Chopped 2 Master Analysis
Salmon
12/12/2017
Original Chopped Analysis
In our original analysis, we wanted to focus on predicting who is more likely to go to an American restaurant based on their other restaurant choices. We noticed that the data was from Mexico so about 1/4 of the restuarants were Mexican restaurants. Overall, there are 104 cuisine types, including Mexican cuisine. After Mexican cuisine was taken out, there were only 3,091 records and 138 unique users. We chose to do market basket analysis because there were unique users spanning multiple rows in the data.
rrc <- read.csv("RestaurantRatersComplete.csv")
library(arules) ## Loading required package: Matrix##
## Attaching package: 'arules'## The following objects are masked from 'package:base':
##
## abbreviate, writerrc[1:5,]## userID drink_level dress_preference ambience transport marital_status
## 1 U1001 abstemious informal family on foot single
## 2 U1001 abstemious informal family on foot single
## 3 U1001 abstemious informal family on foot single
## 4 U1001 abstemious informal family on foot single
## 5 U1001 abstemious informal family on foot single
## hijos birth_year interest personality religion activity
## 1 independent 1989 variety thrifty-protector none student
## 2 independent 1989 variety thrifty-protector none student
## 3 independent 1989 variety thrifty-protector none student
## 4 independent 1989 variety thrifty-protector none student
## 5 independent 1989 variety thrifty-protector none student
## weight budget placeID rating food_rating service_rating Rcuisine
## 1 69 medium 135045 1 1 1 American
## 2 69 medium 135033 1 1 1 American
## 3 69 medium 135025 2 2 2 American
## 4 69 medium 135051 1 1 2 American
## 5 69 medium 135039 1 1 1 American
## Upayment
## 1 cash
## 2 cash
## 3 cash
## 4 cash
## 5 cashlength(rrc$userID)## [1] 3091rrc$userID <- factor(rrc$userID)
levels(rrc$userID)## [1] "U1001" "U1004" "U1005" "U1007" "U1008" "U1009" "U1012" "U1013"
## [9] "U1014" "U1016" "U1017" "U1019" "U1021" "U1027" "U1035" "U1039"
## [17] "U1040" "U1041" "U1043" "U1045" "U1046" "U1047" "U1052" "U1055"
## [25] "U1057" "U1058" "U1060" "U1073" "U1074" "U1086" "U1087" "U1090"
## [33] "U1091" "U1092" "U1093" "U1095" "U1101" "U1102" "U1104" "U1105"
## [41] "U1106" "U1108" "U1113" "U1115" "U1117" "U1118" "U1128" "U1135"
## [49] "U1138"levels(rrc$Rcuisine) ## [1] "Afghan" "African" "American"
## [4] "Armenian" "Asian" "Australian"
## [7] "Austrian" "Bagels" "Bakery"
## [10] "Bar" "Bar_Pub_Brewery" "Barbecue"
## [13] "Basque" "Brazilian" "Breakfast-Brunch"
## [16] "British" "Burgers" "Burmese"
## [19] "Cafe-Coffee_Shop" "Cafeteria" "Cajun-Creole"
## [22] "California" "Cambodian" "Canadian"
## [25] "Caribbean" "Chilean" "Chinese"
## [28] "Contemporary" "Continental-European" "Cuban"
## [31] "Deli-Sandwiches" "Dessert-Ice_Cream" "Dim_Sum"
## [34] "Diner" "Doughnuts" "Dutch-Belgian"
## [37] "Eastern_European" "Eclectic" "Ethiopian"
## [40] "Family" "Fast_Food" "Filipino"
## [43] "Fine_Dining" "French" "Fusion"
## [46] "Game" "German" "Greek"
## [49] "Hawaiian" "Hot_Dogs" "Hungarian"
## [52] "Indian-Pakistani" "Indigenous" "Indonesian"
## [55] "International" "Irish" "Israeli"
## [58] "Italian" "Jamaican" "Japanese"
## [61] "Juice" "Korean" "Kosher"
## [64] "Latin_American" "Lebanese" "Malaysian"
## [67] "Mediterranean" "Middle_Eastern" "Mongolian"
## [70] "Moroccan" "North_African" "Organic-Healthy"
## [73] "Pacific_Northwest" "Pacific_Rim" "Persian"
## [76] "Peruvian" "Pizzeria" "Polish"
## [79] "Polynesian" "Portuguese" "Regional"
## [82] "Romanian" "Russian-Ukrainian" "Scandinavian"
## [85] "Seafood" "Soup" "Southeast_Asian"
## [88] "Southern" "Southwestern" "Spanish"
## [91] "Steaks" "Sushi" "Swiss"
## [94] "Tapas" "Tea_House" "Tex-Mex"
## [97] "Thai" "Tibetan" "Tunisian"
## [100] "Turkish" "Vegetarian" "Vietnamese"The next step is to create transactions so that all of the users’ transactions are tied together by their userID in the different rows.
cuisine <- split(x=rrc[,"Rcuisine"], f=rrc$userID)
cuisine <- lapply(cuisine,unique) ## remove cuisine duplicates
cuisine[1:2]## $U1001
## [1] American
## 102 Levels: Afghan African American Armenian Asian Australian ... Vietnamese
##
## $U1004
## [1] Bagels Bakery Breakfast-Brunch
## [4] Cafe-Coffee_Shop Cafeteria Contemporary
## [7] Continental-European Japanese
## 102 Levels: Afghan African American Armenian Asian Australian ... Vietnamesecuisine <- as(cuisine,"transactions") Based on this data of the first two users, the first user only eats at American restaurants and the second eats at a wide variety of places.
Now we will create a table of the frequency of each cuisine type and display the American one, specifically at the end.
itemFrequency(cuisine) ## Afghan African American
## 0.04081633 0.02040816 0.22448980
## Armenian Asian Australian
## 0.02040816 0.04081633 0.04081633
## Austrian Bagels Bakery
## 0.02040816 0.04081633 0.06122449
## Bar Bar_Pub_Brewery Barbecue
## 0.06122449 0.02040816 0.06122449
## Basque Brazilian Breakfast-Brunch
## 0.02040816 0.02040816 0.06122449
## British Burgers Burmese
## 0.02040816 0.12244898 0.02040816
## Cafe-Coffee_Shop Cafeteria Cajun-Creole
## 0.16326531 0.18367347 0.02040816
## California Cambodian Canadian
## 0.02040816 0.02040816 0.02040816
## Caribbean Chilean Chinese
## 0.02040816 0.02040816 0.12244898
## Contemporary Continental-European Cuban
## 0.10204082 0.04081633 0.04081633
## Deli-Sandwiches Dessert-Ice_Cream Dim_Sum
## 0.06122449 0.04081633 0.02040816
## Diner Doughnuts Dutch-Belgian
## 0.06122449 0.04081633 0.02040816
## Eastern_European Eclectic Ethiopian
## 0.04081633 0.02040816 0.02040816
## Family Fast_Food Filipino
## 0.16326531 0.10204082 0.02040816
## Fine_Dining French Fusion
## 0.02040816 0.02040816 0.04081633
## Game German Greek
## 0.06122449 0.02040816 0.02040816
## Hawaiian Hot_Dogs Hungarian
## 0.04081633 0.12244898 0.02040816
## Indian-Pakistani Indigenous Indonesian
## 0.04081633 0.02040816 0.02040816
## International Irish Israeli
## 0.02040816 0.02040816 0.02040816
## Italian Jamaican Japanese
## 0.14285714 0.02040816 0.14285714
## Juice Korean Kosher
## 0.06122449 0.04081633 0.02040816
## Latin_American Lebanese Malaysian
## 0.12244898 0.04081633 0.02040816
## Mediterranean Middle_Eastern Mongolian
## 0.02040816 0.04081633 0.04081633
## Moroccan North_African Organic-Healthy
## 0.06122449 0.02040816 0.02040816
## Pacific_Northwest Pacific_Rim Persian
## 0.02040816 0.02040816 0.02040816
## Peruvian Pizzeria Polish
## 0.02040816 0.18367347 0.04081633
## Polynesian Portuguese Regional
## 0.04081633 0.04081633 0.10204082
## Romanian Russian-Ukrainian Scandinavian
## 0.02040816 0.02040816 0.02040816
## Seafood Soup Southeast_Asian
## 0.04081633 0.04081633 0.02040816
## Southern Southwestern Spanish
## 0.02040816 0.02040816 0.04081633
## Steaks Sushi Swiss
## 0.02040816 0.06122449 0.02040816
## Tapas Tea_House Tex-Mex
## 0.02040816 0.02040816 0.06122449
## Thai Tibetan Tunisian
## 0.02040816 0.02040816 0.02040816
## Turkish Vegetarian Vietnamese
## 0.04081633 0.02040816 0.02040816support <- as.table(itemFrequency(cuisine))
support["American"]## American
## 0.2244898Based on the table, the frequency of American cuisine in the data set is 22%. The chart below graphically shows the data from the chart above.
itemFrequencyPlot(cuisine,support=.05,cex.names=1) 
Next, we will display the rules created based on the data set. There are over 1000 rules and not all of them are as valuable as others, so we will limit the list.
cuisinerules <- apriori(cuisine,parameter=list(support=.05,confidence=.5)) ## Apriori
