added files

.gitignore

@@ -0,0 +1 @@
+.ipynb_checkpoints

DS_NLP_search_data/categories.csv

@@ -0,0 +1,119 @@
+CATEGORY_ID,PRODUCT_CATEGORY,IS_CHILD_CATEGORY_TO
+1f7d2fa7-a1d7-4969-aaf4-1244f232c175,Red Pasta Sauce,Pasta Sauce
+3e48a9b3-1ab2-4f2d-867d-4a30828afeab,Alfredo & White Pasta Sauce,Pasta Sauce
+09f3decc-aa93-460d-936c-0ddf06b055a3,Cooking & Baking,Pantry
+12a89b18-4c01-4048-94b2-0705e0a45f6b,Packaged Seafood,Pantry
+2caa015a-ca32-4456-a086-621446238783,Feminine Hygeine,Health & Wellness
+4b618ce0-9a8a-4a1d-aef6-885ee5d37163,Leafy Salads,Deli & Bakery
+3a767143-5a9b-4244-893b-e370b9c27eda,Cream,Dairy
+01edb86e-b0b3-41c9-a756-2914b850157d,Coffee,Beverages
+07234dce-81dd-4b99-9aa7-3a4a1e17c50a,Frozen Fruits,Frozen
+2a2ad3c4-41df-484c-833c-26744a4d9610,Nut Butters & Jam,Pantry
+38160828-1029-4505-9849-673773c5fad3,Frozen Desserts,Frozen
+3599926f-2517-42cf-8d66-395a1cd73809,Decor,Home & Garden
+1e63bbb5-d0b8-4dca-9eb1-121967de8dc8,Candy,Snacks
+44fbc64b-4a38-4bc7-a80c-d11c821eb3e4,"Cereal, Granola, & Toaster Pastries",Pantry
+aefdb531-584e-4f9e-a7a1-6ed002519aa1,Frozen Sides,Frozen
+7b809583-296a-47b3-8a73-01b08b2cfd15,Dairy Alternatives,Dairy
+b017bef1-50f6-444b-8fb3-77aa8dbb48a3,Meal Replacement Beverages,Beverages
+e2600179-20fc-4d9e-8cfe-7a564a3e4518,Pretzels,Snacks
+f66f4433-e6ec-483c-95b4-8114d70aae34,Snack Mixes,Snacks
+f72793bd-721f-4d0f-8086-3b211446dd4b,Frozen Meals,Frozen
+9d636ced-b5e6-4a53-84a3-12ce20ac598b,Frozen,Frozen
+4b14a562-d567-4e40-8042-561f4556fd4c,Dairy,Dairy
+0d566b71-e49a-4b83-a340-25b921e8437f,Baby Bathing,Baby & Toddler
+1f01bdf4-7c65-4995-adfb-9080b75b0129,Condiments,Pantry
+1880d713-83b1-4d45-80d6-4d0129d7b758,Packaged Meals & Sides,Pantry
+451e3832-bc4c-4dd3-bbbb-5e33d134a765,Dips & Salsa,Snacks
+6c9b520a-9049-417a-8487-7053b9d2d8f8,Crackers,Snacks
+630680d7-ca78-4e91-b27d-e90afa21df2f,Potty Training,Baby & Toddler
+a55443a3-8852-4b1c-818b-10046614496c,Household Cleaning Supplies,Household Supplies
+a3ef4899-2bd2-4cac-bb31-a46ef1169c8c,Beer,Alcohol
+c1348b24-5f57-4ad6-bc81-a114368acb19,Soup & Broth,Pantry
+b5fd081f-4671-4eb9-97be-3c55079fc52d,Vegetable Juices,Beverages
+d35b8bc0-79e9-40d7-ab7b-587acaf59aa0,Baby Safety,Baby & Toddler
+dd9dfdb2-fa2e-4f6a-b234-c9518212c718,Toothpaste,Oral Care
+2e390809-d293-43d2-bfa3-56b06d24b3e1,Rum,Spirits
+2c76a708-0d08-441a-9ca7-5827d32ce032,Sexual Health,Health & Wellness
+6b770f8d-09b5-4491-8bbb-31ee38645b20,Malt Beverages,Alcohol
+bd2e2509-b9bb-4c08-bf4b-c947b5eedd46,Diapering,Baby & Toddler
+bf14b0ad-9e1c-4adb-953d-e459ef8d4821,Dessert Toppings,Snacks
+d5cba6a8-9ac7-40dd-9692-f9e890a48ca4,"Hard Seltzers, Sodas, Waters, Lemonades & Teas",Alcohol
+b06d9098-f313-4ba8-88aa-a001db2759d8,Hard Ciders,Alcohol
+e246975c-322e-4e31-aa4b-a22eabe581d1,Yogurt,Dairy
+87b8ae7a-5a8b-43f1-a4ee-a1fdb3bc068c,Household Supplies,Household Supplies
+e8d9c191-47c0-46eb-affd-34b08a44ebbc,Dry Pasta,Pasta & Noodles
+4d1a5602-1df0-4000-8025-cc73142c486f,Popcorn,Puffed Snacks
+84011112-b553-402a-9950-998bf7affd63,Drink Mixes,Beverages
+3dcfe6dc-3445-4ba7-b11e-8238a5d41be7,Puffed Snacks,Snacks
+867f38b4-3abe-4717-860b-fb734c817197,Jerky & Dried Meat,Snacks
+998b0374-9bf6-4b9a-a285-431f5afc232d,Deli Counter,Deli & Bakery
+e3b6f1f0-de8b-4625-b678-56cfd8747cbe,Milk,Dairy
+ca1c0f4d-3efc-4978-8357-69862996f416,Wine,Alcohol
+f1a38ab2-67a0-4863-9802-2b16a181e722,Bread,Pantry
+f78c4b56-a1a6-4972-a0b3-6514ad98fd27,Tea,Beverages
+e88983eb-6ae9-40e6-97a9-e77a2294c3fe,Sauces & Marinades,Pantry
+dc7b8939-091d-43c0-bd23-454be9e4995a,Pest Control,Household Supplies
+b7588815-8b82-46c4-aa05-cc96a0d1524d,Energy Drinks,Beverages
+c7f51b3a-c2a6-4818-93cf-9cfbd58c2622,Chips,Snacks
+e27d28fb-5e48-49b6-9373-3a92246c2f87,Nuts & Seeds,Snacks
+ee7d461c-afec-4dd8-b06e-c3de3ea040fe,Cookies,Snacks
+f7d6a180-a33e-4a1e-bdca-5c7bd498703b,Foot Care,Health & Wellness
+79e71bb6-c6f8-4782-9e2c-aa535c8d06d7,Vodka,Spirits
+03577242-2690-4bad-916c-eb7d6c2e0ee2,Deodorant & Antiperspirant,Health & Wellness
+5d4a0ce8-cc6b-4b18-bf36-d35026ec60ec,Food Storage,Household Supplies
+0619fda2-db1e-42c4-87ef-457ae91fca72,Cheese,Dairy
+0b5e15f3-f1ee-40fe-9e81-cac225799ebe,Frozen Vegetables,Frozen
+28c3d049-7728-41c4-8933-fc8c2f223ca0,Trail Mix,Snacks
+298b0773-27c7-4538-8bbe-a84c591b6714,Packaged Fruit & Applesauce,Pantry
+0a09521d-71e3-40b7-bd43-0e3654e91b2b,Skin Care,Health & Wellness
+83bc0b06-a0c0-438e-a14a-36a5f28db6f9,Ice,Frozen
+abe5c72f-1b1e-4d84-876a-bb584260c247,Oral Care,Health & Wellness
+cf3de8d5-b587-47b9-9720-2f89d2a2a85a,Butter & Margarine,Dairy
+aecbba3a-7958-4b78-8a93-9215b963e9a7,Water,Beverages
+d8cb60e5-b0c6-478a-971d-c6c55b17831f,Plant-Based Meat,Meat & Seafood
+d45a8f68-34d2-4128-a807-7b4fcf119a17,Eggs,Dairy
+111bf216-d1df-4251-98b2-7bfa441d1bc0,Fresh Pasta,Pasta & Noodles
+0f6c46e7-8a8c-422e-8005-7d178a688da5,Fruit & Vegetable Snacks,Snacks
+205263da-67db-463e-937e-cd335a957680,Frozen Breads & Doughs,Frozen
+5f2f147b-f2a2-48ed-bac4-ba1be2df09ec,Bakery,Deli & Bakery
+16b45293-45ba-4121-bc5c-605c7fa3c510,Cosmetic Tools,Beauty
+1f782a22-5092-48ab-907c-847bf2fd4468,Laundry Supplies,Household Supplies
+7445be6b-29f8-4abb-a35f-8df1c8ad87c4,Frozen Pizza & Pizza Snacks,Frozen
+4442fa51-d4b7-4d56-ad7c-d18cfd2aff84,Tobacco Products,Mature
+2def9983-9d56-4872-a5b9-7aa8bbc2331c,Spirits,Alcohol
+7414fc82-da85-4772-8c52-6067b369b780,Frozen Breakfast,Frozen
+88c7367b-3042-48ee-aa6a-b057b244d095,Dog Supplies,Animals & Pet Supplies
+ab6e6ea5-ff5d-4fe8-9866-4b1efcec2d4e,Pickled Goods,Pantry
+397f9b41-5196-4e19-96e1-e8783201b375,Prepared Meals,Deli & Bakery
+7e7acdb5-8e15-4a5f-9d89-b71841ac9ab8,Eye Care,Health & Wellness
+a2108cb6-b451-46ae-997b-a11bc7ab213a,Dressings,Pantry
+a6e7094e-57a5-48f9-8fe8-ca663356e5cb,First Aid,Health & Wellness
+e73f7957-0e65-4466-9588-795bdc5f67ac,Packaged Meat,Pantry
+e9535290-dc96-45be-bd4a-6e687880a059,Hair Care,Health & Wellness
+de2afc5c-93c3-4c35-bee8-16ca97d1c9f3,Makeup,Beauty
+e1e81d2f-3a40-497c-99c8-2ae28e979e25,Pesto Sauce,Pasta Sauce
+bd33436d-a5de-4fd6-90f1-4f1fb4db0189,Sports Drinks,Sports Drinks & Enhanced Waters
+539953fe-50bf-4a00-8a21-c64752d6ed7e,Hair Removal,Health & Wellness
+a9710fa3-a33a-4a0c-9d80-9280f0a10977,Pasta & Noodles,Pantry
+87459c51-6dc1-4064-9fb4-51e399187f2c,Fruit Juices,Beverages
+d8fe1321-9ea7-4ea3-846b-8bd292e5f693,Nail Care,Beauty
+ef70e81c-e88f-419c-9cb4-c008ae0eb29a,Packaged Vegetables,Pantry
+04d628dc-8630-4f8e-835f-831cd0aaf036,Body Fragrances,Beauty
+2817339f-b657-4b96-a7dc-c35b8ec78f3e,Baby Health,Baby & Toddler
+8587bef6-5b06-47d6-99b3-8c0b12e2c744,Adult Incontinence,Health & Wellness
+1b73d119-48ec-4d6b-97df-f93a9b4f1003,Snack Cakes,Snacks
+47fae368-9b64-40be-82c9-898f953e9d66,Bath & Body,Health & Wellness
+8e0a9431-5462-4810-9f65-68fe36adf454,Frozen Plant-Based Meat,Frozen
+10fb25a2-7e2f-4a7d-8976-f11b700d6e47,Refrigerated Doughs,Dairy
+91d3f006-deed-4553-83bb-1719543a1689,Rice & Grains,Pantry
+b3028295-932d-49df-afbc-52dce9cce8c7,Carbonated Soft Drinks,Beverages
+88b3d152-85ef-4f2e-b90b-e63870c353de,Pudding & Gelatin,Snacks
+d45c0d30-af85-4eda-b5ed-ae6a38bfeed3,Medicines & Treatments,Health & Wellness
+f1ba6c83-50d3-4484-b031-6d0ca9071d81,Frozen Appetizers,Frozen
+f81d7064-52da-4bd7-98eb-7a14be267720,Mature,Mature
+0b039c0e-d33d-4356-b57b-83352d98623f,Frozen Turkey,Frozen Meat
+3b79dd23-c298-4429-b9bf-ce5803b594eb,Frozen Chicken,Frozen Meat
+7fbb4211-de07-4074-b359-aea21a7ad50c,Frozen Beef,Frozen Meat
+a9ace557-fce3-4eec-9536-0e4b399987b7,Frozen Seafood,Frozen Meat
+c99c5725-4d9b-404a-8438-5cf1dc4f12c3,Gum,Candy

