Association Rules - Groceries Market Basket

Introduction

The main goal of this paper is to perform the basket analysis using association rules.

Association rules are a type of rule-based model used in data mining and machine learning to identify patterns and relationships between variables in a dataset.

The goal of association rule analysis is to discover frequent patterns or associations in the data, which are then expressed as rules in the form of “if-then” statements.

In these rules, the “if” part is the antecedent, which specifies the conditions or items that are present in the data, while the “then” part is the consequent, which describes the outcome or result that is associated with the antecedent.

Dataset Exploration

The dataset used for this anaylis was downloaded from the Kaggle platform and contains 9825 transactions by customers shopping for groceries. It contains 169 unique items. The dataset can be found at that link: https://www.kaggle.com/datasets/irfanasrullah/groceries

Preprocessing

library(arules)
library(knitr)
library(kableExtra)
library(arulesViz)

df <- read.transactions("./groceries.csv", sep=",")

inspect(df[1:5], n = 5)

##     items                      
## [1] {citrus fruit,             
##      margarine,                
##      ready soups,              
##      semi-finished bread}      
## [2] {coffee,                   
##      tropical fruit,           
##      yogurt}                   
## [3] {whole milk}               
## [4] {cream cheese,             
##      meat spreads,             
##      pip fruit,                
##      yogurt}                   
## [5] {condensed milk,           
##      long life bakery product, 
##      other vegetables,         
##      whole milk}

Cross Table

ctab<-crossTable(df, sort=TRUE) 
ctab<-crossTable(df, measure="count", sort=TRUE) 
kable(ctab) %>%
    kable_styling("striped", full_width = F) %>% 
    scroll_box(width = "100%", height = "400px")

