yogurt}
## [1858] {artif. sweetener,
## bottled water,
## cat food,
## coffee,
## frankfurter,
## pastry,
## potato products,
## UHT-milk,
## vinegar,
## yogurt}
## [1859] {cake bar,
## cream}
## [1860] {chewing gum,
## rolls/buns,
## yogurt}
## [1861] {instant coffee}
## [1862] {berries}
## [1863] {cream cheese,
## dessert,
## waffles}
## [1864] {ice cream,
## shopping bags,
## whole milk}
## [1865] {whole milk}
## [1866] {brown bread,
## vinegar}
## [1867] {citrus fruit,
## sausage,
## whole milk}
## [1868] {brown bread,
## domestic eggs,
## flower (seeds),
## ketchup,
## meat spreads,
## newspapers,
## onions,
## packaged fruit/vegetables,
## sliced cheese,
## whole milk}
## [1869] {hygiene articles}
## [1870] {whole milk}
## [1871] {other vegetables,
## rolls/buns}
## [1872] {bottled beer,
## canned vegetables,
## specialty chocolate,
## tropical fruit}
## [1873] {salty snack}
## [1874] {margarine,
## whole milk}
## [1875] {brown bread,
## coffee,
## yogurt}
## [1876] {coffee,
## pork,
## yogurt}
## [1877] {bottled beer,
## bottled water}
## [1878] {whole milk}
## [1879] {salty snack}
## [1880] {bottled beer,
## seasonal products}
## [1881] {brown bread,
## butter,
## butter milk,
## chocolate,
## curd,
## dessert,
## fruit/vegetable juice,
## ham,
## pastry,
## shopping bags,
## soft cheese,
## whole milk,
## yogurt}
## [1882] {ice cream,
## pastry,
## salty snack,
## soda}
## [1883] {candy,
## chocolate marshmallow}
## [1884] {frozen meals,
## other vegetables,
## pastry,
## pip fruit,
## specialty bar,
## waffles,
## yogurt}
## [1885] {bottled water,
## chewing gum,
## rum,
## whole milk}
## [1886] {yogurt}
## [1887] {yogurt}
## [1888] {hygiene articles,
## napkins}
## [1889] {candy,
## canned beer,
## coffee,
## specialty chocolate,
## UHT-milk}
## [1890] {flower (seeds),
## herbs,
## napkins,
## other vegetables,
## root vegetables}
## [1891] {chocolate}
## [1892] {beverages,
## brown bread,
## fruit/vegetable juice,
## other vegetables,
## root vegetables,
## sausage,
## whole milk,
## yogurt}
## [1893] {bottled water,
## butter,
## hygiene articles,
## napkins,
## tropical fruit,
## whole milk}
## [1894] {finished products,
## pasta,
## yogurt}
## [1895] {chocolate,
## long life bakery product,
## tropical fruit}
## [1896] {chicken,
## frozen vegetables,
## ham,
## other vegetables,
## specialty chocolate,
## whole milk}
## [1897] {Instant food products,
## napkins,
## oil,
## pastry,
## rolls/buns,
## root vegetables,
## white bread}
## [1898] {newspapers}
## [1899] {canned vegetables,
## hamburger meat,
## margarine,
## pork,
## shopping bags,
## tropical fruit,
## whole milk}
## [1900] {coffee,
## photo/film}
## [1901] {bottled water,
## butter,
## chocolate,
## citrus fruit,
## pip fruit,
## root vegetables,
## salt,
## tea,
## whipped/sour cream,
## whole milk}
## [1902] {bottled beer,
## dental care,
## liquor (appetizer),
## newspapers}
## [1903] {frankfurter,
## fruit/vegetable juice,
## rolls/buns}
## [1904] {rolls/buns}
## [1905] {frankfurter,
## soda}
## [1906] {chicken}
## [1907] {bottled water,
## cling film/bags,
## cream cheese,
## fruit/vegetable juice,
## margarine,
## pip fruit,
## rum,
## sliced cheese,
## soft cheese,
## whole milk,
## yogurt}
## [1908] {citrus fruit,
## oil,
## tropical fruit}
## [1909] {other vegetables,
## pastry,
## pickled vegetables,
## root vegetables}
## [1910] {chocolate,
## other vegetables,
## rolls/buns,
## soda}
## [1911] {bottled beer,
## brandy,
## citrus fruit,
## coffee,
## condensed milk,
## frankfurter,
## fruit/vegetable juice,
## other vegetables,
## rolls/buns,
## white bread,
## whole milk}
## [1912] {meat,
## specialty chocolate}
## [1913] {brown bread,
## flower (seeds),
## whole milk}
## [1914] {pastry,
## rolls/buns,
## soda}
## [1915] {soda,
## waffles}
## [1916] {sliced cheese}
## [1917] {chocolate,
## root vegetables,
## sausage}
## [1918] {frozen vegetables,
## herbs,
## long life bakery product,
## root vegetables,
## UHT-milk,
## whipped/sour cream,
## yogurt}
## [1919] {hamburger meat,
## onions,
## pasta,
## rolls/buns,
## whole milk}
## [1920] {bottled water,
## domestic eggs,
## fruit/vegetable juice,
## margarine,
## rolls/buns,
## sliced cheese,
## tropical fruit,
## whipped/sour cream,
## whole milk}
## [1921] {bottled beer}
## [1922] {brown bread,
## domestic eggs,
## rolls/buns,
## sausage}
## [1923] {coffee,
## condensed milk,
## newspapers,
## rolls/buns}
## [1924] {beverages,
## newspapers,
## pastry,
## whole milk}
## [1925] {chicken}
## [1926] {whole milk}
## [1927] {beef,
## canned vegetables,
## chocolate,
## fruit/vegetable juice,
## newspapers,
## rolls/buns,
## waffles,
## whole milk}
## [1928] {root vegetables}
## [1929] {chicken,
## citrus fruit,
## softener}
## [1930] {pork}
## [1931] {frozen meals,
## frozen vegetables,
## shopping bags}
## [1932] {rolls/buns,
## specialty bar,
## whole milk}
## [1933] {abrasive cleaner,
## brown bread,
## cat food,
## dishes,
## hamburger meat,
## other vegetables,
## pastry,
## yogurt}
## [1934] {cat food,
## curd cheese,
## frankfurter,
## hygiene articles,
## other vegetables,
## shopping bags,
## soft cheese,
## tropical fruit,
## whole milk}
## [1935] {bottled water,
## cream cheese,
## dental care,
## newspapers,
## pip fruit,
## root vegetables,
## tropical fruit,
## whipped/sour cream,
## yogurt}
## [1936] {soda}
## [1937] {pastry,
## yogurt}
## [1938] {cream cheese,
## soda,
## UHT-milk,
## waffles}
## [1939] {coffee,
## liquor (appetizer),
## pastry,
## red/blush wine,
## shopping bags}
## [1940] {citrus fruit,
## other vegetables,
## pip fruit,
## salty snack,
## UHT-milk}
## [1941] {white