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1 Parent(s): 65e8ccc

added files

Browse files
.gitignore ADDED
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1
+ .ipynb_checkpoints
DS_NLP_search_data/brand_category(1).xlsx ADDED
Binary file (222 kB). View file
 
DS_NLP_search_data/brand_category.csv ADDED
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DS_NLP_search_data/brand_category.xlsx ADDED
Binary file (222 kB). View file
 
DS_NLP_search_data/categories.csv ADDED
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1
+ CATEGORY_ID,PRODUCT_CATEGORY,IS_CHILD_CATEGORY_TO
2
+ 1f7d2fa7-a1d7-4969-aaf4-1244f232c175,Red Pasta Sauce,Pasta Sauce
3
+ 3e48a9b3-1ab2-4f2d-867d-4a30828afeab,Alfredo & White Pasta Sauce,Pasta Sauce
4
+ 09f3decc-aa93-460d-936c-0ddf06b055a3,Cooking & Baking,Pantry
5
+ 12a89b18-4c01-4048-94b2-0705e0a45f6b,Packaged Seafood,Pantry
6
+ 2caa015a-ca32-4456-a086-621446238783,Feminine Hygeine,Health & Wellness
7
+ 4b618ce0-9a8a-4a1d-aef6-885ee5d37163,Leafy Salads,Deli & Bakery
8
+ 3a767143-5a9b-4244-893b-e370b9c27eda,Cream,Dairy
9
+ 01edb86e-b0b3-41c9-a756-2914b850157d,Coffee,Beverages
10
+ 07234dce-81dd-4b99-9aa7-3a4a1e17c50a,Frozen Fruits,Frozen
11
+ 2a2ad3c4-41df-484c-833c-26744a4d9610,Nut Butters & Jam,Pantry
12
+ 38160828-1029-4505-9849-673773c5fad3,Frozen Desserts,Frozen
13
+ 3599926f-2517-42cf-8d66-395a1cd73809,Decor,Home & Garden
14
+ 1e63bbb5-d0b8-4dca-9eb1-121967de8dc8,Candy,Snacks
15
+ 44fbc64b-4a38-4bc7-a80c-d11c821eb3e4,"Cereal, Granola, & Toaster Pastries",Pantry
16
+ aefdb531-584e-4f9e-a7a1-6ed002519aa1,Frozen Sides,Frozen
17
+ 7b809583-296a-47b3-8a73-01b08b2cfd15,Dairy Alternatives,Dairy
18
+ b017bef1-50f6-444b-8fb3-77aa8dbb48a3,Meal Replacement Beverages,Beverages
19
+ e2600179-20fc-4d9e-8cfe-7a564a3e4518,Pretzels,Snacks
20
+ f66f4433-e6ec-483c-95b4-8114d70aae34,Snack Mixes,Snacks
21
+ f72793bd-721f-4d0f-8086-3b211446dd4b,Frozen Meals,Frozen
22
+ 9d636ced-b5e6-4a53-84a3-12ce20ac598b,Frozen,Frozen
23
+ 4b14a562-d567-4e40-8042-561f4556fd4c,Dairy,Dairy
24
+ 0d566b71-e49a-4b83-a340-25b921e8437f,Baby Bathing,Baby & Toddler
25
+ 1f01bdf4-7c65-4995-adfb-9080b75b0129,Condiments,Pantry
26
+ 1880d713-83b1-4d45-80d6-4d0129d7b758,Packaged Meals & Sides,Pantry
27
+ 451e3832-bc4c-4dd3-bbbb-5e33d134a765,Dips & Salsa,Snacks
28
+ 6c9b520a-9049-417a-8487-7053b9d2d8f8,Crackers,Snacks
29
+ 630680d7-ca78-4e91-b27d-e90afa21df2f,Potty Training,Baby & Toddler
30
+ a55443a3-8852-4b1c-818b-10046614496c,Household Cleaning Supplies,Household Supplies
31
+ a3ef4899-2bd2-4cac-bb31-a46ef1169c8c,Beer,Alcohol
32
+ c1348b24-5f57-4ad6-bc81-a114368acb19,Soup & Broth,Pantry
33
+ b5fd081f-4671-4eb9-97be-3c55079fc52d,Vegetable Juices,Beverages
34
+ d35b8bc0-79e9-40d7-ab7b-587acaf59aa0,Baby Safety,Baby & Toddler
35
+ dd9dfdb2-fa2e-4f6a-b234-c9518212c718,Toothpaste,Oral Care
36
+ 2e390809-d293-43d2-bfa3-56b06d24b3e1,Rum,Spirits
37
+ 2c76a708-0d08-441a-9ca7-5827d32ce032,Sexual Health,Health & Wellness
38
+ 6b770f8d-09b5-4491-8bbb-31ee38645b20,Malt Beverages,Alcohol
39
+ bd2e2509-b9bb-4c08-bf4b-c947b5eedd46,Diapering,Baby & Toddler
40
+ bf14b0ad-9e1c-4adb-953d-e459ef8d4821,Dessert Toppings,Snacks
41
+ d5cba6a8-9ac7-40dd-9692-f9e890a48ca4,"Hard Seltzers, Sodas, Waters, Lemonades & Teas",Alcohol
42
+ b06d9098-f313-4ba8-88aa-a001db2759d8,Hard Ciders,Alcohol
43
+ e246975c-322e-4e31-aa4b-a22eabe581d1,Yogurt,Dairy
44
+ 87b8ae7a-5a8b-43f1-a4ee-a1fdb3bc068c,Household Supplies,Household Supplies
45
+ e8d9c191-47c0-46eb-affd-34b08a44ebbc,Dry Pasta,Pasta & Noodles
46
+ 4d1a5602-1df0-4000-8025-cc73142c486f,Popcorn,Puffed Snacks
47
+ 84011112-b553-402a-9950-998bf7affd63,Drink Mixes,Beverages
48
+ 3dcfe6dc-3445-4ba7-b11e-8238a5d41be7,Puffed Snacks,Snacks
49
+ 867f38b4-3abe-4717-860b-fb734c817197,Jerky & Dried Meat,Snacks
50
+ 998b0374-9bf6-4b9a-a285-431f5afc232d,Deli Counter,Deli & Bakery
51
+ e3b6f1f0-de8b-4625-b678-56cfd8747cbe,Milk,Dairy
52
+ ca1c0f4d-3efc-4978-8357-69862996f416,Wine,Alcohol
53
+ f1a38ab2-67a0-4863-9802-2b16a181e722,Bread,Pantry
54
+ f78c4b56-a1a6-4972-a0b3-6514ad98fd27,Tea,Beverages
55
+ e88983eb-6ae9-40e6-97a9-e77a2294c3fe,Sauces & Marinades,Pantry
56
+ dc7b8939-091d-43c0-bd23-454be9e4995a,Pest Control,Household Supplies
57
+ b7588815-8b82-46c4-aa05-cc96a0d1524d,Energy Drinks,Beverages
58
+ c7f51b3a-c2a6-4818-93cf-9cfbd58c2622,Chips,Snacks
59
+ e27d28fb-5e48-49b6-9373-3a92246c2f87,Nuts & Seeds,Snacks
60
+ ee7d461c-afec-4dd8-b06e-c3de3ea040fe,Cookies,Snacks
61
+ f7d6a180-a33e-4a1e-bdca-5c7bd498703b,Foot Care,Health & Wellness
62
+ 79e71bb6-c6f8-4782-9e2c-aa535c8d06d7,Vodka,Spirits
63
+ 03577242-2690-4bad-916c-eb7d6c2e0ee2,Deodorant & Antiperspirant,Health & Wellness
64
+ 5d4a0ce8-cc6b-4b18-bf36-d35026ec60ec,Food Storage,Household Supplies
65
+ 0619fda2-db1e-42c4-87ef-457ae91fca72,Cheese,Dairy
66
+ 0b5e15f3-f1ee-40fe-9e81-cac225799ebe,Frozen Vegetables,Frozen
67
+ 28c3d049-7728-41c4-8933-fc8c2f223ca0,Trail Mix,Snacks
68
+ 298b0773-27c7-4538-8bbe-a84c591b6714,Packaged Fruit & Applesauce,Pantry
69
+ 0a09521d-71e3-40b7-bd43-0e3654e91b2b,Skin Care,Health & Wellness
70
+ 83bc0b06-a0c0-438e-a14a-36a5f28db6f9,Ice,Frozen
71
+ abe5c72f-1b1e-4d84-876a-bb584260c247,Oral Care,Health & Wellness
72
+ cf3de8d5-b587-47b9-9720-2f89d2a2a85a,Butter & Margarine,Dairy
73
+ aecbba3a-7958-4b78-8a93-9215b963e9a7,Water,Beverages
74
+ d8cb60e5-b0c6-478a-971d-c6c55b17831f,Plant-Based Meat,Meat & Seafood
75
+ d45a8f68-34d2-4128-a807-7b4fcf119a17,Eggs,Dairy
76
+ 111bf216-d1df-4251-98b2-7bfa441d1bc0,Fresh Pasta,Pasta & Noodles
77
+ 0f6c46e7-8a8c-422e-8005-7d178a688da5,Fruit & Vegetable Snacks,Snacks
78
+ 205263da-67db-463e-937e-cd335a957680,Frozen Breads & Doughs,Frozen
79
+ 5f2f147b-f2a2-48ed-bac4-ba1be2df09ec,Bakery,Deli & Bakery
80
+ 16b45293-45ba-4121-bc5c-605c7fa3c510,Cosmetic Tools,Beauty
81
+ 1f782a22-5092-48ab-907c-847bf2fd4468,Laundry Supplies,Household Supplies
82
+ 7445be6b-29f8-4abb-a35f-8df1c8ad87c4,Frozen Pizza & Pizza Snacks,Frozen
83
+ 4442fa51-d4b7-4d56-ad7c-d18cfd2aff84,Tobacco Products,Mature
84
+ 2def9983-9d56-4872-a5b9-7aa8bbc2331c,Spirits,Alcohol
85
+ 7414fc82-da85-4772-8c52-6067b369b780,Frozen Breakfast,Frozen
86
+ 88c7367b-3042-48ee-aa6a-b057b244d095,Dog Supplies,Animals & Pet Supplies
87
+ ab6e6ea5-ff5d-4fe8-9866-4b1efcec2d4e,Pickled Goods,Pantry
88
+ 397f9b41-5196-4e19-96e1-e8783201b375,Prepared Meals,Deli & Bakery
89
+ 7e7acdb5-8e15-4a5f-9d89-b71841ac9ab8,Eye Care,Health & Wellness
90
+ a2108cb6-b451-46ae-997b-a11bc7ab213a,Dressings,Pantry
91
+ a6e7094e-57a5-48f9-8fe8-ca663356e5cb,First Aid,Health & Wellness
92
+ e73f7957-0e65-4466-9588-795bdc5f67ac,Packaged Meat,Pantry
93
+ e9535290-dc96-45be-bd4a-6e687880a059,Hair Care,Health & Wellness
94
+ de2afc5c-93c3-4c35-bee8-16ca97d1c9f3,Makeup,Beauty
95
+ e1e81d2f-3a40-497c-99c8-2ae28e979e25,Pesto Sauce,Pasta Sauce
96
+ bd33436d-a5de-4fd6-90f1-4f1fb4db0189,Sports Drinks,Sports Drinks & Enhanced Waters
97
+ 539953fe-50bf-4a00-8a21-c64752d6ed7e,Hair Removal,Health & Wellness
98
+ a9710fa3-a33a-4a0c-9d80-9280f0a10977,Pasta & Noodles,Pantry
99
+ 87459c51-6dc1-4064-9fb4-51e399187f2c,Fruit Juices,Beverages
100
+ d8fe1321-9ea7-4ea3-846b-8bd292e5f693,Nail Care,Beauty
101
+ ef70e81c-e88f-419c-9cb4-c008ae0eb29a,Packaged Vegetables,Pantry
102
+ 04d628dc-8630-4f8e-835f-831cd0aaf036,Body Fragrances,Beauty
103
+ 2817339f-b657-4b96-a7dc-c35b8ec78f3e,Baby Health,Baby & Toddler
104
+ 8587bef6-5b06-47d6-99b3-8c0b12e2c744,Adult Incontinence,Health & Wellness
105
+ 1b73d119-48ec-4d6b-97df-f93a9b4f1003,Snack Cakes,Snacks
106
+ 47fae368-9b64-40be-82c9-898f953e9d66,Bath & Body,Health & Wellness
107
+ 8e0a9431-5462-4810-9f65-68fe36adf454,Frozen Plant-Based Meat,Frozen
108
+ 10fb25a2-7e2f-4a7d-8976-f11b700d6e47,Refrigerated Doughs,Dairy
109
+ 91d3f006-deed-4553-83bb-1719543a1689,Rice & Grains,Pantry
110
+ b3028295-932d-49df-afbc-52dce9cce8c7,Carbonated Soft Drinks,Beverages
111
+ 88b3d152-85ef-4f2e-b90b-e63870c353de,Pudding & Gelatin,Snacks
112
+ d45c0d30-af85-4eda-b5ed-ae6a38bfeed3,Medicines & Treatments,Health & Wellness
113
+ f1ba6c83-50d3-4484-b031-6d0ca9071d81,Frozen Appetizers,Frozen
114
+ f81d7064-52da-4bd7-98eb-7a14be267720,Mature,Mature
115
+ 0b039c0e-d33d-4356-b57b-83352d98623f,Frozen Turkey,Frozen Meat
116