	whole milk	other vegetables	rolls/buns	soda	yogurt	bottled water	root vegetables	tropical fruit	shopping bags	sausage	pastry	citrus fruit	bottled beer	newspapers	canned beer	pip fruit	fruit/vegetable juice	whipped/sour cream	brown bread	domestic eggs	frankfurter	margarine	coffee	pork	butter	curd	beef	napkins	chocolate	frozen vegetables	chicken	white bread	cream cheese	waffles	salty snack	long life bakery product	dessert	sugar	UHT-milk	berries	hamburger meat	hygiene articles	onions	specialty chocolate	candy	frozen meals	misc. beverages	oil	butter milk	specialty bar	beverages	ham	meat	ice cream	hard cheese	sliced cheese	cat food	grapes	chewing gum	detergent	red/blush wine	white wine	pickled vegetables	baking powder	semi-finished bread	dishes	flour	potted plants	soft cheese	processed cheese	herbs	canned fish	pasta	seasonal products	cake bar	packaged fruit/vegetables	mustard	frozen fish	cling film/bags	spread cheese	liquor	canned vegetables	frozen dessert	salt	dish cleaner	flower (seeds)	condensed milk	roll products	pet care	photo/film	mayonnaise	chocolate marshmallow	sweet spreads	candles	dog food	specialty cheese	frozen potato products	house keeping products	turkey	Instant food products	liquor (appetizer)	rice	instant coffee	popcorn	zwieback	soups	finished products	vinegar	female sanitary products	kitchen towels	dental care	cereals	sparkling wine	sauces	softener	jam	spices	cleaner	curd cheese	liver loaf	male cosmetics	rum	ketchup	meat spreads	brandy	light bulbs	tea	specialty fat	abrasive cleaner	skin care	nuts/prunes	artif. sweetener	canned fruit	syrup	nut snack	snack products	fish	potato products	bathroom cleaner	cookware	soap	cooking chocolate	pudding powder	tidbits	cocoa drinks	organic sausage	prosecco	flower soil/fertilizer	ready soups	specialty vegetables	organic products	decalcifier	honey	cream	frozen fruits	hair spray	rubbing alcohol	liqueur	make up remover	salad dressing	whisky	toilet cleaner	baby cosmetics	frozen chicken	bags	kitchen utensil	preservation products	baby food	sound storage medium
whole milk	2513	736	557	394	551	338	481	416	241	294	327	300	201	269	87	296	262	317	248	295	202	238	184	218	271	257	209	194	164	201	173	168	162	125	110	133	135	148	39	116	145	126	119	79	81	97	69	111	114	64	67	113	98	58	99	106	87	72	50	88	39	26	70	91	70	52	83	68	74	69	76	47	60	37	55	39	51	49	36	31	6	38	39	38	29	39	24	46	26	23	33	31	35	30	29	37	34	38	36	30	16	46	22	26	17	29	14	26	20	27	18	36	10	21	21	29	14	23	23	21	8	17	15	13	5	9	16	12	16	16	12	11	13	9	5	8	9	12	6	4	11	13	13	9	13	9	5	2	8	3	4	7	11	4	3	3	6	2	2	1	1	2	3	2	1	3	1	0	0
other vegetables	736	1903	419	322	427	244	466	353	228	265	222	284	159	190	89	257	207	284	184	219	162	194	132	213	197	169	194	142	125	175	176	135	135	99	106	105	114	106	80	101	136	94	140	60	68	74	55	98	102	55	51	90	98	50	93	89	64	89	45	63	49	22	63	72	51	59	62	43	70	54	76	50	42	36	37	31	32	46	32	30	13	46	36	36	23	37	25	47	19	11	35	20	24	23	22	42	26	27	39	27	14	39	19	16	17	31	20	24	14	22	20	20	15	15	16	18	19	16	21	15	8	15	15	9	6	13	15	11	16	12	9	10	11	11	8	9	7	8	10	5	5	7	8	4	5	5	3	2	6	7	6	5	3	7	8	2	4	1	1	5	2	2	1	0	0	1	1	1	0
rolls/buns	557	419	1809	377	338	238	239	242	192	301	206	165	134	194	111	137	143	144	124	154	189	145	108	111	132	99	134	115	116	100	95	64	98	90	49	78	67	69	63	65	85	58	67	55	70	48	46	50	75	55	53	68	68	33	58	75	39	47	38	30	39	26	42	35	34	32	37	28	53	46	30	40	24	27	31	26	42	24	19	41	11	21	29	21	22	18	22	21	9	11	27	22	16	13	13	11	20	17	19	23	9	15	18	11	14	13	9	16	16	12	14	11	6	8	9	13	11	7	16	15	7	9	5	13	11	7	11	7	5	14	10	7	6	6	6	11	3	6	6	6	6	6	2	12	5	5	5	2	9	2	4	3	4	1	2	2	1	3	2	1	2	0	2	1	1	1	0	1	0
soda	394	322	377	1715	269	285	183	205	242	239	207	126	167	144	136	131	181	114	124	122	111	100	98	117	87	80	80	118	133	85	82	101	67	94	92	75	97	72	75	72	57	69	52	62	85	61	72	46	45	71	47	49	54	60	40	50	45	40	53	34	45	36	40	23	40	21	28	27	27	52	19	29	40	26	44	21	23	12	23	31	21	30	25	16	24	16	21	16	21	11	24	24	25	12	18	14	27	17	12	19	24	11	24	19	11	12	17	9	14	12	11	10	9	10	11	13	7	11	4	11	9	8	13	14	7	8	3	4	6	7	8	6	6	9	10	11	3	8	10	6	8	3	3	10	2	4	5	2	6	7	5	2	1	3	3	1	1	1	4	2	0	1	2	1	0	1	0	0	1
yogurt	551	427	338	269	1372	226	254	288	150	193	174	213	91	151	53	177	184	204	143	141	110	140	96	94	144	170	115	121	91	122	82	89	122	74	61	86	97	68	73	104	64	72	71	47	54	61	44	52	84	44	54	66	52	35	63	79	61	46	23	39	24	20	37	45	35	37	48	38	59	26	35	32	31	32	24	25	23	32	25	35	6	30	19	22	24	14	16	22	14	11	27	15	22	12	19	28	22	18	23	14	10	23	21	13	14	10	9	18	16	12	11	21	9	7	12	12	12	16	13	15	10	4	11	18	9	12	9	8	10	10	4	11	4	6	6	2	6	8	8	4	3	4	7	5	3	6	1	1	4	5	4	4	4	3	2	2	0	1	1	0	1	1	0	2	1	2	1	1	0
bottled water	338	244	238	285	226	1087	154	182	108	118	88	133	155	111	79	104	140	86	81	90	72	101	72	73	88	60	61	85	57	61	52	43	58	42	43	42	51	47	72	40	29	56	58	39	36	31	52	41	37	27	30	29	30	26	35	38	44	43	27	23	32	39	30	28	25	21	27	25	21	23	30	16	20	14	18	26	20	7	19	22	10	10	15	15	15	15	14	14	13	5	10	12	4	7	14	17	11	9	16	10	7	13	10	10	8	10	6	9	10	3	7	5	5	7	9	12	7	7	6	4	13	9	4	9	5	4	8	5	3	8	1	7	5	5	3	4	1	5	4	0	2	6	4	3	3	2	3	3	6	4	2	2	0	0	0	1	4	1	1	0	2	0	0	0	0	0	0	0	1
root vegetables	481	466	239	183	254	154	1072	207	126	147	108	174	95	113	40	153	118	168	100	141	100	109	72	134	127	107	171	98	63	114	107	78	74	65	49	52	57	63	48	65	61	53	93	33	42	38	30	69	50	21	31	36	50	29	55	55	46	44	17	43	25	18	40	35	23	27	46	22	33	31	69	26	38	17	18	34	33	26	16	17	11	26	24	27	16	19	15	31	14	8	25	12	20	17	14	21	15	17	25	19	7	31	13	16	10	17	7	16	9	13	6	13	10	8	8	19	9	8	10	14	4	7	9	4	7	5	8	9	13	7	6	4	7	6	6	4	2	6	8	4	3	3	7	0	4	3	2	0	4	4	4	3	5	3	3	0	4	1	0	1	1	2	1	0	1	0	0	0	0
tropical fruit	416	353	242	205	288	182	207	1032	133	137	130	196	81	116	30	201	135	136	105	112	93	92	70	84	98	101	75	99	80	86	63	86	71	60	55	62	62	47	49	66	42	66	56	33	53	54	45	46	54	32	42	53	33	40	40	52	47	60	25	33	25	12	37	37	42	19	32	30	32	42	28	24	22	23	19	19	26	25	19	20	4	27	26	14	14	12	15	20	13	4	16	18	13	15	16	16	11	16	26	15	9	19	12	11	14	9	7	9	8	13	10	10	1	12	9	11	11	5	15	6	3	9	8	6	1	5	13	5	6	7	8	5	7	9	6	4	3	4	6	4	3	4	4	3	2	3	3	1	3	6	6	4	5	2	0	2	4	1	2	0	0	1	1	1	0	2	1	1	0
shopping bags	241	228	192	242	150	108	126	133	969	154	117	96	55	68	112	92	105	78	91	89	81	56	92	63	49	53	48	71	80	41	49	73	55	54	59	53	61	35	46	49	39	51	42	47	44	46	42	30	38	34	30	38	33	31	30	43	45	24	32	25	26	33	21	15	32	17	18	18	28	20	23	29	18	25	29	9	20	12	15	21	25	14	12	11	16	11	16	11	9	4	17	5	19	3	18	9	8	15	7	11	15	12	8	14	7	6	14	6	11	9	9	8	7	6	11	7	6	9	3	6	7	2	5	8	13	5	4	2	3	6	5	5	8	5	6	5	2	8	1	3	2	2	1	1	2	2	3	0	5	2	4	3	0	1	4	2	0	1	1	0	2	2	1	1	0	0	0	1	1
sausage	294	265	301	239	193	118	147	137	154	924	123	111	77	79	62	106	99	89	105	94	99	70	68	64	85	75	55	66	65	59	52	71	55	49	52	53	58	36	34	49	51	43	36	24	36	37	22	40	36	23	27	49	52	20	51	69	35	31	24	25	24	24	30	24	28	13	18	13	34	33	15	19	18	19	21	18	23	14	12	24	9	16	9	17	15	10	12	19	7	4	21	10	8	10	7	12	13	16	11	8	6	10	9	12	3	9	10	6	4	7	9	7	4	7	10	8	13	8	7	10	9	4	6	7	5	4	4	4	10	7	3	3	5	5	6	1	5	3	5	3	5	2	3	5	1	5	0	1	3	2	4	2	1	7	0	0	2	0	1	1	0	0	0	0	0	0	0	1	0
pastry	327	222	206	207	174	88	108	130	117	123	875	96	45	83	44	105	84	74	95	89	82	67	68	62	75	74	62	69	79	47	47	55	44	69	51	58	53	51	36	42	45	45	29	37	36	27	19	30	33	42	32	41	26	21	28	36	31	38	17	23	20	9	19	16	32	17	25	22	27	29	7	22	17	19	20	17	14	11	8	17	1	7	16	8	12	11	9	11	5	2	12	14	11	19	8	7	15	10	19	14	2	8	10	9	1	10	14	11	9	9	9	10	1	8	3	7	0	6	5	8	7	5	4	1	1	6	5	2	3	4	3	6	6	7	4	3	4	10	4	4	5	3	1	3	3	5	1	0	5	2	4	1	1	1	1	2	2	0	2	2	0	0	0	0	1	2	0	1	1
citrus fruit	300	284	165	126	213	133	174	196	96	111	96	814	60	82	42	136	102	107	82	102	64	78	63	64	90	70	83	75	63	65	68	44	56	42	36	41	42	47	45	53	39	52	55	23	38	33	22	49	44	27	21	28	34	16	31	34	36	38	18	23	20	12	30	34	24	21	32	21	26	21	29	16	18	19	11	17	18	16	16	16	5	21	14	15	16	12	14	15	6	4	11	10	10	14	14	14	8	13	17	11	3	18	8	8	8	16	7	11	13	5	8	1	5	4	8	6	10	6	7	5	7	4	3	5	2	2	6	6	8	7	2	5	11	5	5	3	4	3	3	6	4	4	2	4	4	4	3	1	3	2	1	1	2	1	0	0	5	0	0	3	0	0	2	1	0	1	2	0	0
bottled beer	201	159	134	167	91	155	95	81	55	77	45	60	792	49	26	58	69	39	51	46	53	60	49	51	57	38	40	51	40	42	24	39	18	22	31	23	19	34	24	16	21	28	33	20	14	26	22	34	9	12	14	22	21	18	17	17	17	12	11	13	48	22	19	9	16	14	13	16	12	16	19	18	8	8	6	6	13	7	6	12	46	5	12	17	3	11	12	18	12	2	4	6	3	9	5	5	8	7	6	6	18	8	9	10	5	12	3	6	3	5	7	6	8	3	6	3	6	2	6	0	3	6	5	1	9	3	11	4	6	4	3	1	1	1	6	2	1	6	3	0	2	4	1	3	3	3	8	0	0	6	1	1	0	1	0	0	0	0	0	1	1	0	0	1	0	0	0	0	0
newspapers	269	190	194	144	151	111	113	116	68	79	83	82	49	785	49	66	81	71	75	68	49	70	45	65	57	56	63	61	54	45	51	34	32	41	29	34	35	31	42	27	27	30	31	19	22	25	18	31	22	18	24	24	30	29	25	31	27	19	16	19	21	16	22	18	26	13	15	10	13	11	10	15	12	8	11	9	17	12	8	16	7	11	8	14	5	8	5	8	10	6	8	10	12	7	10	5	4	8	5	11	16	6	11	5	8	10	4	7	5	9	13	2	7	9	5	5	4	6	0	2	7	3	7	2	0	4	4	3	5	2	9	5	2	5	2	1	1	3	5	2	3	2	2	2	1	1	1	2	5	1	1	2	2	0	0	1	0	0	0	2	0	3	0	1	0	0	0	0	0
canned beer	87	89	111	136	53	79	40	30	112	62	44	42	26	49	764	32	39	18	47	35	28	30	41	29	19	20	21	31	30	16	32	10	12	25	25	16	24	15	19	8	19	24	18	13	21	12	22	16	4	15	5	4	13	11	7	16	8	11	15	9	25	17	7	8	8	4	10	5	8	5	5	12	7	5	4	6	9	7	9	9	8	6	1	5	6	8	4	7	5	0	5	1	2	8	8	2	1	3	2	2	17	6	5	2	2	3	0	2	1	1	2	0	5	3	6	1	3	2	1	3	9	3	2	2	6	3	2	0	0	2	2	1	1	4	1	1	0	0	2	3	0	2	2	1	1	0	0	0	2	0	0	1	0	2	1	0	1	2	0	1	1	0	2	0	0	0	0	0	0
pip fruit	296	257	137	131	177	104	153	201	92	106	105	136	58	66	32	744	94	91	75	85	71	84	68	60	72	77	48	66	60	72	47	65	60	44	40	45	49	47	37	37	44	47	34	21	23	45	21	29	50	21	28	39	27	24	30	41	24	37	22	25	15	13	24	25	27	10	23	21	29	23	24	15	23	15	18	9	11	21	12	13	4	17	12	15	13	6	14	12	11	6	12	8	14	9	11	14	13	10	16	10	3	14	6	8	9	14	8	7	5	10	8	9	5	9	11	8	11	0	6	9	4	5	8	5	3	6	8	4	4	2	6	2	4	5	2	1	1	5	0	7	1	3	2	4	4	4	1	2	4	4	4	1	2	1	1	0	3	1	1	3	1	0	1	0	1	1	0	1	0
fruit/vegetable juice	262	207	143	181	184	140	118	135	105	99	84	102	69	81	39	94	711	89	82	79	52	61	59	48	79	48	50	68	67	77	36	73	56	37	59	61	59	47	39	36	35	38	37	26	39	39	39	37	46	26	28	38	30	21	41	41	23	32	20	13	18	16	24	22	24	13	24	25	27	29	15	16	21	9	13	12	17	12	13	14	2	15	11	15	3	4	16	14	11	4	12	4	15	7	15	7	16	7	15	9	4	19	7	13	7	5	10	8	3	9	7	8	8	7	4	8	3	7	7	8	3	4	2	6	2	4	7	5	4	4	3	3	5	4	5	3	2	7	4	2	6	5	2	2	3	4	2	0	1	0	3	4	1	4	1	2	0	0	3	0	2	0	0	2	1	0	0	1	0
whipped/sour cream	317	284	144	114	204	86	168	136	78	89	74	107	39	71	18	91	89	705	46	98	61	67	60	81	100	103	66	71	45	78	71	54	63	50	51	57	48	48	30	89	42	42	50	27	35	28	18	44	38	15	23	41	35	26	44	38	28	30	17	19	9	5	17	45	24	18	40	19	30	19	31	17	23	11	10	14	10	7	13	5	5	16	14	21	17	16	9	18	8	6	15	9	9	6	9	14	9	13	13	7	7	10	13	7	5	15	5	9	7	9	4	10	5	5	9	9	6	9	8	5	2	3	7	5	0	1	5	8	8	6	2	1	4	3	4	1	3	3	4	3	2	5	8	1	4	4	0	1	1	5	2	4	0	2	6	1	0	1	0	2	0	0	1	0	0	1	2	1	0
brown bread	248	184	124	124	143	81	100	105	91	105	95	82	51	75	47	75	82	46	638	67	70	64	37	55	57	48	44	47	38	38	36	46	48	23	24	33	47	33	40	31	32	30	32	24	22	28	17	23	37	12	19	26	38	16	22	28	20	22	4	13	14	11	19	10	17	10	14	16	20	15	15	23	13	15	9	16	9	10	8	17	7	13	7	9	11	11	5	10	7	4	11	3	11	2	10	4	6	10	13	7	2	3	2	6	2	6	8	4	3	9	8	7	3	12	4	7	3	2	4	5	2	3	7	9	3	4	2	1	4	0	2	3	5	5	2	1	2	3	1	2	0	0	2	1	1	2	0	0	2	2	2	1	0	1	0	2	0	0	1	0	0	0	0	0	0	0	0	1	0