DS_NLP_search_data/offer_retailer.csv

@@ -0,0 +1,386 @@
+OFFER,RETAILER,BRAND
+Spend $50 on a Full-Priced new Club Membership,SAMS CLUB,SAMS CLUB
+"Beyond Meat® Plant-Based products, spend $25",,BEYOND MEAT
+Good Humor Viennetta Frozen Vanilla Cake,,GOOD HUMOR
+"Butterball, select varieties, spend $10 at Dillons Food Store",DILLONS FOOD STORE,BUTTERBALL
+"GATORADE® Fast Twitch®, 12-ounce 12 pack, at Amazon Storefront*",AMAZON,GATORADE
+Emmy's Organics® Cookies OR Brownie Snaps,,EMMYS POP UP
+"Dr Pepper®, Regular OR Zero Sugar Strawberries and Cream 12 pack, at select retailers",UNITED SUPERMARKETS,DR PEPPER
+"Arnold, Brownberry, Oroweat® Small Slice bread, at Walmart",WALMART,ARNOLD BROWNBERRY OROWEAT
+Barilla® Pesto Sauce,,BARILLA
+"Any General Mills™ products, buy 2
+Good Rewards Members Only",,ANNIES HOMEGROWN GROCERY
+Egglife Egg White Wraps at Aldi,ALDI,EGGLIFE
+Spend $20 at Zaxby's,ZAXBYS,ZAXBYS
+Spend $10 at Subway,SUBWAY,SUBWAY
+"DOVE® Chocolate, select sizes, buy 1",,DOVE CHOCOLATE
+Hellmann's® OR Best Foods® Garlic Aioli OR Spicy Mayonnaise,,HELLMANNS BEST FOODS
+"M&M'S®, select sizes, buy 1",,M&MS
+"GATORLYTE® OR GATORADE™ Fit Single Serve Bottle, select varieties, buy 2",,GATORADE
+"Beyond Steak™ Plant-Based seared tips, 10 ounce at Target",TARGET,BEYOND MEAT
+Red Gold Tomato Ketchup,,RED GOLD
+Gillette Venus ® for Pubic Hair & Skin spend $20,,GILLETTE VENUS
+Spend $140 at Shaws,SHAWS,SHAWS
+"L'Oréal Paris Hair color, select varieties, spend $19 at Target",TARGET,LOREAL PARIS HAIR COLOR
+Simply Spiked™ Lemonade 12 pack+,,SIMPLY SPIKED
+"Gorton's, at select retailers",SHOP RITE,GORTONS
+Shop 2 times at ACME,ACME,ACME
+"Butterball, select varieties, spend $10 at Ralphs",RALPHS,BUTTERBALL
+"Beyond Steak™ Plant-Based seared tips, 10 ounce, buy 2 at H-E-B",H-E-B,BEYOND MEAT
+"Butterball, select varieties, Spend $10 at Ruler Foods",RULER FOODS,BUTTERBALL
+Spend $20 at KFC,KFC,KFC
+Spend $15 at Nekter,NEKTER JUICE BAR,NEKTER
+Order online at Zaxbys.com,ZAXBYS,ZAXBYS
+"Butterball, select varieties, spend $10 at King Soopers",KING SOOPERS,BUTTERBALL
+Order from Casey's app or Caseys.com,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+"Tru-Ray® Premium Construction Paper, spend $10",,TRURAY
+"Flonase Allergy Relief, at Walmart",WALMART,FLONASE
+Spend $25 at KFC,KFC,KFC
+"Gorton's Air Fried Butterfly Shrimp, at Walmart",WALMART,GORTONS
+"CESAR® Wet Dog Food, spend $20",,CESAR
+"TWIX®, select sizes",,TWIX
+"M&M'S® chocolate candies, select varieties",,M&MS
+"Hidden Valley® Ranch Salad Dressing OR Secret Sauce, select varieties",,HIDDEN VALLEY RANCH
+Spend $210 at Randalls,RANDALLS,RANDALLS
+"Cooked Perfect® Meatballs, at Walmart",WALMART,COOKED PERFECT
+Spend $25 at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+"Perfect Keto Barista Blend Collagen & MCTs, online at Amazon",AMAZON,PERFECT KETO
+"Creativity Street®, spend $10",,CREATIVITY STREET
+"Crunchmaster® Crackers, spend $4",,CRUNCHMASTER
+"Tyson Products, select varieties, spend $20 at Sam's Club",SAMS CLUB,BALL PARK FRANK
+"L'Oréal Paris Makeup, spend $35 at Target",TARGET,LOREAL PARIS COSMETICS
+Spend $25 at Subway,SUBWAY,SUBWAY
+Any Vons receipt,VONS,VONS
+"Chosen Foods® Mayo, select varieties",,CHOSEN FOODS
+"L'Oréal Paris Men Expert hair color, spend $19 at Walmart",WALMART,LOREAL PARIS HAIR COLOR
+Spend $185 at Shaws,SHAWS,SHAWS
+Spend $150 at Vons,VONS,VONS
+"Wine from TheBarrelRoom.com, spend $30",GALLO.COM,ALAMOS
+"General Mills™ products, select brands, spend $35",,ANNIES HOMEGROWN GROCERY
+"PepsiCo® Beverage, 7.5-ounce 10 pack, select varieties, at Amazon Storefront*",AMAZON,PEPSI
+"Sara Lee® bread, select varieties, buy 2 at Walmart®",WALMART,SARA LEE
+"Sara Lee® or Alfaros® Artesano bread, buy 5",,ALFAROS
+"Bai® Antioxidant, 6 pack, buy 2 at Walmart",WALMART,BAI
+Spend $5 in-store at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+"Reese's Chocolate Cones, 8 count at GIANT OR MARTIN’S",MARTINS FOODS,KLONDIKE
+Spend $25 at Fresh Thyme Market,FRESH THYME MARKET,FRESH THYME MARKET
+Any Albertsons receipt,ALBERTSONS,ALBERTSONS
+Shop 2 times at Albertsons,ALBERTSONS,ALBERTSONS
+Select beverages AND prepared food items at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+QUEEN V® The VIP & The Wingwoman Soft Touch Silicone Vibrator at Walmart,WALMART,QUEEN V
+"Back to the Roots Grow Seed Starting Pots OR Germination Trays, at Walmart or Target",TARGET,BACK TO THE ROOTS
+"Dove Hand Wash, select varieties, buy 2 at Target",TARGET,DOVE
+"Frutero Ice Cream, 1 pint",,FRUTERO
+Red Gold Tomato Juice,,RED GOLD
+"Bio-Oil® Skincare Oil OR Gel, select varieties",,BIO OIL
+Spend $65 at Albertsons,ALBERTSONS,ALBERTSONS
+"Welch's®Fruit Snacks, select varieties, buy 2",,WELCHS FRUIT SNACKS
+Talenti Mini Bars,,TALENTI
+Visit OR order online from Casey's 7 times,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+"Simply Spiked™ Signature Peach 12-pack or larger, buy 2",,SIMPLY SPIKED
+"Molson Coors®, select varieties, 12 pack+",,COORS LIGHT
+"Welch's® Zero Sugar Fruity Bites, 6 pack+, online at Amazon",AMAZON,WELCHS FRUIT SNACKS
+"PepsiCo® Variety Pack, select varieties, at Amazon Storefront*",AMAZON,PEPSI
+Spend $100 at Vons,VONS,VONS
+Spend $15 at Subway,SUBWAY,SUBWAY
+Spend $35 at Fresh Thyme Market,FRESH THYME,FRESH THYME MARKET
+Sign up for The Club Card or The Club+ Card full-priced membership* (New Members Only),BJS WHOLESALE,BJS WHOLESALE
+"Marinela® sweet baked goods, buy 2",,MARINELA
+"Back to the Roots Soils, select varieties and sizes, at Walmart",WALMART,BACK TO THE ROOTS
+"Any General Mills™ products, spend $60",,ANNIES HOMEGROWN
+"Welch's® Fruit Snacks, select varieties, 6 count+, buy 3",,WELCHS FRUIT SNACKS
+Spend $90 at Tom Thumb,TOM THUMB,TOM THUMB
+Spend $5 on single-serve prepared food items at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+"Coors Light®, Miller Lite® OR VIZZY™ 12 pack+",,VIZZY
+"Cooked Perfect® Meatballs, Homestyle OR Turkey, at Walmart",WALMART,COOKED PERFECT
+12 Pack OR 2 Liter AND Whole Pizza Pie at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+"General Mills™ products, select brands, spend $7 at Convenience Stores",,ANNIES HOMEGROWN GROCERY
+Gillette Venus ® for Pubic Hair & Skin,,GILLETTE VENUS
+"Barilla® Pasta, select varieties, buy 2",,BARILLA
+Little Bites® Spend $10 at Walmart®,WALMART,ENTENMANNS
+Envy Apples pre-packed bags,,ENVY
+Shop 2 times at Tom Thumb,TOM THUMB,TOM THUMB
+"Ben & Jerry's Frozen Creme Brulee Non Dairy Dessert, 16 ounce",,BEN AND JERRYS
+"Purex® laundry detergent, select varieties, at Walmart",WALMART,PUREX
+Whole Pizza at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+Shop 2 times at Safeway,SAFEWAY,SAFEWAY
+"Any General Mills™ products, spend $30",,ANNIES HOMEGROWN
+"Ben & Jerry's® Doggie Desserts, 4 count",,BEN AND JERRYS
+Sol® 6 pack+,,SOL CERVEZA
+"George's Farmers Market Chicken Wings, at Sam's Club",SAMS CLUB,GEORGES FARMERS MARKET
+"Michael Angelo's® OR Rao's® Frozen Entrees, spend $10",,RAO'S
+"Sargento Sliced Cheese, spend $25",,SARGENTO
+"Sargento Sliced Cheese, spend $12",,SARGENTO
+Country Crock® Plant Based Butter at Walmart,WALMART,COUNTRY CROCK PLANT BUTTER
+"Perfect Keto Beauty + Sleep Collagen, online at Amazon",AMAZON,PERFECT KETO
+"DOVE® chocolate, select varieties",,DOVE CHOCOLATE
+Simply Spiked™ 12 pack+,,SIMPLY SPIKED
+"Perfect Keto Bars, online at Amazon",AMAZON,PERFECT KETO
+"Gillette Venus ® for Pubic Hair & Skin, spend $20",,GILLETTE VENUS
+AleveX™ at Walmart,WALMART,ALEVE
+"Envy Apples, pre-packed bags",,ENVY
+"Ben & Jerry's Frozen Sugar Cookie Dough Chunks, 8 ounce",,BEN AND JERRYS
+"L’Oréal Paris Men Expert hair color, spend $9 at Walmart",WALMART,LOREAL PARIS HAIR COLOR
+"Reese's Peanut Butter Bar, 6 count, at GIANT OR MARTIN’S",THE GIANT CO,GOOD HUMOR
+"Magnum Non-Dairy Hazelnut Crunch Ice Cream Bars, 3 count",,MAGNUM ICE CREAM
+"Butterball, select varieties, spend $10 at Fred Meyer",FRED MEYER,BUTTERBALL
+"Thomas'® Bagel Thins®, buy 2",,THOMAS
+Spend $60 at TGI Friday's,TGI FRIDAYS,TGI FRIDAYS
+"Artesano® buns, buy 2 at Walmart®",WALMART,SARA LEE ARTESANO