##
## Parameter specification:
## confidence minval smax arem aval originalSupport maxtime support minlen
## 0.5 0.1 1 none FALSE TRUE 5 0.05 1
## maxlen target ext
## 10 rules FALSE
##
## Algorithmic control:
## filter tree heap memopt load sort verbose
## 0.1 TRUE TRUE FALSE TRUE 2 TRUE
##
## Absolute minimum support count: 2
##
## set item appearances ...[0 item(s)] done [0.00s].
## set transactions ...[102 item(s), 49 transaction(s)] done [0.00s].
## sorting and recoding items ... [25 item(s)] done [0.00s].
## creating transaction tree ... done [0.00s].
## checking subsets of size 1 2 3 4 5 6 7 done [0.00s].
## writing ... [1148 rule(s)] done [0.00s].
## creating S4 object ... done [0.00s].inspect(cuisinerules)## lhs rhs support confidence lift count
## [1] {Diner} => {Family} 0.06122449 1.0000000 6.125000 3
## [2] {Diner} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [3] {Diner} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [4] {Juice} => {Italian} 0.06122449 1.0000000 7.000000 3
## [5] {Juice} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [6] {Hot_Dogs} => {Juice} 0.06122449 0.5000000 8.166667 3
## [7] {Juice} => {American} 0.06122449 1.0000000 4.454545 3
## [8] {Juice} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [9] {Juice} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [10] {Deli-Sandwiches} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [11] {Fast_Food} => {Deli-Sandwiches} 0.06122449 0.6000000 9.800000 3
## [12] {Deli-Sandwiches} => {Family} 0.06122449 1.0000000 6.125000 3
## [13] {Deli-Sandwiches} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [14] {Deli-Sandwiches} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [15] {Fast_Food} => {Pizzeria} 0.06122449 0.6000000 3.266667 3
## [16] {Fast_Food} => {Family} 0.06122449 0.6000000 3.675000 3
## [17] {Fast_Food} => {Japanese} 0.06122449 0.6000000 4.200000 3
## [18] {Fast_Food} => {Burgers} 0.06122449 0.6000000 4.900000 3
## [19] {Burgers} => {Fast_Food} 0.06122449 0.5000000 4.900000 3
## [20] {Fast_Food} => {Hot_Dogs} 0.06122449 0.6000000 4.900000 3
## [21] {Hot_Dogs} => {Fast_Food} 0.06122449 0.5000000 4.900000 3
## [22] {Fast_Food} => {American} 0.06122449 0.6000000 2.672727 3
## [23] {Fast_Food} => {Cafeteria} 0.08163265 0.8000000 4.355556 4
## [24] {Fast_Food} => {Cafe-Coffee_Shop} 0.08163265 0.8000000 4.900000 4
## [25] {Cafe-Coffee_Shop} => {Fast_Food} 0.08163265 0.5000000 4.900000 4
## [26] {Contemporary} => {Japanese} 0.06122449 0.6000000 4.200000 3
## [27] {Contemporary} => {Cafeteria} 0.06122449 0.6000000 3.266667 3
## [28] {Contemporary} => {Cafe-Coffee_Shop} 0.08163265 0.8000000 4.900000 4
## [29] {Cafe-Coffee_Shop} => {Contemporary} 0.08163265 0.5000000 4.900000 4
## [30] {Chinese} => {Pizzeria} 0.06122449 0.5000000 2.722222 3
## [31] {Chinese} => {Family} 0.06122449 0.5000000 3.062500 3
## [32] {Chinese} => {Latin_American} 0.06122449 0.5000000 4.083333 3
## [33] {Latin_American} => {Chinese} 0.06122449 0.5000000 4.083333 3
## [34] {Chinese} => {Burgers} 0.08163265 0.6666667 5.444444 4
## [35] {Burgers} => {Chinese} 0.08163265 0.6666667 5.444444 4
## [36] {Chinese} => {Hot_Dogs} 0.06122449 0.5000000 4.083333 3
## [37] {Hot_Dogs} => {Chinese} 0.06122449 0.5000000 4.083333 3
## [38] {Chinese} => {Cafeteria} 0.06122449 0.5000000 2.722222 3
## [39] {Chinese} => {Cafe-Coffee_Shop} 0.06122449 0.5000000 3.062500 3
## [40] {Latin_American} => {Italian} 0.06122449 0.5000000 3.500000 3
## [41] {Burgers} => {Italian} 0.06122449 0.5000000 3.500000 3
## [42] {Italian} => {Hot_Dogs} 0.08163265 0.5714286 4.666667 4
## [43] {Hot_Dogs} => {Italian} 0.08163265 0.6666667 4.666667 4
## [44] {Italian} => {Cafeteria} 0.08163265 0.5714286 3.111111 4
## [45] {Italian} => {Cafe-Coffee_Shop} 0.08163265 0.5714286 3.500000 4
## [46] {Cafe-Coffee_Shop} => {Italian} 0.08163265 0.5000000 3.500000 4
## [47] {Burgers} => {Pizzeria} 0.08163265 0.6666667 3.629630 4
## [48] {Hot_Dogs} => {Pizzeria} 0.08163265 0.6666667 3.629630 4
## [49] {Latin_American} => {Family} 0.06122449 0.5000000 3.062500 3
## [50] {Burgers} => {Family} 0.06122449 0.5000000 3.062500 3
## [51] {Hot_Dogs} => {Family} 0.06122449 0.5000000 3.062500 3
## [52] {Family} => {Cafeteria} 0.08163265 0.5000000 2.722222 4
## [53] {Family} => {Cafe-Coffee_Shop} 0.08163265 0.5000000 3.062500 4
## [54] {Cafe-Coffee_Shop} => {Family} 0.08163265 0.5000000 3.062500 4
## [55] {Latin_American} => {Burgers} 0.06122449 0.5000000 4.083333 3
## [56] {Burgers} => {Latin_American} 0.06122449 0.5000000 4.083333 3
## [57] {Latin_American} => {Hot_Dogs} 0.08163265 0.6666667 5.444444 4
## [58] {Hot_Dogs} => {Latin_American} 0.08163265 0.6666667 5.444444 4
## [59] {Latin_American} => {American} 0.06122449 0.5000000 2.227273 3
## [60] {Latin_American} => {Cafeteria} 0.08163265 0.6666667 3.629630 4
## [61] {Latin_American} => {Cafe-Coffee_Shop} 0.08163265 0.6666667 4.083333 4
## [62] {Cafe-Coffee_Shop} => {Latin_American} 0.08163265 0.5000000 4.083333 4
## [63] {Japanese} => {Cafe-Coffee_Shop} 0.08163265 0.5714286 3.500000 4
## [64] {Cafe-Coffee_Shop} => {Japanese} 0.08163265 0.5000000 3.500000 4
## [65] {Burgers} => {Hot_Dogs} 0.08163265 0.6666667 5.444444 4
## [66] {Hot_Dogs} => {Burgers} 0.08163265 0.6666667 5.444444 4
## [67] {Burgers} => {American} 0.06122449 0.5000000 2.227273 3
## [68] {Burgers} => {Cafeteria} 0.08163265 0.6666667 3.629630 4
## [69] {Burgers} => {Cafe-Coffee_Shop} 0.08163265 0.6666667 4.083333 4
## [70] {Cafe-Coffee_Shop} => {Burgers} 0.08163265 0.5000000 4.083333 4
## [71] {Hot_Dogs} => {American} 0.08163265 0.6666667 2.969697 4
## [72] {Hot_Dogs} => {Cafeteria} 0.12244898 1.0000000 5.444444 6
## [73] {Cafeteria} => {Hot_Dogs} 0.12244898 0.6666667 5.444444 6
## [74] {Hot_Dogs} => {Cafe-Coffee_Shop} 0.10204082 0.8333333 5.104167 5
## [75] {Cafe-Coffee_Shop} => {Hot_Dogs} 0.10204082 0.6250000 5.104167 5
## [76] {Cafe-Coffee_Shop} => {American} 0.10204082 0.6250000 2.784091 5
## [77] {Cafeteria} => {Cafe-Coffee_Shop} 0.14285714 0.7777778 4.763889 7
## [78] {Cafe-Coffee_Shop} => {Cafeteria} 0.14285714 0.8750000 4.763889 7
## [79] {Diner,
## Family} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [80] {Cafeteria,
## Diner} => {Family} 0.06122449 1.0000000 6.125000 3
## [81] {Cafeteria,
## Family} => {Diner} 0.06122449 0.7500000 12.250000 3
## [82] {Diner,
## Family} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [83] {Cafe-Coffee_Shop,
## Diner} => {Family} 0.06122449 1.0000000 6.125000 3
## [84] {Cafe-Coffee_Shop,
## Family} => {Diner} 0.06122449 0.7500000 12.250000 3
## [85] {Cafeteria,
## Diner} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [86] {Cafe-Coffee_Shop,
## Diner} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [87] {Italian,
## Juice} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [88] {Hot_Dogs,
## Juice} => {Italian} 0.06122449 1.0000000 7.000000 3
## [89] {Hot_Dogs,
## Italian} => {Juice} 0.06122449 0.7500000 12.250000 3
## [90] {Italian,
## Juice} => {American} 0.06122449 1.0000000 4.454545 3
## [91] {American,
## Juice} => {Italian} 0.06122449 1.0000000 7.000000 3
## [92] {American,
## Italian} => {Juice} 0.06122449 1.0000000 16.333333 3
## [93] {Italian,
## Juice} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [94] {Cafeteria,
## Juice} => {Italian} 0.06122449 1.0000000 7.000000 3
## [95] {Cafeteria,
## Italian} => {Juice} 0.06122449 0.7500000 12.250000 3
## [96] {Italian,
## Juice} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [97] {Cafe-Coffee_Shop,
## Juice} => {Italian} 0.06122449 1.0000000 7.000000 3
## [98] {Cafe-Coffee_Shop,
## Italian} => {Juice} 0.06122449 0.7500000 12.250000 3
## [99] {Hot_Dogs,
## Juice} => {American} 0.06122449 1.0000000 4.454545 3
## [100] {American,
## Juice} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [101] {American,
## Hot_Dogs} => {Juice} 0.06122449 0.7500000 12.250000 3
## [102] {Hot_Dogs,
## Juice} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [103] {Cafeteria,
## Juice} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [104] {Cafeteria,
## Hot_Dogs} => {Juice} 0.06122449 0.5000000 8.166667 3
## [105] {Hot_Dogs,
## Juice} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [106] {Cafe-Coffee_Shop,
## Juice} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [107] {Cafe-Coffee_Shop,
## Hot_Dogs} => {Juice} 0.06122449 0.6000000 9.800000 3
## [108] {American,
## Juice} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [109] {Cafeteria,
## Juice} => {American} 0.06122449 1.0000000 4.454545 3
## [110] {American,
## Cafeteria} => {Juice} 0.06122449 0.7500000 12.250000 3
## [111] {American,
## Juice} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [112] {Cafe-Coffee_Shop,
## Juice} => {American} 0.06122449 1.0000000 4.454545 3
## [113] {American,
## Cafe-Coffee_Shop} => {Juice} 0.06122449 0.6000000 9.800000 3
## [114] {Cafeteria,
## Juice} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [115] {Cafe-Coffee_Shop,
## Juice} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [116] {Deli-Sandwiches,
## Fast_Food} => {Family} 0.06122449 1.0000000 6.125000 3
## [117] {Deli-Sandwiches,
## Family} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [118] {Family,
## Fast_Food} => {Deli-Sandwiches} 0.06122449 1.0000000 16.333333 3
## [119] {Deli-Sandwiches,
## Fast_Food} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [120] {Cafeteria,
## Deli-Sandwiches} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [121] {Cafeteria,
## Fast_Food} => {Deli-Sandwiches} 0.06122449 0.7500000 12.250000 3
## [122] {Deli-Sandwiches,
## Fast_Food} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [123] {Cafe-Coffee_Shop,
## Deli-Sandwiches} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [124] {Cafe-Coffee_Shop,
## Fast_Food} => {Deli-Sandwiches} 0.06122449 0.7500000 12.250000 3
## [125] {Deli-Sandwiches,
## Family} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [126] {Cafeteria,
## Deli-Sandwiches} => {Family} 0.06122449 1.0000000 6.125000 3
## [127] {Cafeteria,
## Family} => {Deli-Sandwiches} 0.06122449 0.7500000 12.250000 3
## [128] {Deli-Sandwiches,
## Family} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [129] {Cafe-Coffee_Shop,
## Deli-Sandwiches} => {Family} 0.06122449 1.0000000 6.125000 3
## [130] {Cafe-Coffee_Shop,
## Family} => {Deli-Sandwiches} 0.06122449 0.7500000 12.250000 3
## [131] {Cafeteria,
## Deli-Sandwiches} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [132] {Cafe-Coffee_Shop,
## Deli-Sandwiches} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [133] {Fast_Food,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [134] {Burgers,
## Fast_Food} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [135] {Burgers,
## Pizzeria} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [136] {Fast_Food,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [137] {Fast_Food,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [138] {Hot_Dogs,
## Pizzeria} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [139] {Fast_Food,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [140] {American,
## Fast_Food} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [141] {American,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [142] {Fast_Food,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [143] {Cafeteria,
## Fast_Food} => {Pizzeria} 0.06122449 0.7500000 4.083333 3
## [144] {Cafeteria,
## Pizzeria} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [145] {Fast_Food,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [146] {Cafe-Coffee_Shop,
## Fast_Food} => {Pizzeria} 0.06122449 0.7500000 4.083333 3
## [147] {Cafe-Coffee_Shop,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [148] {Family,
## Fast_Food} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [149] {Cafeteria,
## Fast_Food} => {Family} 0.06122449 0.7500000 4.593750 3
## [150] {Cafeteria,
## Family} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [151] {Family,
## Fast_Food} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [152] {Cafe-Coffee_Shop,
## Fast_Food} => {Family} 0.06122449 0.7500000 4.593750 3
## [153] {Cafe-Coffee_Shop,
## Family} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [154] {Burgers,
## Fast_Food} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [155] {Fast_Food,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [156] {Burgers,
## Hot_Dogs} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [157] {Burgers,
## Fast_Food} => {American} 0.06122449 1.0000000 4.454545 3
## [158] {American,
## Fast_Food} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [159] {American,
## Burgers} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [160] {Burgers,
## Fast_Food} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [161] {Cafeteria,
## Fast_Food} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [162] {Burgers,
## Cafeteria} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [163] {Burgers,
## Fast_Food} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [164] {Cafe-Coffee_Shop,
## Fast_Food} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [165] {Burgers,
## Cafe-Coffee_Shop} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [166] {Fast_Food,
## Hot_Dogs} => {American} 0.06122449 1.0000000 4.454545 3
## [167] {American,
## Fast_Food} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [168] {American,
## Hot_Dogs} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [169] {Fast_Food,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [170] {Cafeteria,
## Fast_Food} => {Hot_Dogs} 0.06122449 0.7500000 6.125000 3
## [171] {Cafeteria,
## Hot_Dogs} => {Fast_Food} 0.06122449 0.5000000 4.900000 3
## [172] {Fast_Food,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [173] {Cafe-Coffee_Shop,
## Fast_Food} => {Hot_Dogs} 0.06122449 0.7500000 6.125000 3
## [174] {Cafe-Coffee_Shop,
## Hot_Dogs} => {Fast_Food} 0.06122449 0.6000000 5.880000 3
## [175] {American,
## Fast_Food} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [176] {Cafeteria,
## Fast_Food} => {American} 0.06122449 0.7500000 3.340909 3
## [177] {American,
## Cafeteria} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [178] {American,
## Fast_Food} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [179] {Cafe-Coffee_Shop,
## Fast_Food} => {American} 0.06122449 0.7500000 3.340909 3
## [180] {American,
## Cafe-Coffee_Shop} => {Fast_Food} 0.06122449 0.6000000 5.880000 3
## [181] {Cafeteria,
## Fast_Food} => {Cafe-Coffee_Shop} 0.08163265 1.0000000 6.125000 4
## [182] {Cafe-Coffee_Shop,
## Fast_Food} => {Cafeteria} 0.08163265 1.0000000 5.444444 4
## [183] {Cafe-Coffee_Shop,
## Cafeteria} => {Fast_Food} 0.08163265 0.5714286 5.600000 4
## [184] {Contemporary,
## Japanese} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [185] {Cafe-Coffee_Shop,
## Contemporary} => {Japanese} 0.06122449 0.7500000 5.250000 3
## [186] {Cafe-Coffee_Shop,
## Japanese} => {Contemporary} 0.06122449 0.7500000 7.350000 3
## [187] {Cafeteria,
## Contemporary} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [188] {Cafe-Coffee_Shop,
## Contemporary} => {Cafeteria} 0.06122449 0.7500000 4.083333 3
## [189] {Chinese,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [190] {Burgers,
## Chinese} => {Pizzeria} 0.06122449 0.7500000 4.083333 3
## [191] {Burgers,
## Pizzeria} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [192] {Chinese,
## Family} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [193] {Chinese,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [194] {Family,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [195] {Chinese,
## Family} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [196] {Burgers,
## Chinese} => {Family} 0.06122449 0.7500000 4.593750 3
## [197] {Burgers,
## Family} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [198] {Chinese,
## Family} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [199] {Chinese,
## Hot_Dogs} => {Family} 0.06122449 1.0000000 6.125000 3
## [200] {Family,
## Hot_Dogs} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [201] {Chinese,
## Family} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [202] {Cafeteria,
## Chinese} => {Family} 0.06122449 1.0000000 6.125000 3
## [203] {Cafeteria,
## Family} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [204] {Chinese,
## Family} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [205] {Cafe-Coffee_Shop,
## Chinese} => {Family} 0.06122449 1.0000000 6.125000 3
## [206] {Cafe-Coffee_Shop,
## Family} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [207] {Chinese,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [208] {Burgers,
## Chinese} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [209] {Burgers,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [210] {Chinese,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [211] {Chinese,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [212] {Hot_Dogs,
## Latin_American} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [213] {Chinese,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [214] {Cafeteria,
## Chinese} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [215] {Cafeteria,