+ 3b79dd23-c298-4429-b9bf-ce5803b594eb,Frozen Chicken,Frozen Meat
117
+ 7fbb4211-de07-4074-b359-aea21a7ad50c,Frozen Beef,Frozen Meat
118
+ a9ace557-fce3-4eec-9536-0e4b399987b7,Frozen Seafood,Frozen Meat
119
+ c99c5725-4d9b-404a-8438-5cf1dc4f12c3,Gum,Candy
DS_NLP_search_data/categories.xlsx ADDED
Binary file (10.7 kB). View file
 
DS_NLP_search_data/offer_retailer.csv ADDED
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1
+ OFFER,RETAILER,BRAND
2
+ Spend $50 on a Full-Priced new Club Membership,SAMS CLUB,SAMS CLUB
3
+ "Beyond Meat® Plant-Based products, spend $25",,BEYOND MEAT
4
+ Good Humor Viennetta Frozen Vanilla Cake,,GOOD HUMOR
5
+ "Butterball, select varieties, spend $10 at Dillons Food Store",DILLONS FOOD STORE,BUTTERBALL
6
+ "GATORADE® Fast Twitch®, 12-ounce 12 pack, at Amazon Storefront*",AMAZON,GATORADE
7
+ Emmy's Organics® Cookies OR Brownie Snaps,,EMMYS POP UP
8
+ "Dr Pepper®, Regular OR Zero Sugar Strawberries and Cream 12 pack, at select retailers",UNITED SUPERMARKETS,DR PEPPER
9
+ "Arnold, Brownberry, Oroweat® Small Slice bread, at Walmart",WALMART,ARNOLD BROWNBERRY OROWEAT
10
+ Barilla® Pesto Sauce,,BARILLA
11
+ "Any General Mills™ products, buy 2
12
+ Good Rewards Members Only",,ANNIES HOMEGROWN GROCERY
13
+ Egglife Egg White Wraps at Aldi,ALDI,EGGLIFE
14
+ Spend $20 at Zaxby's,ZAXBYS,ZAXBYS
15
+ Spend $10 at Subway,SUBWAY,SUBWAY
16
+ "DOVE® Chocolate, select sizes, buy 1",,DOVE CHOCOLATE
17
+ Hellmann's® OR Best Foods® Garlic Aioli OR Spicy Mayonnaise,,HELLMANNS BEST FOODS
18
+ "M&M'S®, select sizes, buy 1",,M&MS
19
+ "GATORLYTE® OR GATORADE™ Fit Single Serve Bottle, select varieties, buy 2",,GATORADE
20
+ "Beyond Steak™ Plant-Based seared tips, 10 ounce at Target",TARGET,BEYOND MEAT
21
+ Red Gold Tomato Ketchup,,RED GOLD
22
+ Gillette Venus ® for Pubic Hair & Skin spend $20,,GILLETTE VENUS
23
+ Spend $140 at Shaws,SHAWS,SHAWS
24
+ "L'Oréal Paris Hair color, select varieties, spend $19 at Target",TARGET,LOREAL PARIS HAIR COLOR
25
+ Simply Spiked™ Lemonade 12 pack+,,SIMPLY SPIKED
26
+ "Gorton's, at select retailers",SHOP RITE,GORTONS
27
+ Shop 2 times at ACME,ACME,ACME
28
+ "Butterball, select varieties, spend $10 at Ralphs",RALPHS,BUTTERBALL
29
+ "Beyond Steak™ Plant-Based seared tips, 10 ounce, buy 2 at H-E-B",H-E-B,BEYOND MEAT
30
+ "Butterball, select varieties, Spend $10 at Ruler Foods",RULER FOODS,BUTTERBALL
31
+ Spend $20 at KFC,KFC,KFC
32
+ Spend $15 at Nekter,NEKTER JUICE BAR,NEKTER
33
+ Order online at Zaxbys.com,ZAXBYS,ZAXBYS
34
+ "Butterball, select varieties, spend $10 at King Soopers",KING SOOPERS,BUTTERBALL
35
+ Order from Casey's app or Caseys.com,CASEYS GENERAL STORE,CASEYS GENERAL STORE
36
+ "Tru-Ray® Premium Construction Paper, spend $10",,TRURAY
37
+ "Flonase Allergy Relief, at Walmart",WALMART,FLONASE
38
+ Spend $25 at KFC,KFC,KFC
39
+ "Gorton's Air Fried Butterfly Shrimp, at Walmart",WALMART,GORTONS
40
+ "CESAR® Wet Dog Food, spend $20",,CESAR
41
+ "TWIX®, select sizes",,TWIX
42
+ "M&M'S® chocolate candies, select varieties",,M&MS
43
+ "Hidden Valley® Ranch Salad Dressing OR Secret Sauce, select varieties",,HIDDEN VALLEY RANCH
44
+ Spend $210 at Randalls,RANDALLS,RANDALLS
45
+ "Cooked Perfect® Meatballs, at Walmart",WALMART,COOKED PERFECT
46
+ Spend $25 at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
47
+ "Perfect Keto Barista Blend Collagen & MCTs, online at Amazon",AMAZON,PERFECT KETO
48
+ "Creativity Street®, spend $10",,CREATIVITY STREET
49
+ "Crunchmaster® Crackers, spend $4",,CRUNCHMASTER
50
+ "Tyson Products, select varieties, spend $20 at Sam's Club",SAMS CLUB,BALL PARK FRANK
51
+ "L'Oréal Paris Makeup, spend $35 at Target",TARGET,LOREAL PARIS COSMETICS
52
+ Spend $25 at Subway,SUBWAY,SUBWAY
53
+ Any Vons receipt,VONS,VONS
54
+ "Chosen Foods® Mayo, select varieties",,CHOSEN FOODS
55
+ "L'Oréal Paris Men Expert hair color, spend $19 at Walmart",WALMART,LOREAL PARIS HAIR COLOR
56
+ Spend $185 at Shaws,SHAWS,SHAWS
57
+ Spend $150 at Vons,VONS,VONS
58
+ "Wine from TheBarrelRoom.com, spend $30",GALLO.COM,ALAMOS
59
+ "General Mills™ products, select brands, spend $35",,ANNIES HOMEGROWN GROCERY
60
+ "PepsiCo® Beverage, 7.5-ounce 10 pack, select varieties, at Amazon Storefront*",AMAZON,PEPSI
61
+ "Sara Lee® bread, select varieties, buy 2 at Walmart®",WALMART,SARA LEE
62
+ "Sara Lee® or Alfaros® Artesano bread, buy 5",,ALFAROS
63
+ "Bai® Antioxidant, 6 pack, buy 2 at Walmart",WALMART,BAI
64
+ Spend $5 in-store at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
65
+ "Reese's Chocolate Cones, 8 count at GIANT OR MARTIN’S",MARTINS FOODS,KLONDIKE
66
+ Spend $25 at Fresh Thyme Market,FRESH THYME MARKET,FRESH THYME MARKET
67
+ Any Albertsons receipt,ALBERTSONS,ALBERTSONS
68
+ Shop 2 times at Albertsons,ALBERTSONS,ALBERTSONS
69
+ Select beverages AND prepared food items at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
70
+ QUEEN V® The VIP & The Wingwoman Soft Touch Silicone Vibrator at Walmart,WALMART,QUEEN V
71
+ "Back to the Roots Grow Seed Starting Pots OR Germination Trays, at Walmart or Target",TARGET,BACK TO THE ROOTS
72
+ "Dove Hand Wash, select varieties, buy 2 at Target",TARGET,DOVE
73
+ "Frutero Ice Cream, 1 pint",,FRUTERO
74
+ Red Gold Tomato Juice,,RED GOLD
75
+ "Bio-Oil® Skincare Oil OR Gel, select varieties",,BIO OIL
76
+ Spend $65 at Albertsons,ALBERTSONS,ALBERTSONS
77
+ "Welch's®Fruit Snacks, select varieties, buy 2",,WELCHS FRUIT SNACKS
78
+ Talenti Mini Bars,,TALENTI
79
+ Visit OR order online from Casey's 7 times,CASEYS GENERAL STORE,CASEYS GENERAL STORE
80
+ "Simply Spiked™ Signature Peach 12-pack or larger, buy 2",,SIMPLY SPIKED
81
+ "Molson Coors®, select varieties, 12 pack+",,COORS LIGHT
82
+ "Welch's® Zero Sugar Fruity Bites, 6 pack+, online at Amazon",AMAZON,WELCHS FRUIT SNACKS
83
+ "PepsiCo® Variety Pack, select varieties, at Amazon Storefront*",AMAZON,PEPSI
84
+ Spend $100 at Vons,VONS,VONS
85
+ Spend $15 at Subway,SUBWAY,SUBWAY
86
+ Spend $35 at Fresh Thyme Market,FRESH THYME,FRESH THYME MARKET
87
+ Sign up for The Club Card or The Club+ Card full-priced membership* (New Members Only),BJS WHOLESALE,BJS WHOLESALE
88
+ "Marinela® sweet baked goods, buy 2",,MARINELA
89
+ "Back to the Roots Soils, select varieties and sizes, at Walmart",WALMART,BACK TO THE ROOTS
90
+ "Any General Mills™ products, spend $60",,ANNIES HOMEGROWN
91
+ "Welch's® Fruit Snacks, select varieties, 6 count+, buy 3",,WELCHS FRUIT SNACKS
92
+ Spend $90 at Tom Thumb,TOM THUMB,TOM THUMB
93
+ Spend $5 on single-serve prepared food items at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
94
+ "Coors Light®, Miller Lite® OR VIZZY™ 12 pack+",,VIZZY
95
+ "Cooked Perfect® Meatballs, Homestyle OR Turkey, at Walmart",WALMART,COOKED PERFECT
96
+ 12 Pack OR 2 Liter AND Whole Pizza Pie at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
97
+ "General Mills™ products, select brands, spend $7 at Convenience Stores",,ANNIES HOMEGROWN GROCERY
98
+ Gillette Venus ® for Pubic Hair & Skin,,GILLETTE VENUS
99
+ "Barilla® Pasta, select varieties, buy 2",,BARILLA
100
+ Little Bites® Spend $10 at Walmart®,WALMART,ENTENMANNS
101
+ Envy Apples pre-packed bags,,ENVY
102
+ Shop 2 times at Tom Thumb,TOM THUMB,TOM THUMB
103
+ "Ben & Jerry's Frozen Creme Brulee Non Dairy Dessert, 16 ounce",,BEN AND JERRYS
104
+ "Purex® laundry detergent, select varieties, at Walmart",WALMART,PUREX
105
+ Whole Pizza at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
106
+ Shop 2 times at Safeway,SAFEWAY,SAFEWAY
107
+ "Any General Mills™ products, spend $30",,ANNIES HOMEGROWN
108
+ "Ben & Jerry's® Doggie Desserts, 4 count",,BEN AND JERRYS
109
+ Sol® 6 pack+,,SOL CERVEZA
110
+ "George's Farmers Market Chicken Wings, at Sam's Club",SAMS CLUB,GEORGES FARMERS MARKET
111
+ "Michael Angelo's® OR Rao's® Frozen Entrees, spend $10",,RAO'S
112
+ "Sargento Sliced Cheese, spend $25",,SARGENTO
113
+ "Sargento Sliced Cheese, spend $12",,SARGENTO
114
+ Country Crock® Plant Based Butter at Walmart,WALMART,COUNTRY CROCK PLANT BUTTER
115
+ "Perfect Keto Beauty + Sleep Collagen, online at Amazon",AMAZON,PERFECT KETO
116
+ "DOVE® chocolate, select varieties",,DOVE CHOCOLATE
117
+ Simply Spiked™ 12 pack+,,SIMPLY SPIKED
118
+ "Perfect Keto Bars, online at Amazon",AMAZON,PERFECT KETO