bread}
## [1942] {detergent,
## oil}
## [1943] {butter milk,
## other vegetables,
## rolls/buns,
## root vegetables,
## salt}
## [1944] {beef,
## oil,
## pork,
## sliced cheese,
## whole milk,
## yogurt}
## [1945] {pastry,
## rolls/buns,
## tropical fruit,
## waffles,
## whole milk,
## yogurt}
## [1946] {bottled water,
## butter,
## instant coffee,
## newspapers,
## pastry,
## rolls/buns,
## sausage,
## soda,
## tropical fruit,
## yogurt}
## [1947] {butter,
## hard cheese,
## meat,
## rolls/buns,
## whole milk}
## [1948] {coffee,
## sausage,
## sliced cheese,
## whipped/sour cream,
## whole milk}
## [1949] {curd,
## frozen meals,
## long life bakery product,
## napkins,
## pastry,
## waffles}
## [1950] {bottled beer,
## whole milk}
## [1951] {coffee,
## ham,
## red/blush wine,
## sausage,
## soda,
## whole milk}
## [1952] {bottled water,
## canned beer,
## onions,
## sausage,
## spread cheese}
## [1953] {shopping bags}
## [1954] {bottled water,
## coffee,
## cream cheese,
## UHT-milk}
## [1955] {beef,
## frankfurter,
## herbs,
## rolls/buns,
## whole milk}
## [1956] {canned beer,
## soda}
## [1957] {abrasive cleaner,
## citrus fruit,
## curd cheese,
## house keeping products}
## [1958] {baking powder,
## berries,
## brown bread,
## butter,
## chicken,
## condensed milk,
## curd,
## long life bakery product,
## oil,
## other vegetables,
## rolls/buns,
## root vegetables,
## salty snack,
## white bread,
## whole milk}
## [1959] {cat food,
## dessert,
## domestic eggs,
## fruit/vegetable juice,
## hamburger meat,
## hard cheese,
## kitchen towels,
## onions,
## other vegetables,
## pasta,
## pip fruit,
## pork,
## root vegetables,
## salt,
## soft cheese,
## whipped/sour cream,
## whole milk}
## [1960] {butter milk,
## frankfurter,
## margarine,
## rolls/buns,
## sausage}
## [1961] {hygiene articles,
## napkins,
## pastry,
## pip fruit,
## whole milk}
## [1962] {canned beer,
## chicken,
## coffee,
## pork}
## [1963] {butter,
## butter milk,
## frozen meals,
## ham,
## hamburger meat,
## pasta,
## pip fruit,
## rolls/buns,
## semi-finished bread,
## shopping bags,
## softener,
## sweet spreads,
## waffles,
## yogurt}
## [1964] {beverages,
## newspapers,
## pastry}
## [1965] {bottled water,
## fruit/vegetable juice,
## margarine,
## newspapers,
## sugar}
## [1966] {chewing gum,
## dishes,
## napkins,
## other vegetables,
## pork}
## [1967] {brown bread,
## ham,
## hygiene articles,
## oil,
## other vegetables,
## sugar,
## whipped/sour cream,
## whole milk}
## [1968] {berries,
## curd,
## female sanitary products,
## rolls/buns,
## soda,
## whipped/sour cream,
## yogurt}
## [1969] {curd,
## frozen meals,
## mayonnaise,
## pastry,
## sliced cheese,
## soda,
## tropical fruit,
## whole milk,
## yogurt}
## [1970] {bottled beer,
## dessert,
## napkins,
## nuts/prunes,
## other vegetables,
## sliced cheese,
## soda,
## tropical fruit,
## whole milk}
## [1971] {newspapers,
## pastry}
## [1972] {chocolate,
## dessert,
## margarine,
## sugar,
## white bread}
## [1973] {bottled water,
## curd,
## whole milk}
## [1974] {ice cream}
## [1975] {frozen meals,
## margarine,
## red/blush wine,
## sliced cheese}
## [1976] {beef,
## domestic eggs,
## frozen dessert,
## frozen vegetables,
## other vegetables,
## root vegetables}
## [1977] {hamburger meat,
## Instant food products,
## meat,
## soda}
## [1978] {berries,
## citrus fruit,
## frozen meals,
## newspapers,
## other vegetables,
## whole milk}
## [1979] {bottled water,
## fruit/vegetable juice,
## newspapers,
## pastry,
## pip fruit,
## rolls/buns,
## tropical fruit}
## [1980] {pastry,
## sausage,
## sliced cheese,
## whole milk}
## [1981] {bottled water,
## frozen meals,
## whole milk,
## yogurt}
## [1982] {frozen meals}
## [1983] {citrus fruit,
## root vegetables,
## sausage}
## [1984] {bottled water,
## brown bread,
## butter milk,
## cake bar,
## dessert,
## long life bakery product,
## other vegetables,
## sausage,
## soda,
## whipped/sour cream,
## whole milk,
## yogurt}
## [1985] {newspapers}
## [1986] {bottled water,
## coffee,
## curd,
## newspapers,
## rolls/buns,
## waffles,
## whipped/sour cream,
## whole milk,
## yogurt}
## [1987] {baking powder,
## beef,
## chewing gum,
## citrus fruit,
## cream cheese,
## flour,
## frozen fish,
## margarine,
## salty snack,
## sugar}
## [1988] {berries,
## bottled water,
## grapes,
## other vegetables,
## pip fruit,
## red/blush wine,
## rolls/buns,
## soda,
## specialty bar,
## UHT-milk,
## whole milk,
## zwieback}
## [1989] {long life bakery product,
## yogurt}
## [1990] {frozen vegetables,
## pastry,
## pork}
## [1991] {ice cream,
## long life bakery product,
## specialty bar,
## specialty chocolate}
## [1992] {cat food,
## chicken,
## citrus fruit,
## cream cheese,
## curd cheese,
## domestic eggs,
## hamburger meat,
## long life bakery product,
## other vegetables,
## root vegetables}
## [1993] {citrus fruit,
## dessert,
## herbs,
## other vegetables,
## shopping bags,
## sugar}
## [1994] {detergent,
## frankfurter,
## frozen meals,
## napkins,
## newspapers,
## other vegetables,
## rolls/buns,
## tropical fruit,
## whole milk}
## [1995] {butter,
## fruit/vegetable juice,
## pickled vegetables,
## rolls/buns,
## sausage,
## soda,
## waffles}
## [1996] {dishes,
## domestic eggs,
## ketchup,
## other vegetables,
## soda,
## tropical fruit,
## zwieback}
## [1997] {beef,
## butter,
## chicken,
## chocolate,
## citrus fruit,
## coffee,
## flour,
## grapes,
## hamburger meat,
## hygiene articles,
## napkins,
## red/blush wine,
## root vegetables,
## salty snack,
## sausage,
## whipped/sour cream,
## whole milk}
## [1998] {cooking chocolate}
## [1999] {butter,
## chicken,
## citrus fruit,
## cling film/bags,
## domestic eggs,
## frozen dessert,
## other vegetables,
## rolls/buns,
## rum,
## yogurt}
## [2000] {bottled beer,
## bottled water,
## semi-finished bread,
## soda}
## [2001] {chicken,
## other vegetables,
## shopping bags,
## tropical fruit,
## vinegar}By using inspect() we can check transactions one by one. For instance, transaction number 5 contains only pastry and 6 contains only waffles and so on.
size(data)## [1] 8 2 6 3 1 1 3 5 9 3 4 5 9 7 4 5 2 1 6 4 3 3 15 1