## Latin_American} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [216] {Chinese,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [217] {Cafe-Coffee_Shop,
## Chinese} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [218] {Cafe-Coffee_Shop,
## Latin_American} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [219] {Burgers,
## Chinese} => {Hot_Dogs} 0.06122449 0.7500000 6.125000 3
## [220] {Chinese,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [221] {Burgers,
## Hot_Dogs} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [222] {Burgers,
## Chinese} => {Cafeteria} 0.06122449 0.7500000 4.083333 3
## [223] {Cafeteria,
## Chinese} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [224] {Burgers,
## Cafeteria} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [225] {Burgers,
## Chinese} => {Cafe-Coffee_Shop} 0.06122449 0.7500000 4.593750 3
## [226] {Cafe-Coffee_Shop,
## Chinese} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [227] {Burgers,
## Cafe-Coffee_Shop} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [228] {Chinese,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [229] {Cafeteria,
## Chinese} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [230] {Cafeteria,
## Hot_Dogs} => {Chinese} 0.06122449 0.5000000 4.083333 3
## [231] {Chinese,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [232] {Cafe-Coffee_Shop,
## Chinese} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [233] {Cafe-Coffee_Shop,
## Hot_Dogs} => {Chinese} 0.06122449 0.6000000 4.900000 3
## [234] {Cafeteria,
## Chinese} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [235] {Cafe-Coffee_Shop,
## Chinese} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [236] {Italian,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [237] {Hot_Dogs,
## Italian} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [238] {Hot_Dogs,
## Latin_American} => {Italian} 0.06122449 0.7500000 5.250000 3
## [239] {Italian,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [240] {Cafeteria,
## Italian} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [241] {Cafeteria,
## Latin_American} => {Italian} 0.06122449 0.7500000 5.250000 3
## [242] {Italian,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [243] {Cafe-Coffee_Shop,
## Italian} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [244] {Cafe-Coffee_Shop,
## Latin_American} => {Italian} 0.06122449 0.7500000 5.250000 3
## [245] {Burgers,
## Italian} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [246] {Hot_Dogs,
## Italian} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [247] {Burgers,
## Hot_Dogs} => {Italian} 0.06122449 0.7500000 5.250000 3
## [248] {Burgers,
## Italian} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [249] {Cafeteria,
## Italian} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [250] {Burgers,
## Cafeteria} => {Italian} 0.06122449 0.7500000 5.250000 3
## [251] {Burgers,
## Italian} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [252] {Cafe-Coffee_Shop,
## Italian} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [253] {Burgers,
## Cafe-Coffee_Shop} => {Italian} 0.06122449 0.7500000 5.250000 3
## [254] {Hot_Dogs,
## Italian} => {American} 0.06122449 0.7500000 3.340909 3
## [255] {American,
## Italian} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [256] {American,
## Hot_Dogs} => {Italian} 0.06122449 0.7500000 5.250000 3
## [257] {Hot_Dogs,
## Italian} => {Cafeteria} 0.08163265 1.0000000 5.444444 4
## [258] {Cafeteria,
## Italian} => {Hot_Dogs} 0.08163265 1.0000000 8.166667 4
## [259] {Cafeteria,
## Hot_Dogs} => {Italian} 0.08163265 0.6666667 4.666667 4
## [260] {Hot_Dogs,
## Italian} => {Cafe-Coffee_Shop} 0.08163265 1.0000000 6.125000 4
## [261] {Cafe-Coffee_Shop,
## Italian} => {Hot_Dogs} 0.08163265 1.0000000 8.166667 4
## [262] {Cafe-Coffee_Shop,
## Hot_Dogs} => {Italian} 0.08163265 0.8000000 5.600000 4
## [263] {American,
## Italian} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [264] {Cafeteria,
## Italian} => {American} 0.06122449 0.7500000 3.340909 3
## [265] {American,
## Cafeteria} => {Italian} 0.06122449 0.7500000 5.250000 3
## [266] {American,
## Italian} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [267] {Cafe-Coffee_Shop,
## Italian} => {American} 0.06122449 0.7500000 3.340909 3
## [268] {American,
## Cafe-Coffee_Shop} => {Italian} 0.06122449 0.6000000 4.200000 3
## [269] {Cafeteria,
## Italian} => {Cafe-Coffee_Shop} 0.08163265 1.0000000 6.125000 4
## [270] {Cafe-Coffee_Shop,
## Italian} => {Cafeteria} 0.08163265 1.0000000 5.444444 4
## [271] {Cafe-Coffee_Shop,
## Cafeteria} => {Italian} 0.08163265 0.5714286 4.000000 4
## [272] {Burgers,
## Pizzeria} => {Hot_Dogs} 0.06122449 0.7500000 6.125000 3
## [273] {Hot_Dogs,
## Pizzeria} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [274] {Burgers,
## Hot_Dogs} => {Pizzeria} 0.06122449 0.7500000 4.083333 3
## [275] {Burgers,
## Pizzeria} => {American} 0.06122449 0.7500000 3.340909 3
## [276] {American,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [277] {American,
## Burgers} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [278] {Burgers,
## Pizzeria} => {Cafeteria} 0.06122449 0.7500000 4.083333 3
## [279] {Cafeteria,
## Pizzeria} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [280] {Burgers,
## Cafeteria} => {Pizzeria} 0.06122449 0.7500000 4.083333 3
## [281] {Burgers,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 0.7500000 4.593750 3
## [282] {Cafe-Coffee_Shop,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [283] {Burgers,
## Cafe-Coffee_Shop} => {Pizzeria} 0.06122449 0.7500000 4.083333 3
## [284] {Hot_Dogs,
## Pizzeria} => {American} 0.06122449 0.7500000 3.340909 3
## [285] {American,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [286] {American,
## Hot_Dogs} => {Pizzeria} 0.06122449 0.7500000 4.083333 3
## [287] {Hot_Dogs,
## Pizzeria} => {Cafeteria} 0.08163265 1.0000000 5.444444 4
## [288] {Cafeteria,
## Pizzeria} => {Hot_Dogs} 0.08163265 1.0000000 8.166667 4
## [289] {Cafeteria,
## Hot_Dogs} => {Pizzeria} 0.08163265 0.6666667 3.629630 4
## [290] {Hot_Dogs,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 0.7500000 4.593750 3
## [291] {Cafe-Coffee_Shop,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [292] {Cafe-Coffee_Shop,
## Hot_Dogs} => {Pizzeria} 0.06122449 0.6000000 3.266667 3
## [293] {American,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [294] {Cafeteria,
## Pizzeria} => {American} 0.06122449 0.7500000 3.340909 3
## [295] {American,
## Cafeteria} => {Pizzeria} 0.06122449 0.7500000 4.083333 3
## [296] {American,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [297] {Cafe-Coffee_Shop,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [298] {American,
## Cafe-Coffee_Shop} => {Pizzeria} 0.06122449 0.6000000 3.266667 3
## [299] {Cafeteria,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 0.7500000 4.593750 3
## [300] {Cafe-Coffee_Shop,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [301] {Family,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [302] {Burgers,
## Family} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [303] {Burgers,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [304] {Family,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [305] {Family,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [306] {Hot_Dogs,
## Latin_American} => {Family} 0.06122449 0.7500000 4.593750 3
## [307] {Family,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [308] {Cafeteria,
## Family} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [309] {Cafeteria,
## Latin_American} => {Family} 0.06122449 0.7500000 4.593750 3
## [310] {Family,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [311] {Cafe-Coffee_Shop,
## Family} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [312] {Cafe-Coffee_Shop,
## Latin_American} => {Family} 0.06122449 0.7500000 4.593750 3
## [313] {Burgers,
## Family} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [314] {Family,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [315] {Burgers,
## Hot_Dogs} => {Family} 0.06122449 0.7500000 4.593750 3
## [316] {Burgers,
## Family} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [317] {Cafeteria,
## Family} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [318] {Burgers,
## Cafeteria} => {Family} 0.06122449 0.7500000 4.593750 3
## [319] {Burgers,
## Family} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [320] {Cafe-Coffee_Shop,
## Family} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [321] {Burgers,
## Cafe-Coffee_Shop} => {Family} 0.06122449 0.7500000 4.593750 3
## [322] {Family,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [323] {Cafeteria,
## Family} => {Hot_Dogs} 0.06122449 0.7500000 6.125000 3
## [324] {Cafeteria,
## Hot_Dogs} => {Family} 0.06122449 0.5000000 3.062500 3
## [325] {Family,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [326] {Cafe-Coffee_Shop,
## Family} => {Hot_Dogs} 0.06122449 0.7500000 6.125000 3
## [327] {Cafe-Coffee_Shop,
## Hot_Dogs} => {Family} 0.06122449 0.6000000 3.675000 3
## [328] {Cafeteria,
## Family} => {Cafe-Coffee_Shop} 0.08163265 1.0000000 6.125000 4
## [329] {Cafe-Coffee_Shop,
## Family} => {Cafeteria} 0.08163265 1.0000000 5.444444 4
## [330] {Cafe-Coffee_Shop,
## Cafeteria} => {Family} 0.08163265 0.5714286 3.500000 4
## [331] {Burgers,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [332] {Hot_Dogs,
## Latin_American} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [333] {Burgers,
## Hot_Dogs} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [334] {Burgers,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [335] {Cafeteria,
## Latin_American} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [336] {Burgers,
## Cafeteria} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [337] {Burgers,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [338] {Cafe-Coffee_Shop,
## Latin_American} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [339] {Burgers,
## Cafe-Coffee_Shop} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [340] {Hot_Dogs,
## Latin_American} => {American} 0.06122449 0.7500000 3.340909 3
## [341] {American,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [342] {American,
## Hot_Dogs} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [343] {Hot_Dogs,
## Latin_American} => {Cafeteria} 0.08163265 1.0000000 5.444444 4
## [344] {Cafeteria,
## Latin_American} => {Hot_Dogs} 0.08163265 1.0000000 8.166667 4
## [345] {Cafeteria,
## Hot_Dogs} => {Latin_American} 0.08163265 0.6666667 5.444444 4
## [346] {Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.08163265 1.0000000 6.125000 4
## [347] {Cafe-Coffee_Shop,
## Latin_American} => {Hot_Dogs} 0.08163265 1.0000000 8.166667 4
## [348] {Cafe-Coffee_Shop,
## Hot_Dogs} => {Latin_American} 0.08163265 0.8000000 6.533333 4
## [349] {American,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [350] {Cafeteria,
## Latin_American} => {American} 0.06122449 0.7500000 3.340909 3
## [351] {American,
## Cafeteria} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [352] {American,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [353] {Cafe-Coffee_Shop,
## Latin_American} => {American} 0.06122449 0.7500000 3.340909 3
## [354] {American,
## Cafe-Coffee_Shop} => {Latin_American} 0.06122449 0.6000000 4.900000 3
## [355] {Cafeteria,
## Latin_American} => {Cafe-Coffee_Shop} 0.08163265 1.0000000 6.125000 4
## [356] {Cafe-Coffee_Shop,
## Latin_American} => {Cafeteria} 0.08163265 1.0000000 5.444444 4
## [357] {Cafe-Coffee_Shop,
## Cafeteria} => {Latin_American} 0.08163265 0.5714286 4.666667 4
## [358] {American,
## Japanese} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [359] {Cafe-Coffee_Shop,
## Japanese} => {American} 0.06122449 0.7500000 3.340909 3
## [360] {American,
## Cafe-Coffee_Shop} => {Japanese} 0.06122449 0.6000000 4.200000 3
## [361] {Cafeteria,
## Japanese} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [362] {Cafe-Coffee_Shop,
## Japanese} => {Cafeteria} 0.06122449 0.7500000 4.083333 3
## [363] {Burgers,
## Hot_Dogs} => {American} 0.06122449 0.7500000 3.340909 3
## [364] {American,
## Burgers} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [365] {American,
## Hot_Dogs} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [366] {Burgers,
## Hot_Dogs} => {Cafeteria} 0.08163265 1.0000000 5.444444 4
## [367] {Burgers,
## Cafeteria} => {Hot_Dogs} 0.08163265 1.0000000 8.166667 4
## [368] {Cafeteria,
## Hot_Dogs} => {Burgers} 0.08163265 0.6666667 5.444444 4
## [369] {Burgers,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.08163265 1.0000000 6.125000 4
## [370] {Burgers,
## Cafe-Coffee_Shop} => {Hot_Dogs} 0.08163265 1.0000000 8.166667 4
## [371] {Cafe-Coffee_Shop,
## Hot_Dogs} => {Burgers} 0.08163265 0.8000000 6.533333 4
## [372] {American,
## Burgers} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [373] {Burgers,
## Cafeteria} => {American} 0.06122449 0.7500000 3.340909 3
## [374] {American,
## Cafeteria} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [375] {American,
## Burgers} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [376] {Burgers,
## Cafe-Coffee_Shop} => {American} 0.06122449 0.7500000 3.340909 3
## [377] {American,
## Cafe-Coffee_Shop} => {Burgers} 0.06122449 0.6000000 4.900000 3
## [378] {Burgers,
## Cafeteria} => {Cafe-Coffee_Shop} 0.08163265 1.0000000 6.125000 4
## [379] {Burgers,
## Cafe-Coffee_Shop} => {Cafeteria} 0.08163265 1.0000000 5.444444 4
## [380] {Cafe-Coffee_Shop,
## Cafeteria} => {Burgers} 0.08163265 0.5714286 4.666667 4
## [381] {American,
## Hot_Dogs} => {Cafeteria} 0.08163265 1.0000000 5.444444 4
## [382] {Cafeteria,
## Hot_Dogs} => {American} 0.08163265 0.6666667 2.969697 4
## [383] {American,
## Cafeteria} => {Hot_Dogs} 0.08163265 1.0000000 8.166667 4
## [384] {American,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.08163265 1.0000000 6.125000 4
## [385] {Cafe-Coffee_Shop,
## Hot_Dogs} => {American} 0.08163265 0.8000000 3.563636 4
## [386] {American,
## Cafe-Coffee_Shop} => {Hot_Dogs} 0.08163265 0.8000000 6.533333 4
## [387] {Cafeteria,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.10204082 0.8333333 5.104167 5
## [388] {Cafe-Coffee_Shop,
## Hot_Dogs} => {Cafeteria} 0.10204082 1.0000000 5.444444 5
## [389] {Cafe-Coffee_Shop,
## Cafeteria} => {Hot_Dogs} 0.10204082 0.7142857 5.833333 5
## [390] {American,
## Cafeteria} => {Cafe-Coffee_Shop} 0.08163265 1.0000000 6.125000 4
## [391] {American,
## Cafe-Coffee_Shop} => {Cafeteria} 0.08163265 0.8000000 4.355556 4
## [392] {Cafe-Coffee_Shop,
## Cafeteria} => {American} 0.08163265 0.5714286 2.545455 4
## [393] {Cafeteria,
## Diner,
## Family} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [394] {Cafe-Coffee_Shop,
## Diner,
## Family} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [395] {Cafe-Coffee_Shop,
## Cafeteria,
## Diner} => {Family} 0.06122449 1.0000000 6.125000 3
## [396] {Cafe-Coffee_Shop,
## Cafeteria,
## Family} => {Diner} 0.06122449 0.7500000 12.250000 3
## [397] {Hot_Dogs,
## Italian,
## Juice} => {American} 0.06122449 1.0000000 4.454545 3
## [398] {American,
## Italian,
## Juice} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [399] {American,
## Hot_Dogs,
## Juice} => {Italian} 0.06122449 1.0000000 7.000000 3
## [400] {American,
## Hot_Dogs,
## Italian} => {Juice} 0.06122449 1.0000000 16.333333 3
## [401] {Hot_Dogs,
## Italian,
## Juice} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [402] {Cafeteria,
## Italian,
## Juice} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [403] {Cafeteria,
## Hot_Dogs,
## Juice} => {Italian} 0.06122449 1.0000000 7.000000 3
## [404] {Cafeteria,
## Hot_Dogs,
## Italian} => {Juice} 0.06122449 0.7500000 12.250000 3
## [405] {Hot_Dogs,
## Italian,
## Juice} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [406] {Cafe-Coffee_Shop,
## Italian,
## Juice} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [407] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Juice} => {Italian} 0.06122449 1.0000000 7.000000 3
## [408] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Italian} => {Juice} 0.06122449 0.7500000 12.250000 3
## [409] {American,
## Italian,
## Juice} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [410] {Cafeteria,
## Italian,
## Juice} => {American} 0.06122449 1.0000000 4.454545 3
## [411] {American,
## Cafeteria,
## Juice} => {Italian} 0.06122449 1.0000000 7.000000 3
## [412] {American,
## Cafeteria,
## Italian} => {Juice} 0.06122449 1.0000000 16.333333 3
## [413] {American,
## Italian,
## Juice} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [414] {Cafe-Coffee_Shop,
## Italian,
## Juice} => {American} 0.06122449 1.0000000 4.454545 3
## [415] {American,
## Cafe-Coffee_Shop,
## Juice} => {Italian} 0.06122449 1.0000000 7.000000 3
## [416] {American,
## Cafe-Coffee_Shop,
## Italian} => {Juice} 0.06122449 1.0000000 16.333333 3
## [417] {Cafeteria,
## Italian,
## Juice} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [418] {Cafe-Coffee_Shop,
## Italian,
## Juice} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [419] {Cafe-Coffee_Shop,