119
+ "Gillette Venus ® for Pubic Hair & Skin, spend $20",,GILLETTE VENUS
120
+ AleveX™ at Walmart,WALMART,ALEVE
121
+ "Envy Apples, pre-packed bags",,ENVY
122
+ "Ben & Jerry's Frozen Sugar Cookie Dough Chunks, 8 ounce",,BEN AND JERRYS
123
+ "L’Oréal Paris Men Expert hair color, spend $9 at Walmart",WALMART,LOREAL PARIS HAIR COLOR
124
+ "Reese's Peanut Butter Bar, 6 count, at GIANT OR MARTIN’S",THE GIANT CO,GOOD HUMOR
125
+ "Magnum Non-Dairy Hazelnut Crunch Ice Cream Bars, 3 count",,MAGNUM ICE CREAM
126
+ "Butterball, select varieties, spend $10 at Fred Meyer",FRED MEYER,BUTTERBALL
127
+ "Thomas'® Bagel Thins®, buy 2",,THOMAS
128
+ Spend $60 at TGI Friday's,TGI FRIDAYS,TGI FRIDAYS
129
+ "Artesano® buns, buy 2 at Walmart®",WALMART,SARA LEE ARTESANO
130
+ "STARBURST®, select sizes, buy 1",,STARBURST
131
+ Fresh Step® Outstretch® Cat Litter,,FRESH STEP
132
+ "Sara Lee® or Alfaros® Artesano bread, spend $8",,ALFAROS
133
+ "Back to the Roots Dry Plant Food, 5 pounds, at The Home Depot",THE HOME DEPOT,BACK TO THE ROOTS
134
+ "Burt's Bees Sensitive Lotions and Creams, select varieties, at Walmart",WALMART,BURTS BEES
135
+ "Durex® Massage & Play 2 in 1 Pleasure Gel, select varieties, at Walmart or Target",TARGET,DUREX
136
+ "Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 4",,VIZZY
137
+ LIFE SAVERS®,,LIFESAVERS
138
+ "Butterball, select varieties, spend $10 at Kroger",KROGER,BUTTERBALL
139
+ "RESPAWN® by 5® GUM, at Walmart",WALMART,5 GUM
140
+ "Back to the Roots Garden Soil, 1 cubic foot, at Lowe's Home Improvement",LOWES HOME IMPROVEMENT,BACK TO THE ROOTS
141
+ "SiO® Beauty Patches, online at Siobeauty.com",SIOBEAUTY.COM,SIO BEAUTY
142
+ Wesson® Oil Products,,WESSON
143
+ "Bubbies Pickles, Sauerkraut, and Condiments at Whole Foods or Sprouts",SPROUTS FARMERS MARKET,BUBBIES
144
+ Michael Angelo's® Sauce at Walmart,WALMART,MICHAEL ANGELO'S
145
+ Spend $155 at Pavilions,PAVILIONS,PAVILIONS
146
+ CESAR® Wet Dog Food Singles,,CESAR
147
+ Spend $90 at ACME,ACME,ACME
148
+ "Hidden Valley® Ranch Seasoning Mix Packet, 1 count",,HIDDEN VALLEY RANCH
149
+ "Sargento® products, select varieties",,SARGENTO
150
+ "Welch's® Fruit Snacks, 250 count, online at Amazon",AMAZON,WELCHS FRUIT SNACKS
151
+ "Ben & Jerry's®, select varieties",,BEN AND JERRYS
152
+ Simply Spiked™ Signature Peach 12 pack+,,SIMPLY SPIKED
153
+ "Beech-Nut snacks, select varieties",,BEECHNUT
154
+ "Sargento® products, select varieties, buy 3",,SARGENTO
155
+ Spend $250 at ACME,ACME,ACME
156
+ Wings OR Cheesy Breadsticks at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
157
+ "Butterball, select varieties, spend $10 at Smith's",SMITHS,BUTTERBALL
158
+ "Perfect Keto Collagen Peptides, online at Amazon",AMAZON,PERFECT KETO
159
+ "Perfect Keto MCT Oil Powder, online at Amazon",AMAZON,PERFECT KETO
160
+ Hellmann's® OR Best Foods® AND Sargento® Cheese Slices,,HELLMANNS BEST FOODS
161
+ Brita® Pitcher AND Filter,,BRITA
162
+ Spend $90 at Star Market,STAR MARKET,STAR MARKET
163
+ "SNICKERS®, select sizes, buy 1",,SNICKERS
164
+ "Kodiak® products, select varieties, spend $10",,KODIAK CAKES FLAPJACK & WAFFLE MIX
165
+ Bays® English Muffins,,BAYS
166
+ "Super Coffee, 12 ounce single serve, buy 3",,SUPER COFFEE
167
+ "Sara Lee® bread select varieties, buy 2",WALMART,SARA LEE
168
+ GOYA® Coconut Water,,GOYA
169
+ Spend $35 at TGI Friday's,TGI FRIDAYS,TGI FRIDAYS
170
+ Spend $110 at Randalls,RANDALLS FOOD MARKETS,RANDALLS
171
+ "Reese's Chocolate Cones, 8 count at GIANT OR MARTIN’S",GIANT FOOD,KLONDIKE
172
+ Whole Pizza Pie at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
173
+ Shop 2 times at Star Market,STAR MARKET,STAR MARKET
174
+ "Hidden Valley® Ranch Seasoning, select varieties",,HIDDEN VALLEY RANCH
175
+ "General Mills™ products, select varieties, spend $12",,ANNIES HOMEGROWN GROCERY
176
+ Blue Apron Meal Kits,BLUE APRON,BLUE APRON
177
+ "Aleve® products, select varieties, 80 count+ at Walmart",WALMART,ALEVE
178
+ "Welch's® Juicefuls® Juicy Fruit Snacks, 14 count, at Target",TARGET,WELCHS FRUIT SNACKS
179
+ "Welch's® Fruit Snacks, select varieties, 6 count+, buy 2",,WELCHS FRUIT SNACKS
180
+ "Sign up for McAlister's Deli Rewards, tap for details",MCALISTERS DELI,MCALISTERS DELI
181
+ "Arbos Cheese Dip, 12 ounce, buy at Central Market",CENTRAL MARKET,ARBOS
182
+ L'Oréal Paris Excellence Hair Color at Target,TARGET,LOREAL PARIS HAIR COLOR
183
+ "Kradle, select varieties, spend $20 at Walmart",WALMART,KRADLE
184
+ Frozen OR Fountain Drink at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
185
+ "Arnold, Brownberry, Oroweat® Keto bread, buy 2",,ARNOLD BROWNBERRY OROWEAT
186
+ Shop 2 times at Shaw's,SHAWS,SHAWS
187
+ "Welch's®Fruit Snacks, spend $8",,WELCHS FRUIT SNACKS
188
+ "Children's Astepro® Allergy, 22 count at Dollar General",DOLLAR GENERAL STORE,ASTEPRO
189
+ Spend $10 in-store at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
190
+ "Fresh bakery item, select varieties, at Casey's",CASEYS GENERAL STORE,CASEYS GENERAL STORE
191
+ "SNICKERS® chocolate candy bar, select varieties",,SNICKERS
192
+ Rao's® Frozen Pizza,,RAO'S
193
+ "GATORADE® Fast Twitch®, 12-ounce single serve, buy 2 at Kroger",FRED MEYER,GATORADE
194
+ "Bimbo® sweet baked goods, buy 2",,BIMBO
195
+ Any Shaw's receipt,SHAWS,SHAWS
196
+ "Gorton's, at select retailers",STOP & SHOP,GORTONS
197
+ "Butterball, select varieties, spend $10 at Food 4 Less",FOOD4LESS,BUTTERBALL
198
+ NatuChips® Plantain Chips,,NATUCHIPS
199
+ "Beech-Nut pouches, buy 8",,BEECHNUT
200
+ Spend $45 at Zaxby's,ZAXBYS,ZAXBYS
201
+ "Back to the Roots Raised Bed Gardening Kit with Soil, Seeds and Plant Food, at Target",TARGET,BACK TO THE ROOTS
202
+ "Ben & Jerry's®, select varieties, spend $12",,BEN AND JERRYS
203
+ Any ACME receipt,ACME,ACME
204
+ Spend $220 at Tom Thumb,TOM THUMB,TOM THUMB
205
+ "Promised Land Dairy Milk, 52-ounce",,PROMISED LAND DAIRY
206
+ "Welch's® Fruit 'n Yogurt® Snacks, 18 count, at Walmart",WALMART,WELCHS FRUIT SNACKS
207
+ Hidden Valley® Ranch Seasoning Shaker,,HIDDEN VALLEY RANCH
208
+ "CORE® Hydration, select varieties, at Walmart",WALMART,CORE HYDRATION
209
+ When you join Costco as a Gold Star Member* (New Members Only),COSTCO,COSTCO
210
+ Whole pizza at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
211
+ Spend $40 at Farmer Boys,FARMER BOYS,FARMER BOYS
212
+ "Colgate® Toothpaste AND Colgate® Toothbrush, select varieties at Walmart or Target",TARGET,COLGATE TOOTHBRUSHES
213
+ "L'Oréal Paris Hair color, select varieties, spend $25 at Target",TARGET,LOREAL PARIS HAIR COLOR
214
+ "TWIX®, select varieties",,TWIX
215
+ Spend $15 at KFC,KFC,KFC
216
+ Spend $275 at Vons,VONS,VONS
217
+ "EXTRA®, select varieties",,EXTRA
218
+ "Ben & Jerry's® Doggie Desserts, 4 ounce, buy 2",,BEN AND JERRYS
219
+ "Klondike Cones, spend $10 at Walmart ",WALMART,KLONDIKE
220
+ "Reese's Peanut Butter Bar, 6 count, at GIANT OR MARTIN’S",MARTINS FOODS,GOOD HUMOR
221
+ "Beyond Steak™ Plant-Based seared tips, 10 ounce at H-E-B",H-E-B,BEYOND MEAT
222
+ "Kradle, select products, online at Chewy.com",CHEWY,KRADLE
223
+ Spend $120 at Star Market,STAR MARKET,STAR MARKET
224
+ Shop 2 times at Vons,VONS,VONS
225
+ Wonderworks™ Keto* Friendly Cereal,,WONDERWORKS
226
+ "MTN DEW® Kickstart, 16-ounce 12 count, select varieties, at Amazon Storefront*",AMAZON,MOUNTAIN DEW
227
+ When you join Costco as an Executive Member* (New Members Only),COSTCO,COSTCO
228
+ "Adult Astepro® Allergy, 22 count at Dollar General",DOLLAR GENERAL STORE,ASTEPRO
229
+ Shop 2 times at Pavilions,PAVILIONS,PAVILIONS
230
+ "SKITTLES®, select varieties",,SKITTLES
231
+ "Stubborn Soda OR Bundaberg Ginger Beer, select varieties, at Amazon Storefront*",AMAZON,STUBBORN SODA
232
+ "BallPark® buns, buy 2",,BALL PARK POP UPS
233
+ 12 Pack OR 2 Liter AND Whole Pizza at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
234
+ Spend $220 at Star Market,STAR MARKET,STAR MARKET
235
+ Frozen OR Fountain Drink at Casey's ,CASEYS GENERAL STORE,CASEYS GENERAL STORE
236
+ Spend $45 at TGI Friday's,TGI FRIDAYS,TGI FRIDAYS
237
+ Visit OR order online from Casey's 3 times,CASEYS GENERAL STORE,CASEYS GENERAL STORE
238
+ Spend $210 at Randalls,RANDALLS FOOD MARKETS,RANDALLS
239