domestic eggs	295	219	154	122	141	90	141	112	89	94	89	102	46	68	35	85	79	98	67	624	69	82	49	55	95	64	59	59	36	51	61	57	50	32	35	38	39	49	40	38	40	47	48	24	26	31	29	37	22	15	16	41	33	14	38	33	26	20	9	15	14	11	24	31	17	17	32	14	31	21	21	17	16	15	11	11	18	14	9	6	3	16	15	19	12	10	6	15	5	5	14	18	12	7	10	12	5	9	7	10	4	13	8	7	8	11	5	7	6	6	7	10	6	1	9	9	6	6	7	5	1	4	13	8	1	4	9	6	2	6	3	2	9	3	1	2	1	1	1	4	3	7	2	3	3	2	0	1	1	5	3	3	2	2	4	0	1	1	0	1	0	1	0	0	0	0	0	0	0
frankfurter	202	162	189	111	110	72	100	93	81	99	82	64	53	49	28	71	52	61	70	69	580	63	50	58	48	43	47	39	40	50	36	51	33	31	31	27	35	37	31	22	33	31	37	17	22	29	12	25	32	17	14	25	32	12	22	23	9	21	18	20	8	6	27	14	20	9	19	6	22	20	9	18	13	15	10	12	25	17	9	9	5	7	13	10	11	10	8	10	4	3	14	8	7	5	3	6	15	8	8	10	2	7	6	3	8	11	3	11	3	7	4	3	4	4	0	6	5	3	5	7	4	2	8	3	2	3	4	6	1	4	2	7	5	5	6	1	2	9	1	1	3	2	0	2	2	3	1	0	4	2	3	3	1	0	0	0	1	0	1	3	0	0	0	0	0	1	0	0	0
margarine	238	194	145	100	140	101	109	92	56	70	67	78	60	70	30	84	61	67	64	82	63	576	46	63	66	62	61	44	31	50	46	37	46	37	29	32	30	54	39	26	30	38	24	13	29	12	16	36	20	15	10	26	20	11	21	30	29	13	9	22	13	5	20	30	20	11	37	16	22	20	17	15	17	9	10	11	16	21	14	8	1	12	15	14	9	14	5	18	5	2	17	13	7	21	3	6	8	7	9	7	4	11	4	3	8	13	3	9	8	7	7	9	2	5	8	9	4	2	8	6	2	7	7	2	0	3	4	12	2	7	2	6	5	4	3	3	3	2	4	1	0	5	3	1	6	2	0	1	5	0	5	1	1	1	2	1	0	0	0	0	1	0	0	1	0	1	0	0	0
coffee	184	132	108	98	96	72	72	70	92	68	68	63	49	45	41	68	59	60	37	49	50	46	571	35	47	32	37	40	38	44	38	31	37	30	30	34	23	47	42	25	29	32	25	18	27	23	13	33	26	16	8	17	22	19	18	25	27	19	12	13	19	7	23	12	13	13	18	12	21	12	7	17	14	17	7	8	14	2	21	9	5	6	14	10	13	7	25	14	9	6	11	10	10	10	6	7	9	7	4	5	9	12	6	3	4	11	1	7	9	12	7	4	7	4	4	10	5	5	5	3	4	1	2	2	4	6	2	3	4	3	1	4	1	5	2	1	5	4	2	3	3	2	2	2	3	0	0	0	0	5	2	0	2	0	0	2	0	0	1	1	1	1	1	1	0	0	1	0	0
pork	218	213	111	117	94	73	134	84	63	64	62	64	51	65	29	60	48	81	55	55	58	63	35	567	54	42	75	51	42	63	57	41	29	34	32	16	31	44	32	32	32	34	38	16	22	22	10	31	21	18	16	17	27	13	22	28	24	22	11	17	6	7	17	17	18	17	20	8	11	15	21	11	14	13	9	12	7	20	4	13	7	10	13	6	6	9	3	16	6	2	7	14	6	8	6	4	13	8	3	10	6	12	4	5	4	4	4	5	6	8	7	5	5	4	4	5	4	4	8	4	2	4	8	2	0	1	0	7	5	4	3	6	0	5	2	1	4	4	3	2	3	0	4	3	3	1	0	0	4	2	1	2	1	1	1	0	0	0	1	3	1	2	0	1	1	1	0	0	0
butter	271	197	132	87	144	88	127	98	49	85	75	90	57	57	19	72	79	100	57	95	48	66	47	54	545	67	57	49	61	57	57	42	40	35	29	43	27	31	23	37	43	43	40	17	28	27	25	35	21	15	13	31	30	19	39	37	24	24	9	22	8	11	16	28	12	15	22	14	27	24	27	15	24	8	10	10	9	11	7	8	7	8	9	14	7	16	8	14	5	3	8	8	6	11	5	11	7	8	15	12	2	18	5	5	5	10	5	7	5	6	9	8	5	4	7	12	8	5	3	3	3	9	4	2	1	1	6	9	5	3	1	1	3	5	2	1	2	3	1	2	1	3	4	2	2	5	0	0	3	1	1	2	2	3	2	1	5	1	1	2	1	1	0	2	0	0	0	1	0
curd	257	169	99	80	170	60	107	101	53	75	74	70	38	56	20	77	48	103	48	64	43	62	32	42	67	524	46	47	28	44	34	34	50	33	30	32	51	34	23	29	31	39	25	17	24	23	19	26	32	15	15	24	19	12	21	28	23	20	14	17	3	2	12	18	20	8	31	12	22	12	24	12	14	12	19	10	11	9	9	7	0	10	14	6	10	5	5	14	2	5	9	5	8	5	7	6	9	11	15	13	6	8	7	7	4	7	5	5	3	4	5	11	0	5	3	7	7	8	7	8	4	5	5	3	2	4	9	2	4	3	3	4	3	2	2	0	3	4	1	2	3	6	6	3	4	3	1	0	1	1	2	1	2	2	1	0	1	0	0	2	1	0	1	0	0	1	0	1	0
beef	209	194	134	80	115	61	171	75	48	55	62	83	40	63	21	48	50	66	44	59	47	61	37	75	57	46	516	40	33	45	47	30	37	30	26	20	26	29	14	44	37	32	31	23	12	20	11	31	18	8	7	21	18	14	12	21	34	25	7	19	11	11	23	15	15	15	28	17	24	9	28	14	17	9	7	15	12	8	10	10	3	10	8	7	11	9	7	13	3	5	12	7	10	10	12	7	11	7	11	8	2	12	6	3	3	9	7	9	1	4	5	3	3	3	1	12	4	4	2	5	1	0	2	2	1	3	3	5	6	5	2	1	3	2	1	2	2	4	2	6	5	2	3	1	0	0	0	1	2	3	1	1	0	2	2	1	1	0	0	0	1	2	0	1	0	0	0	0	0
napkins	194	142	115	118	121	85	98	99	71	66	69	75	51	61	31	66	68	71	47	59	39	44	40	51	49	47	40	515	48	46	38	34	40	33	40	47	35	33	25	28	26	60	31	24	16	23	21	24	19	22	12	25	24	18	33	30	35	22	20	19	14	11	15	18	14	27	16	12	13	16	14	17	11	10	11	10	14	9	15	6	8	8	10	8	15	7	6	12	10	9	6	12	7	5	10	3	11	16	6	8	6	11	7	4	6	6	2	10	8	10	8	7	5	7	9	7	4	5	4	3	4	2	6	1	3	8	4	8	4	5	3	2	2	3	2	0	3	4	5	2	2	2	0	2	1	2	2	1	0	3	3	5	3	2	1	0	4	0	1	0	1	1	0	0	1	0	0	0	0
chocolate	164	125	116	133	91	57	63	80	80	65	79	63	40	54	30	60	67	45	38	36	40	31	38	42	61	28	33	48	488	25	27	42	37	57	35	52	36	24	16	24	24	27	22	31	49	23	23	27	21	29	18	27	12	12	21	17	31	24	10	9	15	9	14	19	14	10	18	12	20	13	5	14	9	9	14	5	15	10	7	11	2	11	7	8	9	8	3	8	7	0	16	16	10	8	6	5	11	13	7	4	2	10	4	6	3	7	12	5	9	3	10	4	5	4	3	4	7	4	1	3	1	4	6	5	2	1	5	3	4	0	6	0	3	3	1	3	2	2	0	2	0	4	1	3	6	2	2	0	1	1	1	0	1	1	0	1	2	0	2	0	1	0	2	1	0	1	1	1	0
frozen vegetables	201	175	100	85	122	61	114	86	41	59	47	65	42	45	16	72	77	78	38	51	50	50	44	63	57	44	45	46	25	473	66	35	29	20	29	38	31	31	27	25	30	30	31	16	21	36	22	20	21	10	16	21	21	16	23	22	14	19	11	27	10	8	26	24	22	8	12	13	22	18	25	15	14	16	11	17	7	18	14	5	2	13	18	8	6	12	10	11	4	7	10	12	10	5	10	10	11	10	12	7	11	14	11	8	6	11	5	7	4	8	6	4	4	3	5	6	7	9	6	10	0	4	5	3	0	0	4	7	1	7	0	2	2	2	4	2	1	3	2	2	2	4	0	1	1	2	1	0	1	3	0	3	3	2	2	0	2	0	0	1	0	1	0	2	1	1	1	1	0
chicken	173	176	95	82	82	52	107	63	49	52	47	68	24	51	32	47	36	71	36	61	36	46	38	57	57	34	47	38	27	66	422	25	27	21	21	32	23	25	22	31	37	19	28	16	21	18	8	24	17	7	14	17	23	15	11	14	9	17	8	13	13	12	19	7	11	8	18	13	19	11	20	6	16	7	8	15	8	8	6	7	3	8	8	11	10	10	5	12	2	4	8	7	5	7	6	5	6	9	6	4	7	13	5	5	2	6	4	9	4	5	2	4	4	2	9	5	9	6	3	4	2	2	2	0	1	4	0	5	5	6	1	4	2	0	1	0	0	1	2	1	0	0	2	1	1	2	0	0	2	0	0	0	0	0	2	0	0	0	0	2	0	0	1	0	0	1	0	0	0
white bread	168	135	64	101	89	43	78	86	73	71	55	44	39	34	10	65	73	54	46	57	51	37	31	41	42	34	30	34	42	35	25	414	34	35	25	43	39	28	13	20	28	24	24	11	26	25	14	19	20	23	14	50	21	14	20	22	14	10	11	17	7	5	14	15	14	4	13	9	19	41	5	8	14	5	13	9	6	7	8	9	5	8	10	7	6	5	10	7	5	4	6	4	15	3	6	8	11	6	6	8	2	6	7	6	2	2	5	4	3	4	6	3	6	3	8	3	2	2	1	4	1	4	4	3	3	1	3	5	3	1	2	2	1	5	1	3	3	3	1	2	2	3	1	1	4	3	1	2	1	6	0	2	2	1	0	1	1	0	1	1	0	0	1	0	0	0	0	1	1
cream cheese	162	135	98	67	122	58	74	71	55	55	44	56	18	32	12	60	56	63	48	50	33	46	37	29	40	50	37	40	37	29	27	34	390	30	25	28	35	27	28	20	24	22	21	14	20	14	18	18	32	17	16	22	16	10	19	24	16	13	12	9	4	3	13	17	8	15	10	13	20	14	12	20	8	10	8	5	8	10	10	11	0	7	7	10	5	2	4	8	7	2	11	6	11	5	6	8	5	3	8	3	1	8	5	2	4	6	3	10	4	6	4	8	0	5	2	6	3	4	3	8	0	1	3	11	1	1	7	3	4	1	2	2	4	1	0	0	2	1	2	2	1	2	1	3	3	2	0	0	3	0	1	2	0	1	3	1	1	0	1	0	1	0	1	0	0	0	1	0	0
waffles	125	99	90	94	74	42	65	60	54	49	69	42	22	41	25	44	37	50	23	32	31	37	30	34	35	33	30	33	57	20	21	35	30	378	38	40	28	17	21	19	17	21	15	21	29	22	13	16	16	28	16	19	11	9	16	13	16	18	7	8	11	2	12	13	12	12	11	5	11	14	9	14	14	12	10	5	6	10	3	8	2	5	5	5	9	2	7	6	5	3	6	14	8	5	2	3	3	3	6	3	6	3	7	5	6	4	7	5	5	5	5	6	2	7	1	7	4	7	3	3	0	4	3	1	1	4	0	4	2	3	4	1	2	2	4	5	0	1	3	3	1	1	2	5	3	3	2	1	1	1	1	2	1	0	1	1	0	0	0	0	0	1	1	0	0	0	1	1	0
salty snack	110	106	49	92	61	43	49	55	59	52	51	36	31	29	25	40	59	51	24	35	31	29	30	32	29	30	26	40	35	29	21	25	25	38	372	33	22	24	18	21	22	16	16	22	26	24	15	16	17	23	5	14	11	23	13	11	12	16	17	12	10	6	14	10	11	7	17	8	4	9	4	9	9	10	11	4	6	10	3	7	3	8	6	7	4	3	10	6	5	3	8	4	7	3	5	5	8	4	2	8	3	6	5	22	4	1	9	3	4	10	7	5	1	6	0	3	1	2	1	5	1	1	4	1	3	3	2	2	1	2	2	1	0	1	6	0	0	3	1	2	0	1	2	3	3	2	2	0	1	0	0	1	0	2	2	0	1	0	2	1	0	0	0	1	0	0	0	1	0
long life bakery product	133	105	78	75	86	42	52	62	53	53	58	41	23	34	16	45	61	57	33	38	27	32	34	16	43	32	20	47	52	38	32	43	28	40	33	368	29	20	12	21	14	21	14	24	26	26	15	13	21	21	15	20	18	15	19	15	6	16	7	12	11	7	16	19	9	5	12	13	18	17	6	9	5	5	7	5	12	11	11	5	3	2	10	5	7	4	8	5	2	3	10	10	10	7	7	4	8	11	6	2	4	7	5	2	4	4	5	4	6	1	5	8	1	2	2	4	5	3	2	4	1	5	2	0	1	2	1	4	3	0	0	0	1	1	3	1	3	3	1	3	0	2	3	2	2	1	1	1	2	4	0	1	0	0	3	1	3	0	0	0	0	1	1	0	0	0	1	0	0
dessert	135	114	67	97	97	51	57	62	61	58	53	42	19	35	24	49	59	48	47	39	35	30	23	31	27	51	26	35	36	31	23	39	35	28	22	29	365	19	30	22	25	16	14	14	14	18	15	21	28	14	12	27	12	12	11	21	17	13	8	11	6	7	16	6	10	10	11	5	18	11	6	10	14	15	19	10	9	5	8	7	1	11	8	8	5	8	5	4	2	2	8	7	5	9	3	4	6	3	3	4	1	7	4	8	2	2	4	2	3	5	6	4	0	5	4	2	6	6	2	3	3	2	3	2	0	4	5	4	2	3	1	3	5	3	3	1	2	3	1	1	0	1	2	2	1	1	1	3	2	2	0	0	1	0	0	0	0	0	0	0	1	2	1	1	0	0	0	1	0
sugar	148	106	69	72	68	47	63	47	35	36	51	47	34	31	15	47	47	48	33	49	37	54	47	44	31	34	29	33	24	31	25	28	27	17	24	20	19	333	22	22	19	26	17	6	16	9	10	22	13	8	9	18	11	12	17	14	16	10	11	7	5	5	6	32	7	11	49	7	11	11	3	10	11	4	6	8	7	12	9	4	2	5	9	18	8	2	10	13	4	2	6	7	5	8	3	2	1	6	2	5	1	12	4	5	2	10	2	6	1	5	2	7	1	5	1	6	1	4	5	3	2	2	5	4	0	4	2	5	3	5	0	3	2	1	1	2	2	0	1	1	2	2	4	2	3	0	0	0	1	0	1	3	0	1	1	1	0	0	1	0	0	0	1	0	0	0	0	0	0
UHT-milk	39	80	63	75	73	72	48	49	46	34	36	45	24	42	19	37	39	30	40	40	31	39	42	32	23	23	14	25	16	27	22	13	28	21	18	12	30	22	329	17	17	17	15	9	12	7	5	13	18	13	8	11	13	7	11	10	15	10	6	6	5	3	14	9	9	6	6	8	5	7	6	9	10	6	10	6	12	6	8	7	0	9	7	8	7	4	9	2	6	0	8	1	6	4	3	7	4	6	5	4	5	2	4	3	6	5	1	4	4	4	4	2	2	5	5	1	3	1	1	2	1	0	4	1	4	3	1	3	0	1	0	4	2	3	1	1	2	2	2	1	0	0	2	0	2	1	0	0	0	0	2	2	0	1	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0
berries	116	101	65	72	104	40	65	66	49	49	42	53	16	27	8	37	36	89	31	38	22	26	25	32	37	29	44	28	24	25	31	20	20	19	21	21	22	22	17	327	16	21	15	12	7	12	10	18	20	18	12	15	17	6	15	15	14	26	4	15	8	6	7	10	11	6	9	12	14	7	6	7	6	9	15	14	10	8	10	7	6	3	3	4	6	8	4	8	6	1	7	1	3	5	3	6	4	5	3	3	2	3	3	6	4	6	3	3	3	3	1	5	1	3	1	4	3	1	3	1	2	0	2	2	1	0	2	3	6	3	0	2	2	3	2	1	4	1	4	1	2	2	0	0	0	2	0	0	3	3	2	1	3	0	1	0	2	0	1	0	0	0	0	1	0	2	0	0	0
hamburger meat	145	136	85	57	64	29	61	42	39	51	45	39	21	27	19	44	35	42	32	40	33	30	29	32	43	31	37	26	24	30	37	28	24	17	22	14	25	19	17	16	327	25	24	11	8	16	10	18	14	10	7	12	17	8	20	16	16	14	7	11	6	7	11	13	8	7	10	9	11	8	15	10	27	5	9	7	8	3	7	7	0	16	3	5	12	7	2	10	3	2	10	6	11	5	4	5	6	5	5	30	1	10	5	7	2	7	2	3	1	8	5	6	2	12	6	1	5	3	2	0	2	3	4	7	2	1	4	1	2	1	1	3	3	2	2	1	0	4	3	2	2	1	2	1	1	0	0	0	0	2	2	1	2	2	0	0	1	0	0	1	0	2	1	1	0	0	0	0	0
hygiene articles	126	94	58	69	72	56	53	66	51	43	45	52	28	30	24	47	38	42	30	47	31	38	32	34	43	39	32	60	27	30	19	24	22	21	16	21	16	26	17	21	25	324	20	15	10	16	16	26	12	10	6	14	5	11	15	11	20	11	12	15	6	6	13	6	10	3	16	9	9	10	13	11	12	8	3	4	8	9	10	5	2	9	8	7	12	5	1	5	4	6	6	5	6	4	5	6	6	11	5	7	6	8	5	1	5	6	3	4	5	4	6	3	3	1	8	5	4	2	6	3	3	4	6	1	2	4	4	2	4	7	1	3	6	1	2	2	0	0	1	0	1	4	2	0	1	2	2	2	2	1	1	3	1	1	0	0	4	0	1	0	0	0	0	0	0	0	1	0	0
onions	119	140	67	52	71	58	93	56	42	36	29	55	33	31	18	34	37	50	32	48	37	24	25	38	40	25	31	31	22	31	28	24	21	15	16	14	14	17	15	15	24	20	305	8	9	12	7	18	16	5	8	17	15	11	20	19	11	12	7	7	7	6	11	6	10	12	9	7	17	6	14	9	8	6	6	7	13	10	6	7	1	11	8	15	7	4	5	6	6	0	10	1	3	1	4	11	3	6	10	4	8	7	5	7	1	8	3	9	3	2	6	2	2	2	0	8	6	4	5	4	3	4	3	2	2	2	5	4	5	4	2	1	1	2	0	0	0	4	3	1	0	1	3	0	2	1	0	0	1	3	0	0	0	1	1	1	1	0	0	3	1	0	0	0	0	2	1	0	0
specialty chocolate	79	60	55	62	47	39	33	33	47	24	37	23	20	19	13	21	26	27	24	24	17	13	18	16	17	17	23	24	31	16	16	11	14	21	22	24	14	6	9	12	11	15	8	299	23	9	16	11	11	18	10	14	9	14	12	9	13	7	11	10	8	5	10	6	8	5	7	6	13	6	6	4	7	9	6	3	7	2	4	1	1	5	2	2	6	4	4	5	1	2	4	6	4	4	6	2	3	6	4	3	1	3	3	2	1	1	5	3	4	6	4	6	5	4	1	1	0	3	2	2	3	1	1	3	3	2	0	2	3	1	2	1	0	1	1	0	2	2	0	2	1	1	1	0	2	0	2	1	0	2	2	2	1	2	2	1	1	1	0	1	1	0	0	0	0	0	0	0	0
candy	81	68	70	85	54	36	42	53	44	36	36	38	14	22	21	23	39	35	22	26	22	29	27	22	28	24	12	16	49	21	21	26	20	29	26	26	14	16	12	7	8	10	9	23	294	13	19	15	10	15	7	13	6	9	19	8	7	11	4	5	8	3	8	8	11	4	7	2	5	16	7	5	7	11	9	8	5	10	6	1	5	5	7	2	6	5	3	2	3	2	7	14	3	4	1	4	9	4	6	2	5	3	1	6	1	2	6	0	1	2	5	2	2	3	1	5	3	3	4	0	1	1	2	1	1	2	0	2	3	2	0	1	2	2	1	4	0	2	2	2	1	0	1	1	2	1	1	0	0	1	1	0	1	0	1	1	1	0	1	2	0	1	0	0	0	0	1	0	1