## [25] 20 1 2 1 7 5 2 5 1 1 4 3 5 1 5 5 1 8 3 10 7 7 2 1
## [49] 4 1 4 4 6 1 6 2 3 1 2 3 2 1 8 4 5 7 1 11 5 4 7 1
## [73] 4 4 5 3 1 1 2 3 3 10 1 6 1 8 2 2 1 3 5 5 1 3 3 7
## [97] 3 7 6 7 7 5 3 6 4 8 4 1 3 7 3 8 1 9 5 2 7 6 2 2
## [121] 3 2 1 2 1 4 4 2 1 2 2 1 1 2 1 1 5 3 4 5 1 7 5 5
## [145] 6 2 8 2 2 3 5 4 3 5 5 11 2 12 8 8 10 3 9 4 1 3 1 3
## [169] 1 6 3 4 2 1 5 1 2 2 3 1 3 5 2 7 14 3 5 1 3 3 1 2
## [193] 7 1 5 1 6 2 1 2 9 3 5 3 4 1 9 2 9 15 5 5 3 12 3 5
## [217] 2 6 2 1 3 4 4 3 1 2 1 1 1 2 1 1 1 5 1 5 3 5 4 1
## [241] 1 5 1 1 9 1 5 5 1 21 5 3 1 2 3 1 1 3 13 6 2 2 1 2
## [265] 1 2 6 4 2 2 2 1 10 1 2 5 7 4 1 7 1 1 7 3 8 7 3 1
## [289] 1 1 1 7 2 1 7 1 3 3 2 3 2 1 1 6 3 4 2 2 2 8 1 2
## [313] 6 1 9 7 8 2 5 1 1 2 2 4 12 2 2 6 2 2 2 1 2 2 1 4
## [337] 3 1 4 21 1 7 1 1 3 1 5 4 1 13 4 4 6 5 7 6 2 1 3 1
## [361] 7 4 2 7 7 1 3 4 8 8 5 7 1 3 2 6 1 1 3 5 4 3 7 1
## [385] 1 4 5 3 6 1 6 5 3 4 2 6 11 3 8 6 6 3 2 2 5 10 1 5
## [409] 21 8 6 3 2 6 10 4 2 2 2 1 7 5 3 2 3 4 7 1 2 5 6 3
## [433] 1 5 1 2 2 1 4 2 1 5 1 14 2 3 9 4 4 1 17 9 6 5 2 8
## [457] 1 2 3 6 9 1 2 1 3 3 5 11 8 2 4 9 4 3 2 2 3 1 1 6
## [481] 4 2 10 7 1 10 10 1 3 3 4 3 4 1 2 4 1 2 5 3 1 2 2 3
## [505] 3 5 1 2 4 8 3 1 2 6 2 3 1 2 12 6 1 13 5 3 2 10 3 4
## [529] 1 3 3 5 3 14 1 2 9 1 2 3 5 1 3 1 2 5 6 9 3 2 11 1
## [553] 4 7 5 2 4 1 1 4 12 2 7 11 2 3 1 2 3 10 6 2 11 5 9 3
## [577] 1 4 16 5 4 2 1 1 4 3 1 9 3 6 1 7 10 2 6 1 3 4 1 9
## [601] 2 5 7 3 1 1 1 2 3 4 8 1 7 1 6 1 2 1 3 9 2 2 2 1
## [625] 7 2 1 4 3 2 3 3 2 9 4 4 6 2 4 6 6 2 3 6 3 2 1 3
## [649] 1 2 2 2 4 3 1 9 5 3 3 3 2 3 6 5 3 4 5 1 6 3 11 11
## [673] 5 3 11 1 2 2 1 1 9 2 3 1 7 3 1 2 5 2 1 1 2 13 11 4
## [697] 4 5 18 5 9 8 3 3 3 6 3 4 4 2 2 1 1 2 12 2 3 3 1 8
## [721] 2 7 2 1 1 8 1 1 4 4 5 3 6 2 4 10 1 1 2 7 1 4 1 1
## [745] 1 2 3 1 1 4 14 5 1 1 1 4 10 2 6 5 1 2 5 5 1 11 3 4
## [769] 9 4 3 1 4 2 4 8 6 6 3 1 2 15 3 1 1 12 2 1 2 3 1 7
## [793] 5 6 4 5 4 3 11 5 1 2 1 9 8 6 2 2 9 2 8 5 3 1 4 1
## [817] 3 7 5 3 1 4 2 2 1 7 10 10 4 3 3 12 3 9 13 1 1 2 5 9
## [841] 1 9 4 10 24 2 6 3 6 2 10 1 10 5 4 2 6 4 4 11 4 12 4 1
## [865] 8 4 5 13 1 11 2 5 1 2 2 5 9 3 11 6 10 10 1 10 6 6 3 1
## [889] 11 2 3 8 2 2 1 3 1 2 7 11 2 3 6 1 2 4 1 8 17 6 9 5
## [913] 5 4 1 3 3 4 7 2 3 8 11 9 9 5 6 1 10 2 13 1 4 1 4 4
## [937] 1 2 4 10 1 4 6 6 3 1 1 3 1 3 7 2 6 4 5 3 1 2 4 16
## [961] 7 8 12 2 1 3 3 1 2 4 2 5 2 1 4 2 1 3 1 20 3 10 1 4
## [985] 3 3 2 1 16 2 5 1 1 11 9 12 4 5 1 12 5 11 8 2 11 2 2 3
## [1009] 2 11 5 1 16 12 2 15 7 2 5 1 1 3 2 21 3 5 9 1 5 2 13 12
## [1033] 2 3 1 19 4 2 2 2 13 1 3 3 1 1 3 1 17 20 2 2 1 9 4 7
## [1057] 10 13 10 3 18 4 3 5 1 2 4 2 19 6 2 2 7 7 9 1 5 2 6 4
## [1081] 1 2 11 2 11 10 1 7 1 1 3 1 2 13 1 4 18 1 10 8 6 1 3 5
## [1105] 3 1 5 18 4 2 3 1 5 6 2 10 9 3 5 4 6 5 9 21 3 8 7 2
## [1129] 2 1 8 4 8 5 5 6 2 12 3 4 2 1 3 11 7 7 1 4 6 5 1 3
## [1153] 14 1 2 2 5 2 7 14 5 5 5 3 5 3 3 25 1 2 8 1 1 4 6 10
## [1177] 5 7 4 1 10 2 7 5 1 11 4 1 5 1 4 2 3 1 8 4 1 3 6 6
## [1201] 1 10 11 4 5 11 1 4 13 9 10 3 7 3 5 1 4 1 1 4 8 5 7 2
## [1225] 1 1 1 7 9 1 4 11 5 1 4 6 6 6 10 6 7 1 9 2 3 6 5 5
## [1249] 4 1 11 7 7 10 6 1 3 16 4 4 9 10 3 7 8 3 4 2 2 1 14 12
## [1273] 4 2 3 8 12 4 7 11 3 16 2 6 5 2 7 2 8 7 7 8 7 4 7 1
## [1297] 10 1 8 1 9 2 9 9 9 4 7 2 3 5 7 8 4 7 2 1 1 1 10 6
## [1321] 6 4 4 1 1 6 5 9 4 8 5 4 5 6 8 14 7 10 15 14 6 13 3 4
## [1345] 1 9 10 5 8 10 3 6 11 3 1 7 3 8 1 1 15 5 15 3 2 13 7 5
## [1369] 2 1 2 8 6 4 6 3 2 14 2 11 1 7 6 4 2 1 9 2 2 7 3 7
## [1393] 1 2 2 9 2 11 14 1 1 22 3 3 2 6 1 1 5 5 14 10 1 1 3 10
## [1417] 3 8 2 3 2 3 1 4 4 4 3 2 3 2 2 1 1 2 1 1 2 7 7 3
## [1441] 3 4 12 7 5 1 1 3 3 1 5 9 5 1 4 4 4 6 3 3 2 3 1 5
## [1465] 2 3 1 1 3 2 13 4 1 2 4 8 5 3 3 1 1 1 1 3 6 1 1 3
## [1489] 2 1 4 3 2 3 15 3 3 10 6 4 4 1 1 3 2 2 9 11 1 4 3 6
## [1513] 8 7 1 2 2 1 1 4 10 5 1 1 9 2 6 3 4 1 3 5 2 4 1 2
## [1537] 7 1 2 1 14 2 4 6 7 1 1 1 2 5 2 1 6 1 2 1 7 1 3 6
## [1561] 5 7 1 1 7 3 1 7 11 5 1 7 2 3 3 1 1 11 3 1 4 4 14 1
## [1585] 6 1 2 2 4 5 1 3 4 3 6 7 1 3 3 3 14 1 4 6 1 8 2 3
## [1609] 3 2 4 8 5 3 3 2 4 10 6 1 3 3 8 11 6 8 5 1 1 5 2 7
## [1633] 1 4 1 6 2 1 7 6 4 8 7 4 4 4 13 3 1 1 2 7 1 3 3 1
## [1657] 5 2 1 2 3 2 1 2 2 7 4 2 2 1 1 1 1 2 2 23 5 3 3 12
## [1681] 4 5 6 1 1 10 5 4 5 16 5 2 10 1 7 2 3 1 6 7 5 3 4 2
## [1705] 4 3 1 4 1 5 1 7 6 1 3 1 1 1 6 6 2 4 5 1 4 6 2 1
## [1729] 5 2 9 2 3 1 3 1 2 1 11 7 14 7 1 6 3 2 3 2 1 3 7 4
## [1753] 3 11 2 5 2 3 1 12 16 7 4 3 2 1 1 6 1 1 8 3 3 11 7 3
## [1777] 2 7 1 3 9 2 7 1 7 2 1 1 14 2 10 1 3 3 5 2 2 4 3 2
## [1801] 3 9 5 6 1 8 1 6 3 2 1 5 2 1 3 3 5 1 2 11 2 1 10 2
## [1825] 9 2 10 7 6 2 1 1 2 1 4 4 1 1 1 7 8 10 6 8 2 4 10 1
## [1849] 8 9 2 2 3 2 3 1 3 10 2 3 1 1 3 3 1 2 3 10 1 1 2 4
## [1873] 1 2 3 3 2 1 1 2 13 4 2 7 4 1 1 2 5 5 1 8 6 3 3 6
## [1897] 7 1 7 2 10 4 3 1 2 1 11 3 4 4 11 2 3 3 2 1 3 7 5 9
## [1921] 1 4 4 4 1 1 8 1 3 1 3 3 8 9 9 1 2 4 5 5 1 2 5 6
## [1945] 6 10 5 5 6 2 6 5 1 4 5 2 4 15 17 5 5 4 14 3 5 5 8 7
## [1969] 9 9 2 5 3 1 4 6 4 6 7 4 4 1 3 12 1 9 10 12 2 3 4 10
## [1993] 6 9 7 7 17 1 10 4 5length(data)## [1] 2001size() function shows us how many products are bought in every transaction from the beginning till the end, and the length() stands for the size of the dataset.