+"STARBURST®, select sizes, buy 1",,STARBURST
+Fresh Step® Outstretch® Cat Litter,,FRESH STEP
+"Sara Lee® or Alfaros® Artesano bread, spend $8",,ALFAROS
+"Back to the Roots Dry Plant Food, 5 pounds, at The Home Depot",THE HOME DEPOT,BACK TO THE ROOTS
+"Burt's Bees Sensitive Lotions and Creams, select varieties, at Walmart",WALMART,BURTS BEES
+"Durex® Massage & Play 2 in 1 Pleasure Gel, select varieties, at Walmart or Target",TARGET,DUREX
+"Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 4",,VIZZY
+LIFE SAVERS®,,LIFESAVERS
+"Butterball, select varieties, spend $10 at Kroger",KROGER,BUTTERBALL
+"RESPAWN® by 5® GUM, at Walmart",WALMART,5 GUM
+"Back to the Roots Garden Soil, 1 cubic foot, at Lowe's Home Improvement",LOWES HOME IMPROVEMENT,BACK TO THE ROOTS
+"SiO® Beauty Patches, online at Siobeauty.com",SIOBEAUTY.COM,SIO BEAUTY
+Wesson® Oil Products,,WESSON
+"Bubbies Pickles, Sauerkraut, and Condiments at Whole Foods or Sprouts",SPROUTS FARMERS MARKET,BUBBIES
+Michael Angelo's® Sauce at Walmart,WALMART,MICHAEL ANGELO'S
+Spend $155 at Pavilions,PAVILIONS,PAVILIONS
+CESAR® Wet Dog Food Singles,,CESAR
+Spend $90 at ACME,ACME,ACME
+"Hidden Valley® Ranch Seasoning Mix Packet, 1 count",,HIDDEN VALLEY RANCH
+"Sargento® products, select varieties",,SARGENTO
+"Welch's® Fruit Snacks, 250 count, online at Amazon",AMAZON,WELCHS FRUIT SNACKS
+"Ben & Jerry's®, select varieties",,BEN AND JERRYS
+Simply Spiked™ Signature Peach 12 pack+,,SIMPLY SPIKED
+"Beech-Nut snacks, select varieties",,BEECHNUT
+"Sargento® products, select varieties, buy 3",,SARGENTO
+Spend $250 at ACME,ACME,ACME
+Wings OR Cheesy Breadsticks at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+"Butterball, select varieties, spend $10 at Smith's",SMITHS,BUTTERBALL
+"Perfect Keto Collagen Peptides, online at Amazon",AMAZON,PERFECT KETO
+"Perfect Keto MCT Oil Powder, online at Amazon",AMAZON,PERFECT KETO
+Hellmann's® OR Best Foods® AND Sargento® Cheese Slices,,HELLMANNS BEST FOODS
+Brita® Pitcher AND Filter,,BRITA
+Spend $90 at Star Market,STAR MARKET,STAR MARKET
+"SNICKERS®, select sizes, buy 1",,SNICKERS
+"Kodiak® products, select varieties, spend $10",,KODIAK CAKES FLAPJACK & WAFFLE MIX
+Bays® English Muffins,,BAYS
+"Super Coffee, 12 ounce single serve, buy 3",,SUPER COFFEE
+"Sara Lee® bread select varieties, buy 2",WALMART,SARA LEE
+GOYA® Coconut Water,,GOYA
+Spend $35 at TGI Friday's,TGI FRIDAYS,TGI FRIDAYS
+Spend $110 at Randalls,RANDALLS FOOD MARKETS,RANDALLS
+"Reese's Chocolate Cones, 8 count at GIANT OR MARTIN’S",GIANT FOOD,KLONDIKE
+Whole Pizza Pie at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+Shop 2 times at Star Market,STAR MARKET,STAR MARKET
+"Hidden Valley® Ranch Seasoning, select varieties",,HIDDEN VALLEY RANCH
+"General Mills™ products, select varieties, spend $12",,ANNIES HOMEGROWN GROCERY
+Blue Apron Meal Kits,BLUE APRON,BLUE APRON
+"Aleve® products, select varieties, 80 count+ at Walmart",WALMART,ALEVE
+"Welch's® Juicefuls® Juicy Fruit Snacks, 14 count, at Target",TARGET,WELCHS FRUIT SNACKS
+"Welch's® Fruit Snacks, select varieties, 6 count+, buy 2",,WELCHS FRUIT SNACKS
+"Sign up for McAlister's Deli Rewards, tap for details",MCALISTERS DELI,MCALISTERS DELI
+"Arbos Cheese Dip, 12 ounce, buy at Central Market",CENTRAL MARKET,ARBOS
+L'Oréal Paris Excellence Hair Color at Target,TARGET,LOREAL PARIS HAIR COLOR
+"Kradle, select varieties, spend $20 at Walmart",WALMART,KRADLE
+Frozen OR Fountain Drink at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+"Arnold, Brownberry, Oroweat® Keto bread, buy 2",,ARNOLD BROWNBERRY OROWEAT
+Shop 2 times at Shaw's,SHAWS,SHAWS
+"Welch's®Fruit Snacks, spend $8",,WELCHS FRUIT SNACKS
+"Children's Astepro® Allergy, 22 count at Dollar General",DOLLAR GENERAL STORE,ASTEPRO
+Spend $10 in-store at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+"Fresh bakery item, select varieties, at Casey's",CASEYS GENERAL STORE,CASEYS GENERAL STORE
+"SNICKERS® chocolate candy bar, select varieties",,SNICKERS
+Rao's® Frozen Pizza,,RAO'S
+"GATORADE® Fast Twitch®, 12-ounce single serve, buy 2 at Kroger",FRED MEYER,GATORADE
+"Bimbo® sweet baked goods, buy 2",,BIMBO
+Any Shaw's receipt,SHAWS,SHAWS
+"Gorton's, at select retailers",STOP & SHOP,GORTONS
+"Butterball, select varieties, spend $10 at Food 4 Less",FOOD4LESS,BUTTERBALL
+NatuChips® Plantain Chips,,NATUCHIPS
+"Beech-Nut pouches, buy 8",,BEECHNUT
+Spend $45 at Zaxby's,ZAXBYS,ZAXBYS
+"Back to the Roots Raised Bed Gardening Kit with Soil, Seeds and Plant Food, at Target",TARGET,BACK TO THE ROOTS
+"Ben & Jerry's®, select varieties, spend $12",,BEN AND JERRYS
+Any ACME receipt,ACME,ACME
+Spend $220 at Tom Thumb,TOM THUMB,TOM THUMB
+"Promised Land Dairy Milk, 52-ounce",,PROMISED LAND DAIRY
+"Welch's® Fruit 'n Yogurt® Snacks, 18 count, at Walmart",WALMART,WELCHS FRUIT SNACKS
+Hidden Valley® Ranch Seasoning Shaker,,HIDDEN VALLEY RANCH
+"CORE® Hydration, select varieties, at Walmart",WALMART,CORE HYDRATION
+When you join Costco as a Gold Star Member* (New Members Only),COSTCO,COSTCO
+Whole pizza at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+Spend $40 at Farmer Boys,FARMER BOYS,FARMER BOYS
+"Colgate® Toothpaste AND Colgate® Toothbrush, select varieties at Walmart or Target",TARGET,COLGATE TOOTHBRUSHES
+"L'Oréal Paris Hair color, select varieties, spend $25 at Target",TARGET,LOREAL PARIS HAIR COLOR
+"TWIX®, select varieties",,TWIX
+Spend $15 at KFC,KFC,KFC
+Spend $275 at Vons,VONS,VONS
+"EXTRA®, select varieties",,EXTRA
+"Ben & Jerry's® Doggie Desserts, 4 ounce, buy 2",,BEN AND JERRYS
+"Klondike Cones, spend $10 at Walmart ",WALMART,KLONDIKE
+"Reese's Peanut Butter Bar, 6 count, at GIANT OR MARTIN’S",MARTINS FOODS,GOOD HUMOR
+"Beyond Steak™ Plant-Based seared tips, 10 ounce at H-E-B",H-E-B,BEYOND MEAT
+"Kradle, select products, online at Chewy.com",CHEWY,KRADLE
+Spend $120 at Star Market,STAR MARKET,STAR MARKET
+Shop 2 times at Vons,VONS,VONS
+Wonderworks™ Keto* Friendly Cereal,,WONDERWORKS
+"MTN DEW® Kickstart, 16-ounce 12 count, select varieties, at Amazon Storefront*",AMAZON,MOUNTAIN DEW
+When you join Costco as an Executive Member* (New Members Only),COSTCO,COSTCO
+"Adult Astepro® Allergy, 22 count at Dollar General",DOLLAR GENERAL STORE,ASTEPRO
+Shop 2 times at Pavilions,PAVILIONS,PAVILIONS
+"SKITTLES®, select varieties",,SKITTLES
+"Stubborn Soda OR Bundaberg Ginger Beer, select varieties, at Amazon Storefront*",AMAZON,STUBBORN SODA
+"BallPark® buns, buy 2",,BALL PARK POP UPS
+12 Pack OR 2 Liter AND Whole Pizza at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+Spend $220 at Star Market,STAR MARKET,STAR MARKET
+Frozen OR Fountain Drink at Casey's ,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+Spend $45 at TGI Friday's,TGI FRIDAYS,TGI FRIDAYS
+Visit OR order online from Casey's 3 times,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+Spend $210 at Randalls,RANDALLS FOOD MARKETS,RANDALLS
+Visit OR order online from Casey's 5 times,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+Any Tom Thumb receipt,TOM THUMB,TOM THUMB
+"Butterball, select varieties, spend $10 at Fry's Food Store",FRYS FOOD STORE,BUTTERBALL
+"ORBIT®, select sizes, buy 1",,ORBIT
+12 pack OR 2 liter AND Whole Pizza at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+"Molson Coors®, select varieties, 12 Pack+, buy 2",,TOPO CHICO HARD SELTZER
+"Thomas'®, select varieties, spend $10",,THOMAS
+"Beyond Steak™ Plant-Based seared tips, 10 ounce, buy 2 at Target",TARGET,BEYOND MEAT
+Whole Pizza at Casey's ,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+"EXTRA®, select sizes",,EXTRA
+Gorton's at select retailers,STOP & SHOP,GORTONS
+Brita® Standard OR Elite Filters,,BRITA
+Spend $300 at Shaws,SHAWS,SHAWS
+Spend $50 at Fresh Thyme Market,FRESH THYME MARKET,FRESH THYME MARKET
+"Starry™ Lemon Lime Soda multipacks, at Kroger",DILLONS GROCERY,STARRY
+"Barilla® pasta, select varieties, buy 3",,BARILLA
+"Fresh Bakery Products at Casey's, select varieties",CASEYS GENERAL STORE,CASEYS GENERAL STORE
+"Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 2",,VIZZY