frozen meals	97	74	48	61	61	31	38	54	46	37	27	33	26	25	12	45	39	28	28	31	29	12	23	22	27	23	20	23	23	36	18	25	14	22	24	26	18	9	7	12	16	16	12	9	13	279	10	9	10	13	11	18	15	13	15	19	12	13	4	8	9	1	9	5	10	2	3	6	10	5	2	10	18	6	9	3	5	15	2	1	0	3	15	3	1	4	2	4	2	3	2	2	5	1	5	3	9	7	5	4	1	7	6	5	3	2	3	3	3	8	1	7	1	1	4	3	2	4	1	3	2	1	2	2	0	2	1	1	0	3	2	0	2	2	1	1	1	4	0	2	1	2	2	0	0	0	0	0	4	0	0	0	0	0	1	1	0	1	0	0	0	0	0	1	0	0	0	0	0
misc. beverages	69	55	46	72	44	52	30	45	42	22	19	22	22	18	22	21	39	18	17	29	12	16	13	10	25	19	11	21	23	22	8	14	18	13	15	15	15	10	5	10	10	16	7	16	19	10	279	9	5	6	9	10	6	9	14	7	11	13	10	9	5	4	11	6	6	5	9	6	7	6	9	9	8	3	7	4	5	2	4	5	5	7	3	4	1	1	4	5	4	2	4	2	4	0	3	4	4	5	4	2	2	5	4	2	3	1	2	1	4	1	3	1	5	1	0	3	1	2	0	4	0	1	4	2	3	1	1	0	2	2	0	0	6	1	0	0	0	1	1	0	0	1	0	1	0	0	1	1	1	1	2	0	0	1	0	0	0	2	0	0	0	1	0	0	0	0	0	0	0
oil	111	98	50	46	52	41	69	46	30	40	30	49	34	31	16	29	37	44	23	37	25	36	33	31	35	26	31	24	27	20	24	19	18	16	16	13	21	22	13	18	18	26	18	11	15	9	9	276	13	9	5	14	13	8	12	14	11	15	5	18	5	7	16	16	9	11	18	6	13	8	18	9	15	8	8	6	14	5	8	2	1	8	6	10	11	5	6	13	3	1	6	5	1	7	9	2	9	6	8	4	4	9	4	5	2	7	1	9	2	4	5	1	3	3	2	3	5	3	2	2	2	1	6	1	3	2	3	4	4	0	1	2	3	2	0	3	2	0	3	2	1	3	4	0	2	1	0	0	0	2	1	0	0	2	0	0	0	1	0	1	0	0	2	0	0	0	0	0	0
butter milk	114	102	75	45	84	37	50	54	38	36	33	44	9	22	4	50	46	38	37	22	32	20	26	21	21	32	18	19	21	21	17	20	32	16	17	21	28	13	18	20	14	12	16	11	10	10	5	13	275	6	14	16	7	11	14	24	6	9	5	6	2	1	10	7	6	2	8	4	7	8	6	7	7	2	3	3	8	4	4	6	1	4	3	6	8	0	1	6	4	5	6	2	5	1	2	7	1	5	7	0	2	4	5	6	2	5	3	3	3	3	5	4	2	4	3	0	3	3	5	1	3	0	1	2	0	0	3	0	2	0	0	0	1	2	1	0	0	0	1	2	0	1	0	4	1	1	0	0	1	0	2	0	1	1	0	0	0	0	0	0	0	0	2	1	0	0	0	1	0
specialty bar	64	55	55	71	44	27	21	32	34	23	42	27	12	18	15	21	26	15	12	15	17	15	16	18	15	15	8	22	29	10	7	23	17	28	23	21	14	8	13	18	10	10	5	18	15	13	6	9	6	269	12	12	6	6	6	9	11	12	8	8	3	2	8	4	7	6	1	2	9	9	1	4	5	8	11	4	4	4	3	4	4	2	2	3	6	3	1	1	3	1	0	4	7	2	2	3	7	1	2	3	3	1	3	4	4	3	4	1	3	1	4	2	1	2	2	0	2	1	1	0	0	0	0	1	2	2	1	3	0	1	1	2	1	3	2	1	0	1	1	2	0	0	2	1	0	0	2	0	1	0	0	0	0	1	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0
beverages	67	51	53	47	54	30	31	42	30	27	32	21	14	24	5	28	28	23	19	16	14	10	8	16	13	15	7	12	18	16	14	14	16	16	5	15	12	9	8	12	7	6	8	10	7	11	9	5	14	12	256	8	6	3	14	12	4	6	5	5	3	1	3	2	1	4	9	6	6	7	3	2	5	1	6	4	4	3	2	1	1	1	2	4	3	5	0	2	1	2	3	6	8	2	1	2	1	2	2	4	3	1	0	3	1	2	2	1	0	3	3	3	3	3	0	1	2	2	0	2	1	0	0	0	2	1	2	1	1	1	0	0	1	0	1	2	0	1	0	3	0	0	1	1	0	0	0	0	0	0	1	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0
ham	113	90	68	49	66	29	36	53	38	49	41	28	22	24	4	39	38	41	26	41	25	26	17	17	31	24	21	25	27	21	17	50	22	19	14	20	27	18	11	15	12	14	17	14	13	18	10	14	16	12	8	256	9	9	27	26	14	13	7	8	7	5	5	9	15	4	5	8	17	30	8	7	9	5	6	1	5	9	3	10	0	5	4	4	0	2	3	5	3	0	6	8	9	1	3	5	7	2	5	2	2	3	2	3	5	2	2	1	5	2	2	2	1	2	3	4	1	1	4	3	0	2	1	1	1	4	2	1	3	3	0	1	0	2	0	1	0	4	0	2	0	0	2	0	0	1	0	0	1	2	0	2	3	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	1
meat	98	98	68	54	52	30	50	33	33	52	26	34	21	30	13	27	30	35	38	33	32	20	22	27	30	19	18	24	12	21	23	21	16	11	11	18	12	11	13	17	17	5	15	9	6	15	6	13	7	6	6	9	254	12	14	15	12	5	3	11	1	4	13	7	9	8	10	4	12	5	8	9	4	9	4	4	4	4	4	2	3	0	3	3	4	2	2	7	3	3	4	1	3	3	1	4	2	4	7	5	2	6	3	1	0	2	2	2	3	5	2	0	1	2	0	3	4	1	0	0	3	1	2	4	1	1	2	1	3	2	1	2	1	3	2	0	1	3	0	2	0	2	1	1	1	2	0	0	0	1	0	0	1	0	1	0	1	0	0	1	1	0	0	0	0	1	0	0	0
ice cream	58	50	33	60	35	26	29	40	31	20	21	16	18	29	11	24	21	26	16	14	12	11	19	13	19	12	14	18	12	16	15	14	10	9	23	15	12	12	7	6	8	11	11	14	9	13	9	8	11	6	3	9	12	246	5	12	5	15	8	9	6	0	7	5	5	5	4	4	5	4	6	8	4	4	4	4	3	4	6	4	2	1	8	3	7	2	3	2	0	1	3	7	4	4	0	3	6	3	2	5	1	1	0	2	0	2	1	0	1	4	3	1	1	2	0	2	2	1	2	1	1	1	0	0	1	1	0	0	2	1	2	0	1	3	3	0	1	0	0	0	0	0	3	2	1	0	2	0	1	0	0	1	0	1	1	0	1	1	0	0	0	1	0	0	0	0	1	0	0
hard cheese	99	93	58	40	63	35	55	40	30	51	28	31	17	25	7	30	41	44	22	38	22	21	18	22	39	21	12	33	21	23	11	20	19	16	13	19	11	17	11	15	20	15	20	12	19	15	14	12	14	6	14	27	14	5	241	20	11	9	4	7	1	2	8	13	7	5	8	4	16	9	7	7	13	9	4	4	7	4	5	7	1	12	9	5	6	2	3	4	5	1	7	1	6	5	8	8	1	5	8	4	2	10	2	6	3	2	3	1	4	3	4	6	4	6	3	0	3	5	4	1	1	1	3	1	1	1	2	5	2	3	2	1	3	1	4	1	0	0	0	1	2	2	0	0	1	1	0	1	1	0	3	0	1	2	1	0	0	0	0	1	0	1	0	0	0	0	0	0	0
sliced cheese	106	89	75	50	79	38	55	52	43	69	36	34	17	31	16	41	41	38	28	33	23	30	25	28	37	28	21	30	17	22	14	22	24	13	11	15	21	14	10	15	16	11	19	9	8	19	7	14	24	9	12	26	15	12	20	241	10	11	7	7	5	1	10	9	9	5	4	7	18	8	9	6	6	4	2	6	10	11	3	3	1	9	9	7	2	2	3	6	4	2	8	4	5	0	5	8	5	6	2	5	1	5	2	2	4	3	1	0	4	5	4	4	0	3	1	5	2	3	3	3	1	5	2	1	1	1	1	1	1	0	2	2	2	3	3	0	0	0	2	0	1	1	2	1	0	2	0	0	1	3	1	0	0	2	0	2	0	0	0	0	0	1	1	1	0	0	0	0	0
cat food	87	64	39	45	61	44	46	47	45	35	31	36	17	27	8	24	23	28	20	26	9	29	27	24	24	23	34	35	31	14	9	14	16	16	12	6	17	16	15	14	16	20	11	13	7	12	11	11	6	11	4	14	12	5	11	10	229	9	6	8	2	9	9	9	11	10	12	5	12	7	7	8	9	4	6	6	7	3	5	3	2	3	2	4	11	2	4	8	13	0	4	0	5	2	1	6	4	3	6	0	1	3	1	4	2	4	2	5	9	7	3	5	2	3	3	2	3	3	8	0	0	0	0	1	0	0	0	3	2	0	1	1	0	1	4	0	1	2	1	0	0	1	0	0	0	1	0	1	1	2	3	1	0	2	0	1	0	0	0	0	1	0	0	0	0	1	0	0	1
grapes	72	89	47	40	46	43	44	60	24	31	38	38	12	19	11	37	32	30	22	20	21	13	19	22	24	20	25	22	24	19	17	10	13	18	16	16	13	10	10	26	14	11	12	7	11	13	13	15	9	12	6	13	5	15	9	11	9	220	7	11	6	8	8	11	7	8	6	13	8	7	3	2	5	7	4	5	6	4	7	3	1	1	7	2	6	2	1	3	3	3	5	1	1	3	6	2	6	2	9	2	2	4	0	3	3	4	4	1	4	3	2	0	1	1	1	4	2	3	0	2	0	2	1	2	2	2	2	1	1	1	1	0	2	2	1	2	1	2	2	0	0	0	3	0	1	1	0	0	2	2	1	1	1	1	0	1	1	1	0	0	0	1	0	0	0	1	1	0	0
chewing gum	50	45	38	53	23	27	17	25	32	24	17	18	11	16	15	22	20	17	4	9	18	9	12	11	9	14	7	20	10	11	8	11	12	7	17	7	8	11	6	4	7	12	7	11	4	4	10	5	5	8	5	7	3	8	4	7	6	7	207	4	1	5	3	7	5	8	4	3	4	3	4	3	5	5	3	2	4	3	4	1	2	1	3	4	0	3	0	2	0	4	2	5	4	2	1	4	3	0	0	2	3	0	1	3	1	2	1	0	2	5	0	1	2	0	2	1	0	2	1	0	3	1	1	4	1	2	0	0	1	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	2	0	0	0	0	1	2	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0
detergent	88	63	30	34	39	23	43	33	25	25	23	23	13	19	9	25	13	19	13	15	20	22	13	17	22	17	19	19	9	27	13	17	9	8	12	12	11	7	6	15	11	15	7	10	5	8	9	18	6	8	5	8	11	9	7	7	8	11	4	189	1	6	9	8	8	6	4	11	9	8	3	3	11	7	7	4	3	4	3	0	1	0	4	2	8	7	3	5	2	3	2	4	4	6	4	3	4	10	3	4	2	4	1	3	1	4	1	6	1	2	1	2	0	0	11	1	1	5	1	2	0	0	3	0	2	0	0	0	1	1	0	2	1	1	1	2	2	1	0	0	3	0	1	1	0	1	0	2	0	0	0	3	3	0	1	0	0	0	1	0	0	0	0	0	0	1	0	0	0
red/blush wine	39	49	39	45	24	32	25	25	26	24	20	20	48	21	25	15	18	9	14	14	8	13	19	6	8	3	11	14	15	10	13	7	4	11	10	11	6	5	5	8	6	6	7	8	8	9	5	5	2	3	3	7	1	6	1	5	2	6	1	1	189	7	1	1	2	4	4	2	2	8	3	5	1	2	0	3	1	5	1	4	21	3	0	1	2	1	2	1	2	2	0	2	3	1	0	1	2	4	1	3	3	3	2	1	1	0	0	1	1	1	2	0	4	3	0	1	0	0	0	0	0	2	0	0	1	2	1	0	0	0	0	1	0	1	1	1	2	0	0	1	0	0	0	1	1	1	2	0	1	0	0	0	2	0	0	1	2	0	0	0	0	0	0	0	0	0	0	0	0
white wine	26	22	26	36	20	39	18	12	33	24	9	12	22	16	17	13	16	5	11	11	6	5	7	7	11	2	11	11	9	8	12	5	3	2	6	7	7	5	3	6	7	6	6	5	3	1	4	7	1	2	1	5	4	0	2	1	9	8	5	6	7	187	2	4	4	4	2	1	2	1	1	2	2	1	0	1	1	3	1	4	1	2	1	2	2	4	1	2	1	0	1	0	1	3	0	2	2	0	1	0	0	2	1	1	0	0	3	1	0	3	1	0	1	1	2	0	2	1	1	1	2	1	1	0	2	1	2	1	1	0	0	0	1	0	0	0	2	0	0	0	0	0	0	1	0	0	3	1	0	1	0	1	0	1	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0
pickled vegetables	70	63	42	40	37	30	40	37	21	30	19	30	19	22	7	24	24	17	19	24	27	20	23	17	16	12	23	15	14	26	19	14	13	12	14	16	16	6	14	7	11	13	11	10	8	9	11	16	10	8	3	5	13	7	8	10	9	8	3	9	1	2	176	6	7	2	8	5	6	11	5	11	5	5	2	3	10	8	4	3	7	3	2	1	3	1	4	3	1	0	6	5	5	3	4	3	4	2	4	2	3	4	2	1	3	3	1	3	3	2	4	3	1	2	1	4	3	2	1	0	1	2	3	2	1	2	3	1	1	3	2	0	2	1	1	0	0	0	0	2	0	0	2	2	0	1	1	0	0	5	1	0	0	0	2	0	1	0	0	0	0	1	0	0	1	0	0	0	0
baking powder	91	72	35	23	45	28	35	37	15	24	16	34	9	18	8	25	22	45	10	31	14	30	12	17	28	18	15	18	19	24	7	15	17	13	10	19	6	32	9	10	13	6	6	6	8	5	6	16	7	4	2	9	7	5	13	9	9	11	7	8	1	4	6	174	9	4	18	5	5	2	5	5	6	7	1	3	4	6	5	2	0	5	7	4	3	6	1	3	4	4	5	2	3	5	6	3	3	6	7	3	1	6	3	2	1	4	3	6	4	1	0	2	2	1	0	1	2	2	3	3	1	4	1	3	1	1	1	3	0	2	1	3	1	1	3	0	0	1	1	0	2	7	3	1	2	0	0	1	1	1	1	1	1	2	1	0	0	1	0	0	0	0	1	0	0	0	0	0	0
semi-finished bread	70	51	34	40	35	25	23	42	32	28	32	24	16	26	8	27	24	24	17	17	20	20	13	18	12	20	15	14	14	22	11	14	8	12	11	9	10	7	9	11	8	10	10	8	11	10	6	9	6	7	1	15	9	5	7	9	11	7	5	8	2	4	7	9	174	1	6	6	8	8	4	3	3	8	7	1	2	3	2	4	3	5	9	2	1	2	3	5	4	1	2	7	4	1	4	1	3	2	9	2	2	2	4	4	5	1	2	5	0	2	0	0	1	0	2	2	3	0	1	3	1	0	2	1	1	1	0	0	1	1	2	3	1	3	0	2	1	2	0	1	0	0	1	0	0	0	1	1	4	0	2	0	1	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0
dishes	52	59	32	21	37	21	27	19	17	13	17	21	14	13	4	10	13	18	10	17	9	11	13	17	15	8	15	27	10	8	8	4	15	12	7	5	10	11	6	6	7	3	12	5	4	2	5	11	2	6	4	4	8	5	5	5	10	8	8	6	4	4	2	4	1	173	4	1	3	1	2	3	6	3	2	1	4	2	3	0	7	2	3	0	5	3	4	3	2	1	3	1	2	4	2	2	0	1	5	2	7	1	2	0	6	0	0	2	0	3	1	0	1	2	1	3	0	1	0	2	0	0	1	0	1	1	0	1	3	1	0	1	1	0	1	1	1	0	1	1	1	0	0	0	0	1	1	1	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
flour	83	62	37	28	48	27	46	32	18	18	25	32	13	15	10	23	24	40	14	32	19	37	18	20	22	31	28	16	18	12	18	13	10	11	17	12	11	49	6	9	10	16	9	7	7	3	9	18	8	1	9	5	10	4	8	4	12	6	4	4	4	2	8	18	6	4	171	5	3	4	7	6	9	4	3	5	5	6	4	1	2	3	4	6	4	5	3	10	2	1	4	4	3	2	4	3	1	3	4	4	2	4	1	1	1	5	2	5	2	1	1	3	1	3	1	1	1	2	1	1	1	2	2	3	1	0	1	3	0	2	1	4	1	0	1	0	1	0	1	0	0	3	4	0	1	0	0	1	0	0	3	1	0	0	0	1	0	0	0	2	2	0	0	0	0	0	0	0	0
potted plants	68	43	28	27	38	25	22	30	18	13	22	21	16	10	5	21	25	19	16	14	6	16	12	8	14	12	17	12	12	13	13	9	13	5	8	13	5	7	8	12	9	9	7	6	2	6	6	6	4	2	6	8	4	4	4	7	5	13	3	11	2	1	5	5	6	1	5	170	4	4	11	2	2	6	4	4	1	2	2	2	0	4	4	1	1	1	0	3	2	1	2	2	1	3	8	5	1	2	4	0	0	2	1	2	2	2	6	2	3	2	1	4	1	1	3	5	0	1	0	0	0	1	0	0	1	1	0	0	0	0	1	1	0	0	0	1	1	2	0	0	0	0	0	0	0	0	3	0	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0
soft cheese	74	70	53	27	59	21	33	32	28	34	27	26	12	13	8	29	27	30	20	31	22	22	21	11	27	22	24	13	20	22	19	19	20	11	4	18	18	11	5	14	11	9	17	13	5	10	7	13	7	9	6	17	12	5	16	18	12	8	4	9	2	2	6	5	8	3	3	4	168	7	4	7	9	4	3	3	8	5	3	2	0	3	2	6	7	3	4	7	2	0	4	3	3	5	1	5	4	3	3	0	1	4	5	2	1	4	1	2	0	5	2	2	0	2	1	3	1	0	5	3	1	4	2	1	0	0	1	3	2	1	1	0	0	1	0	0	0	1	0	0	0	1	1	1	2	2	1	0	0	3	0	0	0	1	1	0	0	0	0	1	0	0	0	1	0	0	0	1	0
processed cheese	69	54	46	52	26	23	31	42	20	33	29	21	16	11	5	23	29	19	15	21	20	20	12	15	24	12	9	16	13	18	11	41	14	14	9	17	11	11	7	7	8	10	6	6	16	5	6	8	8	9	7	30	5	4	9	8	7	7	3	8	8	1	11	2	8	1	4	4	7	163	6	3	1	2	3	2	3	1	3	4	4	2	2	2	1	1	3	4	1	1	5	4	0	0	4	2	3	4	3	5	1	4	1	3	1	0	1	0	3	1	2	3	0	2	1	2	1	1	2	1	1	1	5	0	0	1	2	0	0	1	1	2	1	1	0	3	1	4	0	2	0	0	1	0	0	1	0	1	1	3	0	2	0	1	3	0	2	0	0	1	0	0	0	0	0	0	0	0	0
herbs	76	76	30	19	35	30	69	28	23	15	7	29	19	10	5	24	15	31	15	21	9	17	7	21	27	24	28	14	5	25	20	5	12	9	4	6	6	3	6	6	15	13	14	6	7	2	9	18	6	1	3	8	8	6	7	9	7	3	4	3	3	1	5	5	4	2	7	11	4	6	160	6	2	4	3	6	0	1	2	1	1	3	3	4	7	3	1	7	0	0	5	2	5	2	4	2	0	1	9	3	3	5	0	0	1	4	0	2	1	1	1	2	2	1	0	4	1	2	3	0	1	4	0	1	1	2	0	0	2	1	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	2	0	0	0	0	1	0	0	0	0	0	0	0
canned fish	47	50	40	29	32	16	26	24	29	19	22	16	18	15	12	15	16	17	23	17	18	15	17	11	15	12	14	17	14	15	6	8	20	14	9	9	10	10	9	7	10	11	9	4	5	10	9	9	7	4	2	7	9	8	7	6	8	2	3	3	5	2	11	5	3	3	6	2	7	3	6	148	9	6	0	3	10	6	7	4	2	3	4	9	2	1	5	0	3	0	9	2	4	6	2	5	2	3	0	9	2	5	3	3	1	4	1	2	2	3	3	4	1	2	1	4	1	2	1	0	2	0	5	7	1	0	3	2	2	1	1	0	2	0	2	1	0	0	0	0	0	0	1	0	1	0	0	0	2	1	0	1	1	1	1	0	1	0	1	0	0	0	0	0	0	0	0	0	0