Applying basic statistics
itemFrequency(data, type="relative")## abrasive cleaner artif. sweetener bags
## 0.0029985007 0.0039980010 0.0004997501
## baking powder bathroom cleaner beef
## 0.0164917541 0.0029985007 0.0584707646
## berries beverages bottled beer
## 0.0359820090 0.0214892554 0.0769615192
## bottled water brandy brown bread
## 0.1069465267 0.0079960020 0.0644677661
## butter butter milk cake bar
## 0.0539730135 0.0289855072 0.0149925037
## candles candy canned beer
## 0.0064967516 0.0314842579 0.0679660170
## canned fish canned fruit canned vegetables
## 0.0164917541 0.0034982509 0.0104947526
## cat food cereals chewing gum
## 0.0234882559 0.0064967516 0.0209895052
## chicken chocolate chocolate marshmallow
## 0.0489755122 0.0609695152 0.0139930035
## citrus fruit cleaner cling film/bags
## 0.0794602699 0.0064967516 0.0124937531
## cocoa drinks coffee condensed milk
## 0.0029985007 0.0509745127 0.0104947526
## cooking chocolate cookware cream
## 0.0029985007 0.0019990005 0.0014992504
## cream cheese curd curd cheese
## 0.0414792604 0.0534732634 0.0059970015
## decalcifier dental care dessert
## 0.0009995002 0.0064967516 0.0364817591
## detergent dish cleaner dishes
## 0.0174912544 0.0119940030 0.0144927536
## dog food domestic eggs female sanitary products
## 0.0109945027 0.0619690155 0.0059970015
## finished products fish flour
## 0.0054972514 0.0024987506 0.0164917541
## flower (seeds) flower soil/fertilizer frankfurter
## 0.0114942529 0.0009995002 0.0624687656
## frozen dessert frozen fish frozen fruits
## 0.0104947526 0.0154922539 0.0019990005
## frozen meals frozen potato products frozen vegetables
## 0.0339830085 0.0059970015 0.0499750125
## fruit/vegetable juice grapes hair spray
## 0.0709645177 0.0324837581 0.0009995002
## ham hamburger meat hard cheese
## 0.0279860070 0.0379810095 0.0234882559
## herbs honey house keeping products
## 0.0164917541 0.0014992504 0.0084957521
## hygiene articles ice cream instant coffee
## 0.0304847576 0.0249875062 0.0054972514
## Instant food products jam ketchup
## 0.0089955022 0.0039980010 0.0029985007
## kitchen towels kitchen utensil light bulbs
## 0.0059970015 0.0009995002 0.0034982509
## liqueur liquor liquor (appetizer)
## 0.0009995002 0.0109945027 0.0049975012
## liver loaf long life bakery product make up remover
## 0.0039980010 0.0394802599 0.0004997501
## male cosmetics margarine mayonnaise
## 0.0024987506 0.0554722639 0.0074962519
## meat meat spreads misc. beverages
## 0.0299850075 0.0039980010 0.0244877561
## mustard napkins newspapers
## 0.0069965017 0.0639680160 0.0804597701
## nut snack nuts/prunes oil
## 0.0034982509 0.0054972514 0.0309845077
## onions organic products organic sausage
## 0.0294852574 0.0004997501 0.0024987506
## other vegetables packaged fruit/vegetables pasta
## 0.1984007996 0.0114942529 0.0149925037
## pastry pet care photo/film
## 0.0959520240 0.0099950025 0.0064967516
## pickled vegetables pip fruit popcorn
## 0.0129935032 0.0729635182 0.0104947526
## pork pot plants potato products
## 0.0599700150 0.0124937531 0.0029985007
## preservation products processed cheese prosecco
## 0.0004997501 0.0189905047 0.0024987506
## pudding powder ready soups red/blush wine
## 0.0024987506 0.0019990005 0.0194902549
## rice roll products rolls/buns
## 0.0059970015 0.0059970015 0.1804097951
## root vegetables rubbing alcohol rum
## 0.1049475262 0.0009995002 0.0054972514
## salt salty snack sauces
## 0.0104947526 0.0399800100 0.0059970015
## sausage seasonal products semi-finished bread
## 0.0969515242 0.0164917541 0.0194902549
## shopping bags skin care sliced cheese
## 0.1054472764 0.0034982509 0.0284857571
## snack products soap soda
## 0.0034982509 0.0034982509 0.1619190405
## soft cheese softener soups
## 0.0144927536 0.0024987506 0.0069965017
## sparkling wine specialty bar specialty cheese
## 0.0084957521 0.0294852574 0.0074962519
## specialty chocolate specialty fat specialty vegetables
## 0.0344827586 0.0014992504 0.0019990005
## spices spread cheese sugar
## 0.0049975012 0.0099950025 0.0354822589
## sweet spreads syrup tea
## 0.0044977511 0.0049975012 0.0034982509
## tidbits toilet cleaner tropical fruit
## 0.0034982509 0.0009995002 0.1079460270
## turkey UHT-milk vinegar
## 0.0044977511 0.0344827586 0.0064967516
## waffles whipped/sour cream whisky
## 0.0454772614 0.0674662669 0.0014992504
## white bread white wine whole milk
## 0.0394802599 0.0214892554 0.2553723138
## yogurt zwieback
## 0.1489255372 0.0079960020itemFrequency(data, type="absolute")## abrasive cleaner artif. sweetener bags
## 6 8 1
## baking powder bathroom cleaner beef
## 33 6 117
## berries beverages bottled beer
## 72 43 154
## bottled water brandy brown bread
## 214 16 129
## butter butter milk cake bar
## 108 58 30
## candles candy canned beer
## 13 63 136
## canned fish canned fruit canned vegetables
## 33 7 21
## cat food cereals chewing gum
## 47 13 42
## chicken chocolate chocolate marshmallow
## 98 122 28
## citrus fruit cleaner cling film/bags
## 159 13 25
## cocoa drinks coffee condensed milk
## 6 102 21
## cooking chocolate cookware cream
## 6 4 3
## cream cheese curd curd cheese
## 83 107 12
## decalcifier dental care dessert
## 2 13 73
## detergent dish cleaner dishes
## 35 24 29
## dog food domestic eggs female sanitary products
## 22 124 12
## finished products fish flour
## 11 5 33
## flower (seeds) flower soil/fertilizer frankfurter
## 23 2 125
## frozen dessert frozen fish frozen fruits
## 21 31 4
## frozen meals frozen potato products frozen vegetables
## 68 12 100
## fruit/vegetable juice grapes hair spray
## 142 65 2
## ham hamburger meat hard cheese
## 56 76 47
## herbs honey house keeping products
## 33 3 17
## hygiene articles ice cream instant coffee
## 61 50 11
## Instant food products jam ketchup
## 18 8 6
## kitchen towels kitchen utensil light bulbs
## 12 2 7
## liqueur liquor liquor (appetizer)
## 2 22 10
## liver loaf long life bakery product make up remover
## 8 79 1
## male cosmetics margarine mayonnaise
## 5 111 15
## meat meat spreads misc. beverages
## 60 8 49
## mustard napkins newspapers
## 14 128 161
## nut snack nuts/prunes oil
## 7 11 62
## onions organic products organic sausage
## 59 1 5
## other vegetables packaged fruit/vegetables pasta
## 397 23 30
## pastry pet care photo/film
## 192 20 13
## pickled vegetables pip fruit popcorn
## 26 146 21
## pork pot plants potato products
## 120 25 6
## preservation products processed cheese prosecco
## 1 38 5
## pudding powder ready soups red/blush wine
## 5 4 39
## rice roll products rolls/buns
## 12 12 361
## root vegetables rubbing alcohol rum
## 210 2 11
## salt salty snack sauces
## 21 80 12
## sausage seasonal products semi-finished bread
## 194 33 39
## shopping bags skin care sliced cheese
## 211 7 57
## snack products soap soda
## 7 7 324
## soft cheese softener soups
## 29 5 14
## sparkling wine specialty bar specialty cheese
## 17 59 15
## specialty chocolate specialty fat specialty vegetables
## 69 3 4
## spices spread cheese sugar
## 10 20 71
## sweet spreads syrup tea
## 9 10 7
## tidbits toilet cleaner tropical fruit
## 7 2 216
## turkey UHT-milk vinegar
## 9 69 13
## waffles whipped/sour cream whisky
## 91 135 3
## white bread white wine whole milk
## 79 43 511
## yogurt zwieback
## 298 16There are 2001 rows, and these rows refer to the store transactions, and 164 columns are features for each of the 164 different items that might appear in someone’s grocery basket. Each cell in the matrix is a 1 if the item was purchased for the corresponding transaction, or 0 otherwise. The density value of 0.02714192 (2.7 percent) refers to the proportion of non-zero matrix cells. Since there are 2001 * 164 = 328164 positions in the matrix, we can calculate that a total of 328164 * 0.02714192 = 8907 items were purchased within a month in the store.
The average transaction contained 8907 / 2001 = 4.4513 different grocery items. The function lists the items that were most commonly found in the transactional data as 511 / 2001 = 0.2554, we can determine that whole milk appeared in 25.5 percent of transactions.
The total of 432 transactions contained only a single item, while one transaction had 25 items. Moreover, first quartile and median purchase size are 2 and 3 items accordingly.
Let’s take a look at the contents of a sparse matrix
inspect(data[1:10])## items
## [1] {brown bread,
## dishes,
## other vegetables,
## pastry,
## pork,
## rolls/buns,
## sugar,
## whipped/sour cream}
## [2] {detergent,
## salt}
## [3] {brown bread,
## citrus fruit,
## frozen meals,
## rolls/buns,
## tropical fruit,
## whole milk}
## [4] {frozen vegetables,
## other vegetables,
## whole milk}
## [5] {pastry}
## [6] {waffles}
## [7] {curd,
## pastry,
## rolls/buns}
## [8] {detergent,
## oil,
## rolls/buns,
## shopping bags,
## whole milk}
## [9] {baking powder,
## bottled beer,
## detergent,
## frozen vegetables,
## other vegetables,
## rolls/buns,
## root vegetables,
## sausage,
## white bread}
## [10] {fruit/vegetable juice,
## long life bakery product,
## soda}Also, let’s check the support level for the first ten items in the grocery data, and it corresponds to the relative frequency of these products.
itemFrequency(data[, 1:10])## abrasive cleaner artif. sweetener bags baking powder
## 0.0029985007 0.0039980010 0.0004997501 0.0164917541
## bathroom cleaner beef berries beverages
## 0.0029985007 0.0584707646 0.0359820090 0.0214892554
## bottled beer bottled water
## 0.0769615192 0.1069465267As we can see, the items in the sparse matrix are sorted in columns by alphabetical order.
I set the minimum support at 0.1 in order transactions to be present in this plot.
itemFrequencyPlot(data, support = 0.1)
And we may limit the plot to a specific number of items to see relative frequency again but here it is more readable since the products are ranked.
itemFrequencyPlot(data, topN = 15)
Now, we have to visualize the sparse matrix for the first 5 items.
image(data[1:5])
Here, 5 transactions and 164 possible items we requested. On the vertical part, we see transactions in rows, and various items listed in columns was purchased. Also it may help with investigation of the distribution of various products across your dataset and thanks to that, you may identify some issues in your data. For example, when particular columns that are filled with black could mean that the item in every transaction. So every customer adds this item to his/her basket.