+ Visit OR order online from Casey's 5 times,CASEYS GENERAL STORE,CASEYS GENERAL STORE
240
+ Any Tom Thumb receipt,TOM THUMB,TOM THUMB
241
+ "Butterball, select varieties, spend $10 at Fry's Food Store",FRYS FOOD STORE,BUTTERBALL
242
+ "ORBIT®, select sizes, buy 1",,ORBIT
243
+ 12 pack OR 2 liter AND Whole Pizza at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
244
+ "Molson Coors®, select varieties, 12 Pack+, buy 2",,TOPO CHICO HARD SELTZER
245
+ "Thomas'®, select varieties, spend $10",,THOMAS
246
+ "Beyond Steak™ Plant-Based seared tips, 10 ounce, buy 2 at Target",TARGET,BEYOND MEAT
247
+ Whole Pizza at Casey's ,CASEYS GENERAL STORE,CASEYS GENERAL STORE
248
+ "EXTRA®, select sizes",,EXTRA
249
+ Gorton's at select retailers,STOP & SHOP,GORTONS
250
+ Brita® Standard OR Elite Filters,,BRITA
251
+ Spend $300 at Shaws,SHAWS,SHAWS
252
+ Spend $50 at Fresh Thyme Market,FRESH THYME MARKET,FRESH THYME MARKET
253
+ "Starry™ Lemon Lime Soda multipacks, at Kroger",DILLONS GROCERY,STARRY
254
+ "Barilla® pasta, select varieties, buy 3",,BARILLA
255
+ "Fresh Bakery Products at Casey's, select varieties",CASEYS GENERAL STORE,CASEYS GENERAL STORE
256
+ "Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 2",,VIZZY
257
+ "Kradle, select varieties, online at Amazon",AMAZON,KRADLE
258
+ "Starry™ Lemon Lime Soda, 7.5-ounce 10 pack, at Amazon Storefront*",AMAZON,STARRY
259
+ "EVOLVE® Plant-Based Protein Shake, 4 count, select varieties, at Whole Foods",WHOLE FOODS MARKET,EVOLVE
260
+ "Burt's Bee's® Facial Wipes, select varieties, 30 count at Walmart",WALMART,BURTS BEES
261
+ "Aleve® products AND AleveX™, select varieties, at Walmart",WALMART,ALEVE
262
+ "Beyond Meat® Plant-Based products, spend $15",,BEYOND MEAT
263
+ "GOYA® Adobo Seasoning, 8 ounce+",,GOYA
264
+ "Tyson Products, select varieties, spend $15 at Walmart",WALMART,AIDELLS
265
+ Spend $210 at Safeway,SAFEWAY,SAFEWAY
266
+ Klondike Cones at Walmart ,WALMART,KLONDIKE
267
+ Spend $110 at Albertsons,ALBERTSONS,ALBERTSONS
268
+ "Bubbies Pickles, Sauerkraut, OR Condiments at Whole Foods or Sprouts",SPROUTS FARMERS MARKET,BUBBIES
269
+ "Sara Lee® or Alfaros® Artesano bread, buy 2",,ALFAROS
270
+ "Beyond Meat® Plant-Based products, spend $20",,BEYOND MEAT
271
+ Spend $10 on Casey's branded packaged products,CASEYS GENERAL STORE,CASEYS GENERAL STORE
272
+ Any Randalls receipt,RANDALLS FOOD MARKETS,RANDALLS
273
+ "Arber, at Target",TARGET,ARBER
274
+ "Häagen-Dazs®, 28 ounce, at GROCERY* stores",,HAAGEN DAZS
275
+ Spend $130 at ACME,ACME,ACME
276
+ "Spend $110 on a Full-Priced new Plus Membership and receive an ADDITIONAL 10,000 points",SAMS CLUB,SAMS CLUB
277
+ "Butterball, select varieties, spend $10 at QFC",QFC,BUTTERBALL
278
+ Spend $100 at Pavilions,PAVILIONS,PAVILIONS
279
+ "Glad® Trash Bags, 4 OR 8 Gallon",,GLAD
280
+ Tostitos® Toppers™,,TOSTITOS
281
+ :ratio™ KETO* Friendly Cereal OR Granola,,RATIO
282
+ "Burt's Bees® products, select varieties, at Walmart",WALMART,BURTS BEES
283
+ "Bio-Oil® products, select varieties",,BIO OIL
284
+ "André® California, Champagne OR Sparkling Wines, 750mL bottle",,ANDRE
285
+ Spend $20 at Farmer Boys,FARMER BOYS,FARMER BOYS
286
+ "Any General Mills™ products, spend $50",,ANNIES HOMEGROWN
287
+ Chosen Foods® Dressings,,CHOSEN FOODS
288
+ Spend $30 at Dickey's Barbecue Pit,DICKEYS BARBECUE PIT,DICKEYS BARBECUE PIT
289
+ Degree for Men OR Women Dry Spray,,DEGREE
290
+ "Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 3",,VIZZY
291
+ Back to the Roots Microgreens Grow Kit OR Seed Refill at Walmart,WALMART,BACK TO THE ROOTS
292
+ Spend $40 at KFC,KFC,KFC
293
+ "Bai® Antioxidant, 6 pack, at Walmart",WALMART,BAI
294
+ Spend $20 at Dickey's Barbecue Pit,DICKEYS BARBECUE PIT,DICKEYS BARBECUE PIT
295
+ Spend $25 at TGI Friday's,TGI FRIDAYS,TGI FRIDAYS
296
+ "L'Oréal Paris Hair color, select varieties, spend $9 at Target",TARGET,LOREAL PARIS HAIR COLOR
297
+ "Sargento Sliced Cheese, spend $18",,SARGENTO
298
+ "SKITTLES®, select sizes",,SKITTLES
299
+ "LIFESAVERS®, any size, buy 1",,LIFESAVERS
300
+ "L'Oréal Paris Makeup, spend $30 at Target",TARGET,LOREAL PARIS COSMETICS
301
+ Spend $115 at Tom Thumb,TOM THUMB,TOM THUMB
302
+ Any Randalls receipt,RANDALLS,RANDALLS
303
+ Spend $75 at Randalls,RANDALLS,RANDALLS
304
+ Shop 2 times at Randalls,RANDALLS FOOD MARKETS,RANDALLS
305
+ "GATORADE® Fast Twitch®, 12-ounce single serve",,GATORADE
306
+ Spend $10 at Nekter,NEKTER JUICE BAR,NEKTER
307
+ "Brownie Brittle® Snacks, select varieties, buy 2",,BROWNIE BRITTLE
308
+ Cheerios™ Oat Crunch Berry Cereal,,CHEERIOS
309
+ Glad® ForceFlex Max Strength Trash Bags,,GLAD
310
+ "GATORADE® Fast Twitch®, 12-ounce single serve, at Kroger",DILLONS GROCERY,GATORADE
311
+ Spend $10 at CVS,CVS,CVS
312
+ "OxiClean™ Laundry Stain Removers, select varieties at Walmart",WALMART,OXICLEAN
313
+ Country Crock® Plant Based Cream at Walmart,WALMART,COUNTRY CROCK PLANT BUTTER
314
+ 2 Pack OR 2 Liter AND Whole Pizza at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
315
+ Arnold® Grains Almighty,,ARNOLD BROWNBERRY OROWEAT
316
+ "Snuggle® Liquid Fabric Softener, at Walmart",WALMART,SNUGGLE
317
+ "Hidden Valley® Ranch Night Seasoning Mix, 1 count",,HIDDEN VALLEY RANCH
318
+ "Kradle, select varieties, at Pet Supplies Plus",PET SUPPLIES PLUS,KRADLE
319
+ "Back to the Roots Soils, select varieties and sizes, at Lowes",LOWES HOME IMPROVEMENT,BACK TO THE ROOTS
320
+ "Butterball, select varieties, spend $10 at Mariano's",MARIANOS,BUTTERBALL
321
+ "CORE® Hydration, select varieties, buy 2 at Walmart",WALMART,CORE HYDRATION
322
+ Spend $40 at Dickey's Barbecue Pit,DICKEYS BARBECUE PIT,DICKEYS BARBECUE PIT
323
+ "General Mills™ snacks, select brands, spend $10",,BUGLES
324
+ "Back to the Roots Soils, select varieties, at Walmart or Lowes",LOWES HOME IMPROVEMENT,BACK TO THE ROOTS
325
+ "Barilla® pasta, select varieties, buy 4",,BARILLA
326
+ "GATORLYTE® OR GATORADE™ Fit Single Serve Bottle, select varieties",,GATORADE
327
+ "Burt's Bees® Sensitive Lotions and Creams, select varieties, at Walmart",WALMART,BURTS BEES
328
+ "Arber, at Walmart",WALMART,ARBER
329
+ "Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 5",,VIZZY
330
+ Any Pavilions receipt,PAVILIONS,PAVILIONS
331
+ Back to the Roots Grow Kits at Walmart or The Home Depot,WALMART,BACK TO THE ROOTS
332
+ Any Safeway receipt,SAFEWAY,SAFEWAY
333
+ "Welch's® Fruit Snacks, select varieties, 6 count+",,WELCHS FRUIT SNACKS
334
+ Back to the Roots Grow Hydroponic Grow Kit OR Refill Bundle at Walmart,WALMART,BACK TO THE ROOTS
335
+ "Ben & Jerry's Wake & No Bake Cookie Dough Ice Cream, 16 ounce",,BEN AND JERRYS
336
+ "ORBIT®, select varieties",,ORBIT
337
+ "GATORADE® Fast Twitch®, 12-ounce single serve, buy 2 at Kroger",FOOD4LESS,GATORADE
338
+ "Butterball, select varieties, spend $10 at Pick 'n Save OR Metro Market",PICK N SAVE,BUTTERBALL
339
+ Hellmann's | Best Foods Vegan Dressing or Spread,,HELLMANNS BEST FOODS
340
+ "Rao's®, Pasta OR Sauce, spend $10",,RAO'S
341
+ L'Oreal Paris True Match Foundation at Target,TARGET,LOREAL PARIS COSMETICS
342
+ "Sara Lee® or Alfaros® Artesano bread, spend $20",,ALFAROS
343
+ Spend $220 at Albertsons,ALBERTSONS,ALBERTSONS
344
+ "Perfect Keto Super Reds, online at Amazon",AMAZON,PERFECT KETO
345
+ The Rustik Oven® bread,,RUSTIK OVEN
346
+ Gorton's at select retailers,WALMART,GORTONS
347
+ "Back to the Roots Seeds, at Walmart",WALMART,BACK TO THE ROOTS
348
+ Nature Valley™ Protein Granola,,NATURE VALLEY
349
+ Brita® Pitcher OR Dispenser,,BRITA
350
+ Spend $30 at CVS,CVS,CVS
351
+ "Back to the Roots Organic Kits and Planters, at Target",TARGET,BACK TO THE ROOTS
352
+ "Sir Kensington's® Condiments, buy 2",,SIR KENSINGTONS
353
+ "Perfect Keto Exogenous Ketones Powder, online at Amazon",AMAZON,PERFECT KETO
354
+ Select Beverages AND Prepared Food Item at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
355
+ "Back to the Roots Potting Mix, 1 cubic foot, at Lowe's Home Improvement",LOWES HOME IMPROVEMENT,BACK TO THE ROOTS
356
+ "Barilla® pasta, select varieties, buy 2",,BARILLA
357
+ Any Star Market receipt,STAR MARKET,STAR MARKET
358
+ "Squirrel, The Bedside Perch, online at Amazon",AMAZON,SQUIRREL
359