## Cafeteria,
## Juice} => {Italian} 0.06122449 1.0000000 7.000000 3
## [420] {Cafe-Coffee_Shop,
## Cafeteria,
## Italian} => {Juice} 0.06122449 0.7500000 12.250000 3
## [421] {American,
## Hot_Dogs,
## Juice} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [422] {Cafeteria,
## Hot_Dogs,
## Juice} => {American} 0.06122449 1.0000000 4.454545 3
## [423] {American,
## Cafeteria,
## Juice} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [424] {American,
## Cafeteria,
## Hot_Dogs} => {Juice} 0.06122449 0.7500000 12.250000 3
## [425] {American,
## Hot_Dogs,
## Juice} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [426] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Juice} => {American} 0.06122449 1.0000000 4.454545 3
## [427] {American,
## Cafe-Coffee_Shop,
## Juice} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [428] {American,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {Juice} 0.06122449 0.7500000 12.250000 3
## [429] {Cafeteria,
## Hot_Dogs,
## Juice} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [430] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Juice} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [431] {Cafe-Coffee_Shop,
## Cafeteria,
## Juice} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [432] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Juice} 0.06122449 0.6000000 9.800000 3
## [433] {American,
## Cafeteria,
## Juice} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [434] {American,
## Cafe-Coffee_Shop,
## Juice} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [435] {Cafe-Coffee_Shop,
## Cafeteria,
## Juice} => {American} 0.06122449 1.0000000 4.454545 3
## [436] {American,
## Cafe-Coffee_Shop,
## Cafeteria} => {Juice} 0.06122449 0.7500000 12.250000 3
## [437] {Deli-Sandwiches,
## Family,
## Fast_Food} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [438] {Cafeteria,
## Deli-Sandwiches,
## Fast_Food} => {Family} 0.06122449 1.0000000 6.125000 3
## [439] {Cafeteria,
## Deli-Sandwiches,
## Family} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [440] {Cafeteria,
## Family,
## Fast_Food} => {Deli-Sandwiches} 0.06122449 1.0000000 16.333333 3
## [441] {Deli-Sandwiches,
## Family,
## Fast_Food} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [442] {Cafe-Coffee_Shop,
## Deli-Sandwiches,
## Fast_Food} => {Family} 0.06122449 1.0000000 6.125000 3
## [443] {Cafe-Coffee_Shop,
## Deli-Sandwiches,
## Family} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [444] {Cafe-Coffee_Shop,
## Family,
## Fast_Food} => {Deli-Sandwiches} 0.06122449 1.0000000 16.333333 3
## [445] {Cafeteria,
## Deli-Sandwiches,
## Fast_Food} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [446] {Cafe-Coffee_Shop,
## Deli-Sandwiches,
## Fast_Food} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [447] {Cafe-Coffee_Shop,
## Cafeteria,
## Deli-Sandwiches} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [448] {Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food} => {Deli-Sandwiches} 0.06122449 0.7500000 12.250000 3
## [449] {Cafeteria,
## Deli-Sandwiches,
## Family} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [450] {Cafe-Coffee_Shop,
## Deli-Sandwiches,
## Family} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [451] {Cafe-Coffee_Shop,
## Cafeteria,
## Deli-Sandwiches} => {Family} 0.06122449 1.0000000 6.125000 3
## [452] {Cafe-Coffee_Shop,
## Cafeteria,
## Family} => {Deli-Sandwiches} 0.06122449 0.7500000 12.250000 3
## [453] {Burgers,
## Fast_Food,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [454] {Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [455] {Burgers,
## Fast_Food,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [456] {Burgers,
## Hot_Dogs,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [457] {Burgers,
## Fast_Food,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [458] {American,
## Fast_Food,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [459] {American,
## Burgers,
## Fast_Food} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [460] {American,
## Burgers,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [461] {Burgers,
## Fast_Food,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [462] {Cafeteria,
## Fast_Food,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [463] {Burgers,
## Cafeteria,
## Fast_Food} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [464] {Burgers,
## Cafeteria,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [465] {Burgers,
## Fast_Food,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [466] {Cafe-Coffee_Shop,
## Fast_Food,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [467] {Burgers,
## Cafe-Coffee_Shop,
## Fast_Food} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [468] {Burgers,
## Cafe-Coffee_Shop,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [469] {Fast_Food,
## Hot_Dogs,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [470] {American,
## Fast_Food,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [471] {American,
## Fast_Food,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [472] {American,
## Hot_Dogs,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [473] {Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [474] {Cafeteria,
## Fast_Food,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [475] {Cafeteria,
## Fast_Food,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [476] {Cafeteria,
## Hot_Dogs,
## Pizzeria} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [477] {Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [478] {Cafe-Coffee_Shop,
## Fast_Food,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [479] {Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [480] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [481] {American,
## Fast_Food,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [482] {Cafeteria,
## Fast_Food,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [483] {American,
## Cafeteria,
## Fast_Food} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [484] {American,
## Cafeteria,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [485] {American,
## Fast_Food,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [486] {Cafe-Coffee_Shop,
## Fast_Food,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [487] {American,
## Cafe-Coffee_Shop,
## Fast_Food} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [488] {American,
## Cafe-Coffee_Shop,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [489] {Cafeteria,
## Fast_Food,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [490] {Cafe-Coffee_Shop,
## Fast_Food,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [491] {Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food} => {Pizzeria} 0.06122449 0.7500000 4.083333 3
## [492] {Cafe-Coffee_Shop,
## Cafeteria,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [493] {Cafeteria,
## Family,
## Fast_Food} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [494] {Cafe-Coffee_Shop,
## Family,
## Fast_Food} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [495] {Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food} => {Family} 0.06122449 0.7500000 4.593750 3
## [496] {Cafe-Coffee_Shop,
## Cafeteria,
## Family} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [497] {Burgers,
## Fast_Food,
## Hot_Dogs} => {American} 0.06122449 1.0000000 4.454545 3
## [498] {American,
## Burgers,
## Fast_Food} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [499] {American,
## Fast_Food,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [500] {American,
## Burgers,
## Hot_Dogs} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [501] {Burgers,
## Fast_Food,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [502] {Burgers,
## Cafeteria,
## Fast_Food} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [503] {Cafeteria,
## Fast_Food,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [504] {Burgers,
## Cafeteria,
## Hot_Dogs} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [505] {Burgers,
## Fast_Food,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [506] {Burgers,
## Cafe-Coffee_Shop,
## Fast_Food} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [507] {Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [508] {Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [509] {American,
## Burgers,
## Fast_Food} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [510] {Burgers,
## Cafeteria,
## Fast_Food} => {American} 0.06122449 1.0000000 4.454545 3
## [511] {American,
## Cafeteria,
## Fast_Food} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [512] {American,
## Burgers,
## Cafeteria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [513] {American,
## Burgers,
## Fast_Food} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [514] {Burgers,
## Cafe-Coffee_Shop,
## Fast_Food} => {American} 0.06122449 1.0000000 4.454545 3
## [515] {American,
## Cafe-Coffee_Shop,
## Fast_Food} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [516] {American,
## Burgers,
## Cafe-Coffee_Shop} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [517] {Burgers,
## Cafeteria,
## Fast_Food} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [518] {Burgers,
## Cafe-Coffee_Shop,
## Fast_Food} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [519] {Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [520] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [521] {American,
## Fast_Food,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [522] {Cafeteria,
## Fast_Food,
## Hot_Dogs} => {American} 0.06122449 1.0000000 4.454545 3
## [523] {American,
## Cafeteria,
## Fast_Food} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [524] {American,
## Cafeteria,
## Hot_Dogs} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [525] {American,
## Fast_Food,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [526] {Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs} => {American} 0.06122449 1.0000000 4.454545 3
## [527] {American,
## Cafe-Coffee_Shop,
## Fast_Food} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [528] {American,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [529] {Cafeteria,
## Fast_Food,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [530] {Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [531] {Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food} => {Hot_Dogs} 0.06122449 0.7500000 6.125000 3
## [532] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Fast_Food} 0.06122449 0.6000000 5.880000 3
## [533] {American,
## Cafeteria,
## Fast_Food} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [534] {American,
## Cafe-Coffee_Shop,
## Fast_Food} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [535] {Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food} => {American} 0.06122449 0.7500000 3.340909 3
## [536] {American,
## Cafe-Coffee_Shop,
## Cafeteria} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [537] {Chinese,
## Family,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [538] {Burgers,
## Chinese,
## Family} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [539] {Burgers,
## Chinese,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [540] {Burgers,
## Family,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [541] {Chinese,
## Family,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [542] {Chinese,
## Family,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [543] {Chinese,
## Hot_Dogs,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [544] {Family,
## Hot_Dogs,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [545] {Chinese,
## Family,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [546] {Cafeteria,
## Chinese,
## Family} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [547] {Cafeteria,
## Chinese,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [548] {Cafeteria,
## Family,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [549] {Chinese,
## Family,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [550] {Cafe-Coffee_Shop,
## Chinese,
## Family} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [551] {Cafe-Coffee_Shop,
## Chinese,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [552] {Cafe-Coffee_Shop,
## Family,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [553] {Burgers,
## Chinese,
## Family} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [554] {Chinese,
## Family,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [555] {Burgers,
## Chinese,
## Hot_Dogs} => {Family} 0.06122449 1.0000000 6.125000 3
## [556] {Burgers,
## Family,
## Hot_Dogs} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [557] {Burgers,
## Chinese,
## Family} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [558] {Cafeteria,
## Chinese,
## Family} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [559] {Burgers,
## Cafeteria,
## Chinese} => {Family} 0.06122449 1.0000000 6.125000 3
## [560] {Burgers,
## Cafeteria,
## Family} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [561] {Burgers,
## Chinese,
## Family} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [562] {Cafe-Coffee_Shop,
## Chinese,
## Family} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [563] {Burgers,
## Cafe-Coffee_Shop,
## Chinese} => {Family} 0.06122449 1.0000000 6.125000 3
## [564] {Burgers,
## Cafe-Coffee_Shop,
## Family} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [565] {Chinese,
## Family,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [566] {Cafeteria,
## Chinese,
## Family} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [567] {Cafeteria,
## Chinese,
## Hot_Dogs} => {Family} 0.06122449 1.0000000 6.125000 3
## [568] {Cafeteria,
## Family,
## Hot_Dogs} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [569] {Chinese,
## Family,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [570] {Cafe-Coffee_Shop,
## Chinese,
## Family} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [571] {Cafe-Coffee_Shop,
## Chinese,
## Hot_Dogs} => {Family} 0.06122449 1.0000000 6.125000 3
## [572] {Cafe-Coffee_Shop,
## Family,
## Hot_Dogs} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [573] {Cafeteria,
## Chinese,
## Family} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [574] {Cafe-Coffee_Shop,
## Chinese,
## Family} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [575] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese} => {Family} 0.06122449 1.0000000 6.125000 3
## [576] {Cafe-Coffee_Shop,
## Cafeteria,
## Family} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [577] {Burgers,
## Chinese,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [578] {Chinese,
## Hot_Dogs,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [579] {Burgers,
## Chinese,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [580] {Burgers,
## Hot_Dogs,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [581] {Burgers,
## Chinese,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [582] {Cafeteria,
## Chinese,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [583] {Burgers,
## Cafeteria,
## Chinese} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [584] {Burgers,
## Cafeteria,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [585] {Burgers,
## Chinese,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [586] {Cafe-Coffee_Shop,
## Chinese,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [587] {Burgers,
## Cafe-Coffee_Shop,
## Chinese} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [588] {Burgers,
## Cafe-Coffee_Shop,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [589] {Chinese,
## Hot_Dogs,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [590] {Cafeteria,
## Chinese,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [591] {Cafeteria,
## Chinese,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [592] {Cafeteria,
## Hot_Dogs,
## Latin_American} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [593] {Chinese,
## Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [594] {Cafe-Coffee_Shop,