pasta	60	42	24	40	31	20	38	22	18	18	17	18	8	12	7	23	21	23	13	16	13	17	14	14	24	14	17	11	9	14	16	14	8	14	9	5	14	11	10	6	27	12	8	7	7	18	8	15	7	5	5	9	4	4	13	6	9	5	5	11	1	2	5	6	3	6	9	2	9	1	2	9	148	4	6	4	3	1	4	2	1	8	2	7	3	3	1	6	3	2	2	2	5	4	4	3	4	2	1	6	0	0	3	4	0	5	5	4	2	3	2	2	2	4	3	2	0	1	1	2	2	0	4	1	1	1	1	4	2	1	0	0	1	2	1	2	0	0	1	1	1	0	2	0	1	0	0	0	0	3	1	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0
seasonal products	37	36	27	26	32	14	17	23	25	19	19	19	8	8	5	15	9	11	15	15	15	9	17	13	8	12	9	10	9	16	7	5	10	12	10	5	15	4	6	9	5	8	6	9	11	6	3	8	2	8	1	5	9	4	9	4	4	7	5	7	2	1	5	7	8	3	4	6	4	2	4	6	4	140	6	2	5	5	1	4	2	2	4	0	1	4	1	2	1	2	4	2	1	2	1	2	4	2	1	0	2	1	3	0	1	2	3	0	4	0	2	1	1	0	1	1	0	1	2	0	1	0	2	1	0	0	0	1	0	1	0	0	0	2	1	1	0	1	1	1	1	0	0	0	1	1	1	1	1	0	1	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0
cake bar	55	37	31	44	24	18	18	19	29	21	20	11	6	11	4	18	13	10	9	11	10	10	7	9	10	19	7	11	14	11	8	13	8	10	11	7	19	6	10	15	9	3	6	6	9	9	7	8	3	11	6	6	4	4	4	2	6	4	3	7	0	0	2	1	7	2	3	4	3	3	3	0	6	6	130	1	2	3	0	1	1	6	3	1	1	0	2	1	1	0	2	3	3	1	0	3	2	5	3	1	1	2	2	2	2	2	3	1	1	1	0	4	0	2	0	0	1	2	1	1	0	0	0	2	0	1	0	0	0	3	0	1	0	0	1	3	2	0	0	0	0	0	0	2	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	0	1	0
packaged fruit/vegetables	39	31	26	21	25	26	34	19	9	18	17	17	6	9	6	9	12	14	16	11	12	11	8	12	10	10	15	10	5	17	15	9	5	5	4	5	10	8	6	14	7	4	7	3	8	3	4	6	3	4	4	1	4	4	4	6	6	5	2	4	3	1	3	3	1	1	5	4	3	2	6	3	4	2	1	128	3	2	1	0	2	2	3	4	2	5	3	0	1	1	3	2	0	3	2	2	2	1	3	0	0	2	2	0	2	3	2	2	1	0	1	0	2	0	1	1	1	1	2	2	0	1	1	2	0	1	1	2	1	0	0	2	1	0	0	2	1	0	1	0	0	1	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
mustard	51	32	42	23	23	20	33	26	20	23	14	18	13	17	9	11	17	10	9	18	25	16	14	7	9	11	12	14	15	7	8	6	8	6	6	12	9	7	12	10	8	8	13	7	5	5	5	14	8	4	4	5	4	3	7	10	7	6	4	3	1	1	10	4	2	4	5	1	8	3	0	10	3	5	2	3	118	3	2	1	0	3	5	3	7	1	0	1	0	0	14	4	4	4	3	1	3	1	2	2	1	3	1	4	2	4	0	3	2	1	3	2	0	1	0	2	1	2	0	1	1	2	7	2	0	1	1	3	2	1	1	3	1	1	2	0	0	1	1	2	2	2	0	1	2	1	1	0	2	2	1	1	0	1	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0
frozen fish	49	46	24	12	32	7	26	25	12	14	11	16	7	12	7	21	12	7	10	14	17	21	2	20	11	9	8	9	10	18	8	7	10	10	10	11	5	12	6	8	3	9	10	2	10	15	2	5	4	4	3	9	4	4	4	11	3	4	3	4	5	3	8	6	3	2	6	2	5	1	1	6	1	5	3	2	3	115	4	1	0	2	4	2	2	1	1	4	2	0	2	3	1	0	4	1	4	3	0	1	1	3	0	3	3	1	1	1	2	5	4	3	0	4	1	2	1	1	2	0	1	1	0	0	1	0	1	2	0	1	0	2	1	1	2	1	0	0	0	0	0	0	0	2	0	0	0	0	1	0	1	1	1	1	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0
cling film/bags	36	32	19	23	25	19	16	19	15	12	8	16	6	8	9	12	13	13	8	9	9	14	21	4	7	9	10	15	7	14	6	8	10	3	3	11	8	9	8	10	7	10	6	4	6	2	4	8	4	3	2	3	4	6	5	3	5	7	4	3	1	1	4	5	2	3	4	2	3	3	2	7	4	1	0	1	2	4	112	1	3	2	4	3	8	2	6	2	1	1	3	1	1	3	2	0	0	9	0	1	1	4	1	0	0	4	0	3	4	3	1	2	0	1	1	1	1	0	0	0	2	3	3	1	0	1	4	2	2	0	0	1	0	2	0	0	1	0	0	0	0	1	1	0	2	0	0	1	0	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0
spread cheese	31	30	41	31	35	22	17	20	21	24	17	16	12	16	9	13	14	5	17	6	9	8	9	13	8	7	10	6	11	5	7	9	11	8	7	5	7	4	7	7	7	5	7	1	1	1	5	2	6	4	1	10	2	4	7	3	3	3	1	0	4	4	3	2	4	0	1	2	2	4	1	4	2	4	1	0	1	1	1	110	0	3	1	0	0	1	1	0	1	0	3	1	0	0	1	0	2	3	0	3	1	1	2	0	2	1	2	0	2	0	2	1	0	0	1	0	0	2	4	0	0	0	0	0	0	2	0	0	1	0	1	1	0	1	0	0	1	1	0	0	0	0	1	1	0	0	0	0	0	0	0	1	0	1	0	1	1	0	0	1	0	1	0	0	0	0	0	0	0
liquor	6	13	11	21	6	10	11	4	25	9	1	5	46	7	8	4	2	5	7	3	5	1	5	7	7	0	3	8	2	2	3	5	0	2	3	3	1	2	0	6	0	2	1	1	5	0	5	1	1	4	1	0	3	2	1	1	2	1	2	1	21	1	7	0	3	7	2	0	0	4	1	2	1	2	1	2	0	0	3	0	109	0	0	1	2	1	1	0	1	0	1	3	0	0	2	1	0	1	0	0	3	0	0	1	0	0	0	0	0	1	0	0	1	0	0	2	0	0	0	0	0	3	0	1	1	0	0	0	0	0	1	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
canned vegetables	38	46	21	30	30	10	26	27	14	16	7	21	5	11	6	17	15	16	13	16	7	12	6	10	8	10	10	8	11	13	8	8	7	5	8	2	11	5	9	3	16	9	11	5	5	3	7	8	4	2	1	5	0	1	12	9	3	1	1	0	3	2	3	5	5	2	3	4	3	2	3	3	8	2	6	2	3	2	2	3	0	106	2	8	3	2	0	2	1	1	1	1	3	0	1	8	2	1	3	1	0	1	2	2	0	3	2	2	2	0	1	3	1	2	1	0	1	1	0	0	1	1	3	1	0	0	2	1	2	1	0	0	1	1	0	2	0	0	1	1	0	1	0	0	0	1	0	1	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
frozen dessert	39	36	29	25	19	15	24	26	12	9	16	14	12	8	1	12	11	14	7	15	13	15	14	13	9	14	8	10	7	18	8	10	7	5	6	10	8	9	7	3	3	8	8	2	7	15	3	6	3	2	2	4	3	8	9	9	2	7	3	4	0	1	2	7	9	3	4	4	2	2	3	4	2	4	3	3	5	4	4	1	0	2	106	2	0	2	1	1	0	0	1	1	5	2	1	1	2	0	1	2	1	4	0	0	1	2	1	3	1	0	1	3	0	0	1	2	0	1	0	0	0	3	0	1	1	1	1	0	1	1	1	2	3	1	0	2	0	1	1	0	1	1	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0
salt	38	36	21	16	22	15	27	14	11	17	8	15	17	14	5	15	15	21	9	19	10	14	10	6	14	6	7	8	8	8	11	7	10	5	7	5	8	18	8	4	5	7	15	2	2	3	4	10	6	3	4	4	3	3	5	7	4	2	4	2	1	2	1	4	2	0	6	1	6	2	4	9	7	0	1	4	3	2	3	0	1	8	2	106	2	0	4	2	0	0	1	0	3	1	4	3	3	0	2	2	1	2	1	2	0	2	0	5	1	1	1	1	2	0	2	5	1	1	0	2	2	1	2	0	0	1	2	3	2	1	0	0	0	0	1	1	0	0	0	1	0	1	0	0	1	1	0	0	0	1	1	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0
dish cleaner	29	23	22	24	24	15	16	14	16	15	12	16	3	5	6	13	3	17	11	12	11	9	13	6	7	10	11	15	9	6	10	6	5	9	4	7	5	8	7	6	12	12	7	6	6	1	1	11	8	6	3	0	4	7	6	2	11	6	0	8	2	2	3	3	1	5	4	1	7	1	7	2	3	1	1	2	7	2	8	0	2	3	0	2	103	0	2	4	1	2	5	2	3	2	3	2	3	4	1	2	1	2	1	1	2	4	0	3	3	3	4	0	3	2	1	2	2	2	0	0	2	0	3	1	2	0	0	1	4	0	0	2	0	2	0	0	0	0	1	2	0	0	1	0	1	0	0	2	0	1	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	1	0	0
flower (seeds)	39	37	18	16	14	15	19	12	11	10	11	12	11	8	8	6	4	16	11	10	10	14	7	9	16	5	9	7	8	12	10	5	2	2	3	4	8	2	4	8	7	5	4	4	5	4	1	5	0	3	5	2	2	2	2	2	2	2	3	7	1	4	1	6	2	3	5	1	3	1	3	1	3	4	0	5	1	1	2	1	1	2	2	0	0	102	0	2	0	1	1	0	1	3	0	2	2	3	1	1	0	3	1	0	1	2	2	0	0	0	0	1	1	1	3	0	3	0	1	1	1	1	1	1	0	0	1	2	1	2	0	0	2	0	1	0	0	1	0	1	0	0	2	0	1	0	0	2	0	0	1	0	1	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0
condensed milk	24	25	22	21	16	14	15	15	16	12	9	14	12	5	4	14	16	9	5	6	8	5	25	3	8	5	7	6	3	10	5	10	4	7	10	8	5	10	9	4	2	1	5	4	3	2	4	6	1	1	0	3	2	3	3	3	4	1	0	3	2	1	4	1	3	4	3	0	4	3	1	5	1	1	2	3	0	1	6	1	1	0	1	4	2	0	101	2	1	0	2	0	1	2	2	3	0	2	0	1	1	0	1	0	0	1	0	0	1	3	0	0	1	0	0	0	1	0	1	1	2	1	0	2	3	0	0	0	1	0	2	0	0	1	3	0	1	1	2	1	0	0	1	1	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
roll products	46	47	21	16	22	14	31	20	11	19	11	15	18	8	7	12	14	18	10	15	10	18	14	16	14	14	13	12	8	11	12	7	8	6	6	5	4	13	2	8	10	5	6	5	2	4	5	13	6	1	2	5	7	2	4	6	8	3	2	5	1	2	3	3	5	3	10	3	7	4	7	0	6	2	1	0	1	4	2	0	0	2	1	2	4	2	2	101	2	0	4	0	2	4	1	1	2	3	2	1	1	5	1	2	1	4	1	5	0	2	1	1	1	2	2	3	0	0	1	3	0	1	0	1	0	0	2	2	2	2	0	2	0	1	0	0	2	0	1	0	0	1	0	0	1	0	0	0	0	0	1	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
pet care	26	19	9	21	14	13	14	13	9	7	5	6	12	10	5	11	11	8	7	5	4	5	9	6	5	2	3	10	7	4	2	5	7	5	5	2	2	4	6	6	3	4	6	1	3	2	4	3	4	3	1	3	3	0	5	4	13	3	0	2	2	1	1	4	4	2	2	2	2	1	0	3	3	1	1	1	0	2	1	1	1	1	0	0	1	0	1	2	93	0	2	1	2	0	1	0	2	2	0	0	1	1	3	3	0	0	2	2	1	3	2	2	1	5	2	0	1	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0
photo/film	23	11	11	11	11	5	8	4	4	4	2	4	2	6	0	6	4	6	4	5	3	2	6	2	3	5	5	9	0	7	4	4	2	3	3	3	2	2	0	1	2	6	0	2	2	3	2	1	5	1	2	0	3	1	1	2	0	3	4	3	2	0	0	4	1	1	1	1	0	1	0	0	2	2	0	1	0	0	1	0	0	1	0	0	2	1	0	0	0	91	0	0	1	1	0	1	1	1	1	1	0	2	1	1	0	0	0	0	1	1	2	1	0	0	2	0	0	0	0	1	0	1	1	0	0	0	1	0	0	0	0	2	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
mayonnaise	33	35	27	24	27	10	25	16	17	21	12	11	4	8	5	12	12	15	11	14	14	17	11	7	8	9	12	6	16	10	8	6	11	6	8	10	8	6	8	7	10	6	10	4	7	2	4	6	6	0	3	6	4	3	7	8	4	5	2	2	0	1	6	5	2	3	4	2	4	5	5	9	2	4	2	3	14	2	3	3	1	1	1	1	5	1	2	4	2	0	90	2	2	3	0	1	3	1	0	3	1	5	2	2	2	3	0	0	2	0	3	0	2	1	0	1	3	1	0	2	0	2	3	0	0	0	1	2	1	2	1	0	2	0	1	0	0	0	0	0	0	0	0	1	2	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0
chocolate marshmallow	31	20	22	24	15	12	12	18	5	10	14	10	6	10	1	8	4	9	3	18	8	13	10	14	8	5	7	12	16	12	7	4	6	14	4	10	7	7	1	1	6	5	1	6	14	2	2	5	2	4	6	8	1	7	1	4	0	1	5	4	2	0	5	2	7	1	4	2	3	4	2	2	2	2	3	2	4	3	1	1	3	1	1	0	2	0	0	0	1	0	2	89	0	0	2	0	0	1	1	2	2	1	0	2	5	0	1	1	0	1	2	1	0	1	1	1	1	0	0	0	1	1	1	0	0	1	1	0	0	0	0	1	0	0	0	2	0	2	2	1	1	0	0	1	0	0	0	0	0	0	2	0	2	0	2	0	0	0	0	0	0	1	0	0	0	0	0	0	0
sweet spreads	35	24	16	25	22	4	20	13	19	8	11	10	3	12	2	14	15	9	11	12	7	7	10	6	6	8	10	7	10	10	5	15	11	8	7	10	5	5	6	3	11	6	3	4	3	5	4	1	5	7	8	9	3	4	6	5	5	1	4	4	3	1	5	3	4	2	3	1	3	0	5	4	5	1	3	0	4	1	1	0	0	3	5	3	3	1	1	2	2	1	2	0	89	0	2	1	2	2	3	2	0	1	0	2	0	3	0	0	1	1	2	0	0	4	2	2	1	1	0	0	0	0	0	0	1	1	0	1	0	1	1	0	0	3	1	0	0	0	1	1	0	0	1	0	0	0	1	0	0	1	0	1	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0
candles	30	23	13	12	12	7	17	15	3	10	19	14	9	7	8	9	7	6	2	7	5	21	10	8	11	5	10	5	8	5	7	3	5	5	3	7	9	8	4	5	5	4	1	4	4	1	0	7	1	2	2	1	3	4	5	0	2	3	2	6	1	3	3	5	1	4	2	3	5	0	2	6	4	2	1	3	4	0	3	0	0	0	2	1	2	3	2	4	0	1	3	0	0	88	0	0	1	2	0	2	2	3	0	0	0	3	0	3	0	3	0	2	0	0	0	2	1	0	1	2	0	0	0	1	0	0	1	2	1	1	0	3	1	0	0	0	1	0	0	0	0	1	1	0	0	2	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0
dog food	29	22	13	18	19	14	14	16	18	7	8	14	5	10	8	11	15	9	10	10	3	3	6	6	5	7	12	10	6	10	6	6	6	2	5	7	3	3	3	3	4	5	4	6	1	5	3	9	2	2	1	3	1	0	8	5	1	6	1	4	0	0	4	6	4	2	4	8	1	4	4	2	4	1	0	2	3	4	2	1	2	1	1	4	3	0	2	1	1	0	0	2	2	0	84	3	0	0	3	0	0	5	0	1	0	0	0	1	1	1	1	3	0	0	2	0	0	1	0	1	0	1	2	0	2	0	0	1	1	1	0	1	1	1	0	0	0	0	0	1	1	1	0	0	0	0	0	1	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0
specialty cheese	37	42	11	14	28	17	21	16	9	12	7	14	5	5	2	14	7	14	4	12	6	6	7	4	11	6	7	3	5	10	5	8	8	3	5	4	4	2	7	6	5	6	11	2	4	3	4	2	7	3	2	5	4	3	8	8	6	2	4	3	1	2	3	3	1	2	3	5	5	2	2	5	3	2	3	2	1	1	0	0	1	8	1	3	2	2	3	1	0	1	1	0	1	0	3	84	0	1	2	1	0	2	1	0	0	0	2	1	0	1	1	3	0	0	1	0	0	0	0	2	1	0	1	0	2	0	2	0	2	1	1	0	0	0	3	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
frozen potato products	34	26	20	27	22	11	15	11	8	13	15	8	8	4	1	13	16	9	6	5	15	8	9	13	7	9	11	11	11	11	6	11	5	3	8	8	6	1	4	4	6	6	3	3	9	9	4	9	1	7	1	7	2	6	1	5	4	6	3	4	2	2	4	3	3	0	1	1	4	3	0	2	4	4	2	2	3	4	0	2	0	2	2	3	3	2	0	2	2	1	3	0	2	1	0	0	83	4	4	1	1	5	3	3	1	1	2	0	2	1	1	0	0	0	0	2	0	0	0	2	0	0	1	1	0	0	0	2	0	0	1	0	0	0	2	0	0	0	0	0	0	0	1	1	0	0	1	0	1	1	0	0	1	2	0	0	0	0	0	2	0	0	0	0	1	0	0	0	1
house keeping products	38	27	17	17	18	9	17	16	15	16	10	13	7	8	3	10	7	13	10	9	8	7	7	8	8	11	7	16	13	10	9	6	3	3	4	11	3	6	6	5	5	11	6	6	4	7	5	6	5	1	2	2	4	3	5	6	3	2	0	10	4	0	2	6	2	1	3	2	3	4	1	3	2	2	5	1	1	3	9	3	1	1	0	0	4	3	2	3	2	1	1	1	2	2	0	1	4	82	1	4	1	3	2	1	0	1	1	2	4	1	0	2	1	0	2	0	1	4	1	0	0	1	1	0	0	1	0	1	2	2	0	1	1	1	2	0	0	1	0	1	0	0	2	0	0	1	0	1	0	1	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0
turkey	36	39	19	12	23	16	25	26	7	11	19	17	6	5	2	16	15	13	13	7	8	9	4	3	15	15	11	6	7	12	6	6	8	6	2	6	3	2	5	3	5	5	10	4	6	5	4	8	7	2	2	5	7	2	8	2	6	9	0	3	1	1	4	7	9	5	4	4	3	3	9	0	1	1	3	3	2	0	0	0	0	3	1	2	1	1	0	2	0	1	0	1	3	0	3	2	4	1	80	2	2	5	2	0	1	0	1	1	0	1	1	2	0	3	0	2	2	0	1	2	0	1	1	0	0	0	1	0	0	0	1	0	1	0	0	0	0	1	1	0	0	1	1	1	0	1	1	0	1	0	1	0	0	0	0	0	1	0	0	1	0	0	0	0	0	1	0	0	0
Instant food products	30	27	23	19	14	10	19	15	11	8	14	11	6	11	2	10	9	7	7	10	10	7	5	10	12	13	8	8	4	7	4	8	3	3	8	2	4	5	4	3	30	7	4	3	2	4	2	4	0	3	4	2	5	5	4	5	0	2	2	4	3	0	2	3	2	2	4	0	0	5	3	9	6	0	1	0	2	1	1	3	0	1	2	2	2	1	1	1	0	1	3	2	2	2	0	1	1	4	2	79	0	2	0	2	3	3	1	1	1	1	1	0	0	0	1	1	1	0	1	0	0	0	2	0	0	0	2	0	0	2	1	0	2	1	1	1	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0