+"Kradle, select varieties, online at Amazon",AMAZON,KRADLE
+"Starry™ Lemon Lime Soda, 7.5-ounce 10 pack, at Amazon Storefront*",AMAZON,STARRY
+"EVOLVE® Plant-Based Protein Shake, 4 count, select varieties, at Whole Foods",WHOLE FOODS MARKET,EVOLVE
+"Burt's Bee's® Facial Wipes, select varieties, 30 count at Walmart",WALMART,BURTS BEES
+"Aleve® products AND AleveX™, select varieties, at Walmart",WALMART,ALEVE
+"Beyond Meat® Plant-Based products, spend $15",,BEYOND MEAT
+"GOYA® Adobo Seasoning, 8 ounce+",,GOYA
+"Tyson Products, select varieties, spend $15 at Walmart",WALMART,AIDELLS
+Spend $210 at Safeway,SAFEWAY,SAFEWAY
+Klondike Cones at Walmart ,WALMART,KLONDIKE
+Spend $110 at Albertsons,ALBERTSONS,ALBERTSONS
+"Bubbies Pickles, Sauerkraut, OR Condiments at Whole Foods or Sprouts",SPROUTS FARMERS MARKET,BUBBIES
+"Sara Lee® or Alfaros® Artesano bread, buy 2",,ALFAROS
+"Beyond Meat® Plant-Based products, spend $20",,BEYOND MEAT
+Spend $10 on Casey's branded packaged products,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+Any Randalls receipt,RANDALLS FOOD MARKETS,RANDALLS
+"Arber, at Target",TARGET,ARBER
+"Häagen-Dazs®, 28 ounce, at GROCERY* stores",,HAAGEN DAZS
+Spend $130 at ACME,ACME,ACME
+"Spend $110 on a Full-Priced new Plus Membership and receive an ADDITIONAL 10,000 points",SAMS CLUB,SAMS CLUB
+"Butterball, select varieties, spend $10 at QFC",QFC,BUTTERBALL
+Spend $100 at Pavilions,PAVILIONS,PAVILIONS
+"Glad® Trash Bags, 4 OR 8 Gallon",,GLAD
+Tostitos® Toppers™,,TOSTITOS
+:ratio™ KETO* Friendly Cereal OR Granola,,RATIO
+"Burt's Bees® products, select varieties, at Walmart",WALMART,BURTS BEES
+"Bio-Oil® products, select varieties",,BIO OIL
+"André® California, Champagne OR Sparkling Wines, 750mL bottle",,ANDRE
+Spend $20 at Farmer Boys,FARMER BOYS,FARMER BOYS
+"Any General Mills™ products, spend $50",,ANNIES HOMEGROWN
+Chosen Foods® Dressings,,CHOSEN FOODS
+Spend $30 at Dickey's Barbecue Pit,DICKEYS BARBECUE PIT,DICKEYS BARBECUE PIT
+Degree for Men OR Women Dry Spray,,DEGREE
+"Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 3",,VIZZY
+Back to the Roots Microgreens Grow Kit OR Seed Refill at Walmart,WALMART,BACK TO THE ROOTS
+Spend $40 at KFC,KFC,KFC
+"Bai® Antioxidant, 6 pack, at Walmart",WALMART,BAI
+Spend $20 at Dickey's Barbecue Pit,DICKEYS BARBECUE PIT,DICKEYS BARBECUE PIT
+Spend $25 at TGI Friday's,TGI FRIDAYS,TGI FRIDAYS
+"L'Oréal Paris Hair color, select varieties, spend $9 at Target",TARGET,LOREAL PARIS HAIR COLOR
+"Sargento Sliced Cheese, spend $18",,SARGENTO
+"SKITTLES®, select sizes",,SKITTLES
+"LIFESAVERS®, any size, buy 1",,LIFESAVERS
+"L'Oréal Paris Makeup, spend $30 at Target",TARGET,LOREAL PARIS COSMETICS
+Spend $115 at Tom Thumb,TOM THUMB,TOM THUMB
+Any Randalls receipt,RANDALLS,RANDALLS
+Spend $75 at Randalls,RANDALLS,RANDALLS
+Shop 2 times at Randalls,RANDALLS FOOD MARKETS,RANDALLS
+"GATORADE® Fast Twitch®, 12-ounce single serve",,GATORADE
+Spend $10 at Nekter,NEKTER JUICE BAR,NEKTER
+"Brownie Brittle® Snacks, select varieties, buy 2",,BROWNIE BRITTLE
+Cheerios™ Oat Crunch Berry Cereal,,CHEERIOS
+Glad® ForceFlex Max Strength Trash Bags,,GLAD
+"GATORADE® Fast Twitch®, 12-ounce single serve, at Kroger",DILLONS GROCERY,GATORADE
+Spend $10 at CVS,CVS,CVS
+"OxiClean™ Laundry Stain Removers, select varieties at Walmart",WALMART,OXICLEAN
+Country Crock® Plant Based Cream at Walmart,WALMART,COUNTRY CROCK PLANT BUTTER
+2 Pack OR 2 Liter AND Whole Pizza at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+Arnold® Grains Almighty,,ARNOLD BROWNBERRY OROWEAT
+"Snuggle® Liquid Fabric Softener, at Walmart",WALMART,SNUGGLE
+"Hidden Valley® Ranch Night Seasoning Mix, 1 count",,HIDDEN VALLEY RANCH
+"Kradle, select varieties, at Pet Supplies Plus",PET SUPPLIES PLUS,KRADLE
+"Back to the Roots Soils, select varieties and sizes, at Lowes",LOWES HOME IMPROVEMENT,BACK TO THE ROOTS
+"Butterball, select varieties, spend $10 at Mariano's",MARIANOS,BUTTERBALL
+"CORE® Hydration, select varieties, buy 2 at Walmart",WALMART,CORE HYDRATION
+Spend $40 at Dickey's Barbecue Pit,DICKEYS BARBECUE PIT,DICKEYS BARBECUE PIT
+"General Mills™ snacks, select brands, spend $10",,BUGLES
+"Back to the Roots Soils, select varieties, at Walmart or Lowes",LOWES HOME IMPROVEMENT,BACK TO THE ROOTS
+"Barilla® pasta, select varieties, buy 4",,BARILLA
+"GATORLYTE® OR GATORADE™ Fit Single Serve Bottle, select varieties",,GATORADE
+"Burt's Bees® Sensitive Lotions and Creams, select varieties, at Walmart",WALMART,BURTS BEES
+"Arber, at Walmart",WALMART,ARBER
+"Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 5",,VIZZY
+Any Pavilions receipt,PAVILIONS,PAVILIONS
+Back to the Roots Grow Kits at Walmart or The Home Depot,WALMART,BACK TO THE ROOTS
+Any Safeway receipt,SAFEWAY,SAFEWAY
+"Welch's® Fruit Snacks, select varieties, 6 count+",,WELCHS FRUIT SNACKS
+Back to the Roots Grow Hydroponic Grow Kit OR Refill Bundle at Walmart,WALMART,BACK TO THE ROOTS
+"Ben & Jerry's Wake & No Bake Cookie Dough Ice Cream, 16 ounce",,BEN AND JERRYS
+"ORBIT®, select varieties",,ORBIT
+"GATORADE® Fast Twitch®, 12-ounce single serve, buy 2 at Kroger",FOOD4LESS,GATORADE
+"Butterball, select varieties, spend $10 at Pick 'n Save OR Metro Market",PICK N SAVE,BUTTERBALL
+Hellmann's | Best Foods Vegan Dressing or Spread,,HELLMANNS BEST FOODS
+"Rao's®, Pasta OR Sauce, spend $10",,RAO'S
+L'Oreal Paris True Match Foundation at Target,TARGET,LOREAL PARIS COSMETICS
+"Sara Lee® or Alfaros® Artesano bread, spend $20",,ALFAROS
+Spend $220 at Albertsons,ALBERTSONS,ALBERTSONS
+"Perfect Keto Super Reds, online at Amazon",AMAZON,PERFECT KETO
+The Rustik Oven® bread,,RUSTIK OVEN
+Gorton's at select retailers,WALMART,GORTONS
+"Back to the Roots Seeds, at Walmart",WALMART,BACK TO THE ROOTS
+Nature Valley™ Protein Granola,,NATURE VALLEY
+Brita® Pitcher OR Dispenser,,BRITA
+Spend $30 at CVS,CVS,CVS
+"Back to the Roots Organic Kits and Planters, at Target",TARGET,BACK TO THE ROOTS
+"Sir Kensington's® Condiments, buy 2",,SIR KENSINGTONS
+"Perfect Keto Exogenous Ketones Powder, online at Amazon",AMAZON,PERFECT KETO
+Select Beverages AND Prepared Food Item at Casey's,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+"Back to the Roots Potting Mix, 1 cubic foot, at Lowe's Home Improvement",LOWES HOME IMPROVEMENT,BACK TO THE ROOTS
+"Barilla® pasta, select varieties, buy 2",,BARILLA
+Any Star Market receipt,STAR MARKET,STAR MARKET
+"Squirrel, The Bedside Perch, online at Amazon",AMAZON,SQUIRREL
+"Fresh Bakery items, select varieties, at Casey's",CASEYS GENERAL STORE,CASEYS GENERAL STORE
+Ben & Jerry's® Churray For Churros™ Ice Cream,,BEN AND JERRYS
+Sir Kensington's® Condiments,,SIR KENSINGTONS
+"Dove Hand Wash, select varieties at Target",TARGET,DOVE
+Spend $15 at Burger King,BURGER KING,BURGER KING
+Cameron’s Coffee EcoPods,,CAMERON'S COFFEE
+L'Oréal Paris True Match Foundation at Target,TARGET,LOREAL PARIS COSMETICS
+"Sara Lee® Delightful bread, buy 2",,SARA LEE
+"Welch's® Juicefuls® Juicy Fruit Snacks, buy 2",,WELCHS FRUIT SNACKS
+Spend $35 at Subway,SUBWAY,SUBWAY
+"Dixon® Safety Carpenter Pencil, 10 count, at Lowe’s®",LOWES HOME IMPROVEMENT,DIXON
+Spend $115 at Safeway,SAFEWAY,SAFEWAY
+"Breyers Reese's Ice Cream, select varieties, at GIANT OR MARTIN’S",MARTINS FOODS,BREYERS
+Shop 2 times at Randalls,RANDALLS,RANDALLS
+"Jack Link's®, select varieties",,JACK LINKS
+"Persil® ProClean®, select varieties, at Walmart",WALMART,PERSIL
+"Back to the Roots Organic 3-In-1 Seed Starting Mix 12 quart, at Walmart or Target",TARGET,BACK TO THE ROOTS
+"STARBURST®, select varieties",,STARBURST
+"Super Coffee, 12 ounce single serve",,SUPER COFFEE
+Spend $90 at Safeway,SAFEWAY,SAFEWAY
+Spend $5 on brisket mac & cheese sandwich OR other single-serve prepared food item,CASEYS GENERAL STORE,CASEYS GENERAL STORE
+Spend $50 at Chewy.com,CHEWY,CHEWY
+Simply Organic Seasoning Mixes OR Spices,,SIMPLY ORGANIC
+Spend $10 at KFC,KFC,KFC
+Sargento Product,,SARGENTO
+Thomas'® Bagel Thins,,THOMAS
+Spend $270 at Pavilions,PAVILIONS,PAVILIONS
+"Back to the Roots Soils, select varieties, at Walmart",WALMART,BACK TO THE ROOTS