## Chinese,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [595] {Cafe-Coffee_Shop,
## Chinese,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [596] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Latin_American} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [597] {Cafeteria,
## Chinese,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [598] {Cafe-Coffee_Shop,
## Chinese,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [599] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [600] {Cafe-Coffee_Shop,
## Cafeteria,
## Latin_American} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [601] {Burgers,
## Chinese,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [602] {Burgers,
## Cafeteria,
## Chinese} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [603] {Cafeteria,
## Chinese,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [604] {Burgers,
## Cafeteria,
## Hot_Dogs} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [605] {Burgers,
## Chinese,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [606] {Burgers,
## Cafe-Coffee_Shop,
## Chinese} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [607] {Cafe-Coffee_Shop,
## Chinese,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [608] {Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [609] {Burgers,
## Cafeteria,
## Chinese} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [610] {Burgers,
## Cafe-Coffee_Shop,
## Chinese} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [611] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [612] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [613] {Cafeteria,
## Chinese,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [614] {Cafe-Coffee_Shop,
## Chinese,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [615] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [616] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Chinese} 0.06122449 0.6000000 4.900000 3
## [617] {Hot_Dogs,
## Italian,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [618] {Cafeteria,
## Italian,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [619] {Cafeteria,
## Hot_Dogs,
## Italian} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [620] {Cafeteria,
## Hot_Dogs,
## Latin_American} => {Italian} 0.06122449 0.7500000 5.250000 3
## [621] {Hot_Dogs,
## Italian,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [622] {Cafe-Coffee_Shop,
## Italian,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [623] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Italian} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [624] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Latin_American} => {Italian} 0.06122449 0.7500000 5.250000 3
## [625] {Cafeteria,
## Italian,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [626] {Cafe-Coffee_Shop,
## Italian,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [627] {Cafe-Coffee_Shop,
## Cafeteria,
## Italian} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [628] {Cafe-Coffee_Shop,
## Cafeteria,
## Latin_American} => {Italian} 0.06122449 0.7500000 5.250000 3
## [629] {Burgers,
## Hot_Dogs,
## Italian} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [630] {Burgers,
## Cafeteria,
## Italian} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [631] {Cafeteria,
## Hot_Dogs,
## Italian} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [632] {Burgers,
## Cafeteria,
## Hot_Dogs} => {Italian} 0.06122449 0.7500000 5.250000 3
## [633] {Burgers,
## Hot_Dogs,
## Italian} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [634] {Burgers,
## Cafe-Coffee_Shop,
## Italian} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [635] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Italian} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [636] {Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {Italian} 0.06122449 0.7500000 5.250000 3
## [637] {Burgers,
## Cafeteria,
## Italian} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [638] {Burgers,
## Cafe-Coffee_Shop,
## Italian} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [639] {Cafe-Coffee_Shop,
## Cafeteria,
## Italian} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [640] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria} => {Italian} 0.06122449 0.7500000 5.250000 3
## [641] {American,
## Hot_Dogs,
## Italian} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [642] {Cafeteria,
## Hot_Dogs,
## Italian} => {American} 0.06122449 0.7500000 3.340909 3
## [643] {American,
## Cafeteria,
## Italian} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [644] {American,
## Cafeteria,
## Hot_Dogs} => {Italian} 0.06122449 0.7500000 5.250000 3
## [645] {American,
## Hot_Dogs,
## Italian} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [646] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Italian} => {American} 0.06122449 0.7500000 3.340909 3
## [647] {American,
## Cafe-Coffee_Shop,
## Italian} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [648] {American,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {Italian} 0.06122449 0.7500000 5.250000 3
## [649] {Cafeteria,
## Hot_Dogs,
## Italian} => {Cafe-Coffee_Shop} 0.08163265 1.0000000 6.125000 4
## [650] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Italian} => {Cafeteria} 0.08163265 1.0000000 5.444444 4
## [651] {Cafe-Coffee_Shop,
## Cafeteria,
## Italian} => {Hot_Dogs} 0.08163265 1.0000000 8.166667 4
## [652] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Italian} 0.08163265 0.8000000 5.600000 4
## [653] {American,
## Cafeteria,
## Italian} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [654] {American,
## Cafe-Coffee_Shop,
## Italian} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [655] {Cafe-Coffee_Shop,
## Cafeteria,
## Italian} => {American} 0.06122449 0.7500000 3.340909 3
## [656] {American,
## Cafe-Coffee_Shop,
## Cafeteria} => {Italian} 0.06122449 0.7500000 5.250000 3
## [657] {Burgers,
## Hot_Dogs,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [658] {American,
## Burgers,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [659] {American,
## Hot_Dogs,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [660] {American,
## Burgers,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [661] {Burgers,
## Hot_Dogs,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [662] {Burgers,
## Cafeteria,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [663] {Cafeteria,
## Hot_Dogs,
## Pizzeria} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [664] {Burgers,
## Cafeteria,
## Hot_Dogs} => {Pizzeria} 0.06122449 0.7500000 4.083333 3
## [665] {Burgers,
## Hot_Dogs,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [666] {Burgers,
## Cafe-Coffee_Shop,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [667] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [668] {Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {Pizzeria} 0.06122449 0.7500000 4.083333 3
## [669] {American,
## Burgers,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [670] {Burgers,
## Cafeteria,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [671] {American,
## Cafeteria,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [672] {American,
## Burgers,
## Cafeteria} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [673] {American,
## Burgers,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [674] {Burgers,
## Cafe-Coffee_Shop,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [675] {American,
## Cafe-Coffee_Shop,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [676] {American,
## Burgers,
## Cafe-Coffee_Shop} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [677] {Burgers,
## Cafeteria,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [678] {Burgers,
## Cafe-Coffee_Shop,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [679] {Cafe-Coffee_Shop,
## Cafeteria,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [680] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria} => {Pizzeria} 0.06122449 0.7500000 4.083333 3
## [681] {American,
## Hot_Dogs,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [682] {Cafeteria,
## Hot_Dogs,
## Pizzeria} => {American} 0.06122449 0.7500000 3.340909 3
## [683] {American,
## Cafeteria,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [684] {American,
## Cafeteria,
## Hot_Dogs} => {Pizzeria} 0.06122449 0.7500000 4.083333 3
## [685] {American,
## Hot_Dogs,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [686] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [687] {American,
## Cafe-Coffee_Shop,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [688] {American,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {Pizzeria} 0.06122449 0.7500000 4.083333 3
## [689] {Cafeteria,
## Hot_Dogs,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 0.7500000 4.593750 3
## [690] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [691] {Cafe-Coffee_Shop,
## Cafeteria,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [692] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Pizzeria} 0.06122449 0.6000000 3.266667 3
## [693] {American,
## Cafeteria,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [694] {American,
## Cafe-Coffee_Shop,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [695] {Cafe-Coffee_Shop,
## Cafeteria,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [696] {American,
## Cafe-Coffee_Shop,
## Cafeteria} => {Pizzeria} 0.06122449 0.7500000 4.083333 3
## [697] {Burgers,
## Family,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [698] {Family,
## Hot_Dogs,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [699] {Burgers,
## Family,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [700] {Burgers,
## Hot_Dogs,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [701] {Burgers,
## Family,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [702] {Cafeteria,
## Family,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [703] {Burgers,
## Cafeteria,
## Family} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [704] {Burgers,
## Cafeteria,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [705] {Burgers,
## Family,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [706] {Cafe-Coffee_Shop,
## Family,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [707] {Burgers,
## Cafe-Coffee_Shop,
## Family} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [708] {Burgers,
## Cafe-Coffee_Shop,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [709] {Family,
## Hot_Dogs,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [710] {Cafeteria,
## Family,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [711] {Cafeteria,
## Family,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [712] {Cafeteria,
## Hot_Dogs,
## Latin_American} => {Family} 0.06122449 0.7500000 4.593750 3
## [713] {Family,
## Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [714] {Cafe-Coffee_Shop,
## Family,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [715] {Cafe-Coffee_Shop,
## Family,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [716] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Latin_American} => {Family} 0.06122449 0.7500000 4.593750 3
## [717] {Cafeteria,
## Family,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [718] {Cafe-Coffee_Shop,
## Family,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [719] {Cafe-Coffee_Shop,
## Cafeteria,
## Family} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [720] {Cafe-Coffee_Shop,
## Cafeteria,
## Latin_American} => {Family} 0.06122449 0.7500000 4.593750 3
## [721] {Burgers,
## Family,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [722] {Burgers,
## Cafeteria,
## Family} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [723] {Cafeteria,
## Family,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [724] {Burgers,
## Cafeteria,
## Hot_Dogs} => {Family} 0.06122449 0.7500000 4.593750 3
## [725] {Burgers,
## Family,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [726] {Burgers,
## Cafe-Coffee_Shop,
## Family} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [727] {Cafe-Coffee_Shop,
## Family,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [728] {Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {Family} 0.06122449 0.7500000 4.593750 3
## [729] {Burgers,
## Cafeteria,
## Family} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [730] {Burgers,
## Cafe-Coffee_Shop,
## Family} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [731] {Cafe-Coffee_Shop,
## Cafeteria,
## Family} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [732] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria} => {Family} 0.06122449 0.7500000 4.593750 3
## [733] {Cafeteria,
## Family,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [734] {Cafe-Coffee_Shop,
## Family,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [735] {Cafe-Coffee_Shop,
## Cafeteria,
## Family} => {Hot_Dogs} 0.06122449 0.7500000 6.125000 3
## [736] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Family} 0.06122449 0.6000000 3.675000 3
## [737] {Burgers,
## Hot_Dogs,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [738] {Burgers,
## Cafeteria,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [739] {Cafeteria,
## Hot_Dogs,
## Latin_American} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [740] {Burgers,
## Cafeteria,
## Hot_Dogs} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [741] {Burgers,
## Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [742] {Burgers,
## Cafe-Coffee_Shop,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [743] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Latin_American} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [744] {Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [745] {Burgers,
## Cafeteria,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [746] {Burgers,
## Cafe-Coffee_Shop,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [747] {Cafe-Coffee_Shop,
## Cafeteria,
## Latin_American} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [748] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [749] {American,
## Hot_Dogs,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [750] {Cafeteria,
## Hot_Dogs,
## Latin_American} => {American} 0.06122449 0.7500000 3.340909 3
## [751] {American,
## Cafeteria,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [752] {American,
## Cafeteria,
## Hot_Dogs} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [753] {American,
## Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [754] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Latin_American} => {American} 0.06122449 0.7500000 3.340909 3
## [755] {American,
## Cafe-Coffee_Shop,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [756] {American,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [757] {Cafeteria,
## Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.08163265 1.0000000 6.125000 4
## [758] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Latin_American} => {Cafeteria} 0.08163265 1.0000000 5.444444 4
## [759] {Cafe-Coffee_Shop,
## Cafeteria,
## Latin_American} => {Hot_Dogs} 0.08163265 1.0000000 8.166667 4
## [760] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Latin_American} 0.08163265 0.8000000 6.533333 4
## [761] {American,
## Cafeteria,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [762] {American,
## Cafe-Coffee_Shop,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [763] {Cafe-Coffee_Shop,
## Cafeteria,
## Latin_American} => {American} 0.06122449 0.7500000 3.340909 3
## [764] {American,
## Cafe-Coffee_Shop,
## Cafeteria} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [765] {American,
## Burgers,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [766] {Burgers,
## Cafeteria,
## Hot_Dogs} => {American} 0.06122449 0.7500000 3.340909 3
## [767] {American,
## Burgers,
## Cafeteria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [768] {American,
## Cafeteria,
## Hot_Dogs} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [769] {American,
## Burgers,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [770] {Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {American} 0.06122449 0.7500000 3.340909 3
## [771] {American,
## Burgers,
## Cafe-Coffee_Shop} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [772] {American,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [773] {Burgers,
## Cafeteria,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.08163265 1.0000000 6.125000 4
## [774] {Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {Cafeteria} 0.08163265 1.0000000 5.444444 4
## [775] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria} => {Hot_Dogs} 0.08163265 1.0000000 8.166667 4
## [776] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Burgers} 0.08163265 0.8000000 6.533333 4
## [777] {American,
## Burgers,
## Cafeteria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [778] {American,
## Burgers,
## Cafe-Coffee_Shop} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [779] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria} => {American} 0.06122449 0.7500000 3.340909 3
## [780] {American,
## Cafe-Coffee_Shop,
## Cafeteria} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [781] {American,
## Cafeteria,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.08163265 1.0000000 6.125000 4
## [782] {American,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {Cafeteria} 0.08163265 1.0000000 5.444444 4
## [783] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {American} 0.08163265 0.8000000 3.563636 4
## [784] {American,
## Cafe-Coffee_Shop,
## Cafeteria} => {Hot_Dogs} 0.08163265 1.0000000 8.166667 4
## [785] {American,
## Hot_Dogs,
## Italian,
## Juice} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [786] {Cafeteria,
## Hot_Dogs,
## Italian,
## Juice} => {American} 0.06122449 1.0000000 4.454545 3
## [787] {American,
## Cafeteria,
## Italian,
## Juice} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [788] {American,
## Cafeteria,
## Hot_Dogs,
## Juice} => {Italian} 0.06122449 1.0000000 7.000000 3
## [789] {American,
## Cafeteria,
## Hot_Dogs,
## Italian} => {Juice} 0.06122449 1.0000000 16.333333 3
## [790] {American,
## Hot_Dogs,
## Italian,