liquor (appetizer)	16	14	9	24	10	7	7	9	15	6	2	3	18	16	17	3	4	7	2	4	2	4	9	6	2	6	2	6	2	11	7	2	1	6	3	4	1	1	5	2	1	6	8	1	5	1	2	4	2	3	3	2	2	1	2	1	1	2	3	2	3	0	3	1	2	7	2	0	1	1	3	2	0	2	1	0	1	1	1	1	3	0	1	1	1	0	1	1	1	0	1	2	0	2	0	0	1	1	2	0	78	1	1	0	0	0	0	0	0	0	2	0	0	1	0	2	0	0	0	0	0	1	0	0	3	3	0	1	0	1	1	0	0	0	2	0	1	0	2	0	0	1	0	0	0	1	0	0	0	1	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0
rice	46	39	15	11	23	13	31	19	12	10	8	18	8	6	6	14	19	10	3	13	7	11	12	12	18	8	12	11	10	14	13	6	8	3	6	7	7	12	2	3	10	8	7	3	3	7	5	9	4	1	1	3	6	1	10	5	3	4	0	4	3	2	4	6	2	1	4	2	4	4	5	5	0	1	2	2	3	3	4	1	0	1	4	2	2	3	0	5	1	2	5	1	1	3	5	2	5	3	5	2	1	75	1	2	1	3	1	2	2	0	1	1	1	1	2	1	0	1	1	2	0	1	0	0	0	0	1	2	3	1	0	0	4	1	0	0	0	2	1	0	1	1	0	0	1	0	0	0	0	1	2	2	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0
instant coffee	22	19	18	24	21	10	13	12	8	9	10	8	9	11	5	6	7	13	2	8	6	4	6	4	5	7	6	7	4	11	5	7	5	7	5	5	4	4	4	3	5	5	5	3	1	6	4	4	5	3	0	2	3	0	2	2	1	0	1	1	2	1	2	3	4	2	1	1	5	1	0	3	3	3	2	2	1	0	1	2	0	2	0	1	1	1	1	1	3	1	2	0	0	0	0	1	3	2	2	0	1	1	73	1	0	0	0	2	1	1	0	0	0	0	0	1	0	0	0	0	0	0	1	2	0	0	2	2	1	1	0	1	0	0	0	0	1	1	0	0	0	0	0	1	0	0	0	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
popcorn	26	16	11	19	13	10	16	11	14	12	9	8	10	5	2	8	13	7	6	7	3	3	3	5	5	7	3	4	6	8	5	6	2	5	22	2	8	5	3	6	7	1	7	2	6	5	2	5	6	4	3	3	1	2	6	2	4	3	3	3	1	1	1	2	4	0	1	2	2	3	0	3	4	0	2	0	4	3	0	0	1	2	0	2	1	0	0	2	3	1	2	2	2	0	1	0	3	1	0	2	0	2	1	71	1	0	3	0	0	1	3	0	1	1	0	0	2	2	0	0	0	0	2	0	0	0	0	0	0	1	0	0	2	1	1	2	0	0	0	0	0	0	0	0	1	0	0	0	1	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0
zwieback	17	17	14	11	14	8	10	14	7	3	1	8	5	8	2	9	7	5	2	8	8	8	4	4	5	4	3	6	3	6	2	2	4	6	4	4	2	2	6	4	2	5	1	1	1	3	3	2	2	4	1	5	0	0	3	4	2	3	1	1	1	0	3	1	5	6	1	2	1	1	1	1	0	1	2	2	2	3	0	2	0	0	1	0	2	1	0	1	0	0	2	5	0	0	0	0	1	0	1	3	0	1	0	1	68	1	0	2	0	0	2	0	1	0	1	1	2	2	1	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	2	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0
soups	29	31	13	12	10	10	17	9	6	9	10	16	12	10	3	14	5	15	6	11	11	13	11	4	10	7	9	6	7	11	6	2	6	4	1	4	2	10	5	6	7	6	8	1	2	2	1	7	5	3	2	2	2	2	2	3	4	4	2	4	0	0	3	4	1	0	5	2	4	0	4	4	5	2	2	3	4	1	4	1	0	3	2	2	4	2	1	4	0	0	3	0	3	3	0	0	1	1	0	3	0	3	0	0	1	67	2	2	4	0	0	1	2	4	1	1	1	0	1	1	2	0	1	1	0	1	1	2	0	1	0	1	0	1	0	0	0	0	0	1	1	0	1	0	0	1	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0
finished products	14	20	9	17	9	6	7	7	14	10	14	7	3	4	0	8	10	5	8	5	3	3	1	4	5	5	7	2	12	5	4	5	3	7	9	5	4	2	1	3	2	3	3	5	6	3	2	1	3	4	2	2	2	1	3	1	2	4	1	1	0	3	1	3	2	0	2	6	1	1	0	1	5	3	3	2	0	1	0	2	0	2	1	0	0	2	0	1	2	0	0	1	0	0	0	2	2	1	1	1	0	1	0	3	0	2	64	0	0	0	1	1	0	0	1	0	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	3	0	0	0	0	0	0	0	2	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0
vinegar	26	24	16	9	18	9	16	9	6	6	11	11	6	7	2	7	8	9	4	7	11	9	7	5	7	5	9	10	5	7	9	4	10	5	3	4	2	6	4	3	3	4	9	3	0	3	1	9	3	1	1	1	2	0	1	0	5	1	0	6	1	1	3	6	5	2	5	2	2	0	2	2	4	0	1	2	3	1	3	0	0	2	3	5	3	0	0	5	2	0	0	1	0	3	1	1	0	2	1	1	0	2	2	0	2	2	0	64	1	0	0	0	2	0	1	1	3	4	1	1	0	0	1	1	0	0	1	0	2	1	0	1	0	0	0	0	0	1	0	0	0	1	1	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
female sanitary products	20	14	16	14	16	10	9	8	11	4	9	13	3	5	1	5	3	7	3	6	3	8	9	6	5	3	1	8	9	4	4	3	4	5	4	6	3	1	4	3	1	5	3	4	1	3	4	2	3	3	0	5	3	1	4	4	9	4	2	1	1	0	3	4	0	0	2	3	0	3	1	2	2	4	1	1	2	2	4	2	0	2	1	1	3	0	1	0	1	1	2	0	1	0	1	0	2	4	0	1	0	2	1	0	0	4	0	1	60	1	0	1	2	0	1	0	0	5	0	0	0	0	0	0	1	0	0	1	0	1	0	0	1	2	2	1	0	0	0	0	0	1	0	0	0	1	1	0	0	1	1	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0
kitchen towels	27	22	12	12	12	3	13	13	9	7	9	5	5	9	1	10	9	9	9	6	7	7	12	8	6	4	4	10	3	8	5	4	6	5	10	1	5	5	4	3	8	4	2	6	2	8	1	4	3	1	3	2	5	4	3	5	7	3	5	2	1	3	2	1	2	3	1	2	5	1	1	3	3	0	1	0	1	5	3	0	1	0	0	1	3	0	3	2	3	1	0	1	1	3	1	1	1	1	1	1	0	0	1	1	0	0	0	0	1	59	4	2	1	3	2	0	1	2	0	1	0	0	0	1	0	1	1	1	0	0	0	0	1	0	0	0	0	1	1	0	0	0	0	1	1	0	0	0	0	0	1	1	0	0	1	0	0	0	0	0	0	0	1	1	0	0	0	0	0
dental care	18	20	14	11	11	7	6	10	9	9	9	8	7	13	2	8	7	4	8	7	4	7	7	7	9	5	5	8	10	6	2	6	4	5	7	5	6	2	4	1	5	6	6	4	5	1	3	5	5	4	3	2	2	3	4	4	3	2	0	1	2	1	4	0	0	1	1	1	2	2	1	3	2	2	0	1	3	4	1	2	0	1	1	1	4	0	0	1	2	2	3	2	2	0	1	1	1	0	1	1	2	1	0	3	2	0	1	0	0	4	57	1	2	1	0	1	1	2	0	1	2	0	1	0	0	2	0	0	1	0	1	1	1	1	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	1	0	0	1	1	0	0	0	1	0	0	2	0	1	0	0	0	0	0
cereals	36	20	11	10	21	5	13	10	8	7	10	1	6	2	0	9	8	10	7	10	3	9	4	5	8	11	3	7	4	4	4	3	8	6	5	8	4	7	2	5	6	3	2	6	2	7	1	1	4	2	3	2	0	1	6	4	5	0	1	2	0	0	3	2	0	0	3	4	2	3	2	4	2	1	4	0	2	3	2	1	0	3	3	1	0	1	0	1	2	1	0	1	0	2	3	3	0	2	2	0	0	1	0	0	0	1	1	0	1	2	1	56	0	0	0	1	0	2	0	1	0	0	1	0	0	0	0	0	0	2	0	1	0	0	1	0	0	1	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0
sparkling wine	10	15	6	9	9	5	10	1	7	4	1	5	8	7	5	5	8	5	3	6	4	2	7	5	5	0	3	5	5	4	4	6	0	2	1	1	0	1	2	1	2	3	2	5	2	1	5	3	2	1	3	1	1	1	4	0	2	1	2	0	4	1	1	2	1	1	1	1	0	0	2	1	2	1	0	2	0	0	0	0	1	1	0	2	3	1	1	1	1	0	2	0	0	0	0	0	0	1	0	0	0	1	0	1	1	2	0	2	2	1	2	0	55	1	2	1	0	2	0	0	1	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0
sauces	21	15	8	10	7	7	8	12	6	7	8	4	3	9	3	9	7	5	12	1	4	5	4	4	4	5	3	7	4	3	2	3	5	7	6	2	5	5	5	3	12	1	2	4	3	1	1	3	4	2	3	2	2	2	6	3	3	1	0	0	3	1	2	1	0	2	3	1	2	2	1	2	4	0	2	0	1	4	1	0	0	2	0	0	2	1	0	2	5	0	1	1	4	0	0	0	0	0	3	0	1	1	0	1	0	4	0	0	0	3	1	0	1	54	1	0	1	1	0	0	0	1	0	0	0	2	0	0	0	1	0	2	1	1	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	0	1	0	0	0	0	0	0	0
softener	21	16	9	11	12	9	8	9	11	10	3	8	6	5	6	11	4	9	4	9	0	8	4	4	7	3	1	9	3	5	9	8	2	1	0	2	4	1	5	1	6	8	0	1	1	4	0	2	3	2	0	3	0	0	3	1	3	1	2	11	0	2	1	0	2	1	1	3	1	1	0	1	3	1	0	1	0	1	1	1	0	1	1	2	1	3	0	2	2	2	0	1	2	0	2	1	0	2	0	1	0	2	0	0	1	1	1	1	1	2	0	0	2	1	54	0	0	0	1	1	0	0	0	0	1	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
jam	29	18	13	13	12	12	19	11	7	8	7	6	3	5	1	8	8	9	7	9	6	9	10	5	12	7	12	7	4	6	5	3	6	7	3	4	2	6	1	4	1	5	8	1	5	3	3	3	0	0	1	4	3	2	0	5	2	4	1	1	1	0	4	1	2	3	1	5	3	2	4	4	2	1	0	1	2	2	1	0	2	0	2	5	2	0	0	3	0	0	1	1	2	2	0	0	2	0	2	1	2	1	1	0	1	1	0	1	0	0	1	1	1	0	0	53	0	1	1	1	0	0	0	0	0	1	0	1	1	1	1	1	1	1	0	0	0	0	1	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0
spices	14	19	11	7	12	7	9	11	6	13	0	10	6	4	3	11	3	6	3	6	5	4	5	4	8	7	4	4	7	7	9	2	3	4	1	5	6	1	3	3	5	4	6	0	3	2	1	5	3	2	2	1	4	2	3	2	3	2	0	1	0	2	3	2	3	0	1	0	1	1	1	1	0	0	1	1	1	1	1	0	0	1	0	1	2	3	1	0	1	0	3	1	1	1	0	0	0	1	2	1	0	0	0	2	2	1	1	3	0	1	1	0	0	1	0	0	51	1	0	0	0	0	2	1	0	1	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0
cleaner	23	16	7	11	16	7	8	5	9	8	6	6	2	6	2	0	7	9	2	6	3	2	5	4	5	8	4	5	4	9	6	2	4	7	2	3	6	4	1	1	3	2	4	3	3	4	2	3	3	1	2	1	1	1	5	3	3	3	2	5	0	1	2	2	0	1	2	1	0	1	2	2	1	1	2	1	2	1	0	2	0	1	1	1	2	0	0	0	0	0	1	0	1	0	1	0	0	4	0	0	0	1	0	2	2	0	1	4	5	2	2	2	2	1	0	1	1	50	1	1	0	0	0	0	0	0	1	0	5	1	0	1	0	1	1	0	0	0	2	0	0	0	0	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0
curd cheese	23	21	16	4	13	6	10	15	3	7	5	7	6	0	1	6	7	8	4	7	5	8	5	8	3	7	2	4	1	6	3	1	3	3	1	2	2	5	1	3	2	6	5	2	4	1	0	2	5	1	0	4	0	2	4	3	8	0	1	1	0	1	1	3	1	0	1	0	5	2	3	1	1	2	1	2	0	2	0	4	0	0	0	0	0	1	1	1	0	0	0	0	0	1	0	0	0	1	1	1	0	1	0	0	1	1	1	1	0	0	0	0	0	0	1	1	0	1	50	0	0	0	0	0	0	1	0	0	4	0	0	0	0	0	0	0	0	1	1	0	0	1	0	0	0	1	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
liver loaf	21	15	15	11	15	4	14	6	6	10	8	5	0	2	3	9	8	5	5	5	7	6	3	4	3	8	5	3	3	10	4	4	8	3	5	4	3	3	2	1	0	3	4	2	0	3	4	2	1	0	2	3	0	1	1	3	0	2	0	2	0	1	0	3	3	2	1	0	3	1	0	0	2	0	1	2	1	0	0	0	0	0	0	2	0	1	1	3	2	1	2	0	0	2	1	2	2	0	2	0	0	2	0	0	0	1	0	1	0	1	1	1	0	0	1	1	0	1	0	50	0	0	0	0	0	0	0	1	1	1	0	0	0	0	0	0	0	0	2	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0
male cosmetics	8	8	7	9	10	13	4	3	7	9	7	7	3	7	9	4	3	2	2	1	4	2	4	2	3	4	1	4	1	0	2	1	0	0	1	1	3	2	1	2	2	3	3	3	1	2	0	2	3	0	1	0	3	1	1	1	0	0	3	0	0	2	1	1	1	0	1	0	1	1	1	2	2	1	0	0	1	1	2	0	0	1	0	2	2	1	2	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	2	0	0	0	0	2	0	1	0	0	0	0	0	0	0	45	0	1	0	1	1	0	0	0	0	1	1	0	0	0	0	1	0	0	1	0	1	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
rum	17	15	9	8	4	9	7	9	2	4	5	4	6	3	3	5	4	3	3	4	2	7	1	4	9	5	0	2	4	4	2	4	1	4	1	5	2	2	0	0	3	4	4	1	1	1	1	1	0	0	0	2	1	1	1	5	0	2	1	0	2	1	2	4	0	0	2	1	4	1	4	0	0	0	0	1	2	1	3	0	3	1	3	1	0	1	1	1	0	1	2	1	0	0	1	0	0	1	1	0	1	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	44	0	0	0	0	0	0	1	1	1	2	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
ketchup	15	15	5	13	11	4	9	8	5	6	4	3	5	7	2	8	2	7	7	13	8	7	2	8	4	5	2	6	6	5	2	4	3	3	4	2	3	5	4	2	4	6	3	1	2	2	4	6	1	0	0	1	2	0	3	2	0	1	1	3	0	1	3	1	2	1	2	0	2	5	0	5	4	2	0	1	7	0	3	0	0	3	0	2	3	1	0	0	0	1	3	1	0	0	2	1	1	1	1	2	0	0	1	2	1	1	0	1	0	0	1	1	0	0	0	0	2	0	0	0	1	0	42	2	0	0	1	0	1	1	0	0	0	1	0	0	0	0	1	0	0	1	0	0	1	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
meat spreads	13	9	13	14	18	9	4	6	8	7	1	5	1	2	2	5	6	5	9	8	3	2	2	2	2	3	2	1	5	3	0	3	11	1	1	0	2	4	1	2	7	1	2	3	1	2	2	1	2	1	0	1	4	0	1	1	1	2	4	0	0	0	2	3	1	0	3	0	1	0	1	7	1	1	2	2	2	0	1	0	1	1	1	0	1	1	2	1	0	0	0	0	0	1	0	0	1	0	0	0	0	0	2	0	0	1	0	1	0	1	0	0	0	0	0	0	1	0	0	0	0	0	2	42	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
brandy	5	6	11	7	9	5	7	1	13	5	1	2	9	0	6	3	2	0	3	1	2	0	4	0	1	2	1	3	2	0	1	3	1	1	3	1	0	0	4	1	2	2	2	3	1	0	3	3	0	2	2	1	1	1	1	1	0	2	1	2	1	2	1	1	1	1	1	1	0	0	1	1	1	0	0	0	0	1	0	0	1	0	1	0	2	0	3	0	0	0	0	0	1	0	2	2	0	0	0	0	3	0	0	0	1	0	0	0	1	0	0	0	1	0	1	0	0	0	0	0	1	0	0	0	41	0	0	0	0	2	2	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0
light bulbs	9	13	7	8	12	4	5	5	5	4	6	2	3	4	3	6	4	1	4	4	3	3	6	1	1	4	3	8	1	0	4	1	1	4	3	2	4	4	3	0	1	4	2	2	2	2	1	2	0	2	1	4	1	1	1	1	0	2	2	0	2	1	2	1	1	1	0	1	0	1	2	0	1	0	1	1	1	0	1	2	0	0	1	1	0	0	0	0	0	0	0	1	1	0	0	0	0	1	0	0	3	0	0	0	0	1	0	0	0	1	2	0	0	2	0	1	1	0	1	0	1	0	0	0	0	41	1	0	1	0	1	0	0	1	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
tea	16	15	11	3	9	8	8	13	4	4	5	6	11	4	2	8	7	5	2	9	4	4	2	0	6	9	3	4	5	4	0	3	7	0	2	1	5	2	1	2	4	4	5	0	0	1	1	3	3	1	2	2	2	0	2	1	0	2	0	0	1	2	3	1	0	0	1	0	1	2	0	3	1	0	0	1	1	1	4	0	0	2	1	2	0	1	0	2	0	1	1	1	0	1	0	2	0	0	1	2	0	1	2	0	0	1	0	1	0	1	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	1	38	0	1	0	1	0	1	0	0	1	0	0	1	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
specialty fat	12	11	7	4	8	5	9	5	2	4	2	6	4	3	0	4	5	8	1	6	6	12	3	7	9	2	5	8	3	7	5	5	3	4	2	4	4	5	3	3	1	2	4	2	2	1	0	4	0	3	1	1	1	0	5	1	3	1	0	0	0	1	1	3	0	1	3	0	3	0	0	2	4	1	0	2	3	2	2	0	0	1	0	3	1	2	0	2	0	0	2	0	1	2	1	0	2	1	0	0	1	2	2	0	0	2	0	0	1	1	0	0	0	0	1	1	1	0	0	1	0	0	0	0	0	0	0	36	0	1	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
abrasive cleaner	16	16	5	6	10	3	13	6	3	10	3	8	6	5	0	4	4	8	4	2	1	2	4	5	5	4	6	4	4	1	5	3	4	2	1	3	2	3	0	6	2	4	5	3	3	0	2	4	2	0	1	3	3	2	2	1	2	1	1	1	0	1	1	0	1	3	0	0	2	0	2	2	2	0	0	1	2	0	2	1	0	2	1	2	4	1	1	2	0	0	1	0	0	1	1	2	0	2	0	0	0	3	1	0	0	0	0	2	0	0	1	0	0	0	0	1	1	5	4	1	0	1	1	0	0	1	1	0	35	0	0	1	0	0	0	0	0	0	1	0	1	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0
skin care	16	12	14	7	10	8	7	7	6	7	4	7	4	2	2	2	4	6	0	6	4	7	3	4	3	3	5	5	0	7	6	1	1	3	2	0	3	5	1	3	1	7	4	1	2	3	2	0	0	1	1	3	2	1	3	0	0	1	0	1	0	0	3	2	1	1	2	0	1	1	1	1	1	1	3	0	1	1	0	0	0	1	1	1	0	2	0	2	0	0	2	0	1	1	1	1	0	2	0	2	1	1	1	1	0	1	0	1	1	0	0	2	0	1	0	1	0	1	0	1	0	1	1	0	2	0	0	1	0	35	0	2	0	1	1	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
nuts/prunes	12	9	10	8	4	1	6	8	5	3	3	2	3	9	2	6	3	2	2	3	2	2	1	3	1	3	2	3	6	0	1	2	2	4	2	0	1	0	0	0	1	1	2	2	0	2	0	1	0	1	0	0	1	2	2	2	1	1	0	0	0	0	2	1	2	0	1	1	1	1	0	1	0	0	0	0	1	0	0	1	1	0	1	0	0	0	2	0	0	0	1	0	1	0	0	1	1	0	1	1	1	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	0	0	0	0	1	1	0	0	2	1	1	0	0	0	33	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