DS_NLP_search_data/processed_offers.csv

@@ -0,0 +1,283 @@
+index,OFFER,CATEGORY
+0,"Beyond Meat® Plant-Based products, spend $25",{'Plant-Based Meat'}
+1,"Beyond Steak™ Plant-Based seared tips, 10 ounce at Target",{'Plant-Based Meat'}
+2,"Beyond Steak™ Plant-Based seared tips, 10 ounce, buy 2 at H-E-B",{'Plant-Based Meat'}
+3,"Beyond Steak™ Plant-Based seared tips, 10 ounce at H-E-B",{'Plant-Based Meat'}
+4,"Beyond Steak™ Plant-Based seared tips, 10 ounce, buy 2 at Target",{'Plant-Based Meat'}
+5,"Beyond Meat® Plant-Based products, spend $15",{'Plant-Based Meat'}
+6,"Beyond Meat® Plant-Based products, spend $20",{'Plant-Based Meat'}
+7,Good Humor Viennetta Frozen Vanilla Cake,{'Frozen Desserts'}
+8,"Reese's Peanut Butter Bar, 6 count, at GIANT OR MARTIN’S",{'Frozen Desserts'}
+9,"Butterball, select varieties, spend $10 at Dillons Food Store",{'Nut Butters & Jam'}
+10,"Butterball, select varieties, spend $10 at Ralphs",{'Nut Butters & Jam'}
+11,"Butterball, select varieties, Spend $10 at Ruler Foods",{'Nut Butters & Jam'}
+12,"Butterball, select varieties, spend $10 at King Soopers",{'Nut Butters & Jam'}
+13,"Butterball, select varieties, spend $10 at Fred Meyer",{'Nut Butters & Jam'}
+14,"Butterball, select varieties, spend $10 at Kroger",{'Nut Butters & Jam'}
+15,"Butterball, select varieties, spend $10 at Smith's",{'Nut Butters & Jam'}
+16,"Butterball, select varieties, spend $10 at Food 4 Less",{'Nut Butters & Jam'}
+17,"Butterball, select varieties, spend $10 at Fry's Food Store",{'Nut Butters & Jam'}
+18,"Butterball, select varieties, spend $10 at QFC",{'Nut Butters & Jam'}
+19,"Butterball, select varieties, spend $10 at Mariano's",{'Nut Butters & Jam'}
+20,"Butterball, select varieties, spend $10 at Pick 'n Save OR Metro Market",{'Nut Butters & Jam'}
+21,"GATORADE® Fast Twitch®, 12-ounce 12 pack, at Amazon Storefront*",{'Sports Drinks'}
+22,"GATORLYTE® OR GATORADE™ Fit Single Serve Bottle, select varieties, buy 2",{'Sports Drinks'}
+23,"GATORADE® Fast Twitch®, 12-ounce single serve, buy 2 at Kroger",{'Meal Replacement Beverages'}
+24,"GATORADE® Fast Twitch®, 12-ounce single serve",{'Meal Replacement Beverages'}
+25,"GATORADE® Fast Twitch®, 12-ounce single serve, at Kroger",{'Meal Replacement Beverages'}
+26,"GATORLYTE® OR GATORADE™ Fit Single Serve Bottle, select varieties",{'Sports Drinks'}
+27,Emmy's Organics® Cookies OR Brownie Snaps,{'Cookies'}
+28,"Dr Pepper®, Regular OR Zero Sugar Strawberries and Cream 12 pack, at select retailers",{'Carbonated Soft Drinks'}
+29,"Arnold, Brownberry, Oroweat® Small Slice bread, at Walmart",{'Bread'}
+30,"Arnold, Brownberry, Oroweat® Keto bread, buy 2",{'Bread'}
+31,Arnold® Grains Almighty,{'Prepared Meals'}
+32,Barilla® Pesto Sauce,{'Pesto Sauce'}
+33,"Barilla® Pasta, select varieties, buy 2",{'Red Pasta Sauce'}
+34,"Barilla® pasta, select varieties, buy 3",{'Red Pasta Sauce'}
+35,"Barilla® pasta, select varieties, buy 4",{'Red Pasta Sauce'}
+36,"Barilla® pasta, select varieties, buy 2",{'Red Pasta Sauce'}
+37,"Any General Mills™ products, buy 2
+Good Rewards Members Only","{'Cereal, Granola, & Toaster Pastries'}"
+38,"General Mills™ products, select brands, spend $35",{'Refrigerated Doughs'}
+39,"General Mills™ products, select brands, spend $7 at Convenience Stores",{'Refrigerated Doughs'}
+40,"General Mills™ products, select varieties, spend $12",{'Refrigerated Doughs'}
+41,Egglife Egg White Wraps at Aldi,{'Eggs'}
+42,"DOVE® Chocolate, select sizes, buy 1",{'Candy'}
+43,"DOVE® chocolate, select varieties",{'Candy'}
+44,Hellmann's® OR Best Foods® Garlic Aioli OR Spicy Mayonnaise,{'Condiments'}
+45,Hellmann's® OR Best Foods® AND Sargento® Cheese Slices,{'Condiments'}
+46,Hellmann's | Best Foods Vegan Dressing or Spread,{'Dressings'}
+47,"M&M'S®, select sizes, buy 1",{'Candy'}
+48,"M&M'S® chocolate candies, select varieties",{'Candy'}
+49,Red Gold Tomato Ketchup,{'Condiments'}
+50,Red Gold Tomato Juice,{'Drink Mixes'}
+51,Gillette Venus ® for Pubic Hair & Skin spend $20,{'Hair Removal'}
+52,Gillette Venus ® for Pubic Hair & Skin,{'Hair Removal'}
+53,"Gillette Venus ® for Pubic Hair & Skin, spend $20",{'Hair Removal'}
+54,"L'Oréal Paris Hair color, select varieties, spend $19 at Target",{'Hair Care'}
+55,"L'Oréal Paris Men Expert hair color, spend $19 at Walmart",{'Hair Care'}
+56,"L’Oréal Paris Men Expert hair color, spend $9 at Walmart",{'Hair Care'}
+57,L'Oréal Paris Excellence Hair Color at Target,{'Hair Care'}
+58,"L'Oréal Paris Hair color, select varieties, spend $25 at Target",{'Hair Care'}
+59,"L'Oréal Paris Hair color, select varieties, spend $9 at Target",{'Hair Care'}
+60,Simply Spiked™ Lemonade 12 pack+,"{'Hard Seltzers, Sodas, Waters, Lemonades & Teas'}"
+61,"Simply Spiked™ Signature Peach 12-pack or larger, buy 2",{'Malt Beverages'}
+62,Simply Spiked™ 12 pack+,"{'Hard Seltzers, Sodas, Waters, Lemonades & Teas'}"
+63,Simply Spiked™ Signature Peach 12 pack+,{'Malt Beverages'}
+64,"Gorton's, at select retailers",{'Frozen Meals'}
+65,"Gorton's Air Fried Butterfly Shrimp, at Walmart",{'Frozen Seafood'}
+66,Gorton's at select retailers,{'Frozen Meals'}
+67,"Flonase Allergy Relief, at Walmart",{'Medicines & Treatments'}
+68,"CESAR® Wet Dog Food, spend $20",{'Dog Supplies'}
+69,CESAR® Wet Dog Food Singles,{'Dog Supplies'}
+70,"TWIX®, select sizes",{'Candy'}
+71,"TWIX®, select varieties",{'Candy'}
+72,"Hidden Valley® Ranch Salad Dressing OR Secret Sauce, select varieties",{'Sauces & Marinades'}
+73,"Hidden Valley® Ranch Seasoning Mix Packet, 1 count",{'Sauces & Marinades'}
+74,"Hidden Valley® Ranch Seasoning, select varieties",{'Sauces & Marinades'}
+75,Hidden Valley® Ranch Seasoning Shaker,{'Sauces & Marinades'}
+76,"Hidden Valley® Ranch Night Seasoning Mix, 1 count",{'Cooking & Baking'}
+77,"Cooked Perfect® Meatballs, at Walmart",{'Frozen Chicken'}
+78,"Cooked Perfect® Meatballs, Homestyle OR Turkey, at Walmart",{'Frozen Chicken'}
+79,"Perfect Keto Barista Blend Collagen & MCTs, online at Amazon",{'Medicines & Treatments'}
+80,"Perfect Keto Beauty + Sleep Collagen, online at Amazon",{'Medicines & Treatments'}
+81,"Perfect Keto Bars, online at Amazon",{'Nuts & Seeds'}
+82,"Perfect Keto Collagen Peptides, online at Amazon",{'Medicines & Treatments'}
+83,"Perfect Keto MCT Oil Powder, online at Amazon",{'Medicines & Treatments'}
+84,"Perfect Keto Super Reds, online at Amazon",{'Medicines & Treatments'}
+85,"Perfect Keto Exogenous Ketones Powder, online at Amazon",{'Medicines & Treatments'}
+86,"Crunchmaster® Crackers, spend $4",{'Crackers'}
+87,"Tyson Products, select varieties, spend $20 at Sam's Club",{'Packaged Meat'}