## Juice} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [791] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Italian,
## Juice} => {American} 0.06122449 1.0000000 4.454545 3
## [792] {American,
## Cafe-Coffee_Shop,
## Italian,
## Juice} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [793] {American,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Juice} => {Italian} 0.06122449 1.0000000 7.000000 3
## [794] {American,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Italian} => {Juice} 0.06122449 1.0000000 16.333333 3
## [795] {Cafeteria,
## Hot_Dogs,
## Italian,
## Juice} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [796] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Italian,
## Juice} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [797] {Cafe-Coffee_Shop,
## Cafeteria,
## Italian,
## Juice} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [798] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Juice} => {Italian} 0.06122449 1.0000000 7.000000 3
## [799] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Italian} => {Juice} 0.06122449 0.7500000 12.250000 3
## [800] {American,
## Cafeteria,
## Italian,
## Juice} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [801] {American,
## Cafe-Coffee_Shop,
## Italian,
## Juice} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [802] {Cafe-Coffee_Shop,
## Cafeteria,
## Italian,
## Juice} => {American} 0.06122449 1.0000000 4.454545 3
## [803] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Juice} => {Italian} 0.06122449 1.0000000 7.000000 3
## [804] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Italian} => {Juice} 0.06122449 1.0000000 16.333333 3
## [805] {American,
## Cafeteria,
## Hot_Dogs,
## Juice} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [806] {American,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Juice} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [807] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Juice} => {American} 0.06122449 1.0000000 4.454545 3
## [808] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Juice} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [809] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Juice} 0.06122449 0.7500000 12.250000 3
## [810] {Cafeteria,
## Deli-Sandwiches,
## Family,
## Fast_Food} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [811] {Cafe-Coffee_Shop,
## Deli-Sandwiches,
## Family,
## Fast_Food} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [812] {Cafe-Coffee_Shop,
## Cafeteria,
## Deli-Sandwiches,
## Fast_Food} => {Family} 0.06122449 1.0000000 6.125000 3
## [813] {Cafe-Coffee_Shop,
## Cafeteria,
## Deli-Sandwiches,
## Family} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [814] {Cafe-Coffee_Shop,
## Cafeteria,
## Family,
## Fast_Food} => {Deli-Sandwiches} 0.06122449 1.0000000 16.333333 3
## [815] {Burgers,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [816] {American,
## Burgers,
## Fast_Food,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [817] {American,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [818] {American,
## Burgers,
## Fast_Food,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [819] {American,
## Burgers,
## Hot_Dogs,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [820] {Burgers,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [821] {Burgers,
## Cafeteria,
## Fast_Food,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [822] {Cafeteria,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [823] {Burgers,
## Cafeteria,
## Fast_Food,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [824] {Burgers,
## Cafeteria,
## Hot_Dogs,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [825] {Burgers,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [826] {Burgers,
## Cafe-Coffee_Shop,
## Fast_Food,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [827] {Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [828] {Burgers,
## Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [829] {Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [830] {American,
## Burgers,
## Fast_Food,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [831] {Burgers,
## Cafeteria,
## Fast_Food,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [832] {American,
## Cafeteria,
## Fast_Food,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [833] {American,
## Burgers,
## Cafeteria,
## Fast_Food} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [834] {American,
## Burgers,
## Cafeteria,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [835] {American,
## Burgers,
## Fast_Food,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [836] {Burgers,
## Cafe-Coffee_Shop,
## Fast_Food,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [837] {American,
## Cafe-Coffee_Shop,
## Fast_Food,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [838] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Fast_Food} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [839] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [840] {Burgers,
## Cafeteria,
## Fast_Food,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [841] {Burgers,
## Cafe-Coffee_Shop,
## Fast_Food,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [842] {Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [843] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [844] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [845] {American,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [846] {Cafeteria,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [847] {American,
## Cafeteria,
## Fast_Food,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [848] {American,
## Cafeteria,
## Fast_Food,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [849] {American,
## Cafeteria,
## Hot_Dogs,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [850] {American,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [851] {Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [852] {American,
## Cafe-Coffee_Shop,
## Fast_Food,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [853] {American,
## Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [854] {American,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [855] {Cafeteria,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [856] {Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [857] {Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [858] {Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [859] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [860] {American,
## Cafeteria,
## Fast_Food,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [861] {American,
## Cafe-Coffee_Shop,
## Fast_Food,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [862] {Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [863] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [864] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [865] {American,
## Burgers,
## Fast_Food,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [866] {Burgers,
## Cafeteria,
## Fast_Food,
## Hot_Dogs} => {American} 0.06122449 1.0000000 4.454545 3
## [867] {American,
## Burgers,
## Cafeteria,
## Fast_Food} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [868] {American,
## Cafeteria,
## Fast_Food,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [869] {American,
## Burgers,
## Cafeteria,
## Hot_Dogs} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [870] {American,
## Burgers,
## Fast_Food,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [871] {Burgers,
## Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs} => {American} 0.06122449 1.0000000 4.454545 3
## [872] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Fast_Food} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [873] {American,
## Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [874] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [875] {Burgers,
## Cafeteria,
## Fast_Food,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [876] {Burgers,
## Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [877] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [878] {Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [879] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [880] {American,
## Burgers,
## Cafeteria,
## Fast_Food} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [881] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Fast_Food} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [882] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food} => {American} 0.06122449 1.0000000 4.454545 3
## [883] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [884] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Cafeteria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [885] {American,
## Cafeteria,
## Fast_Food,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [886] {American,
## Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [887] {Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Hot_Dogs} => {American} 0.06122449 1.0000000 4.454545 3
## [888] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [889] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Fast_Food} 0.06122449 0.7500000 7.350000 3
## [890] {Burgers,
## Chinese,
## Family,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [891] {Chinese,
## Family,
## Hot_Dogs,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [892] {Burgers,
## Chinese,
## Family,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [893] {Burgers,
## Chinese,
## Hot_Dogs,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [894] {Burgers,
## Family,
## Hot_Dogs,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [895] {Burgers,
## Chinese,
## Family,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [896] {Cafeteria,
## Chinese,
## Family,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [897] {Burgers,
## Cafeteria,
## Chinese,
## Family} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [898] {Burgers,
## Cafeteria,
## Chinese,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [899] {Burgers,
## Cafeteria,
## Family,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [900] {Burgers,
## Chinese,
## Family,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [901] {Cafe-Coffee_Shop,
## Chinese,
## Family,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [902] {Burgers,
## Cafe-Coffee_Shop,
## Chinese,
## Family} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [903] {Burgers,
## Cafe-Coffee_Shop,
## Chinese,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [904] {Burgers,
## Cafe-Coffee_Shop,
## Family,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [905] {Chinese,
## Family,
## Hot_Dogs,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [906] {Cafeteria,
## Chinese,
## Family,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [907] {Cafeteria,
## Chinese,
## Family,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [908] {Cafeteria,
## Chinese,
## Hot_Dogs,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [909] {Cafeteria,
## Family,
## Hot_Dogs,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [910] {Chinese,
## Family,
## Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [911] {Cafe-Coffee_Shop,
## Chinese,
## Family,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [912] {Cafe-Coffee_Shop,
## Chinese,
## Family,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [913] {Cafe-Coffee_Shop,
## Chinese,
## Hot_Dogs,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [914] {Cafe-Coffee_Shop,
## Family,
## Hot_Dogs,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [915] {Cafeteria,
## Chinese,
## Family,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [916] {Cafe-Coffee_Shop,
## Chinese,
## Family,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [917] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Family} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [918] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [919] {Cafe-Coffee_Shop,
## Cafeteria,
## Family,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [920] {Burgers,
## Chinese,
## Family,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [921] {Burgers,
## Cafeteria,
## Chinese,
## Family} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [922] {Cafeteria,
## Chinese,
## Family,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [923] {Burgers,
## Cafeteria,
## Chinese,
## Hot_Dogs} => {Family} 0.06122449 1.0000000 6.125000 3
## [924] {Burgers,
## Cafeteria,
## Family,
## Hot_Dogs} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [925] {Burgers,
## Chinese,
## Family,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [926] {Burgers,
## Cafe-Coffee_Shop,
## Chinese,
## Family} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [927] {Cafe-Coffee_Shop,
## Chinese,
## Family,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [928] {Burgers,
## Cafe-Coffee_Shop,
## Chinese,
## Hot_Dogs} => {Family} 0.06122449 1.0000000 6.125000 3
## [929] {Burgers,
## Cafe-Coffee_Shop,
## Family,
## Hot_Dogs} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [930] {Burgers,
## Cafeteria,
## Chinese,
## Family} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [931] {Burgers,
## Cafe-Coffee_Shop,
## Chinese,
## Family} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [932] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Family} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [933] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Chinese} => {Family} 0.06122449 1.0000000 6.125000 3
## [934] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Family} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [935] {Cafeteria,
## Chinese,
## Family,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [936] {Cafe-Coffee_Shop,
## Chinese,
## Family,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [937] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Family} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [938] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Hot_Dogs} => {Family} 0.06122449 1.0000000 6.125000 3
## [939] {Cafe-Coffee_Shop,
## Cafeteria,
## Family,
## Hot_Dogs} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [940] {Burgers,
## Chinese,
## Hot_Dogs,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [941] {Burgers,
## Cafeteria,
## Chinese,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [942] {Cafeteria,
## Chinese,
## Hot_Dogs,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [943] {Burgers,
## Cafeteria,
## Chinese,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [944] {Burgers,
## Cafeteria,
## Hot_Dogs,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [945] {Burgers,
## Chinese,
## Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [946] {Burgers,
## Cafe-Coffee_Shop,
## Chinese,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [947] {Cafe-Coffee_Shop,
## Chinese,
## Hot_Dogs,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [948] {Burgers,
## Cafe-Coffee_Shop,
## Chinese,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [949] {Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [950] {Burgers,
## Cafeteria,
## Chinese,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [951] {Burgers,
## Cafe-Coffee_Shop,
## Chinese,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [952] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [953] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Chinese} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [954] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [955] {Cafeteria,
## Chinese,
## Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [956] {Cafe-Coffee_Shop,