This visualization could be especially powerful if the items were also sorted into categories. This kind of information is redundant.It will not be as useful for extremely large transaction databases because the cells will be too small to discern.
We will use sampling by random selection of 100 transactions
image(sample(data, 100))
Apriori
We will try to find the association rules using the apriori algorithm and I set the support at 0.6% which is very low and confidence at 25%, minimum length of a rule is 2 elements.
data.rules <- apriori(data, parameter = list(support = 0.006, confidence = 0.25, minlen = 2))## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.25 0.1 1 none FALSE TRUE 5 0.006 2
## 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: 12
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[164 item(s), 2001 transaction(s)] done [0.00s].
## sorting and recoding items ... [105 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 4 done [0.00s].
## writing ... [501 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].data.rules## set of 501 rulessummary(data.rules)## set of 501 rules
##
## rule length distribution (lhs + rhs):sizes
## 2 3 4
## 163 326 12
##
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 2.000 2.000 3.000 2.699 3.000 4.000
##
## summary of quality measures:
## support confidence coverage lift
## Min. :0.006497 Min. :0.2500 Min. :0.007996 Min. :0.9968
## 1st Qu.:0.006997 1st Qu.:0.2955 1st Qu.:0.018491 1st Qu.:1.6724
## Median :0.008996 Median :0.3714 Median :0.025487 Median :2.0035
## Mean :0.011804 Mean :0.3939 Mean :0.032879 Mean :2.2015
## 3rd Qu.:0.012494 3rd Qu.:0.4576 3rd Qu.:0.035982 3rd Qu.:2.5280
## Max. :0.079460 Max. :0.8750 Max. :0.255372 Max. :5.0906
## count
## Min. : 13.00
## 1st Qu.: 14.00
## Median : 18.00
## Mean : 23.62
## 3rd Qu.: 25.00
## Max. :159.00
##
## mining info:
## data ntransactions support confidence
## data 2001 0.006 0.25We see here set of 501 rules and from the distribution, association rules contain two elements in the left handside and one element in the right handside. We will check the specific rules by using inspect()
inspect(data.rules[1:10])## lhs rhs support confidence
## [1] {herbs} => {root vegetables} 0.008495752 0.5151515
## [2] {herbs} => {other vegetables} 0.007996002 0.4848485
## [3] {herbs} => {whole milk} 0.007496252 0.4545455
## [4] {pasta} => {whole milk} 0.006996502 0.4666667
## [5] {soft cheese} => {whole milk} 0.006996502 0.4827586
## [6] {detergent} => {other vegetables} 0.006496752 0.3714286
## [7] {detergent} => {whole milk} 0.010994503 0.6285714
## [8] {semi-finished bread} => {other vegetables} 0.006496752 0.3333333
## [9] {semi-finished bread} => {whole milk} 0.006996502 0.3589744
## [10] {flour} => {whole milk} 0.008495752 0.5151515
## coverage lift count
## [1] 0.01649175 4.908658 17
## [2] 0.01649175 2.443783 16
## [3] 0.01649175 1.779932 15
## [4] 0.01499250 1.827397 14
## [5] 0.01449275 1.890411 14
## [6] 0.01749125 1.872112 13
## [7] 0.01749125 2.461392 22
## [8] 0.01949025 1.680101 13
## [9] 0.01949025 1.405690 14
## [10] 0.01649175 2.017257 17By inspecting the data, it appears that if you buy herbs, it may increase the probability of buying root vegetables and we have support, lift, and count indexes based on the results. Then, we sort the rules by lift, confidence, support, and count so that we are able to inspect the most meaningful ones
inspect(sort(data.rules, by = "lift")[1:5])## lhs rhs support
## [1] {sausage,yogurt} => {pip fruit} 0.006496752
## [2] {butter,whole milk} => {curd} 0.006996502
## [3] {domestic eggs,other vegetables} => {butter} 0.006496752
## [4] {onions,other vegetables} => {citrus fruit} 0.006496752
## [5] {herbs} => {root vegetables} 0.008495752
## confidence coverage lift count
## [1] 0.3714286 0.01749125 5.090607 13
## [2] 0.2692308 0.02598701 5.034867 14
## [3] 0.2708333 0.02398801 5.017940 13
## [4] 0.3939394 0.01649175 4.957690 13
## [5] 0.5151515 0.01649175 4.908658 17inspect(sort(data.rules, by = "confidence")[1:5])## lhs rhs support confidence
## [1] {butter,curd} => {whole milk} 0.006996502 0.8750000
## [2] {citrus fruit,onions} => {other vegetables} 0.006496752 0.8125000
## [3] {onions,tropical fruit} => {other vegetables} 0.006496752 0.8125000
## [4] {pastry,root vegetables} => {whole milk} 0.007996002 0.8000000
## [5] {chicken,yogurt} => {other vegetables} 0.006496752 0.7647059
## coverage lift count
## [1] 0.007996002 3.426370 14
## [2] 0.007996002 4.095246 13
## [3] 0.007996002 4.095246 13
## [4] 0.009995002 3.132681 16
## [5] 0.008495752 3.854349 13inspect(sort(data.rules, by = "support")[1:5])## lhs rhs support confidence coverage
## [1] {other vegetables} => {whole milk} 0.07946027 0.4005038 0.1984008
## [2] {whole milk} => {other vegetables} 0.07946027 0.3111546 0.2553723
## [3] {yogurt} => {whole milk} 0.05297351 0.3557047 0.1489255
## [4] {rolls/buns} => {whole milk} 0.05297351 0.2936288 0.1804098
## [5] {rolls/buns} => {other vegetables} 0.04647676 0.2576177 0.1804098
## lift count
## [1] 1.568313 159
## [2] 1.568313 159
## [3] 1.392887 106
## [4] 1.149807 106
## [5] 1.298471 93inspect(sort(data.rules, by = "count")[1:5])## lhs rhs support confidence coverage
## [1] {other vegetables} => {whole milk} 0.07946027 0.4005038 0.1984008
## [2] {whole milk} => {other vegetables} 0.07946027 0.3111546 0.2553723
## [3] {yogurt} => {whole milk} 0.05297351 0.3557047 0.1489255
## [4] {rolls/buns} => {whole milk} 0.05297351 0.2936288 0.1804098
## [5] {rolls/buns} => {other vegetables} 0.04647676 0.2576177 0.1804098
## lift count
## [1] 1.568313 159
## [2] 1.568313 159
## [3] 1.392887 106
## [4] 1.149807 106
## [5] 1.298471 93I want to find what drives people to buy root vegetables?
rules.rootveg<-apriori(data=data, parameter=list(supp=0.01,conf = 0.005),
appearance=list(default="lhs", rhs="root vegetables"), control=list(verbose=F))
rules.rootveg.byconf<-sort(rules.rootveg, by="confidence", decreasing=TRUE)
inspect(head(rules.rootveg.byconf))## lhs rhs support confidence
## [1] {beef,other vegetables} => {root vegetables} 0.01049475 0.4117647
## [2] {other vegetables,rolls/buns} => {root vegetables} 0.01399300 0.3010753
## [3] {beef} => {root vegetables} 0.01749125 0.2991453
## [4] {chicken} => {root vegetables} 0.01449275 0.2959184
## [5] {pork} => {root vegetables} 0.01699150 0.2833333
## [6] {other vegetables,whole milk} => {root vegetables} 0.02098951 0.2641509
## coverage lift count
## [1] 0.02548726 3.923529 21
## [2] 0.04647676 2.868817 28
## [3] 0.05847076 2.850427 35
## [4] 0.04897551 2.819679 29
## [5] 0.05997001 2.699762 34
## [6] 0.07946027 2.516981 42On the opposite, what would be consequences if I added root vegetable to my basket? But this is a little bit less popular than other business issues.
rules.rootvegopp<-apriori(data=data, parameter=list(supp=0.01,conf = 0.005),
appearance=list(default="rhs", lhs="root vegetables"), control=list(verbose=F))
rules.rootvegopp.byconf<-sort(rules.rootvegopp, by="confidence", decreasing=TRUE)
inspect(head(rules.rootvegopp.byconf))## lhs rhs support confidence coverage
## [1] {root vegetables} => {other vegetables} 0.04497751 0.4285714 0.1049475
## [2] {root vegetables} => {whole milk} 0.04497751 0.4285714 0.1049475
## [3] {} => {whole milk} 0.25537231 0.2553723 1.0000000
## [4] {root vegetables} => {rolls/buns} 0.02398801 0.2285714 0.1049475
## [5] {root vegetables} => {yogurt} 0.02248876 0.2142857 0.1049475
## [6] {} => {other vegetables} 0.19840080 0.1984008 1.0000000
## lift count
## [1] 2.160130 90
## [2] 1.678222 90
## [3] 1.000000 511
## [4] 1.266957 48
## [5] 1.438878 45
## [6] 1.000000 397We will take a look at specific product, meaning ham
hamrules <- subset(data.rules, items %in% "ham")
inspect(hamrules)## lhs rhs support confidence coverage lift
## [1] {ham} => {yogurt} 0.006996502 0.2500000 0.02798601 1.678691
## [2] {ham} => {other vegetables} 0.010994503 0.3928571 0.02798601 1.980119
## [3] {ham} => {whole milk} 0.010494753 0.3750000 0.02798601 1.468444
## count
## [1] 14
## [2] 22
## [3] 21Now, let’s use some plots. Firstly we need to download arulesViz package
#install.packages("arulesViz")
library(arulesViz)
itemFrequencyPlot(data, topN=10, type="absolute", main="Item Frequency") 
itemFrequencyPlot(data, topN=10, type="relative", main="Item Frequency")
plot(data.rules)## To reduce overplotting, jitter is added! Use jitter = 0 to prevent jitter.
