狠狠撸

狠狠撸Share a Scribd company logo
TABSQUARE
Market BasketAnalysis
1 2
Consolidate the
basket of order per
order ID into a
basket list
3 4
Calculate the
confidence, support
and lift of the list of
bucket
Filter the basket list
with low lift* and
have the dish items
from the same
category
Sort the basket list
for each restaurant
according to lift
*If lift is greater than 1, it suggests that the presence of the
items on the LHS has increased the probability that the
items on the right hand side will occur on this transaction.
Recommended
Bundle
Restaurant 1
Restaurant ID Recommendatio
n/Bundle Pairing
Antecedent
Category
Consequent
Category
lift
1 Luncheon Meat
=> Quails Egg
Main Side 1.522682186
1 US Angus Prime
Short Ribs =>
Spicy Szechuan
Soup Base
Main Starter 1.434532679
1 Luncheon Meat
=> Sour Plum
Juice (refillable)
Main Drinks 1.346222567
1 Pork and Chives
Dumplings => La
Mian
Main Side 1.331649529
1 Japanese Crab
Stick => Enoki
Mushrooms
Main 1.327363434
Recommended
Bundle
Restaurant 2
Restaurant ID Recommendatio
n/Bundle Pairing
Antecedent
Category
Consequent
Category
lift
2 Set 2C => Kimchi
Braised Beef
HotPot
Main Side 9.983783784
2 Chicken Bulgogi
Bap => 4 DF
Mandu and Wing
Sticks
Main Side 7.53877551
2 Set 2A => 2 DF
Mandu and Wing
Sticks
Main Side 7.117533719
2 Set 2B => Beef
Bulgogi Bap
Main Side 6.075657895
2 Set 2A =>
Marinated Sliced
Beef Hot Plate
Main Side 5.217869299
Recommended
Bundle
Restaurant 3
Restaurant ID Recommendatio
n/Bundle Pairing
Antecedent
Category
Consequent
Category
lift
3 Salmon =>
Salmon to
Salmon Belly
Main Side 4.275831227
3 Sashimi Salad =>
Hanasaki Ika
Tempura
Main Starter 1.509979126
3 Fried Garlic Rice
=> Chawanmushi
Main Side 1.329198966
3 Salmon =>
Chawanmushi
Main Side 1.276559893
3 Dragon Roll =>
Japanese Hot
Green Tea
(Refillable)
Main Drinks 1.275147679

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Team 15 part 2

  • 2. 1 2 Consolidate the basket of order per order ID into a basket list 3 4 Calculate the confidence, support and lift of the list of bucket Filter the basket list with low lift* and have the dish items from the same category Sort the basket list for each restaurant according to lift *If lift is greater than 1, it suggests that the presence of the items on the LHS has increased the probability that the items on the right hand side will occur on this transaction.
  • 3. Recommended Bundle Restaurant 1 Restaurant ID Recommendatio n/Bundle Pairing Antecedent Category Consequent Category lift 1 Luncheon Meat => Quails Egg Main Side 1.522682186 1 US Angus Prime Short Ribs => Spicy Szechuan Soup Base Main Starter 1.434532679 1 Luncheon Meat => Sour Plum Juice (refillable) Main Drinks 1.346222567 1 Pork and Chives Dumplings => La Mian Main Side 1.331649529 1 Japanese Crab Stick => Enoki Mushrooms Main 1.327363434
  • 4. Recommended Bundle Restaurant 2 Restaurant ID Recommendatio n/Bundle Pairing Antecedent Category Consequent Category lift 2 Set 2C => Kimchi Braised Beef HotPot Main Side 9.983783784 2 Chicken Bulgogi Bap => 4 DF Mandu and Wing Sticks Main Side 7.53877551 2 Set 2A => 2 DF Mandu and Wing Sticks Main Side 7.117533719 2 Set 2B => Beef Bulgogi Bap Main Side 6.075657895 2 Set 2A => Marinated Sliced Beef Hot Plate Main Side 5.217869299
  • 5. Recommended Bundle Restaurant 3 Restaurant ID Recommendatio n/Bundle Pairing Antecedent Category Consequent Category lift 3 Salmon => Salmon to Salmon Belly Main Side 4.275831227 3 Sashimi Salad => Hanasaki Ika Tempura Main Starter 1.509979126 3 Fried Garlic Rice => Chawanmushi Main Side 1.329198966 3 Salmon => Chawanmushi Main Side 1.276559893 3 Dragon Roll => Japanese Hot Green Tea (Refillable) Main Drinks 1.275147679