## Chinese,
## Hot_Dogs,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [957] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [958] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [959] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Latin_American} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [960] {Burgers,
## Cafeteria,
## Chinese,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [961] {Burgers,
## Cafe-Coffee_Shop,
## Chinese,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [962] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Chinese} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [963] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [964] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Chinese} 0.06122449 0.7500000 6.125000 3
## [965] {Cafeteria,
## Hot_Dogs,
## Italian,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [966] {Cafe-Coffee_Shop,
## Hot_Dogs,
## Italian,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [967] {Cafe-Coffee_Shop,
## Cafeteria,
## Italian,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [968] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Italian} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [969] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Latin_American} => {Italian} 0.06122449 0.7500000 5.250000 3
## [970] {Burgers,
## Cafeteria,
## Hot_Dogs,
## Italian} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [971] {Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Italian} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [972] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Italian} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [973] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Italian} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [974] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Italian} 0.06122449 0.7500000 5.250000 3
## [975] {American,
## Cafeteria,
## Hot_Dogs,
## Italian} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [976] {American,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Italian} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [977] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Italian} => {American} 0.06122449 0.7500000 3.340909 3
## [978] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Italian} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [979] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Italian} 0.06122449 0.7500000 5.250000 3
## [980] {American,
## Burgers,
## Hot_Dogs,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [981] {Burgers,
## Cafeteria,
## Hot_Dogs,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [982] {American,
## Burgers,
## Cafeteria,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [983] {American,
## Cafeteria,
## Hot_Dogs,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [984] {American,
## Burgers,
## Cafeteria,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [985] {American,
## Burgers,
## Hot_Dogs,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [986] {Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [987] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [988] {American,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [989] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [990] {Burgers,
## Cafeteria,
## Hot_Dogs,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [991] {Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [992] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [993] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [994] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Pizzeria} 0.06122449 0.7500000 4.083333 3
## [995] {American,
## Burgers,
## Cafeteria,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [996] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [997] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [998] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [999] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Cafeteria} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [1000] {American,
## Cafeteria,
## Hot_Dogs,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1001] {American,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1002] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [1003] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1004] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Pizzeria} 0.06122449 0.7500000 4.083333 3
## [1005] {Burgers,
## Family,
## Hot_Dogs,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1006] {Burgers,
## Cafeteria,
## Family,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1007] {Cafeteria,
## Family,
## Hot_Dogs,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1008] {Burgers,
## Cafeteria,
## Family,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [1009] {Burgers,
## Cafeteria,
## Hot_Dogs,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [1010] {Burgers,
## Family,
## Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1011] {Burgers,
## Cafe-Coffee_Shop,
## Family,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1012] {Cafe-Coffee_Shop,
## Family,
## Hot_Dogs,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1013] {Burgers,
## Cafe-Coffee_Shop,
## Family,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [1014] {Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [1015] {Burgers,
## Cafeteria,
## Family,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1016] {Burgers,
## Cafe-Coffee_Shop,
## Family,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1017] {Cafe-Coffee_Shop,
## Cafeteria,
## Family,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1018] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Family} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [1019] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [1020] {Cafeteria,
## Family,
## Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1021] {Cafe-Coffee_Shop,
## Family,
## Hot_Dogs,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1022] {Cafe-Coffee_Shop,
## Cafeteria,
## Family,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1023] {Cafe-Coffee_Shop,
## Cafeteria,
## Family,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [1024] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Latin_American} => {Family} 0.06122449 0.7500000 4.593750 3
## [1025] {Burgers,
## Cafeteria,
## Family,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1026] {Burgers,
## Cafe-Coffee_Shop,
## Family,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1027] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Family} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1028] {Cafe-Coffee_Shop,
## Cafeteria,
## Family,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1029] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Family} 0.06122449 0.7500000 4.593750 3
## [1030] {Burgers,
## Cafeteria,
## Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1031] {Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1032] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1033] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Latin_American} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [1034] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [1035] {American,
## Cafeteria,
## Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1036] {American,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1037] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Latin_American} => {American} 0.06122449 0.7500000 3.340909 3
## [1038] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1039] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Latin_American} 0.06122449 0.7500000 6.125000 3
## [1040] {American,
## Burgers,
## Cafeteria,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1041] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1042] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {American} 0.06122449 0.7500000 3.340909 3
## [1043] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Cafeteria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1044] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Burgers} 0.06122449 0.7500000 6.125000 3
## [1045] {American,
## Cafeteria,
## Hot_Dogs,
## Italian,
## Juice} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1046] {American,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Italian,
## Juice} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1047] {Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Italian,
## Juice} => {American} 0.06122449 1.0000000 4.454545 3
## [1048] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Italian,
## Juice} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1049] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Juice} => {Italian} 0.06122449 1.0000000 7.000000 3
## [1050] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Italian} => {Juice} 0.06122449 1.0000000 16.333333 3
## [1051] {American,
## Burgers,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1052] {Burgers,
## Cafeteria,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [1053] {American,
## Burgers,
## Cafeteria,
## Fast_Food,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1054] {American,
## Cafeteria,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1055] {American,
## Burgers,
## Cafeteria,
## Fast_Food,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [1056] {American,
## Burgers,
## Cafeteria,
## Hot_Dogs,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [1057] {American,
## Burgers,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1058] {Burgers,
## Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [1059] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Fast_Food,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1060] {American,
## Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1061] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [1062] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [1063] {Burgers,
## Cafeteria,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1064] {Burgers,
## Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1065] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1066] {Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1067] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [1068] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [1069] {American,
## Burgers,
## Cafeteria,
## Fast_Food,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1070] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Fast_Food,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1071] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [1072] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1073] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [1074] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [1075] {American,
## Cafeteria,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1076] {American,
## Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1077] {Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [1078] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1079] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [1080] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [1081] {American,
## Burgers,
## Cafeteria,
## Fast_Food,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1082] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1083] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Hot_Dogs} => {American} 0.06122449 1.0000000 4.454545 3
## [1084] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1085] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1086] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [1087] {Burgers,
## Chinese,
## Family,
## Hot_Dogs,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1088] {Burgers,
## Cafeteria,
## Chinese,
## Family,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1089] {Cafeteria,
## Chinese,
## Family,
## Hot_Dogs,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1090] {Burgers,
## Cafeteria,
## Chinese,
## Family,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [1091] {Burgers,
## Cafeteria,
## Chinese,
## Hot_Dogs,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [1092] {Burgers,
## Cafeteria,
## Family,
## Hot_Dogs,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [1093] {Burgers,
## Chinese,
## Family,
## Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1094] {Burgers,
## Cafe-Coffee_Shop,
## Chinese,
## Family,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1095] {Cafe-Coffee_Shop,
## Chinese,
## Family,
## Hot_Dogs,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1096] {Burgers,
## Cafe-Coffee_Shop,
## Chinese,
## Family,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [1097] {Burgers,
## Cafe-Coffee_Shop,
## Chinese,
## Hot_Dogs,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [1098] {Burgers,
## Cafe-Coffee_Shop,
## Family,
## Hot_Dogs,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [1099] {Burgers,
## Cafeteria,
## Chinese,
## Family,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1100] {Burgers,
## Cafe-Coffee_Shop,
## Chinese,
## Family,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1101] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Family,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1102] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Family} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [1103] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [1104] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Family,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [1105] {Cafeteria,
## Chinese,
## Family,
## Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1106] {Cafe-Coffee_Shop,
## Chinese,
## Family,
## Hot_Dogs,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1107] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Family,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1108] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Family,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [1109] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Hot_Dogs,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [1110] {Cafe-Coffee_Shop,
## Cafeteria,
## Family,
## Hot_Dogs,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [1111] {Burgers,
## Cafeteria,
## Chinese,
## Family,
## Hot_Dogs} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1112] {Burgers,
## Cafe-Coffee_Shop,
## Chinese,
## Family,
## Hot_Dogs} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1113] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Family} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1114] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Family,
## Hot_Dogs} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1115] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Hot_Dogs} => {Family} 0.06122449 1.0000000 6.125000 3
## [1116] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Family,
## Hot_Dogs} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [1117] {Burgers,
## Cafeteria,
## Chinese,
## Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1118] {Burgers,
## Cafe-Coffee_Shop,
## Chinese,
## Hot_Dogs,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1119] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1120] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Hot_Dogs,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1121] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [1122] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3
## [1123] {American,
## Burgers,
## Cafeteria,
## Hot_Dogs,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1124] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Hot_Dogs,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1125] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [1126] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1127] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1128] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [1129] {Burgers,
## Cafeteria,
## Family,
## Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1130] {Burgers,
## Cafe-Coffee_Shop,
## Family,
## Hot_Dogs,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1131] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Family,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1132] {Cafe-Coffee_Shop,
## Cafeteria,
## Family,
## Hot_Dogs,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1133] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Family,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [1134] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [1135] {American,
## Burgers,
## Cafeteria,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1136] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1137] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {American} 0.06122449 1.0000000 4.454545 3
## [1138] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Pizzeria} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1139] {American,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Hot_Dogs,
## Pizzeria} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1140] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Fast_Food,
## Hot_Dogs} => {Pizzeria} 0.06122449 1.0000000 5.444444 3
## [1141] {American,
## Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Hot_Dogs,
## Pizzeria} => {Fast_Food} 0.06122449 1.0000000 9.800000 3
## [1142] {Burgers,
## Cafeteria,
## Chinese,
## Family,
## Hot_Dogs,
## Latin_American} => {Cafe-Coffee_Shop} 0.06122449 1.0000000 6.125000 3
## [1143] {Burgers,
## Cafe-Coffee_Shop,
## Chinese,
## Family,
## Hot_Dogs,
## Latin_American} => {Cafeteria} 0.06122449 1.0000000 5.444444 3
## [1144] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Family,
## Latin_American} => {Hot_Dogs} 0.06122449 1.0000000 8.166667 3
## [1145] {Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Family,
## Hot_Dogs,
## Latin_American} => {Burgers} 0.06122449 1.0000000 8.166667 3
## [1146] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Family,
## Hot_Dogs} => {Latin_American} 0.06122449 1.0000000 8.166667 3
## [1147] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Chinese,
## Hot_Dogs,
## Latin_American} => {Family} 0.06122449 1.0000000 6.125000 3
## [1148] {Burgers,
## Cafe-Coffee_Shop,
## Cafeteria,
## Family,
## Hot_Dogs,
## Latin_American} => {Chinese} 0.06122449 1.0000000 8.166667 3We will sort the list by lift level and only show rules with a support greater than .09 in order to narrow down the list.