In this case, we have our confidence level stated in the vertical axis, and support is in the horizontal one. The color of the dots corresponds to the level of lift.
plot(rules.rootveg)
If we check the rules regarding the root vegetables, we see that we only have 25 rules for root vegetables.
plot(data.rules, method="matrix", measure="lift")## Itemsets in Antecedent (LHS)
## [1] "{onions,whole milk}"
## [2] "{citrus fruit,onions}"
## [3] "{onions,tropical fruit}"
## [4] "{chicken,yogurt}"
## [5] "{butter,tropical fruit}"
## [6] "{sliced cheese,whole milk}"
## [7] "{other vegetables,pip fruit,whole milk}"
## [8] "{onions,other vegetables}"
## [9] "{other vegetables,rolls/buns,whole milk}"
## [10] "{chicken,whole milk}"
## [11] "{butter,curd}"
## [12] "{domestic eggs,other vegetables}"
## [13] "{newspapers,root vegetables}"
## [14] "{domestic eggs,pip fruit}"
## [15] "{pip fruit,root vegetables,whole milk}"
## [16] "{chicken,rolls/buns}"
## [17] "{pip fruit,yogurt}"
## [18] "{pastry,root vegetables}"
## [19] "{tropical fruit,whipped/sour cream}"
## [20] "{onions,root vegetables}"
## [21] "{herbs}"
## [22] "{sausage,yogurt}"
## [23] "{butter,other vegetables}"
## [24] "{other vegetables,root vegetables,whole milk}"
## [25] "{grapes,whole milk}"
## [26] "{bottled water,fruit/vegetable juice}"
## [27] "{curd,root vegetables}"
## [28] "{butter,root vegetables}"
## [29] "{napkins,tropical fruit}"
## [30] "{curd,other vegetables}"
## [31] "{frozen vegetables,whole milk}"
## [32] "{rolls/buns,root vegetables,whole milk}"
## [33] "{butter,whole milk}"
## [34] "{other vegetables,tropical fruit}"
## [35] "{berries,whole milk}"
## [36] "{pork,rolls/buns}"
## [37] "{pip fruit,root vegetables}"
## [38] "{other vegetables,whole milk,yogurt}"
## [39] "{citrus fruit,other vegetables}"
## [40] "{pip fruit,sausage}"
## [41] "{pip fruit,whole milk}"
## [42] "{brown bread,root vegetables}"
## [43] "{butter,domestic eggs}"
## [44] "{butter,yogurt}"
## [45] "{pastry,pip fruit}"
## [46] "{other vegetables,pip fruit,root vegetables}"
## [47] "{sausage,whole milk}"
## [48] "{curd,whole milk}"
## [49] "{sliced cheese,yogurt}"
## [50] "{butter,sausage}"
## [51] "{beef,other vegetables}"
## [52] "{onions}"
## [53] "{root vegetables,tropical fruit}"
## [54] "{pork,whole milk}"
## [55] "{other vegetables,shopping bags}"
## [56] "{candy}"
## [57] "{margarine,whole milk}"
## [58] "{napkins,other vegetables}"
## [59] "{domestic eggs,root vegetables}"
## [60] "{other vegetables,pip fruit}"
## [61] "{whipped/sour cream,whole milk}"
## [62] "{curd,tropical fruit}"
## [63] "{sugar,whole milk}"
## [64] "{other vegetables,tropical fruit,whole milk}"
## [65] "{brown bread,tropical fruit}"
## [66] "{curd,rolls/buns}"
## [67] "{domestic eggs,whole milk}"
## [68] "{other vegetables,pork}"
## [69] "{fruit/vegetable juice,other vegetables}"
## [70] "{citrus fruit,yogurt}"
## [71] "{other vegetables,sugar}"
## [72] "{oil,whole milk}"
## [73] "{tropical fruit,whole milk,yogurt}"
## [74] "{citrus fruit,tropical fruit}"
## [75] "{berries}"
## [76] "{citrus fruit,whipped/sour cream}"
## [77] "{chicken,root vegetables}"
## [78] "{beef,whole milk}"
## [79] "{rolls/buns,tropical fruit}"
## [80] "{oil}"
## [81] "{bottled water,other vegetables}"
## [82] "{pastry,rolls/buns}"
## [83] "{pip fruit,rolls/buns}"
## [84] "{beef,yogurt}"
## [85] "{rolls/buns,root vegetables}"
## [86] "{beef,root vegetables}"
## [87] "{beef}"
## [88] "{other vegetables,rolls/buns}"
## [89] "{sausage,shopping bags}"
## [90] "{citrus fruit,whole milk}"
## [91] "{frozen vegetables,other vegetables}"
## [92] "{citrus fruit,rolls/buns}"
## [93] "{fruit/vegetable juice,soda}"
## [94] "{berries,other vegetables}"
## [95] "{hard cheese}"
## [96] "{citrus fruit,root vegetables}"
## [97] "{pastry,tropical fruit}"
## [98] "{citrus fruit,pip fruit}"
## [99] "{pork}"
## [100] "{detergent}"
## [101] "{other vegetables,whole milk}"
## [102] "{domestic eggs,yogurt}"
## [103] "{bottled beer,whole milk}"
## [104] "{baking powder}"
## [105] "{sausage,tropical fruit}"
## [106] "{whipped/sour cream}"
## [107] "{white bread,whole milk}"
## [108] "{other vegetables,whipped/sour cream}"
## [109] "{soda,tropical fruit}"
## [110] "{cream cheese,other vegetables}"
## [111] "{brown bread,other vegetables}"
## [112] "{sliced cheese}"
## [113] "{margarine,yogurt}"
## [114] "{pork,root vegetables}"
## [115] "{pip fruit,tropical fruit}"
## [116] "{bottled water,yogurt}"
## [117] "{cream cheese,whole milk}"
## [118] "{root vegetables,whipped/sour cream}"
## [119] "{curd,yogurt}"
## [120] "{newspapers,other vegetables}"
## [121] "{whipped/sour cream,yogurt}"
## [122] "{other vegetables,yogurt}"
## [123] "{bottled water,rolls/buns}"
## [124] "{curd}"
## [125] "{grapes,other vegetables}"
## [126] "{bottled water,butter}"
## [127] "{chicken,other vegetables}"
## [128] "{root vegetables,sausage}"
## [129] "{pastry,shopping bags}"
## [130] "{other vegetables,sausage}"
## [131] "{flour}"
## [132] "{hamburger meat}"
## [133] "{whole milk,yogurt}"
## [134] "{chicken}"
## [135] "{tropical fruit,whole milk}"
## [136] "{sausage,soda}"
## [137] "{dessert}"
## [138] "{brown bread,whole milk}"
## [139] "{frankfurter,other vegetables}"
## [140] "{root vegetables,yogurt}"
## [141] "{UHT-milk}"
## [142] "{tropical fruit,yogurt}"
## [143] "{shopping bags,whole milk}"
## [144] "{other vegetables,white bread}"
## [145] "{napkins,rolls/buns}"
## [146] "{fruit/vegetable juice,tropical fruit}"
## [147] "{other vegetables,tropical fruit,yogurt}"
## [148] "{butter}"
## [149] "{fruit/vegetable juice,whole milk}"
## [150] "{root vegetables}"
## [151] "{other vegetables,pastry}"
## [152] "{pip fruit}"
## [153] "{bottled water,tropical fruit}"
## [154] "{bottled beer,other vegetables}"
## [155] "{pastry,yogurt}"
## [156] "{soft cheese}"
## [157] "{brown bread,yogurt}"
## [158] "{rolls/buns,whipped/sour cream}"
## [159] "{fruit/vegetable juice,yogurt}"
## [160] "{root vegetables,whole milk}"
## [161] "{processed cheese}"
## [162] "{rolls/buns,yogurt}"
## [163] "{rolls/buns,sausage}"
## [164] "{other vegetables,soda}"
## [165] "{pasta}"
## [166] "{soda,whole milk}"
## [167] "{newspapers,yogurt}"
## [168] "{oil,other vegetables}"
## [169] "{other vegetables,rolls/buns,root vegetables}"
## [170] "{butter milk}"
## [171] "{bottled water,whole milk}"
## [172] "{napkins,whole milk}"
## [173] "{cat food}"
## [174] "{pastry,whole milk}"
## [175] "{other vegetables,root vegetables}"
## [176] "{salty snack}"
## [177] "{tropical fruit}"
## [178] "{frankfurter,whole milk}"
## [179] "{beef,rolls/buns}"
## [180] "{domestic eggs}"
## [181] "{frozen vegetables}"
## [182] "{root vegetables,soda}"
## [183] "{citrus fruit}"
## [184] "{rolls/buns,whole milk}"
## [185] "{frankfurter,rolls/buns}"
## [186] "{soda,yogurt}"
## [187] "{sugar}"
## [188] "{shopping bags,tropical fruit}"
## [189] "{ham}"
## [190] "{newspapers,whole milk}"
## [191] "{white bread}"
## [192] "{long life bakery product}"
## [193] "{grapes}"