artif. sweetener	11	10	7	6	11	7	4	5	5	3	6	5	1	5	1	2	3	1	3	2	7	6	4	6	1	4	1	2	0	2	4	2	2	1	1	0	3	3	4	2	3	3	1	1	1	0	0	2	0	2	0	1	2	0	1	2	1	0	0	2	1	0	0	3	3	1	4	1	0	2	0	0	0	0	1	2	3	2	1	1	0	0	2	0	2	0	0	2	0	2	0	1	0	3	1	0	0	1	0	0	0	0	1	0	0	1	0	1	0	0	1	1	0	2	0	1	0	1	0	0	1	2	0	0	0	0	0	0	1	2	0	32	1	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0
canned fruit	13	11	6	6	4	5	7	7	8	5	6	11	1	2	1	4	5	4	5	9	5	5	1	0	3	3	3	2	3	2	2	1	4	2	0	1	5	2	2	2	3	6	1	0	2	2	6	3	1	1	1	0	1	1	3	2	0	2	0	1	0	1	2	1	1	1	1	0	0	1	2	2	1	0	0	1	1	1	0	0	0	1	3	0	0	2	0	0	1	0	2	0	0	1	1	0	0	1	1	2	0	4	0	2	0	0	1	0	1	1	1	0	1	1	0	1	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	1	32	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
syrup	9	11	6	9	6	5	6	9	5	5	7	5	1	5	4	5	4	3	5	3	5	4	5	5	5	2	2	3	3	2	0	5	1	2	1	1	3	1	3	3	2	1	2	1	2	2	1	2	2	3	0	2	3	3	1	3	1	2	1	1	1	0	1	1	3	0	0	0	1	1	0	0	2	2	0	0	1	1	2	1	0	1	1	0	2	0	1	1	0	1	0	0	3	0	1	0	0	1	0	1	0	1	0	1	0	1	0	0	2	0	1	0	0	1	0	1	0	1	0	0	0	0	1	0	0	1	0	1	0	1	0	0	0	32	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0
nut snack	5	8	6	10	6	3	6	6	6	6	4	5	6	2	1	2	5	4	2	1	6	3	2	2	2	2	1	2	1	4	1	1	0	4	6	3	3	1	1	2	2	2	0	1	1	1	0	0	1	2	1	0	2	3	4	3	4	1	0	1	1	0	1	3	0	1	1	0	0	0	0	2	1	1	1	0	2	2	0	0	1	0	0	1	0	1	3	0	1	0	1	0	1	0	0	3	2	2	0	1	2	0	0	1	0	0	0	0	2	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	31	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
snack products	8	9	11	11	2	4	4	4	5	1	3	3	2	1	1	1	3	1	1	2	1	3	1	1	1	0	2	0	3	2	0	3	0	5	0	1	1	2	1	1	1	2	0	0	4	1	0	3	0	1	2	1	0	0	1	0	0	2	0	2	1	0	0	0	2	1	0	1	0	3	0	1	2	1	3	2	0	1	0	0	0	2	2	1	0	0	0	0	1	0	0	2	0	0	0	0	0	0	0	1	0	0	0	2	2	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	1	0	0	30	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
fish	9	7	3	3	6	1	2	3	2	5	4	4	1	1	0	1	2	3	2	1	2	3	5	4	2	3	2	3	2	1	0	3	2	0	0	3	2	2	2	4	0	0	0	2	0	1	0	2	0	0	0	0	1	1	0	0	1	1	0	2	2	2	0	0	1	1	1	1	0	1	0	0	0	0	2	1	0	0	1	1	1	0	0	0	0	0	1	2	2	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	29	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0
potato products	12	8	6	8	8	5	6	4	8	3	10	3	6	3	0	5	7	3	3	1	9	2	4	4	3	4	4	4	2	3	1	3	1	1	3	3	3	0	2	1	4	0	4	2	2	4	1	0	0	1	1	4	3	0	0	0	2	2	0	1	0	0	0	1	2	0	0	2	1	4	0	0	0	1	0	0	1	0	0	1	0	0	1	0	0	1	1	0	0	1	0	2	0	0	0	0	0	1	1	1	0	2	1	0	0	0	3	1	0	1	0	1	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	28	0	1	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
bathroom cleaner	6	10	6	10	8	4	8	6	1	5	4	3	3	5	2	0	4	4	1	1	1	4	2	3	1	1	2	5	0	2	2	1	2	3	1	1	1	1	2	4	3	1	3	0	2	0	1	3	1	1	0	0	0	0	0	2	1	2	1	0	0	0	0	1	0	1	1	0	0	0	0	0	1	1	0	1	1	0	0	0	0	1	1	0	1	0	2	1	0	0	0	2	1	0	0	0	0	0	1	0	2	1	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	2	1	2	0	0	1	0	0	1	1	0	1	0	0	0	0	0	0	0	1	0	27	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
cookware	4	5	6	6	4	0	4	4	3	3	4	6	0	2	3	7	2	3	2	4	1	1	3	2	2	2	6	2	2	2	1	2	2	3	2	3	1	1	1	1	2	0	1	2	2	2	0	2	2	2	3	2	2	0	1	0	0	0	0	0	1	0	2	0	1	1	0	0	0	2	0	0	1	1	0	0	2	0	0	0	0	1	0	1	2	1	1	0	0	0	0	1	1	0	1	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	0	0	0	0	0	0	0	0	1	1	0	0	1	0	27	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0
soap	11	5	6	8	3	2	3	3	2	5	5	4	2	3	0	1	6	2	0	3	3	0	3	3	1	3	5	2	0	2	0	2	1	1	0	0	0	2	0	2	2	1	0	1	1	1	0	1	0	0	0	0	0	0	2	1	0	0	0	3	0	0	0	2	0	1	0	0	0	0	0	0	1	1	0	0	2	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	1	1	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	2	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	1	1	0	26	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0
cooking chocolate	13	7	6	3	4	6	3	4	2	2	3	4	4	2	2	3	5	5	0	7	2	5	2	0	3	6	2	2	4	4	0	3	2	1	1	2	1	2	0	2	1	4	1	1	0	2	1	3	1	0	0	0	2	0	2	1	1	0	0	0	0	0	0	7	0	0	3	0	1	0	0	0	0	0	0	1	2	0	1	0	0	1	1	1	0	0	0	1	0	0	0	0	0	1	1	0	0	0	1	0	1	1	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	1	0	1	1	1	0	1	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	25	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
pudding powder	13	8	2	3	7	4	7	4	1	3	1	2	1	2	2	2	2	8	2	2	0	3	2	4	4	6	3	0	1	0	2	1	1	2	2	3	2	4	2	0	2	2	3	1	1	2	0	4	0	2	1	2	1	3	0	2	0	3	0	1	0	0	2	3	1	0	4	0	1	1	0	1	2	0	0	0	0	0	1	1	0	0	0	0	1	2	1	0	0	0	0	0	1	1	0	0	1	2	1	1	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	23	1	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
tidbits	9	4	12	10	5	3	0	3	1	5	3	4	3	2	1	4	2	1	1	3	2	1	2	3	2	3	1	2	3	1	1	1	3	5	3	2	2	2	0	0	1	0	0	0	1	0	1	0	4	1	1	0	1	2	0	1	0	0	0	1	1	1	2	1	0	0	0	0	1	0	0	0	0	0	2	0	1	2	0	1	0	0	0	0	0	0	1	0	0	0	1	1	0	0	0	0	1	0	1	0	0	0	1	0	0	0	0	0	0	1	1	0	0	1	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	23	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0
cocoa drinks	13	5	5	2	3	3	4	2	2	1	3	4	3	1	1	4	3	4	1	3	2	6	3	3	2	4	0	1	6	1	1	4	3	3	3	2	1	3	2	0	1	1	2	2	2	0	0	2	1	0	0	0	1	1	1	0	0	1	0	0	1	0	0	2	0	0	1	0	2	0	0	1	1	1	0	1	2	0	2	0	0	0	0	1	1	1	1	1	0	0	2	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	1	0	0	0	0	0	1	1	0	0	0	0	0	1	0	0	0	1	0	1	1	0	0	0	0	0	0	0	0	0	0	0	1	1	0	22	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0
organic sausage	9	5	5	4	6	2	3	3	2	5	5	4	3	1	0	4	4	4	2	2	3	2	0	1	5	3	0	2	2	2	2	3	2	3	2	1	1	0	1	2	0	2	1	0	1	0	0	1	1	0	0	1	2	0	1	2	1	1	2	1	1	0	1	0	0	1	0	0	2	1	0	0	0	1	0	1	1	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	2	0	0	0	1	1	0	1	0	0	0	0	1	2	0	1	0	0	0	0	1	0	1	0	0	1	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	22	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
prosecco	5	3	5	5	1	3	2	3	3	0	1	3	8	1	0	1	2	0	0	0	1	0	0	0	0	1	0	2	2	1	0	1	0	2	2	1	1	0	0	0	0	2	0	2	1	0	1	0	0	2	0	0	0	2	0	0	0	0	0	0	2	3	1	0	1	1	0	3	1	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	20	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0
flower soil/fertilizer	2	2	2	2	1	3	0	1	0	1	0	1	0	2	0	2	0	1	0	1	0	1	0	0	0	0	1	1	0	0	0	2	0	1	0	1	3	0	0	0	0	2	0	1	0	0	1	0	0	0	0	0	0	0	1	0	1	0	0	2	0	1	0	1	1	1	1	0	0	1	1	0	0	1	0	0	0	0	1	0	0	1	0	0	2	2	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	19	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
ready soups	8	6	9	6	4	6	4	3	5	3	5	3	0	5	2	4	1	1	2	1	4	5	0	4	3	1	2	0	1	1	2	1	3	1	1	2	2	1	0	3	0	2	1	0	0	4	1	0	1	1	0	1	0	1	1	1	1	2	0	0	1	0	0	1	4	0	0	1	0	1	0	2	0	1	0	0	2	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	1	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	18	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0
specialty vegetables	3	7	2	7	5	4	4	6	2	2	2	2	6	1	0	4	0	5	2	5	2	0	5	2	1	1	3	3	1	3	0	6	0	1	0	4	2	0	0	3	2	1	3	2	1	0	1	2	0	0	0	2	1	0	0	3	2	2	0	0	0	1	5	1	0	0	0	1	3	3	0	1	3	0	1	0	2	0	1	0	0	0	0	1	1	0	1	0	0	0	1	0	1	0	0	0	1	1	0	0	1	1	1	0	1	2	0	0	1	0	1	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	2	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	17	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
organic products	4	6	4	5	4	2	4	6	4	4	4	1	1	1	0	4	3	2	2	3	3	5	2	1	1	2	1	3	1	0	0	0	1	1	0	0	0	1	2	2	2	1	0	2	1	0	2	1	2	0	1	0	0	0	3	1	3	1	1	0	0	0	1	1	2	0	3	1	0	0	0	0	1	1	0	0	1	1	0	0	0	1	0	1	0	1	0	1	0	0	0	2	0	0	0	1	0	0	1	0	1	2	0	1	2	0	1	0	1	1	1	0	0	1	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	16	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
decalcifier	7	5	3	2	4	2	3	4	3	2	1	1	1	2	1	1	4	4	1	3	3	1	0	2	2	1	1	5	0	3	0	2	2	2	1	1	0	3	2	1	1	3	0	2	0	0	0	0	0	0	0	2	0	1	0	0	1	1	2	3	0	1	0	1	0	1	1	0	0	2	1	1	0	0	0	0	1	1	0	1	0	0	1	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	0	1	1	0	1	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	15	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
honey	11	3	4	1	4	0	5	5	0	1	1	2	0	2	0	2	1	0	0	2	1	1	2	1	2	2	0	3	1	3	0	2	0	1	0	0	1	0	0	3	2	1	0	1	1	0	0	0	1	0	0	3	1	0	1	0	0	1	1	3	2	0	0	1	1	1	0	0	0	0	0	1	2	0	0	0	0	1	1	0	0	1	1	0	0	1	0	0	0	0	0	2	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	15	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
cream	4	7	1	3	3	0	3	2	1	7	1	1	1	0	2	1	4	2	1	2	0	1	0	1	3	2	2	2	1	2	0	1	1	0	2	0	0	1	1	0	2	1	1	2	0	0	1	2	1	1	0	0	0	1	2	2	2	1	0	0	0	1	0	2	0	0	0	0	1	1	0	1	0	0	1	0	1	1	0	1	0	0	0	0	0	1	0	2	1	0	0	0	0	0	0	0	2	1	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	13	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0
frozen fruits	3	8	2	3	2	0	3	0	4	0	1	0	0	0	1	1	1	6	0	4	0	2	0	1	2	1	2	1	0	2	2	0	3	1	2	3	0	1	0	1	0	0	1	2	1	1	0	0	0	1	0	0	1	1	1	0	0	0	0	1	0	0	2	1	0	0	0	0	1	3	1	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	2	1	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	2	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	12	0	0	0	0	0	0	0	0	0	0	0	0	0	0
hair spray	3	2	2	1	2	1	0	2	2	0	2	0	0	1	0	0	2	1	2	0	0	1	2	0	1	0	1	0	1	0	0	1	1	1	0	1	0	1	0	0	0	0	1	1	1	1	0	0	0	0	0	1	0	0	0	2	1	1	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	11	0	0	0	0	0	0	0	0	0	0	0	0	0
rubbing alcohol	6	4	1	1	0	4	4	4	0	2	2	5	0	0	1	3	0	0	0	1	1	0	0	0	5	1	1	4	2	2	0	1	1	0	1	3	0	0	0	2	1	4	1	1	1	0	0	0	0	0	0	0	1	1	0	0	0	1	0	0	2	0	1	0	0	0	0	0	0	2	2	1	0	0	0	0	0	0	1	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	10	0	0	0	0	0	0	0	0	0	0	0	0
liqueur	2	1	3	1	1	1	1	1	1	0	0	0	0	0	2	1	0	1	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	2	1	0	0	1	0	0	1	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	9	0	0	0	0	0	0	0	0	0	0	0
make up remover	2	1	2	4	1	1	0	2	1	1	2	0	0	0	0	1	3	0	1	0	1	0	1	1	1	0	0	1	2	0	0	1	1	0	2	0	0	1	0	1	0	1	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	8	0	0	0	0	0	0	0	0	0	0
salad dressing	1	5	1	2	0	0	1	0	0	1	2	3	1	2	1	3	0	2	0	1	3	0	1	3	2	2	0	0	0	1	2	1	0	0	1	0	0	0	1	0	1	0	3	1	2	0	0	1	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	1	0	2	0	1	1	0	0	0	0	0	0	0	1	0	1	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	2	0	1	0	1	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	1	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	8	0	0	0	0	0	0	0	0	0
whisky	1	2	2	0	1	2	1	0	2	0	0	0	1	0	1	1	2	0	0	0	0	1	1	1	1	1	1	1	1	0	0	0	1	0	0	0	1	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	1	0	0	1	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	8	0	0	0	0	0	0	0	0
toilet cleaner	2	2	0	1	1	0	2	1	2	0	0	0	0	3	0	0	0	0	0	1	0	0	1	2	1	0	2	1	0	1	0	0	0	1	0	1	2	0	1	0	2	0	0	0	1	0	1	0	0	0	0	0	0	1	1	1	0	1	0	0	0	1	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	1	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	7	0	0	0	0	0	0	0
baby cosmetics	3	1	2	2	0	0	1	1	1	0	0	2	0	0	2	1	0	1	0	0	0	0	1	0	0	1	0	0	2	0	1	1	1	1	0	1	1	1	0	0	1	0	0	0	0	0	0	2	2	1	0	1	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	6	0	0	0	0	0	0
frozen chicken	2	0	1	1	2	0	0	1	1	0	0	1	1	1	0	0	2	0	0	0	0	1	1	1	2	0	1	0	1	2	0	0	0	0	1	0	1	0	0	1	1	0	0	0	0	1	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	6	0	0	0	0	0
bags	1	0	1	0	1	0	1	0	0	0	1	0	0	0	0	1	1	0	0	0	0	0	0	1	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	4	0	0	0	0
kitchen utensil	3	1	1	1	2	0	0	2	0	0	2	1	0	0	0	1	0	1	0	0	1	1	0	1	0	1	0	0	1	1	1	0	0	0	0	0	0	0	0	2	0	0	2	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	0	1	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	4	0	0	0
preservation products	1	1	0	0	1	0	0	1	0	0	0	2	0	0	0	0	0	2	0	0	0	0	1	0	0	0	0	0	1	1	0	0	1	1	0	1	0	0	0	0	0	1	1	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0
baby food	0	1	1	0	1	0	0	1	1	1	1	0	0	0	0	1	1	1	1	0	0	0	0	0	1	1	0	0	1	1	0	1	0	1	1	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0
sound storage medium	0	0	0	1	0	1	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1