inspect(sort(subset(cuisinerules, subset=support > .09), by="lift")) ## lhs rhs support
## [1] {Cafe-Coffee_Shop,Cafeteria} => {Hot_Dogs} 0.1020408
## [2] {Hot_Dogs} => {Cafeteria} 0.1224490
## [3] {Cafe-Coffee_Shop,Hot_Dogs} => {Cafeteria} 0.1020408
## [4] {Cafeteria} => {Hot_Dogs} 0.1224490
## [5] {Hot_Dogs} => {Cafe-Coffee_Shop} 0.1020408
## [6] {Cafe-Coffee_Shop} => {Hot_Dogs} 0.1020408
## [7] {Cafeteria,Hot_Dogs} => {Cafe-Coffee_Shop} 0.1020408
## [8] {Cafeteria} => {Cafe-Coffee_Shop} 0.1428571
## [9] {Cafe-Coffee_Shop} => {Cafeteria} 0.1428571
## [10] {Cafe-Coffee_Shop} => {American} 0.1020408
## confidence lift count
## [1] 0.7142857 5.833333 5
## [2] 1.0000000 5.444444 6
## [3] 1.0000000 5.444444 5
## [4] 0.6666667 5.444444 6
## [5] 0.8333333 5.104167 5
## [6] 0.6250000 5.104167 5
## [7] 0.8333333 5.104167 5
## [8] 0.7777778 4.763889 7
## [9] 0.8750000 4.763889 7
## [10] 0.6250000 2.784091 5From these rules, there is only one that predicts American cuisine (rule 10). Therefore, I will focus on this rule in my further analysis.
Further Analysis: Trees
The rule that we found was that, if someone visits a cafe or coffee shop, there will most likely visit American restuarants. When looking at the total rows that only went to American and Cafe cuisine, there were only about 300 rows. That is not enough to do an in-depth analysis. Therefore, I will add in Hot Dogs and Cafeteria cuisines because American foods are closely tied with those as well. I chose to focus on the overall rating and not the food rating because, when people look at reviews, they often pay attention to the aggregate review first. I will also get rid of the UserID because it is not necessary for this portion.
rrc<-read.csv("RestaurantRatersACCH.csv")
set.seed(1)
library(car)## Warning: package 'car' was built under R version 3.4.3##
## Attaching package: 'car'## The following object is masked from 'package:arules':
##
## recodesummary(rrc)## userID drink_level dress_preference ambience
## U1108 :120 abstemious :206 formal :104 family :164
## U1135 : 56 casual drinker:181 informal :254 friends :100
## U1008 : 36 social drinker: 44 no preference: 73 solitary:167
## U1004 : 32
## U1101 : 30
## U1016 : 26
## (Other):131
## transport marital_status hijos birth_year
## car owner: 50 single:420 independent:342 Min. :1940
## on foot :113 widow : 11 kids : 89 1st Qu.:1983
## public :268 Median :1988
## Mean :1984
## 3rd Qu.:1989
## Max. :1992
##
## interest personality religion
## eco-friendly: 65 hard-worker : 87 Catholic :362
## none : 20 hunter-ostentatious:108 Christian: 8
## retro : 3 thrifty-protector :236 none : 61
## technology :194
## variety :149
##
##
## activity weight budget rating
## professional: 32 Min. : 40.00 low :153 Min. :0.000
## student :388 1st Qu.: 66.00 medium:278 1st Qu.:0.000
## unemployed : 11 Median : 69.00 Median :1.000
## Mean : 67.95 Mean :1.084
## 3rd Qu.: 76.00 3rd Qu.:2.000
## Max. :118.00 Max. :2.000
##
## food_rating service_rating Rcuisine
## Min. :0.000 Min. :0.0000 American :133
## 1st Qu.:0.000 1st Qu.:0.0000 Cafe-Coffee_Shop:107
## Median :1.000 Median :1.0000 Cafeteria :113
## Mean :1.107 Mean :0.9234 Hot_Dogs : 78
## 3rd Qu.:2.000 3rd Qu.:2.0000
## Max. :2.000 Max. :2.0000
##
## Upayment
## bank_debit_cards : 16
## cash :324
## MasterCard-Eurocard: 40
## VISA : 51
##
##
## rrc=rrc[-1]
rrc=rrc[-15]
rrc=rrc[-15]Now I will plot the the data against their reviews on box plots.
par(mfrow=c(3,3), mai=c(.3,.6,.1,.1))##mfrow puts plots into three rows and three columns
plot(drink_level ~ rating, data=rrc, col=c(grey(.2),2:6))
plot(dress_preference ~ rating, data=rrc, col=c(grey(.2),2:6))
plot(ambience ~ rating, data=rrc, col=c(grey(.2),2:6))
plot(marital_status ~ rating, data=rrc, col=c(grey(.2),2:6))
plot(hijos ~ rating, data=rrc, col=c(grey(.2),2:6))
plot(interest ~ rating, data=rrc, col=c(grey(.2),2:6))
plot(personality ~ rating, data=rrc, col=c(grey(.2),2:6))
plot(activity ~ rating, data=rrc, col=c(grey(.2),2:6))
plot(budget ~ rating, data=rrc, col=c(grey(.2),2:6))
Some things of note in these charts are the fact that there are no married people in the data and no high-income people. Next, we will create the first tree diagram.
library(tree)
length(rrc$rating)## [1] 431rrctree <- tree(rating ~., data=rrc, mindev=0.1, mincut=1)
rrctree <- tree(rating ~., data=rrc, mincut=1)
rrctree## node), split, n, deviance, yval
## * denotes terminal node
##
## 1) root 431 261.000 1.0840
## 2) hijos: independent 342 158.600 1.2780
## 4) dress_preference: formal,no preference 155 81.770 0.9613
## 8) interest: retro,variety 33 0.000 0.0000 *
## 9) interest: eco-friendly,none,technology 122 43.020 1.2210
## 18) weight < 75.5 106 34.880 1.1420 *
## 19) weight > 75.5 16 3.000 1.7500 *
## 5) dress_preference: informal 187 48.450 1.5400
## 10) ambience: solitary 120 28.800 1.4000 *
## 11) ambience: family,friends 67 13.070 1.7910 *
## 3) hijos: kids 89 39.890 0.3371
## 6) dress_preference: formal 22 9.091 1.3640 *
## 7) dress_preference: informal 67 0.000 0.0000 *dev.off()## null device
## 1plot(rrctree, col=8)
text(rrctree, digits=2)In this case, it is better to look at the rrctree code because many of the variables have more than 2 categorical options. For example, the interest variable has five different categories and it is not clear which interests are on which sides of the the node.
Next I will prune the tree to see if the error can be reduced. I will start with an alpha value of 1.
rrccut <- prune.tree(rrctree,k=1)
plot(rrccut)
text(rrccut, digits=2)
rrccut## node), split, n, deviance, yval
## * denotes terminal node
##
## 1) root 431 261.000 1.0840
## 2) hijos: independent 342 158.600 1.2780
## 4) dress_preference: formal,no preference 155 81.770 0.9613
## 8) interest: retro,variety 33 0.000 0.0000 *
## 9) interest: eco-friendly,none,technology 122 43.020 1.2210
## 18) weight < 75.5 106 34.880 1.1420 *
## 19) weight > 75.5 16 3.000 1.7500 *
## 5) dress_preference: informal 187 48.450 1.5400
## 10) ambience: solitary 120 28.800 1.4000 *
## 11) ambience: family,friends 67 13.070 1.7910 *
## 3) hijos: kids 89 39.890 0.3371
## 6) dress_preference: formal 22 9.091 1.3640 *
## 7) dress_preference: informal 67 0.000 0.0000 *There was no difference between this tree and the original. Therefore, I will increase the value to 3.
rrccut <- prune.tree(rrctree,k=3)
plot(rrccut)
text(rrccut, digits=2)
rrccut## node), split, n, deviance, yval
## * denotes terminal node
##
## 1) root 431 261.000 1.0840
## 2) hijos: independent 342 158.600 1.2780
## 4) dress_preference: formal,no preference 155 81.770 0.9613
## 8) interest: retro,variety 33 0.000 0.0000 *
## 9) interest: eco-friendly,none,technology 122 43.020 1.2210
## 18) weight < 75.5 106 34.880 1.1420 *
## 19) weight > 75.5 16 3.000 1.7500 *
## 5) dress_preference: informal 187 48.450 1.5400
## 10) ambience: solitary 120 28.800 1.4000 *
## 11) ambience: family,friends 67 13.070 1.7910 *
## 3) hijos: kids 89 39.890 0.3371
## 6) dress_preference: formal 22 9.091 1.3640 *
## 7) dress_preference: informal 67 0.000 0.0000 *Again, there was no change in the tree. Therefore, I will construct a graph to show which alpha values lower the deviance rate.
rrccut <- prune.tree(rrctree)
rrccut## $size
## [1] 7 6 5 4 2 1
##
## $dev
## [1] 88.84289 93.99013 100.56470 131.36143 198.49875 260.99304
##
## $k
## [1] -Inf 5.147232 6.574571 30.796731 33.568662 62.494288
##
## $method
## [1] "deviance"
##
## attr(,"class")
## [1] "prune" "tree.sequence"plot(rrccut)
Based on this graph, the best alpha value is between 4 and 5. However, there is not a large drop when the value is raised to 5 so 4 would be the best alpha value.
rrcbest <- prune.tree(rrctree,best=4)
rrcbest## node), split, n, deviance, yval
## * denotes terminal node
##
## 1) root 431 261.00 1.0840
## 2) hijos: independent 342 158.60 1.2780
## 4) dress_preference: formal,no preference 155 81.77 0.9613
## 8) interest: retro,variety 33 0.00 0.0000 *
## 9) interest: eco-friendly,none,technology 122 43.02 1.2210 *
## 5) dress_preference: informal 187 48.45 1.5400 *
## 3) hijos: kids 89 39.89 0.3371 *plot(rrcbest)
text(rrcbest, digits=2)
This is the tree that has an alpha value of 4. This is the most efficient tree. From this tree, it can be determined that those with kids are more likely to give Cafes, American, Hot-Dog, and Cafeteria restaurants a rating close to 0. In addition, those that have no children and prefer informal restaurants are more likely to give a higher review. Overall, the factors that affect reviewers are their children, dress preference, and interests. Based on this information, an American restaurant should not stress a formal dress code and should focus on customers who do not have children; that will be their main audience.