## [194] "{meat}"
## [195] "{fruit/vegetable juice}"
## [196] "{frozen meals}"
## [197] "{brown bread}"
## [198] "{hygiene articles}"
## [199] "{frankfurter}"
## [200] "{misc. beverages}"
## [201] "{other vegetables}"
## [202] "{whole milk}"
## [203] "{margarine}"
## [204] "{napkins}"
## [205] "{semi-finished bread}"
## [206] "{canned fish}"
## [207] "{chocolate}"
## [208] "{cream cheese}"
## [209] "{pastry,soda}"
## [210] "{sausage}"
## [211] "{pastry}"
## [212] "{yogurt}"
## [213] "{newspapers}"
## [214] "{newspapers,rolls/buns}"
## [215] "{waffles}"
## [216] "{coffee}"
## [217] "{shopping bags}"
## [218] "{specialty chocolate}"
## [219] "{rolls/buns}"
## [220] "{bottled water}"
## [221] "{ice cream}"
## [222] "{shopping bags,soda}"
## Itemsets in Consequent (RHS)
## [1] "{rolls/buns}" "{soda}" "{whole milk}"
## [4] "{yogurt}" "{other vegetables}" "{bottled water}"
## [7] "{shopping bags}" "{pastry}" "{tropical fruit}"
## [10] "{sausage}" "{root vegetables}" "{citrus fruit}"
## [13] "{pip fruit}" "{chocolate}" "{whipped/sour cream}"
## [16] "{domestic eggs}" "{butter}" "{curd}"
plot(data.rules, measure=c("support","lift"), shading="confidence")## To reduce overplotting, jitter is added! Use jitter = 0 to prevent jitter.
In this plot, we switched the lift to the vertical axis and red dots corresponds to the confidence level.
plot(data.rules, shading="order", control=list(main="Two-key plot"))## To reduce overplotting, jitter is added! Use jitter = 0 to prevent jitter.
plot(data.rules, method="grouped")
plot(rules.rootveg, method="grouped")
To make our plot more readable, we narrow down one exact product on the right handside, root vegetables. We just reduce this matrix to the signle line with dots and it is way more easy to read.
plot(data.rules, method="graph")## Warning: plot: Too many rules supplied. Only plotting the best 100 rules using
## 'support' (change control parameter max if needed)
plot(rules.rootveg, method="graph")
In this plot, we may find out what products lead buying the root vegetables. Size stands for the support level and color is for lift.
plot(rules.rootveg, method="paracoord", control=list(reorder=TRUE))
Paralel coordinates plot is also a kind of a plot that we should care about when doing an association rules. We may see that root vegetables are on the right handside and products that leaded to buy root vegetables. The more the red line is, the stronger rule.
the ECLAT algorithm
freq.items<-eclat(data, parameter=list(supp=0.006, maxlen=15)) ## Eclat
##
## parameter specification:
## tidLists support minlen maxlen target ext
## FALSE 0.006 1 15 frequent itemsets TRUE
##
## algorithmic control:
## sparse sort verbose
## 7 -2 TRUE
##
## Absolute minimum support count: 12
##
## create itemset ...
## set transactions ...[164 item(s), 2001 transaction(s)] done [0.00s].
## sorting and recoding items ... [105 item(s)] done [0.00s].
## creating sparse bit matrix ... [105 row(s), 2001 column(s)] done [0.00s].
## writing ... [780 set(s)] done [0.00s].
## Creating S4 object ... done [0.00s].inspect(freq.items)## items support transIdenticalToItemsets count
## [1] {herbs,
## whole milk} 0.007496252 15 15
## [2] {herbs,
## other vegetables} 0.007996002 16 16
## [3] {herbs,
## root vegetables} 0.008495752 17 17
## [4] {pasta,
## whole milk} 0.006996502 14 14
## [5] {soft cheese,
## whole milk} 0.006996502 14 14
## [6] {detergent,
## whole milk} 0.010994503 22 22
## [7] {detergent,
## other vegetables} 0.006496752 13 13
## [8] {semi-finished bread,
## whole milk} 0.006996502 14 14
## [9] {other vegetables,
## semi-finished bread} 0.006496752 13 13
## [10] {flour,
## whole milk} 0.008495752 17 17
## [11] {baking powder,
## whole milk} 0.008495752 17 17
## [12] {baking powder,
## other vegetables} 0.007496252 15 15
## [13] {processed cheese,
## whole milk} 0.008495752 17 17
## [14] {other vegetables,
## processed cheese} 0.007496252 15 15
## [15] {ice cream,
## whole milk} 0.006996502 14 14
## [16] {canned fish,
## whole milk} 0.006496752 13 13
## [17] {misc. beverages,
## whole milk} 0.006996502 14 14
## [18] {misc. beverages,
## other vegetables} 0.006496752 13 13
## [19] {misc. beverages,
## soda} 0.008995502 18 18
## [20] {specialty bar,
## whole milk} 0.006496752 13 13
## [21] {soda,
## specialty bar} 0.006996502 14 14
## [22] {hard cheese,
## whole milk} 0.009995002 20 20
## [23] {hard cheese,
## other vegetables} 0.009495252 19 19
## [24] {hard cheese,
## sausage} 0.006496752 13 13
## [25] {cat food,
## whole milk} 0.010494753 21 21
## [26] {cat food,
## other vegetables} 0.007496252 15 15
## [27] {cat food,
## yogurt} 0.006996502 14 14
## [28] {specialty chocolate,
## whole milk} 0.006996502 14 14
## [29] {other vegetables,
## specialty chocolate} 0.008995502 18 18
## [30] {soda,
## specialty chocolate} 0.006996502 14 14
## [31] {butter milk,
## whole milk} 0.011494253 23 23
## [32] {butter milk,
## other vegetables} 0.010994503 22 22
## [33] {butter milk,
## yogurt} 0.008495752 17 17
## [34] {butter milk,
## tropical fruit} 0.006496752 13 13
## [35] {ham,
## whole milk} 0.010494753 21 21
## [36] {ham,
## other vegetables} 0.010994503 22 22
## [37] {ham,
## yogurt} 0.006996502 14 14
## [38] {ham,
## sausage} 0.006496752 13 13
## [39] {meat,
## whole milk} 0.011494253 23 23
## [40] {meat,
## other vegetables} 0.010994503 22 22
## [41] {meat,
## rolls/buns} 0.006996502 14 14
## [42] {meat,
## soda} 0.007496252 15 15
## [43] {frozen meals,
## whole milk} 0.013993003 28 28
## [44] {frozen meals,
## other vegetables} 0.008495752 17 17
## [45] {frozen meals,
## rolls/buns} 0.007496252 15 15
## [46] {frozen meals,
## yogurt} 0.009995002 20 20
## [47] {frozen meals,
## soda} 0.006996502 14 14
## [48] {frozen meals,
## tropical fruit} 0.006996502 14 14
## [49] {frozen meals,
## shopping bags} 0.006996502 14 14
## [50] {brown bread,
## frozen meals} 0.006496752 13 13
## [51] {candy,
## whole milk} 0.007496252 15 15
## [52] {candy,
## other vegetables} 0.008995502 18 18
## [53] {candy,
## rolls/buns} 0.006996502 14 14
## [54] {candy,
## soda} 0.009995002 20 20
## [55] {candy,
## pastry} 0.006496752 13 13
## [56] {candy,
## chocolate} 0.007996002 16 16
## [57] {hygiene articles,
## whole milk} 0.012493753 25 25
## [58] {hygiene articles,
## other vegetables} 0.006996502 14 14
## [59] {hygiene articles,
## yogurt} 0.007496252 15 15
## [60] {hygiene articles,
## tropical fruit} 0.006496752 13 13
## [61] {hygiene articles,
## shopping bags} 0.006496752 13 13
## [62] {hygiene articles,
## napkins} 0.006996502 14 14
## [63] {other vegetables,
## UHT-milk} 0.011494253 23 23
## [64] {UHT-milk,
## yogurt} 0.009995002 20 20
## [65] {soda,
## UHT-milk} 0.009495252 19 19
## [66] {bottled water,
## UHT-milk} 0.009495252 19 19
## [67] {grapes,
## other vegetables,
## whole milk} 0.006496752 13 13
## [68] {grapes,
## whole milk} 0.010994503 22 22
## [69] {grapes,
## other vegetables} 0.012493753 25 25
## [70] {grapes,
## yogurt} 0.006996502 14 14
## [71] {grapes,