+ "Fresh Bakery items, select varieties, at Casey's",CASEYS GENERAL STORE,CASEYS GENERAL STORE
360
+ Ben & Jerry's® Churray For Churros™ Ice Cream,,BEN AND JERRYS
361
+ Sir Kensington's® Condiments,,SIR KENSINGTONS
362
+ "Dove Hand Wash, select varieties at Target",TARGET,DOVE
363
+ Spend $15 at Burger King,BURGER KING,BURGER KING
364
+ Cameron’s Coffee EcoPods,,CAMERON'S COFFEE
365
+ L'Oréal Paris True Match Foundation at Target,TARGET,LOREAL PARIS COSMETICS
366
+ "Sara Lee® Delightful bread, buy 2",,SARA LEE
367
+ "Welch's® Juicefuls® Juicy Fruit Snacks, buy 2",,WELCHS FRUIT SNACKS
368
+ Spend $35 at Subway,SUBWAY,SUBWAY
369
+ "Dixon® Safety Carpenter Pencil, 10 count, at Lowe’s®",LOWES HOME IMPROVEMENT,DIXON
370
+ Spend $115 at Safeway,SAFEWAY,SAFEWAY
371
+ "Breyers Reese's Ice Cream, select varieties, at GIANT OR MARTIN’S",MARTINS FOODS,BREYERS
372
+ Shop 2 times at Randalls,RANDALLS,RANDALLS
373
+ "Jack Link's®, select varieties",,JACK LINKS
374
+ "Persil® ProClean®, select varieties, at Walmart",WALMART,PERSIL
375
+ "Back to the Roots Organic 3-In-1 Seed Starting Mix 12 quart, at Walmart or Target",TARGET,BACK TO THE ROOTS
376
+ "STARBURST®, select varieties",,STARBURST
377
+ "Super Coffee, 12 ounce single serve",,SUPER COFFEE
378
+ Spend $90 at Safeway,SAFEWAY,SAFEWAY
379
+ Spend $5 on brisket mac & cheese sandwich OR other single-serve prepared food item,CASEYS GENERAL STORE,CASEYS GENERAL STORE
380
+ Spend $50 at Chewy.com,CHEWY,CHEWY
381
+ Simply Organic Seasoning Mixes OR Spices,,SIMPLY ORGANIC
382
+ Spend $10 at KFC,KFC,KFC
383
+ Sargento Product,,SARGENTO
384
+ Thomas'® Bagel Thins,,THOMAS
385
+ Spend $270 at Pavilions,PAVILIONS,PAVILIONS
386
+ "Back to the Roots Soils, select varieties, at Walmart",WALMART,BACK TO THE ROOTS
DS_NLP_search_data/offer_retailer.xlsx ADDED
Binary file (17.3 kB). View file
 
DS_NLP_search_data/processed_offers.csv ADDED
@@ -0,0 +1,283 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ index,OFFER,CATEGORY
2
+ 0,"Beyond Meat® Plant-Based products, spend $25",{'Plant-Based Meat'}
3
+ 1,"Beyond Steak™ Plant-Based seared tips, 10 ounce at Target",{'Plant-Based Meat'}
4
+ 2,"Beyond Steak™ Plant-Based seared tips, 10 ounce, buy 2 at H-E-B",{'Plant-Based Meat'}
5
+ 3,"Beyond Steak™ Plant-Based seared tips, 10 ounce at H-E-B",{'Plant-Based Meat'}
6
+ 4,"Beyond Steak™ Plant-Based seared tips, 10 ounce, buy 2 at Target",{'Plant-Based Meat'}
7
+ 5,"Beyond Meat® Plant-Based products, spend $15",{'Plant-Based Meat'}
8
+ 6,"Beyond Meat® Plant-Based products, spend $20",{'Plant-Based Meat'}
9
+ 7,Good Humor Viennetta Frozen Vanilla Cake,{'Frozen Desserts'}
10
+ 8,"Reese's Peanut Butter Bar, 6 count, at GIANT OR MARTIN’S",{'Frozen Desserts'}
11
+ 9,"Butterball, select varieties, spend $10 at Dillons Food Store",{'Nut Butters & Jam'}
12
+ 10,"Butterball, select varieties, spend $10 at Ralphs",{'Nut Butters & Jam'}
13
+ 11,"Butterball, select varieties, Spend $10 at Ruler Foods",{'Nut Butters & Jam'}
14
+ 12,"Butterball, select varieties, spend $10 at King Soopers",{'Nut Butters & Jam'}
15
+ 13,"Butterball, select varieties, spend $10 at Fred Meyer",{'Nut Butters & Jam'}
16
+ 14,"Butterball, select varieties, spend $10 at Kroger",{'Nut Butters & Jam'}
17
+ 15,"Butterball, select varieties, spend $10 at Smith's",{'Nut Butters & Jam'}
18
+ 16,"Butterball, select varieties, spend $10 at Food 4 Less",{'Nut Butters & Jam'}
19
+ 17,"Butterball, select varieties, spend $10 at Fry's Food Store",{'Nut Butters & Jam'}
20
+ 18,"Butterball, select varieties, spend $10 at QFC",{'Nut Butters & Jam'}
21
+ 19,"Butterball, select varieties, spend $10 at Mariano's",{'Nut Butters & Jam'}
22
+ 20,"Butterball, select varieties, spend $10 at Pick 'n Save OR Metro Market",{'Nut Butters & Jam'}
23
+ 21,"GATORADE® Fast Twitch®, 12-ounce 12 pack, at Amazon Storefront*",{'Sports Drinks'}
24
+ 22,"GATORLYTE® OR GATORADE™ Fit Single Serve Bottle, select varieties, buy 2",{'Sports Drinks'}
25
+ 23,"GATORADE® Fast Twitch®, 12-ounce single serve, buy 2 at Kroger",{'Meal Replacement Beverages'}
26
+ 24,"GATORADE® Fast Twitch®, 12-ounce single serve",{'Meal Replacement Beverages'}
27
+ 25,"GATORADE® Fast Twitch®, 12-ounce single serve, at Kroger",{'Meal Replacement Beverages'}
28
+ 26,"GATORLYTE® OR GATORADE™ Fit Single Serve Bottle, select varieties",{'Sports Drinks'}
29
+ 27,Emmy's Organics® Cookies OR Brownie Snaps,{'Cookies'}
30
+ 28,"Dr Pepper®, Regular OR Zero Sugar Strawberries and Cream 12 pack, at select retailers",{'Carbonated Soft Drinks'}
31
+ 29,"Arnold, Brownberry, Oroweat® Small Slice bread, at Walmart",{'Bread'}
32
+ 30,"Arnold, Brownberry, Oroweat® Keto bread, buy 2",{'Bread'}
33
+ 31,Arnold® Grains Almighty,{'Prepared Meals'}
34
+ 32,Barilla® Pesto Sauce,{'Pesto Sauce'}
35
+ 33,"Barilla® Pasta, select varieties, buy 2",{'Red Pasta Sauce'}
36
+ 34,"Barilla® pasta, select varieties, buy 3",{'Red Pasta Sauce'}
37
+ 35,"Barilla® pasta, select varieties, buy 4",{'Red Pasta Sauce'}
38
+ 36,"Barilla® pasta, select varieties, buy 2",{'Red Pasta Sauce'}
39
+ 37,"Any General Mills™ products, buy 2
40
+ Good Rewards Members Only","{'Cereal, Granola, & Toaster Pastries'}"
41
+ 38,"General Mills™ products, select brands, spend $35",{'Refrigerated Doughs'}
42
+ 39,"General Mills™ products, select brands, spend $7 at Convenience Stores",{'Refrigerated Doughs'}
43
+ 40,"General Mills™ products, select varieties, spend $12",{'Refrigerated Doughs'}
44
+ 41,Egglife Egg White Wraps at Aldi,{'Eggs'}
45
+ 42,"DOVE® Chocolate, select sizes, buy 1",{'Candy'}
46
+ 43,"DOVE® chocolate, select varieties",{'Candy'}
47
+ 44,Hellmann's® OR Best Foods® Garlic Aioli OR Spicy Mayonnaise,{'Condiments'}
48
+ 45,Hellmann's® OR Best Foods® AND Sargento® Cheese Slices,{'Condiments'}
49
+ 46,Hellmann's | Best Foods Vegan Dressing or Spread,{'Dressings'}
50
+ 47,"M&M'S®, select sizes, buy 1",{'Candy'}
51
+ 48,"M&M'S® chocolate candies, select varieties",{'Candy'}
52
+ 49,Red Gold Tomato Ketchup,{'Condiments'}
53
+ 50,Red Gold Tomato Juice,{'Drink Mixes'}
54
+ 51,Gillette Venus ® for Pubic Hair & Skin spend $20,{'Hair Removal'}
55
+ 52,Gillette Venus ® for Pubic Hair & Skin,{'Hair Removal'}
56
+ 53,"Gillette Venus ® for Pubic Hair & Skin, spend $20",{'Hair Removal'}
57
+ 54,"L'Oréal Paris Hair color, select varieties, spend $19 at Target",{'Hair Care'}
58
+ 55,"L'Oréal Paris Men Expert hair color, spend $19 at Walmart",{'Hair Care'}
59
+ 56,"L’Oréal Paris Men Expert hair color, spend $9 at Walmart",{'Hair Care'}
60
+ 57,L'Oréal Paris Excellence Hair Color at Target,{'Hair Care'}
61
+ 58,"L'Oréal Paris Hair color, select varieties, spend $25 at Target",{'Hair Care'}
62
+ 59,"L'Oréal Paris Hair color, select varieties, spend $9 at Target",{'Hair Care'}
63
+ 60,Simply Spiked™ Lemonade 12 pack+,"{'Hard Seltzers, Sodas, Waters, Lemonades & Teas'}"
64
+ 61,"Simply Spiked™ Signature Peach 12-pack or larger, buy 2",{'Malt Beverages'}
65
+ 62,Simply Spiked™ 12 pack+,"{'Hard Seltzers, Sodas, Waters, Lemonades & Teas'}"
66
+ 63,Simply Spiked™ Signature Peach 12 pack+,{'Malt Beverages'}
67
+ 64,"Gorton's, at select retailers",{'Frozen Meals'}
68
+ 65,"Gorton's Air Fried Butterfly Shrimp, at Walmart",{'Frozen Seafood'}
69
+ 66,Gorton's at select retailers,{'Frozen Meals'}
70
+ 67,"Flonase Allergy Relief, at Walmart",{'Medicines & Treatments'}
71
+ 68,"CESAR® Wet Dog Food, spend $20",{'Dog Supplies'}
72
+ 69,CESAR® Wet Dog Food Singles,{'Dog Supplies'}
73
+ 70,"TWIX®, select sizes",{'Candy'}
74
+ 71,"TWIX®, select varieties",{'Candy'}
75
+ 72,"Hidden Valley® Ranch Salad Dressing OR Secret Sauce, select varieties",{'Sauces & Marinades'}
76
+ 73,"Hidden Valley® Ranch Seasoning Mix Packet, 1 count",{'Sauces & Marinades'}
77
+ 74,"Hidden Valley® Ranch Seasoning, select varieties",{'Sauces & Marinades'}
78
+ 75,Hidden Valley® Ranch Seasoning Shaker,{'Sauces & Marinades'}
79
+ 76,"Hidden Valley® Ranch Night Seasoning Mix, 1 count",{'Cooking & Baking'}
80
+ 77,"Cooked Perfect® Meatballs, at Walmart",{'Frozen Chicken'}
81
+ 78,"Cooked Perfect® Meatballs, Homestyle OR Turkey, at Walmart",{'Frozen Chicken'}
82
+ 79,"Perfect Keto Barista Blend Collagen & MCTs, online at Amazon",{'Medicines & Treatments'}
83