+88,"L'Oréal Paris Makeup, spend $35 at Target",{'Makeup'}
+89,"L'Oréal Paris Makeup, spend $30 at Target",{'Makeup'}
+90,L'Oreal Paris True Match Foundation at Target,{'Makeup'}
+91,L'Oréal Paris True Match Foundation at Target,{'Makeup'}
+92,"Chosen Foods® Mayo, select varieties",{'Condiments'}
+93,Chosen Foods® Dressings,{'Dressings'}
+94,"Wine from TheBarrelRoom.com, spend $30",{'Wine'}
+95,"PepsiCo® Beverage, 7.5-ounce 10 pack, select varieties, at Amazon Storefront*",{'Carbonated Soft Drinks'}
+96,"PepsiCo® Variety Pack, select varieties, at Amazon Storefront*",{'Carbonated Soft Drinks'}
+97,"Sara Lee® bread, select varieties, buy 2 at Walmart®",{'Bread'}
+98,"Sara Lee® bread select varieties, buy 2",{'Bread'}
+99,"Sara Lee® Delightful bread, buy 2",{'Bread'}
+100,"Sara Lee® or Alfaros® Artesano bread, buy 5",{'Bread'}
+101,"Sara Lee® or Alfaros® Artesano bread, spend $8",{'Bread'}
+102,"Sara Lee® or Alfaros® Artesano bread, buy 2",{'Bread'}
+103,"Sara Lee® or Alfaros® Artesano bread, spend $20",{'Bread'}
+104,"Bai® Antioxidant, 6 pack, buy 2 at Walmart",{'Drink Mixes'}
+105,"Bai® Antioxidant, 6 pack, at Walmart",{'Drink Mixes'}
+106,"Reese's Chocolate Cones, 8 count at GIANT OR MARTIN’S",{'Frozen Desserts'}
+107,"Klondike Cones, spend $10 at Walmart ",{'Frozen Desserts'}
+108,Klondike Cones at Walmart ,{'Frozen Desserts'}
+109,"Back to the Roots Grow Seed Starting Pots OR Germination Trays, at Walmart or Target",{'Packaged Meals & Sides'}
+110,"Back to the Roots Soils, select varieties and sizes, at Walmart",{'Packaged Meals & Sides'}
+111,"Back to the Roots Dry Plant Food, 5 pounds, at The Home Depot",{'Packaged Meals & Sides'}
+112,"Back to the Roots Garden Soil, 1 cubic foot, at Lowe's Home Improvement",{'Packaged Meals & Sides'}
+113,"Back to the Roots Raised Bed Gardening Kit with Soil, Seeds and Plant Food, at Target",{'Packaged Meals & Sides'}
+114,Back to the Roots Microgreens Grow Kit OR Seed Refill at Walmart,{'Packaged Meals & Sides'}
+115,"Back to the Roots Soils, select varieties and sizes, at Lowes",{'Packaged Meals & Sides'}
+116,"Back to the Roots Soils, select varieties, at Walmart or Lowes",{'Packaged Meals & Sides'}
+117,Back to the Roots Grow Kits at Walmart or The Home Depot,{'Packaged Meals & Sides'}
+118,Back to the Roots Grow Hydroponic Grow Kit OR Refill Bundle at Walmart,{'Packaged Meals & Sides'}
+119,"Back to the Roots Seeds, at Walmart",{'Packaged Meals & Sides'}
+120,"Back to the Roots Organic Kits and Planters, at Target",{'Packaged Meals & Sides'}
+121,"Back to the Roots Potting Mix, 1 cubic foot, at Lowe's Home Improvement",{'Packaged Meals & Sides'}
+122,"Back to the Roots Organic 3-In-1 Seed Starting Mix 12 quart, at Walmart or Target",{'Packaged Meals & Sides'}
+123,"Back to the Roots Soils, select varieties, at Walmart",{'Packaged Meals & Sides'}
+124,"Dove Hand Wash, select varieties, buy 2 at Target",{'Bath & Body'}
+125,"Dove Hand Wash, select varieties at Target",{'Bath & Body'}
+126,"Frutero Ice Cream, 1 pint",{'Frozen Desserts'}
+127,"Bio-Oil® Skincare Oil OR Gel, select varieties",{'Skin Care'}
+128,"Bio-Oil® products, select varieties",{'Skin Care'}
+129,"Welch's®Fruit Snacks, select varieties, buy 2",{'Fruit & Vegetable Snacks'}
+130,"Welch's® Zero Sugar Fruity Bites, 6 pack+, online at Amazon",{'Fruit & Vegetable Snacks'}
+131,"Welch's® Fruit Snacks, select varieties, 6 count+, buy 3",{'Fruit & Vegetable Snacks'}
+132,"Welch's® Fruit Snacks, 250 count, online at Amazon",{'Fruit & Vegetable Snacks'}
+133,"Welch's® Juicefuls® Juicy Fruit Snacks, 14 count, at Target",{'Fruit & Vegetable Snacks'}
+134,"Welch's® Fruit Snacks, select varieties, 6 count+, buy 2",{'Fruit & Vegetable Snacks'}
+135,"Welch's®Fruit Snacks, spend $8",{'Fruit & Vegetable Snacks'}
+136,"Welch's® Fruit 'n Yogurt® Snacks, 18 count, at Walmart",{'Fruit & Vegetable Snacks'}
+137,"Welch's® Fruit Snacks, select varieties, 6 count+",{'Fruit & Vegetable Snacks'}
+138,"Welch's® Juicefuls® Juicy Fruit Snacks, buy 2",{'Fruit & Vegetable Snacks'}
+139,Talenti Mini Bars,{'Frozen Desserts'}
+140,"Molson Coors®, select varieties, 12 pack+",{'Beer'}
+141,"Marinela® sweet baked goods, buy 2",{'Cookies'}
+142,"Coors Light®, Miller Lite® OR VIZZY™ 12 pack+",{'Malt Beverages'}
+143,"Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 4",{'Malt Beverages'}
+144,"Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 2",{'Malt Beverages'}
+145,"Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 3",{'Malt Beverages'}
+146,"Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 5",{'Malt Beverages'}
+147,Little Bites® Spend $10 at Walmart®,{'Snack Cakes'}
+148,Envy Apples pre-packed bags,{'Candy'}
+149,"Envy Apples, pre-packed bags",{'Candy'}
+150,"Ben & Jerry's Frozen Creme Brulee Non Dairy Dessert, 16 ounce",{'Frozen Desserts'}
+151,"Ben & Jerry's® Doggie Desserts, 4 count",{'Frozen Desserts'}
+152,"Ben & Jerry's Frozen Sugar Cookie Dough Chunks, 8 ounce",{'Frozen Desserts'}
+153,"Ben & Jerry's®, select varieties",{'Frozen Desserts'}
+154,"Ben & Jerry's®, select varieties, spend $12",{'Frozen Desserts'}
+155,"Ben & Jerry's® Doggie Desserts, 4 ounce, buy 2",{'Frozen Desserts'}
+156,"Ben & Jerry's Wake & No Bake Cookie Dough Ice Cream, 16 ounce",{'Frozen Desserts'}
+157,Ben & Jerry's® Churray For Churros™ Ice Cream,{'Frozen Desserts'}
+158,"Purex® laundry detergent, select varieties, at Walmart",{'Laundry Supplies'}
+159,Sol® 6 pack+,{'Beer'}
+160,"Michael Angelo's® OR Rao's® Frozen Entrees, spend $10",{'Frozen Meals'}
+161,Rao's® Frozen Pizza,{'Frozen Meals'}
+162,"Rao's®, Pasta OR Sauce, spend $10",{'Dry Pasta'}
+163,"Sargento Sliced Cheese, spend $25",{'Cheese'}
+164,"Sargento Sliced Cheese, spend $12",{'Cheese'}
+165,"Sargento® products, select varieties",{'Cheese'}
+166,"Sargento® products, select varieties, buy 3",{'Cheese'}
+167,"Sargento Sliced Cheese, spend $18",{'Cheese'}
+168,Sargento Product,{'Cheese'}
+169,Country Crock® Plant Based Butter at Walmart,{'Nut Butters & Jam'}
+170,Country Crock® Plant Based Cream at Walmart,{'Nut Butters & Jam'}
+171,AleveX™ at Walmart,{'Medicines & Treatments'}
+172,"Aleve® products, select varieties, 80 count+ at Walmart",{'Medicines & Treatments'}
+173,"Aleve® products AND AleveX™, select varieties, at Walmart",{'Medicines & Treatments'}
+174,"Magnum Non-Dairy Hazelnut Crunch Ice Cream Bars, 3 count",{'Frozen Desserts'}
+175,"Thomas'® Bagel Thins®, buy 2",{'Bakery'}
+176,"Thomas'®, select varieties, spend $10",{'Bakery'}
+177,Thomas'® Bagel Thins,{'Bakery'}
+178,"Artesano® buns, buy 2 at Walmart®",{'Bread'}