Item frequency

itemFrequencyPlot(df, topN=25, type="relative", main="ItemFrequency")

The Apriori Algorithm

At the beginning, I applied apply the apriori algorithm without making any detailed assumptions. I played around a while with setting the support and confidence levels, and finally the algorithm found 5 rules at 0.05 support and 0.25 confidence level. Reducing the restrictions leads to increase in the number of rules.

rules<-apriori(df, parameter=list(supp=0.04, conf=0.25))

## Apriori
## 
## Parameter specification:
##  confidence minval smax arem  aval originalSupport maxtime support minlen
##        0.25    0.1    1 none FALSE            TRUE       5    0.04      1
##  maxlen target  ext
##      10  rules TRUE
## 
## Algorithmic control:
##  filter tree heap memopt load sort verbose
##     0.1 TRUE TRUE  FALSE TRUE    2    TRUE
## 
## Absolute minimum support count: 393 
## 
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[169 item(s), 9835 transaction(s)] done [0.00s].
## sorting and recoding items ... [32 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 done [0.00s].
## writing ... [9 rule(s)] done [0.00s].
## creating S4 object  ... done [0.00s].

Scatter plot - transaction rules

plot(rules, measure=c("support","lift"), shading="confidence", main="Transactions rules", jitter=0)

Graph - transaction rules

set.seed(240) 
plot(rules, method="graph", measure="support", shading="lift", main="Graph for 9 rules")

## Available control parameters (with default values):
## layout    =  stress
## circular  =  FALSE
## ggraphdots    =  NULL
## edges     =  <environment>
## nodes     =  <environment>
## nodetext  =  <environment>
## colors    =  c("#EE0000FF", "#EEEEEEFF")
## engine    =  ggplot2
## max   =  100
## verbose   =  FALSE

Analysis of rules by support, confidence and lift levels

Below are shown rules with the highest values of support, confidence and lift. As we can observe the “Whole milk” occurs in almost all of the rules.

Support

According to the table below the most popular product in the grocery is the “whole milk”. It appears in the 2513 transactions and most often it is purchased alone.

The second rule with the highest support is the “whole milk” bought together with “other vegetables” (7,5% of all transactions).

In the third place is “rolls/buns” bought also with “whole milk” (5,7% of all transactions).

kable(DATAFRAME(sort(rules, by = "support")[1:9]), row.names = FALSE)

LHS	RHS	support	confidence	coverage	lift	count
{}	{whole milk}	0.2555160	0.2555160	1.0000000	1.000000	2513
{other vegetables}	{whole milk}	0.0748348	0.3867578	0.1934926	1.513634	736
{whole milk}	{other vegetables}	0.0748348	0.2928770	0.2555160	1.513634	736
{rolls/buns}	{whole milk}	0.0566345	0.3079049	0.1839349	1.205032	557
{yogurt}	{whole milk}	0.0560244	0.4016035	0.1395018	1.571735	551
{root vegetables}	{whole milk}	0.0489070	0.4486940	0.1089985	1.756031	481
{root vegetables}	{other vegetables}	0.0473818	0.4347015	0.1089985	2.246605	466
{yogurt}	{other vegetables}	0.0434164	0.3112245	0.1395018	1.608457	427
{tropical fruit}	{whole milk}	0.0422979	0.4031008	0.1049314	1.577595	416

Confidence

Rules for transactions with the highest confidence show that:

if the customer buys “root vegetables” he/she will also buy “whole milk” with the probability of 44.9%
if the customer buys “root vegetables” he/she will also buy “other vegetables” with the probability of 43.5%
if the customer buys “tropical fruit” he/she will also buy “whole milk” with the probability of 40.3% and so on…

kable(DATAFRAME(sort(rules, by = "confidence")[1:9]), row.names = FALSE)

LHS	RHS	support	confidence	coverage	lift	count
{root vegetables}	{whole milk}	0.0489070	0.4486940	0.1089985	1.756031	481
{root vegetables}	{other vegetables}	0.0473818	0.4347015	0.1089985	2.246605	466
{tropical fruit}	{whole milk}	0.0422979	0.4031008	0.1049314	1.577595	416
{yogurt}	{whole milk}	0.0560244	0.4016035	0.1395018	1.571735	551
{other vegetables}	{whole milk}	0.0748348	0.3867578	0.1934926	1.513634	736
{yogurt}	{other vegetables}	0.0434164	0.3112245	0.1395018	1.608457	427
{rolls/buns}	{whole milk}	0.0566345	0.3079049	0.1839349	1.205032	557
{whole milk}	{other vegetables}	0.0748348	0.2928770	0.2555160	1.513634	736
{}	{whole milk}	0.2555160	0.2555160	1.0000000	1.000000	2513

Lift

Almost all of the rules for transactions shown below have the lift value higher than 1. It means that these transactions are more likely to appear together than separately.

kable(DATAFRAME(sort(rules, by = "lift")[1:9]), row.names = FALSE)

LHS	RHS	support	confidence	coverage	lift	count
{root vegetables}	{other vegetables}	0.0473818	0.4347015	0.1089985	2.246605	466
{root vegetables}	{whole milk}	0.0489070	0.4486940	0.1089985	1.756031	481
{yogurt}	{other vegetables}	0.0434164	0.3112245	0.1395018	1.608457	427
{tropical fruit}	{whole milk}	0.0422979	0.4031008	0.1049314	1.577595	416
{yogurt}	{whole milk}	0.0560244	0.4016035	0.1395018	1.571735	551
{other vegetables}	{whole milk}	0.0748348	0.3867578	0.1934926	1.513634	736
{whole milk}	{other vegetables}	0.0748348	0.2928770	0.2555160	1.513634	736
{rolls/buns}	{whole milk}	0.0566345	0.3079049	0.1839349	1.205032	557
{}	{whole milk}	0.2555160	0.2555160	1.0000000	1.000000	2513

Summary

In this document, an Apriori algorithm was used to examine transactions in the grocery. The main conclusion is that the “whole milk” is the most popular product in that shop, and it dominated the whole analysis. Very interesting is the fact that it appears very often with different types of vegetables, which would not be so obvious.

Association Rules - Groceries Market Basket

Kacper Gruca

Introduction

Dataset Exploration

Preprocessing

Cross Table

Item frequency

The Apriori Algorithm

The Apriori Algorithm

Scatter plot - transaction rules

Graph - transaction rules

Analysis of rules by support, confidence and lift levels

Support

Confidence

Lift

Summary