+ 80,"Perfect Keto Beauty + Sleep Collagen, online at Amazon",{'Medicines & Treatments'}
84
+ 81,"Perfect Keto Bars, online at Amazon",{'Nuts & Seeds'}
85
+ 82,"Perfect Keto Collagen Peptides, online at Amazon",{'Medicines & Treatments'}
86
+ 83,"Perfect Keto MCT Oil Powder, online at Amazon",{'Medicines & Treatments'}
87
+ 84,"Perfect Keto Super Reds, online at Amazon",{'Medicines & Treatments'}
88
+ 85,"Perfect Keto Exogenous Ketones Powder, online at Amazon",{'Medicines & Treatments'}
89
+ 86,"Crunchmaster® Crackers, spend $4",{'Crackers'}
90
+ 87,"Tyson Products, select varieties, spend $20 at Sam's Club",{'Packaged Meat'}
91
+ 88,"L'Oréal Paris Makeup, spend $35 at Target",{'Makeup'}
92
+ 89,"L'Oréal Paris Makeup, spend $30 at Target",{'Makeup'}
93
+ 90,L'Oreal Paris True Match Foundation at Target,{'Makeup'}
94
+ 91,L'Oréal Paris True Match Foundation at Target,{'Makeup'}
95
+ 92,"Chosen Foods® Mayo, select varieties",{'Condiments'}
96
+ 93,Chosen Foods® Dressings,{'Dressings'}
97
+ 94,"Wine from TheBarrelRoom.com, spend $30",{'Wine'}
98
+ 95,"PepsiCo® Beverage, 7.5-ounce 10 pack, select varieties, at Amazon Storefront*",{'Carbonated Soft Drinks'}
99
+ 96,"PepsiCo® Variety Pack, select varieties, at Amazon Storefront*",{'Carbonated Soft Drinks'}
100
+ 97,"Sara Lee® bread, select varieties, buy 2 at Walmart®",{'Bread'}
101
+ 98,"Sara Lee® bread select varieties, buy 2",{'Bread'}
102
+ 99,"Sara Lee® Delightful bread, buy 2",{'Bread'}
103
+ 100,"Sara Lee® or Alfaros® Artesano bread, buy 5",{'Bread'}
104
+ 101,"Sara Lee® or Alfaros® Artesano bread, spend $8",{'Bread'}
105
+ 102,"Sara Lee® or Alfaros® Artesano bread, buy 2",{'Bread'}
106
+ 103,"Sara Lee® or Alfaros® Artesano bread, spend $20",{'Bread'}
107
+ 104,"Bai® Antioxidant, 6 pack, buy 2 at Walmart",{'Drink Mixes'}
108
+ 105,"Bai® Antioxidant, 6 pack, at Walmart",{'Drink Mixes'}
109
+ 106,"Reese's Chocolate Cones, 8 count at GIANT OR MARTIN’S",{'Frozen Desserts'}
110
+ 107,"Klondike Cones, spend $10 at Walmart ",{'Frozen Desserts'}
111
+ 108,Klondike Cones at Walmart ,{'Frozen Desserts'}
112
+ 109,"Back to the Roots Grow Seed Starting Pots OR Germination Trays, at Walmart or Target",{'Packaged Meals & Sides'}
113
+ 110,"Back to the Roots Soils, select varieties and sizes, at Walmart",{'Packaged Meals & Sides'}
114
+ 111,"Back to the Roots Dry Plant Food, 5 pounds, at The Home Depot",{'Packaged Meals & Sides'}
115
+ 112,"Back to the Roots Garden Soil, 1 cubic foot, at Lowe's Home Improvement",{'Packaged Meals & Sides'}
116
+ 113,"Back to the Roots Raised Bed Gardening Kit with Soil, Seeds and Plant Food, at Target",{'Packaged Meals & Sides'}
117
+ 114,Back to the Roots Microgreens Grow Kit OR Seed Refill at Walmart,{'Packaged Meals & Sides'}
118
+ 115,"Back to the Roots Soils, select varieties and sizes, at Lowes",{'Packaged Meals & Sides'}
119
+ 116,"Back to the Roots Soils, select varieties, at Walmart or Lowes",{'Packaged Meals & Sides'}
120
+ 117,Back to the Roots Grow Kits at Walmart or The Home Depot,{'Packaged Meals & Sides'}
121
+ 118,Back to the Roots Grow Hydroponic Grow Kit OR Refill Bundle at Walmart,{'Packaged Meals & Sides'}
122
+ 119,"Back to the Roots Seeds, at Walmart",{'Packaged Meals & Sides'}
123
+ 120,"Back to the Roots Organic Kits and Planters, at Target",{'Packaged Meals & Sides'}
124
+ 121,"Back to the Roots Potting Mix, 1 cubic foot, at Lowe's Home Improvement",{'Packaged Meals & Sides'}
125
+ 122,"Back to the Roots Organic 3-In-1 Seed Starting Mix 12 quart, at Walmart or Target",{'Packaged Meals & Sides'}
126
+ 123,"Back to the Roots Soils, select varieties, at Walmart",{'Packaged Meals & Sides'}
127
+ 124,"Dove Hand Wash, select varieties, buy 2 at Target",{'Bath & Body'}
128
+ 125,"Dove Hand Wash, select varieties at Target",{'Bath & Body'}
129
+ 126,"Frutero Ice Cream, 1 pint",{'Frozen Desserts'}
130
+ 127,"Bio-Oil® Skincare Oil OR Gel, select varieties",{'Skin Care'}
131
+ 128,"Bio-Oil® products, select varieties",{'Skin Care'}
132
+ 129,"Welch's®Fruit Snacks, select varieties, buy 2",{'Fruit & Vegetable Snacks'}
133
+ 130,"Welch's® Zero Sugar Fruity Bites, 6 pack+, online at Amazon",{'Fruit & Vegetable Snacks'}
134
+ 131,"Welch's® Fruit Snacks, select varieties, 6 count+, buy 3",{'Fruit & Vegetable Snacks'}
135
+ 132,"Welch's® Fruit Snacks, 250 count, online at Amazon",{'Fruit & Vegetable Snacks'}
136
+ 133,"Welch's® Juicefuls® Juicy Fruit Snacks, 14 count, at Target",{'Fruit & Vegetable Snacks'}
137
+ 134,"Welch's® Fruit Snacks, select varieties, 6 count+, buy 2",{'Fruit & Vegetable Snacks'}
138
+ 135,"Welch's®Fruit Snacks, spend $8",{'Fruit & Vegetable Snacks'}
139
+ 136,"Welch's® Fruit 'n Yogurt® Snacks, 18 count, at Walmart",{'Fruit & Vegetable Snacks'}
140
+ 137,"Welch's® Fruit Snacks, select varieties, 6 count+",{'Fruit & Vegetable Snacks'}
141
+ 138,"Welch's® Juicefuls® Juicy Fruit Snacks, buy 2",{'Fruit & Vegetable Snacks'}
142
+ 139,Talenti Mini Bars,{'Frozen Desserts'}
143
+ 140,"Molson Coors®, select varieties, 12 pack+",{'Beer'}
144
+ 141,"Marinela® sweet baked goods, buy 2",{'Cookies'}
145
+ 142,"Coors Light®, Miller Lite® OR VIZZY™ 12 pack+",{'Malt Beverages'}
146
+ 143,"Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 4",{'Malt Beverages'}
147
+ 144,"Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 2",{'Malt Beverages'}
148
+ 145,"Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 3",{'Malt Beverages'}
149
+ 146,"Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 5",{'Malt Beverages'}
150
+ 147,Little Bites® Spend $10 at Walmart®,{'Snack Cakes'}
151
+ 148,Envy Apples pre-packed bags,{'Candy'}
152
+ 149,"Envy Apples, pre-packed bags",{'Candy'}
153
+ 150,"Ben & Jerry's Frozen Creme Brulee Non Dairy Dessert, 16 ounce",{'Frozen Desserts'}
154
+ 151,"Ben & Jerry's® Doggie Desserts, 4 count",{'Frozen Desserts'}
155
+ 152,"Ben & Jerry's Frozen Sugar Cookie Dough Chunks, 8 ounce",{'Frozen Desserts'}
156
+ 153,"Ben & Jerry's®, select varieties",{'Frozen Desserts'}
157
+ 154,"Ben & Jerry's®, select varieties, spend $12",{'Frozen Desserts'}
158
+ 155,"Ben & Jerry's® Doggie Desserts, 4 ounce, buy 2",{'Frozen Desserts'}
159
+ 156,"Ben & Jerry's Wake & No Bake Cookie Dough Ice Cream, 16 ounce",{'Frozen Desserts'}
160
+ 157,Ben & Jerry's® Churray For Churros™ Ice Cream,{'Frozen Desserts'}
161
+ 158,"Purex® laundry detergent, select varieties, at Walmart",{'Laundry Supplies'}
162
+ 159,Sol® 6 pack+,{'Beer'}
163
+ 160,"Michael Angelo's® OR Rao's® Frozen Entrees, spend $10",{'Frozen Meals'}
164
+ 161,Rao's® Frozen Pizza,{'Frozen Meals'}
165
+ 162,"Rao's®, Pasta OR Sauce, spend $10",{'Dry Pasta'}
166
+ 163,"Sargento Sliced Cheese, spend $25",{'Cheese'}
167
+ 164,"Sargento Sliced Cheese, spend $12",{'Cheese'}
168
+ 165,"Sargento® products, select varieties",{'Cheese'}
169
+ 166,"Sargento® products, select varieties, buy 3",{'Cheese'}
170
+ 167,"Sargento Sliced Cheese, spend $18",{'Cheese'}
171
+ 168,Sargento Product,{'Cheese'}
172
+ 169,Country Crock® Plant Based Butter at Walmart,{'Nut Butters & Jam'}
173
+ 170,Country Crock® Plant Based Cream at Walmart,{'Nut Butters & Jam'}
174
+ 171,AleveX™ at Walmart,{'Medicines & Treatments'}
175
+ 172,"Aleve® products, select varieties, 80 count+ at Walmart",{'Medicines & Treatments'}
176
+ 173,"Aleve® products AND AleveX™, select varieties, at Walmart",{'Medicines & Treatments'}
177
+ 174,"Magnum Non-Dairy Hazelnut Crunch Ice Cream Bars, 3 count",{'Frozen Desserts'}
178
+ 175,"Thomas'® Bagel Thins®, buy 2",{'Bakery'}
179
+ 176,"Thomas'®, select varieties, spend $10",{'Bakery'}
180
+ 177,Thomas'® Bagel Thins,{'Bakery'}
181
+ 178,"Artesano® buns, buy 2 at Walmart®",{'Bread'}
182
+ 179,"STARBURST®, select sizes, buy 1",{'Fruit & Vegetable Snacks'}
183
+ 180,"STARBURST®, select varieties",{'Fruit & Vegetable Snacks'}
184
+ 181,Fresh Step® Outstretch® Cat Litter,{'Hair Care'}
185
+ 182,"Burt's Bees Sensitive Lotions and Creams, select varieties, at Walmart",{'Skin Care'}
186
+ 183,"Burt's Bee's® Facial Wipes, select varieties, 30 count at Walmart",{'Skin Care'}
187
+ 184,"Burt's Bees® products, select varieties, at Walmart",{'Skin Care'}
188
+ 185,"Burt's Bees® Sensitive Lotions and Creams, select varieties, at Walmart",{'Skin Care'}
189