+179,"STARBURST®, select sizes, buy 1",{'Fruit & Vegetable Snacks'}
+180,"STARBURST®, select varieties",{'Fruit & Vegetable Snacks'}
+181,Fresh Step® Outstretch® Cat Litter,{'Hair Care'}
+182,"Burt's Bees Sensitive Lotions and Creams, select varieties, at Walmart",{'Skin Care'}
+183,"Burt's Bee's® Facial Wipes, select varieties, 30 count at Walmart",{'Skin Care'}
+184,"Burt's Bees® products, select varieties, at Walmart",{'Skin Care'}
+185,"Burt's Bees® Sensitive Lotions and Creams, select varieties, at Walmart",{'Skin Care'}
+186,"Durex® Massage & Play 2 in 1 Pleasure Gel, select varieties, at Walmart or Target",{'Sexual Health'}
+187,LIFE SAVERS®,{'Candy'}
+188,"LIFESAVERS®, any size, buy 1",{'Candy'}
+189,"RESPAWN® by 5® GUM, at Walmart",{'Gum'}
+190,Wesson® Oil Products,{'Cooking & Baking'}
+191,"Bubbies Pickles, Sauerkraut, and Condiments at Whole Foods or Sprouts",{'Prepared Meals'}
+192,"Bubbies Pickles, Sauerkraut, OR Condiments at Whole Foods or Sprouts",{'Prepared Meals'}
+193,Michael Angelo's® Sauce at Walmart,{'Sauces & Marinades'}
+194,"Beech-Nut snacks, select varieties",{'Nuts & Seeds'}
+195,"Beech-Nut pouches, buy 8",{'Fruit & Vegetable Snacks'}
+196,Brita® Pitcher AND Filter,{'Household Supplies'}
+197,Brita® Standard OR Elite Filters,{'Household Supplies'}
+198,Brita® Pitcher OR Dispenser,{'Household Supplies'}
+199,"SNICKERS®, select sizes, buy 1",{'Candy'}
+200,"SNICKERS® chocolate candy bar, select varieties",{'Candy'}
+201,"Kodiak® products, select varieties, spend $10","{'Cereal, Granola, & Toaster Pastries'}"
+202,Bays® English Muffins,{'Bread'}
+203,"Super Coffee, 12 ounce single serve, buy 3",{'Coffee'}
+204,"Super Coffee, 12 ounce single serve",{'Coffee'}
+205,GOYA® Coconut Water,{'Water'}
+0,Spend $10 at Subway,{'Cooking & Baking'}
+1,Spend $25 at Subway,{'Cooking & Baking'}
+2,Spend $15 at Subway,{'Cooking & Baking'}
+3,Spend $35 at Subway,{'Cooking & Baking'}
+4,Spend $140 at Shaws,{'Cooking & Baking'}
+5,Spend $185 at Shaws,{'Cooking & Baking'}
+6,Shop 2 times at Shaw's,{'Cooking & Baking'}
+7,Any Shaw's receipt,{'Cooking & Baking'}
+8,Spend $300 at Shaws,{'Cooking & Baking'}
+9,Shop 2 times at ACME,{'Medicines & Treatments'}
+10,Spend $90 at ACME,{'Medicines & Treatments'}
+11,Spend $250 at ACME,{'Medicines & Treatments'}
+12,Any ACME receipt,{'Medicines & Treatments'}
+13,Spend $130 at ACME,{'Medicines & Treatments'}
+14,Order from Casey's app or Caseys.com,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+15,Spend $25 at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+16,Spend $5 in-store at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+17,Select beverages AND prepared food items at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+18,Visit OR order online from Casey's 7 times,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+19,Spend $5 on single-serve prepared food items at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+20,12 Pack OR 2 Liter AND Whole Pizza Pie at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+21,Whole Pizza at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+22,Wings OR Cheesy Breadsticks at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+23,Whole Pizza Pie at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+24,Frozen OR Fountain Drink at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+25,Spend $10 in-store at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+26,"Fresh bakery item, select varieties, at Casey's","{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+27,Whole pizza at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+28,12 Pack OR 2 Liter AND Whole Pizza at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+29,Frozen OR Fountain Drink at Casey's ,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+30,Visit OR order online from Casey's 3 times,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+31,Visit OR order online from Casey's 5 times,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+32,12 pack OR 2 liter AND Whole Pizza at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+33,Whole Pizza at Casey's ,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+34,"Fresh Bakery Products at Casey's, select varieties","{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+35,Spend $10 on Casey's branded packaged products,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+36,2 Pack OR 2 Liter AND Whole Pizza at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+37,Select Beverages AND Prepared Food Item at Casey's,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+38,"Fresh Bakery items, select varieties, at Casey's","{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+39,Spend $5 on brisket mac & cheese sandwich OR other single-serve prepared food item,"{'Frozen Pizza & Pizza Snacks', 'Cooking & Baking'}"
+40,Any Vons receipt,{'Spirits'}
+41,Spend $150 at Vons,{'Spirits'}
+42,Spend $100 at Vons,{'Spirits'}
+43,Spend $275 at Vons,{'Spirits'}
+44,Shop 2 times at Vons,{'Spirits'}
+45,Any Albertsons receipt,{'Candy'}
+46,Shop 2 times at Albertsons,{'Candy'}
+47,Spend $65 at Albertsons,{'Candy'}
+48,Spend $110 at Albertsons,{'Candy'}
+49,Spend $220 at Albertsons,{'Candy'}
+50,Sign up for The Club Card or The Club+ Card full-priced membership* (New Members Only),{'Cooking & Baking'}
+51,Shop 2 times at Safeway,{'Candy'}
+52,Spend $210 at Safeway,{'Candy'}
+53,Any Safeway receipt,{'Candy'}
+54,Spend $115 at Safeway,{'Candy'}
+55,Spend $90 at Safeway,{'Candy'}
+56,Spend $60 at TGI Friday's,"{'Spirits', 'Malt Beverages'}"
+57,Spend $35 at TGI Friday's,"{'Spirits', 'Malt Beverages'}"
+58,Spend $45 at TGI Friday's,"{'Spirits', 'Malt Beverages'}"
+59,Spend $25 at TGI Friday's,"{'Spirits', 'Malt Beverages'}"
+60,Spend $155 at Pavilions,{'Cooking & Baking'}
+61,Shop 2 times at Pavilions,{'Cooking & Baking'}
+62,Spend $100 at Pavilions,{'Cooking & Baking'}
+63,Any Pavilions receipt,{'Cooking & Baking'}
+64,Spend $270 at Pavilions,{'Cooking & Baking'}
+65,Spend $90 at Star Market,{'Cooking & Baking'}
+66,Shop 2 times at Star Market,{'Cooking & Baking'}
+67,Spend $120 at Star Market,{'Cooking & Baking'}
+68,Spend $220 at Star Market,{'Cooking & Baking'}
+69,Any Star Market receipt,{'Cooking & Baking'}
+70,Blue Apron Meal Kits,{'Cooking & Baking'}
+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'}"
+72,Spend $10 at CVS,"{'Skin Care', 'Medicines & Treatments', 'Cooking & Baking', 'Fruit Juices'}"
+73,Spend $30 at CVS,"{'Skin Care', 'Medicines & Treatments', 'Cooking & Baking', 'Fruit Juices'}"
+74,Spend $15 at Burger King,{'Cooking & Baking'}