## root vegetables} 0.006496752 13 13
## [72] {grapes,
## tropical fruit} 0.006496752 13 13
## [73] {bottled water,
## grapes} 0.006496752 13 13
## [74] {oil,
## other vegetables,
## whole milk} 0.006496752 13 13
## [75] {oil,
## whole milk} 0.013993003 28 28
## [76] {oil,
## other vegetables} 0.013993003 28 28
## [77] {oil,
## rolls/buns} 0.006496752 13 13
## [78] {oil,
## root vegetables} 0.008995502 18 18
## [79] {oil,
## sausage} 0.006496752 13 13
## [80] {sliced cheese,
## whole milk,
## yogurt} 0.006996502 14 14
## [81] {sliced cheese,
## whole milk} 0.012493753 25 25
## [82] {other vegetables,
## sliced cheese} 0.011994003 24 24
## [83] {rolls/buns,
## sliced cheese} 0.006496752 13 13
## [84] {sliced cheese,
## yogurt} 0.010494753 21 21
## [85] {sliced cheese,
## tropical fruit} 0.006496752 13 13
## [86] {bottled water,
## sliced cheese} 0.006496752 13 13
## [87] {sausage,
## sliced cheese} 0.006996502 14 14
## [88] {pip fruit,
## sliced cheese} 0.006996502 14 14
## [89] {canned beer,
## whole milk} 0.007996002 16 16
## [90] {canned beer,
## other vegetables} 0.008495752 17 17
## [91] {canned beer,
## rolls/buns} 0.009995002 20 20
## [92] {canned beer,
## soda} 0.009995002 20 20
## [93] {bottled water,
## canned beer} 0.007496252 15 15
## [94] {canned beer,
## shopping bags} 0.009995002 20 20
## [95] {citrus fruit,
## onions,
## other vegetables} 0.006496752 13 13
## [96] {onions,
## other vegetables,
## tropical fruit} 0.006496752 13 13
## [97] {onions,
## root vegetables,
## whole milk} 0.006496752 13 13
## [98] {onions,
## other vegetables,
## root vegetables} 0.006496752 13 13
## [99] {onions,
## other vegetables,
## whole milk} 0.009995002 20 20
## [100] {onions,
## whole milk} 0.013493253 27 27
## [101] {onions,
## other vegetables} 0.016491754 33 33
## [102] {onions,
## yogurt} 0.007996002 16 16
## [103] {onions,
## soda} 0.006496752 13 13
## [104] {onions,
## root vegetables} 0.009495252 19 19
## [105] {onions,
## tropical fruit} 0.007996002 16 16
## [106] {bottled water,
## onions} 0.007496252 15 15
## [107] {citrus fruit,
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## [747] {red/blush wine} 0.019490255 39 39
## [748] {chocolate marshmallow} 0.013993003 28 28
## [749] {pickled vegetables} 0.012993503 26 26
## [750] {cling film/bags} 0.012493753 25 25
## [751] {dish cleaner} 0.011994003 24 24
## [752] {packaged fruit/vegetables} 0.011494253 23 23
## [753] {pot plants} 0.012493753 25 25
## [754] {white wine} 0.021489255 43 43
## [755] {canned vegetables} 0.010494753 21 21
## [756] {dog food} 0.010994503 22 22
## [757] {popcorn} 0.010494753 21 21
## [758] {condensed milk} 0.010494753 21 21
## [759] {dishes} 0.014492754 29 29
## [760] {flower (seeds)} 0.011494253 23 23
## [761] {mayonnaise} 0.007496252 15 15
## [762] {pet care} 0.009995002 20 20
## [763] {mustard} 0.006996502 14 14
## [764] {house keeping products} 0.008495752 17 17
## [765] {Instant food products} 0.008995502 18 18
## [766] {salt} 0.010494753 21 21
## [767] {spread cheese} 0.009995002 20 20
## [768] {frozen dessert} 0.010494753 21 21
## [769] {dental care} 0.006496752 13 13
## [770] {cleaner} 0.006496752 13 13
## [771] {specialty cheese} 0.007496252 15 15
## [772] {liquor} 0.010994503 22 22
## [773] {zwieback} 0.007996002 16 16
## [774] {soups} 0.006996502 14 14
## [775] {cereals} 0.006496752 13 13
## [776] {sparkling wine} 0.008495752 17 17
## [777] {vinegar} 0.006496752 13 13
## [778] {candles} 0.006496752 13 13
## [779] {photo/film} 0.006496752 13 13
## [780] {brandy} 0.007996002 16 16Now we will use basic statistics with reference to confidence
freq.rules<-ruleInduction(freq.items, data, confidence=0.5)
freq.rules## set of 92 rulesHere we see how to develop basic statistics with reference to confidence
freq.items<-eclat(data, parameter=list(supp=0.05, maxlen=15)) ## Eclat
##
## parameter specification:
## tidLists support minlen maxlen target ext
## FALSE 0.05 1 15 frequent itemsets TRUE
##
## algorithmic control:
## sparse sort verbose
## 7 -2 TRUE
##
## Absolute minimum support count: 100
##
## create itemset ...
## set transactions ...[164 item(s), 2001 transaction(s)] done [0.00s].
## sorting and recoding items ... [29 item(s)] done [0.00s].
## creating sparse bit matrix ... [29 row(s), 2001 column(s)] done [0.00s].
## writing ... [32 set(s)] done [0.00s].
## Creating S4 object ... done [0.00s].inspect(freq.items)## items support transIdenticalToItemsets count
## [1] {whole milk,yogurt} 0.05297351 106 106
## [2] {rolls/buns,whole milk} 0.05297351 106 106
## [3] {other vegetables,whole milk} 0.07946027 159 159
## [4] {whole milk} 0.25537231 511 511
## [5] {other vegetables} 0.19840080 397 397
## [6] {rolls/buns} 0.18040980 361 361
## [7] {yogurt} 0.14892554 298 298
## [8] {soda} 0.16191904 324 324
## [9] {root vegetables} 0.10494753 210 210
## [10] {tropical fruit} 0.10794603 216 216
## [11] {bottled water} 0.10694653 214 214
## [12] {shopping bags} 0.10544728 211 211
## [13] {sausage} 0.09695152 194 194
## [14] {pastry} 0.09595202 192 192
## [15] {citrus fruit} 0.07946027 159 159
## [16] {pip fruit} 0.07296352 146 146
## [17] {whipped/sour cream} 0.06746627 135 135
## [18] {fruit/vegetable juice} 0.07096452 142 142
## [19] {napkins} 0.06396802 128 128
## [20] {newspapers} 0.08045977 161 161
## [21] {domestic eggs} 0.06196902 124 124
## [22] {pork} 0.05997001 120 120
## [23] {frankfurter} 0.06246877 125 125
## [24] {brown bread} 0.06446777 129 129
## [25] {butter} 0.05397301 108 108
## [26] {beef} 0.05847076 117 117
## [27] {chocolate} 0.06096952 122 122
## [28] {bottled beer} 0.07696152 154 154
## [29] {curd} 0.05347326 107 107
## [30] {margarine} 0.05547226 111 111
## [31] {coffee} 0.05097451 102 102
## [32] {canned beer} 0.06796602 136 136freq.rules<-ruleInduction(freq.items, data, confidence=0.1)
freq.rules## set of 6 rulesinspect(freq.rules)## lhs rhs support confidence lift
## [1] {yogurt} => {whole milk} 0.05297351 0.3557047 1.392887
## [2] {whole milk} => {yogurt} 0.05297351 0.2074364 1.392887
## [3] {whole milk} => {rolls/buns} 0.05297351 0.2074364 1.149807
## [4] {rolls/buns} => {whole milk} 0.05297351 0.2936288 1.149807
## [5] {whole milk} => {other vegetables} 0.07946027 0.3111546 1.568313
## [6] {other vegetables} => {whole milk} 0.07946027 0.4005038 1.568313
## itemset
## [1] 1
## [2] 1
## [3] 2
## [4] 2
## [5] 3
## [6] 3and how to inspect some frequent rules that satisfies our support at the level of 5 per cent and ten per cent of confidence. And we have an output for that. The results leaded me to the Whole milk with the support of 0.0529, and confidence and lift by 0.3557 and 1.3928 respectively.
To save the output
write(data.rules, file = "datarules.csv", sep = ",", quote = TRUE, row.names = FALSE)Or if you want to save it as data.frame
datarules_df <- as(data.rules, "data.frame")Sources:
Jacek Lewkowicz. Unsupervised Learning classes & presentations
Dataset: https://www.kaggle.com/apmonisha08/market-basket-analysis - test.xlsx file