+ 186,"Durex® Massage & Play 2 in 1 Pleasure Gel, select varieties, at Walmart or Target",{'Sexual Health'}
190
+ 187,LIFE SAVERS®,{'Candy'}
191
+ 188,"LIFESAVERS®, any size, buy 1",{'Candy'}
192
+ 189,"RESPAWN® by 5® GUM, at Walmart",{'Gum'}
193
+ 190,Wesson® Oil Products,{'Cooking & Baking'}
194
+ 191,"Bubbies Pickles, Sauerkraut, and Condiments at Whole Foods or Sprouts",{'Prepared Meals'}
195
+ 192,"Bubbies Pickles, Sauerkraut, OR Condiments at Whole Foods or Sprouts",{'Prepared Meals'}
196
+ 193,Michael Angelo's® Sauce at Walmart,{'Sauces & Marinades'}
197
+ 194,"Beech-Nut snacks, select varieties",{'Nuts & Seeds'}
198
+ 195,"Beech-Nut pouches, buy 8",{'Fruit & Vegetable Snacks'}
199
+ 196,Brita® Pitcher AND Filter,{'Household Supplies'}
200
+ 197,Brita® Standard OR Elite Filters,{'Household Supplies'}
201
+ 198,Brita® Pitcher OR Dispenser,{'Household Supplies'}
202
+ 199,"SNICKERS®, select sizes, buy 1",{'Candy'}
203
+ 200,"SNICKERS® chocolate candy bar, select varieties",{'Candy'}
204
+ 201,"Kodiak® products, select varieties, spend $10","{'Cereal, Granola, & Toaster Pastries'}"
205
+ 202,Bays® English Muffins,{'Bread'}
206
+ 203,"Super Coffee, 12 ounce single serve, buy 3",{'Coffee'}
207
+ 204,"Super Coffee, 12 ounce single serve",{'Coffee'}
208
+ 205,GOYA® Coconut Water,{'Water'}
209
+ 0,Spend $10 at Subway,{'Cooking & Baking'}
210
+ 1,Spend $25 at Subway,{'Cooking & Baking'}
211
+ 2,Spend $15 at Subway,{'Cooking & Baking'}
212
+ 3,Spend $35 at Subway,{'Cooking & Baking'}
213
+ 4,Spend $140 at Shaws,{'Cooking & Baking'}
214
+ 5,Spend $185 at Shaws,{'Cooking & Baking'}
215
+ 6,Shop 2 times at Shaw's,{'Cooking & Baking'}
216
+ 7,Any Shaw's receipt,{'Cooking & Baking'}
217
+ 8,Spend $300 at Shaws,{'Cooking & Baking'}
218
+ 9,Shop 2 times at ACME,{'Medicines & Treatments'}
219
+ 10,Spend $90 at ACME,{'Medicines & Treatments'}
220
+ 11,Spend $250 at ACME,{'Medicines & Treatments'}
221
+ 12,Any ACME receipt,{'Medicines & Treatments'}
222
+ 13,Spend $130 at ACME,{'Medicines & Treatments'}
223
+ 14,Order from Casey's app or Caseys.com,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
224
+ 15,Spend $25 at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
225
+ 16,Spend $5 in-store at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
226
+ 17,Select beverages AND prepared food items at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
227
+ 18,Visit OR order online from Casey's 7 times,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
228
+ 19,Spend $5 on single-serve prepared food items at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
229
+ 20,12 Pack OR 2 Liter AND Whole Pizza Pie at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
230
+ 21,Whole Pizza at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
231
+ 22,Wings OR Cheesy Breadsticks at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
232
+ 23,Whole Pizza Pie at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
233
+ 24,Frozen OR Fountain Drink at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
234
+ 25,Spend $10 in-store at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
235
+ 26,"Fresh bakery item, select varieties, at Casey's","{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
236
+ 27,Whole pizza at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
237
+ 28,12 Pack OR 2 Liter AND Whole Pizza at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
238
+ 29,Frozen OR Fountain Drink at Casey's ,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
239
+ 30,Visit OR order online from Casey's 3 times,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
240
+ 31,Visit OR order online from Casey's 5 times,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
241
+ 32,12 pack OR 2 liter AND Whole Pizza at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
242
+ 33,Whole Pizza at Casey's ,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
243
+ 34,"Fresh Bakery Products at Casey's, select varieties","{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
244
+ 35,Spend $10 on Casey's branded packaged products,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
245
+ 36,2 Pack OR 2 Liter AND Whole Pizza at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
246
+ 37,Select Beverages AND Prepared Food Item at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
247
+ 38,"Fresh Bakery items, select varieties, at Casey's","{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
248
+ 39,Spend $5 on brisket mac & cheese sandwich OR other single-serve prepared food item,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
249
+ 40,Any Vons receipt,{'Spirits'}
250
+ 41,Spend $150 at Vons,{'Spirits'}
251
+ 42,Spend $100 at Vons,{'Spirits'}
252
+ 43,Spend $275 at Vons,{'Spirits'}
253
+ 44,Shop 2 times at Vons,{'Spirits'}
254
+ 45,Any Albertsons receipt,{'Candy'}
255
+ 46,Shop 2 times at Albertsons,{'Candy'}
256
+ 47,Spend $65 at Albertsons,{'Candy'}
257
+ 48,Spend $110 at Albertsons,{'Candy'}
258
+ 49,Spend $220 at Albertsons,{'Candy'}
259
+ 50,Sign up for The Club Card or The Club+ Card full-priced membership* (New Members Only),{'Cooking & Baking'}
260
+ 51,Shop 2 times at Safeway,{'Candy'}
261
+ 52,Spend $210 at Safeway,{'Candy'}
262
+ 53,Any Safeway receipt,{'Candy'}
263
+ 54,Spend $115 at Safeway,{'Candy'}
264
+ 55,Spend $90 at Safeway,{'Candy'}
265
+ 56,Spend $60 at TGI Friday's,"{'Spirits', 'Malt Beverages'}"
266
+ 57,Spend $35 at TGI Friday's,"{'Spirits', 'Malt Beverages'}"
267
+ 58,Spend $45 at TGI Friday's,"{'Spirits', 'Malt Beverages'}"
268
+ 59,Spend $25 at TGI Friday's,"{'Spirits', 'Malt Beverages'}"
269
+ 60,Spend $155 at Pavilions,{'Cooking & Baking'}
270
+ 61,Shop 2 times at Pavilions,{'Cooking & Baking'}
271
+ 62,Spend $100 at Pavilions,{'Cooking & Baking'}
272
+ 63,Any Pavilions receipt,{'Cooking & Baking'}
273
+ 64,Spend $270 at Pavilions,{'Cooking & Baking'}
274
+ 65,Spend $90 at Star Market,{'Cooking & Baking'}
275
+ 66,Shop 2 times at Star Market,{'Cooking & Baking'}
276
+ 67,Spend $120 at Star Market,{'Cooking & Baking'}
277
+ 68,Spend $220 at Star Market,{'Cooking & Baking'}
278
+ 69,Any Star Market receipt,{'Cooking & Baking'}
279
+ 70,Blue Apron Meal Kits,{'Cooking & Baking'}
280
+ 71,"Sign up for McAlister's Deli Rewards, tap for details","{'Packaged Fruit & Applesauce', 'Leafy Salads', 'Frozen Meals', 'Soup & Broth', 'Water', 'Bread', 'Frozen Turkey', 'Cheese', 'Coffee', 'Cooking & Baking', 'Fruit Juices', 'Fruit & Vegetable Snacks', 'Milk', 'Dips & Salsa', 'Packaged Meals & Sides', 'Chips', 'Dressings', 'Sauces & Marinades', 'Prepared Meals', 'Pasta & Noodles', 'Cookies', 'Tea', 'Wine', 'Carbonated Soft Drinks', 'Candy', 'Frozen Chicken', 'Bakery', 'Pickled Goods'}"
281
+ 72,Spend $10 at CVS,"{'Skin Care', 'Medicines & Treatments', 'Cooking & Baking', 'Fruit Juices'}"
282
+ 73,Spend $30 at CVS,"{'Skin Care', 'Medicines & Treatments', 'Cooking & Baking', 'Fruit Juices'}"
283
+ 74,Spend $15 at Burger King,{'Cooking & Baking'}
DS_NLP_search_data/processed_offers.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:c6c6b5aa1a48ebfcb0a70501f48683ea1402d4c0ee81563fe75c758045155aa0
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+ size 18741
README.md CHANGED
@@ -1,12 +1,47 @@
1
- ---
2
- title: Fetch App
3
- emoji: 🐠
4
- colorFrom: yellow
5
- colorTo: indigo
6
- sdk: streamlit
7
- sdk_version: 1.28.2
8
- app_file: app.py
9
- pinned: false
10
- ---
11
-
12
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Offer/Deal Recommender
2
+
3
+ To solve this problem, I first broke it down into its simplest form and determined the inputs and outputs. The input is a text string that is meant for a category, brand, or a retailer. The first step is to analyze and process the data. The problem would be simple if we could associate every offer to a category, meaning we join based on offer-brand and brand-category. However, there is a contingency that brands may be associated with different categories. For example, Barilla can fall under the category of red sauce and dry pasta, which works out but can also fall under the category of chips in the data which doesn’t make much sense. I processed the data in the following way.