DS_NLP_search_data/processed_offers.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c6c6b5aa1a48ebfcb0a70501f48683ea1402d4c0ee81563fe75c758045155aa0
+size 18741

README.md

@@ -1,12 +1,47 @@
----
-title: Fetch App
-emoji: 🐠
-colorFrom: yellow
-colorTo: indigo
-sdk: streamlit
-sdk_version: 1.28.2
-app_file: app.py
-pinned: false
----
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# Offer/Deal Recommender
+
+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.
+
+## Data Processing
+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.
+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". 
+    * 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
+    * We iterate through each of these offers and categorize it according to its most likely labels (> 0.20 probability)
+3. We then concatenate that these tables so that we have a list of offers with its corresponding categor(ies)
+
+After this processing, we perform the following control flow logic using the same zero-shot learning model.
+
+## Pipeline
+1. Search for the text input directly in the offer and return this list of offers
+2. Determine if the text input is highly likely to be a retailer, otherwise default to brand/category inference
+    * 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:
+    * Create a mapping of all the categories that a retailer falls under
+    * Find the retailers that have the most overlap in the types of goods sold
+3. If not highly likely to be a retailer, then we continue with brand/category inference
+    * We classify the text as one of the 22 parent categories using the zero-shot learning model
+    * We filter based on the ones that have greater than 0.20 score
+    * We find the child categories that are associated with this filtered list of parent categories
+    * We classify the text again according to this reduced set of child categories
+4. Return the corresponding offers
+
+## Assumptions and tradeoffs
+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. 
+
+
+## Requirements and Instructions
+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.
+
+1. Install the requirements in a virtual environment
+
+```
+pip install -r requirements.txt
+```
+
+
+2. Run the following command
+
+```
+streamlit run offer_pipeline.py
+```
+
+3. The HuggingFace model takes a minute to download, but it is cached after downloading. 

offer_pipeline.py

@@ -0,0 +1,170 @@
+import streamlit as st
+from transformers import pipeline
+import pickle
+import os
+import pandas as pd
+import seaborn as sns
+import ast
+import string
+import re
+
+st.set_page_config(
+	page_title="Offer Recommender",
+	layout="wide"
+)
+
+pipe = pipeline(task="zero-shot-classification", model="facebook/bart-large-mnli")
+dire = "DS_NLP_search_data"
+
+@st.cache_data
+def get_processed_offers():
+	processed_offers = pd.read_csv(os.path.join(dire, "processed_offers.csv"))
+	processed_offers["CATEGORY"] = processed_offers["CATEGORY"].map(ast.literal_eval)
+	return processed_offers
+
+@st.cache_data
+def get_categories_data():
+	cats = pd.read_csv(os.path.join(dire, "categories.csv"))
+	return cats
+
+@st.cache_data
+def get_offers_data():
+	offers = pd.read_csv(os.path.join(dire, "offer_retailer.csv"))
+	return offers
+
+@st.cache_data
+def get_categories(cats_):
+	categories = list(cats_["IS_CHILD_CATEGORY_TO"].unique())
+	for x in ["Mature"]:
+		if x in categories:
+			categories.remove(x)
+	return categories
+
+def get_confidence_charts(results):
+	df = (
+		pd.DataFrame({"Category": results["labels"], "probability": results["scores"]})
+		.sort_values(by="probability", ascending=False)
+		.reset_index(drop=True)
+	)
+
+	df.index += 1
+
+	# Add styling
+	cmGreen = sns.light_palette("blue", as_cmap=True)
+	cmRed = sns.light_palette("red", as_cmap=True)
+	df = df.style.background_gradient(
+		cmap=cmGreen,
+		subset=[
+			"probability",
+		],
+	)
+
+
+	format_dictionary = {
+		"Score": "{:.1%}",
+	}
+
+	df = df.format(format_dictionary)
+
+	return df
+
+
+def check_in_offer(search_str, offer_rets):
+	offers = []
+	# print(offer_rets)
+	for i in range(len(offer_rets)):
+		offer_str = offer_rets.iloc[i]["OFFER"]
+		# print(offer_str)
+		parsed_str = offer_str.lower().translate(str.maketrans('', '', string.punctuation))
+		parsed_str = re.sub('[^a-zA-Z0-9 \n\.]', '', parsed_str)
+		# print(parsed_str)
+		if search_str.lower() in parsed_str.split(" "):
+		  offers.append(offer_str)
+	df = pd.DataFrame({"OFFER":offers})
+	# print(df)
+	return df
+
+def is_retailer(search_str, threshold=0.5):
+	processed_search_str = search_str.lower().capitalize()
+	labels = pipe(processed_search_str,
+	  candidate_labels=["brand", "retailer", "item"],
+	)
+
+	return labels["labels"][0] == "retailer" and labels["scores"][0] > threshold
+
+@st.cache
+def get_prod_categories():
+	retail_mapping = {}
+	for retailer in list(offer_rets["RETAILER"].unique()):
+		query_direct_retail = complete_df[complete_df["RETAILER"] == retailer]
+		prod_cats = query_direct_retail["PRODUCT_CATEGORY"].unique()
+		retail_mapping[retailer] = prod_cats
+	return retail_mapping
+
+
+def get_most_overlap(retailer, offer_rets, retail_mapping, top_n=3):
+	overlaps = {}
+
+	for key, value in retail_mapping.items():
+		if key != retailer.upper():
+			overlap = set(value).intersection(set(retail_mapping[retailer.upper()]))
+			overlaps[key] = len(overlap)
+
+	sorted_overlaps = dict(sorted(overlaps.items(), key=lambda x:x[1], reverse=True))
+
+	related_retailers =  list({k:sorted_overlaps[k] for k in list(sorted_overlaps)[:top_n]}.keys())
+	offers = list(offer_rets[offer_rets["RETAILER"].isin(related_retailers)]["OFFER"])
+	df = pd.DataFrame({"OFFERS": offers})
+	return df
+
+def perform_cat_inference(search_str, categories, cats, processed_offers):
+	labels = pipe(search_str,
+		candidate_labels=categories,
+	)
+	print(labels)
+	# labels = [l for i, l in enumerate(labels["labels"]) if labels["scores"][i] > 0.20]
+	filtered_cats = list(cats[cats["IS_CHILD_CATEGORY_TO"].isin(labels["labels"][:3])]["PRODUCT_CATEGORY"].unique())
+	labels_2 = pipe(search_str,
+		candidate_labels=filtered_cats,
+	)
+	print(labels_2)
+	top_labels = labels_2["labels"][:3]
+
+
+
+	print(top_labels)
+	offers = processed_offers[processed_offers["CATEGORY"].apply(lambda x: bool(set(x) & set(top_labels)))]["OFFER"].reset_index()
+
+	return offers, labels, labels_2
+
+def main():
+	col_1, col_2, col_3 = st.columns(3)
+	search_str = col_2.text_input("Enter a retailer, brand, or category").capitalize()
+	processed_offers = get_processed_offers()
+	cats = get_categories_data()
+	offer_rets = get_offers_data()
+	categories = get_categories(cats)
+	# retail_mapping = get_prod_categories()
+
+	if col_2.button("Search", type="primary"):
+		retail = is_retailer(search_str)
+		direct_offers = check_in_offer(search_str, offer_rets)
+
+		if retail:
+			col_2.table(direct_offers)
+			# related_offers = get_most_overlap(retailer, offer_rets, retail_mapping, top_n=3)
+			# col_2.table(related_offers[~related_offers["OFFER"].isin(list(direct_offers["OFFER"]))])
+
+		else:
+			col_2.table(direct_offers)
+			related_offers, labels_1, labels_2 = perform_cat_inference(search_str, categories, cats, processed_offers) 
+			
+			col_2.table(related_offers[~related_offers["OFFER"].isin(list(direct_offers["OFFER"]))])
+			col_2.table(pd.DataFrame({"labels": labels_1["labels"][:5], "scores": labels_1["scores"][:5]}))
+			col_2.table(pd.DataFrame({"labels": labels_2["labels"][:5], "scores": labels_2["scores"][:5]}))
+			# df = get_confidence_charts(labels_2)
+			# st.table(df)
+if __name__ == "__main__":
+
+	main()
+

requirements.txt

@@ -0,0 +1,5 @@
+streamlit
+transformers
+pandas
+seaborn
+torch