4
+
5
+ ## Data Processing
6
+ 1. Every offer that has the same retailer and brand is likely just a general offer for that particular store that applies to every good in that store. For example “Spend $10 at CVS” falls under medicine & treatments, skin care, and more. We assign all of these categories to that offer.
7
+ 2. Every offer that does not have the same retailer and brand is specific to a product brand. There are instances where every corresponding category applies. For example, “Beyond Meat Plant-Based products, spend $25” falls under all of its categories (plant-based meat, frozen plant-based, packaged meat). However, a deal on "GOYA Coconut Water" falls under water, rice & grains, sauces & marinades, etc. Obviously we only want to fall under "water".
8
+ * We deal with this using a zero-shot learning model from HuggingFace. Zero-shot learning is an NLP technique that is capable of categorizing text even when it has not been trained on specific provided labels
9
+ * We iterate through each of these offers and categorize it according to its most likely labels (> 0.20 probability)
10
+ 3. We then concatenate that these tables so that we have a list of offers with its corresponding categor(ies)
11
+
12
+ After this processing, we perform the following control flow logic using the same zero-shot learning model.
13
+
14
+ ## Pipeline
15
+ 1. Search for the text input directly in the offer and return this list of offers
16
+ 2. Determine if the text input is highly likely to be a retailer, otherwise default to brand/category inference
17
+ * We use the zero shot learning model with the labels "brand", "retailer", "category". If there is a > 0.40 score of it being a retailer. Then we continue as follows:
18
+ * Create a mapping of all the categories that a retailer falls under
19
+ * Find the retailers that have the most overlap in the types of goods sold
20
+ 3. If not highly likely to be a retailer, then we continue with brand/category inference
21
+ * We classify the text as one of the 22 parent categories using the zero-shot learning model
22
+ * We filter based on the ones that have greater than 0.20 score
23
+ * We find the child categories that are associated with this filtered list of parent categories
24
+ * We classify the text again according to this reduced set of child categories
25
+ 4. Return the corresponding offers
26
+
27
+ ## Assumptions and tradeoffs
28
+ One assumption made is that the user will not try to fool the system by using strings that are not real words, contain numbers, or are sentences. Although the model is still probabilistic and will output something that it thinks it is closest to. Allowing for open-ended inputs is a tradeoff of flexibility over more refined results. By not keeping a specific set of brands or categories that is only found in the data, we can allow the model to generalize. Another tradeoff I made is to remove the need for the user to specify if the input is a retailer, brand, or category. If this is specified, then the search can be refined and we also may not accidentally misclassify something as a retailer or not a retailer. However, again we obtain flexibility and generalization this way. Using terms like "beef" and "steak" may lead to similar offers, but may not be actually found in the data.
29
+
30
+
31
+ ## Requirements and Instructions
32
+ I did not host this website because of the implications of hosting the huggingface model as well. However, this model can be hosted with something like sagemaker. Therefore, the instructions below indicate how to run the Streamlit app locally.
33
+
34
+ 1. Install the requirements in a virtual environment
35
+
36
+ ```
37
+ pip install -r requirements.txt
38
+ ```
39
+
40
+
41
+ 2. Run the following command
42
+
43
+ ```
44
+ streamlit run offer_pipeline.py
45
+ ```
46
+
47
+ 3. The HuggingFace model takes a minute to download, but it is cached after downloading.
offer_pipeline.py ADDED
@@ -0,0 +1,170 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import streamlit as st
2
+ from transformers import pipeline
3
+ import pickle
4
+ import os
5
+ import pandas as pd
6
+ import seaborn as sns
7
+ import ast
8
+ import string
9
+ import re
10
+
11
+ st.set_page_config(
12
+ page_title="Offer Recommender",
13
+ layout="wide"
14
+ )
15
+
16
+ pipe = pipeline(task="zero-shot-classification", model="facebook/bart-large-mnli")
17
+ dire = "DS_NLP_search_data"
18
+
19
+ @st.cache_data
20
+ def get_processed_offers():
21
+ processed_offers = pd.read_csv(os.path.join(dire, "processed_offers.csv"))
22
+ processed_offers["CATEGORY"] = processed_offers["CATEGORY"].map(ast.literal_eval)
23
+ return processed_offers
24
+
25
+ @st.cache_data
26
+ def get_categories_data():
27
+ cats = pd.read_csv(os.path.join(dire, "categories.csv"))
28
+ return cats
29
+
30
+ @st.cache_data
31
+ def get_offers_data():
32
+ offers = pd.read_csv(os.path.join(dire, "offer_retailer.csv"))
33
+ return offers
34
+
35
+ @st.cache_data
36
+ def get_categories(cats_):
37
+ categories = list(cats_["IS_CHILD_CATEGORY_TO"].unique())
38
+ for x in ["Mature"]:
39
+ if x in categories:
40
+ categories.remove(x)
41
+ return categories
42
+
43
+ def get_confidence_charts(results):
44
+ df = (
45
+ pd.DataFrame({"Category": results["labels"], "probability": results["scores"]})
46
+ .sort_values(by="probability", ascending=False)
47
+ .reset_index(drop=True)
48
+ )
49
+
50
+ df.index += 1
51
+
52
+ # Add styling
53
+ cmGreen = sns.light_palette("blue", as_cmap=True)
54
+ cmRed = sns.light_palette("red", as_cmap=True)
55
+ df = df.style.background_gradient(
56
+ cmap=cmGreen,
57
+ subset=[
58
+ "probability",
59
+ ],
60
+ )
61
+
62
+
63
+ format_dictionary = {
64
+ "Score": "{:.1%}",
65
+ }
66
+
67
+ df = df.format(format_dictionary)
68
+
69
+ return df
70
+
71
+
72
+ def check_in_offer(search_str, offer_rets):
73
+ offers = []
74
+ # print(offer_rets)
75
+ for i in range(len(offer_rets)):
76
+ offer_str = offer_rets.iloc[i]["OFFER"]
77
+ # print(offer_str)
78
+ parsed_str = offer_str.lower().translate(str.maketrans('', '', string.punctuation))
79
+ parsed_str = re.sub('[^a-zA-Z0-9 \n\.]', '', parsed_str)
80
+ # print(parsed_str)
81
+ if search_str.lower() in parsed_str.split(" "):
82
+ offers.append(offer_str)
83
+ df = pd.DataFrame({"OFFER":offers})
84
+ # print(df)
85
+ return df
86
+
87
+ def is_retailer(search_str, threshold=0.5):
88
+ processed_search_str = search_str.lower().capitalize()
89
+ labels = pipe(processed_search_str,
90
+ candidate_labels=["brand", "retailer", "item"],
91
+ )
92
+
93
+ return labels["labels"][0] == "retailer" and labels["scores"][0] > threshold
94
+
95
+ @st.cache
96
+ def get_prod_categories():
97
+ retail_mapping = {}
98
+ for retailer in list(offer_rets["RETAILER"].unique()):
99
+ query_direct_retail = complete_df[complete_df["RETAILER"] == retailer]
100
+ prod_cats = query_direct_retail["PRODUCT_CATEGORY"].unique()
101
+ retail_mapping[retailer] = prod_cats
102
+ return retail_mapping
103
+
104
+
105
+ def get_most_overlap(retailer, offer_rets, retail_mapping, top_n=3):
106
+ overlaps = {}
107
+
108
+ for key, value in retail_mapping.items():
109
+ if key != retailer.upper():
110
+ overlap = set(value).intersection(set(retail_mapping[retailer.upper()]))
111
+ overlaps[key] = len(overlap)
112
+
113
+ sorted_overlaps = dict(sorted(overlaps.items(), key=lambda x:x[1], reverse=True))
114
+
115
+ related_retailers = list({k:sorted_overlaps[k] for k in list(sorted_overlaps)[:top_n]}.keys())
116
+ offers = list(offer_rets[offer_rets["RETAILER"].isin(related_retailers)]["OFFER"])
117
+ df = pd.DataFrame({"OFFERS": offers})
118
+ return df
119
+
120
+ def perform_cat_inference(search_str, categories, cats, processed_offers):
121
+ labels = pipe(search_str,
122
+ candidate_labels=categories,
123
+ )
124
+ print(labels)
125
+ # labels = [l for i, l in enumerate(labels["labels"]) if labels["scores"][i] > 0.20]
126
+ filtered_cats = list(cats[cats["IS_CHILD_CATEGORY_TO"].isin(labels["labels"][:3])]["PRODUCT_CATEGORY"].unique())
127
+ labels_2 = pipe(search_str,
128
+ candidate_labels=filtered_cats,
129
+ )
130
+ print(labels_2)
131
+ top_labels = labels_2["labels"][:3]
132
+
133
+
134
+
135
+ print(top_labels)
136
+ offers = processed_offers[processed_offers["CATEGORY"].apply(lambda x: bool(set(x) & set(top_labels)))]["OFFER"].reset_index()
137
+
138
+ return offers, labels, labels_2
139
+
140
+ def main():
141
+ col_1, col_2, col_3 = st.columns(3)
142
+ search_str = col_2.text_input("Enter a retailer, brand, or category").capitalize()
143
+ processed_offers = get_processed_offers()
144
+ cats = get_categories_data()
145
+ offer_rets = get_offers_data()
146
+ categories = get_categories(cats)
147
+ # retail_mapping = get_prod_categories()
148
+
149
+ if col_2.button("Search", type="primary"):
150
+ retail = is_retailer(search_str)
151
+ direct_offers = check_in_offer(search_str, offer_rets)
152
+
153
+ if retail:
154
+ col_2.table(direct_offers)
155
+ # related_offers = get_most_overlap(retailer, offer_rets, retail_mapping, top_n=3)
156
+ # col_2.table(related_offers[~related_offers["OFFER"].isin(list(direct_offers["OFFER"]))])
157
+
158
+ else:
159
+ col_2.table(direct_offers)
160
+ related_offers, labels_1, labels_2 = perform_cat_inference(search_str, categories, cats, processed_offers)
161
+
162
+ col_2.table(related_offers[~related_offers["OFFER"].isin(list(direct_offers["OFFER"]))])
163
+ col_2.table(pd.DataFrame({"labels": labels_1["labels"][:5], "scores": labels_1["scores"][:5]}))
164
+ col_2.table(pd.DataFrame({"labels": labels_2["labels"][:5], "scores": labels_2["scores"][:5]}))
165
+ # df = get_confidence_charts(labels_2)
166
+ # st.table(df)
167
+ if __name__ == "__main__":
168
+
169
+ main()
170
+
requirements.txt ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ streamlit
2
+ transformers
3
+ pandas
4
+ seaborn
5
+ torch