updated models

DS_NLP_search_data/processed_offers.csv

@@ -8,44 +8,44 @@ index,OFFER,CATEGORY
 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'}
+9,"Butterball, select varieties, spend $10 at Dillons Food Store","{'Nut Butters & Jam', 'Frozen Turkey'}"
+10,"Butterball, select varieties, spend $10 at Ralphs","{'Nut Butters & Jam', 'Frozen Turkey'}"
+11,"Butterball, select varieties, Spend $10 at Ruler Foods","{'Nut Butters & Jam', 'Frozen Turkey'}"
+12,"Butterball, select varieties, spend $10 at King Soopers","{'Nut Butters & Jam', 'Frozen Turkey'}"
+13,"Butterball, select varieties, spend $10 at Fred Meyer","{'Nut Butters & Jam', 'Frozen Turkey'}"
+14,"Butterball, select varieties, spend $10 at Kroger","{'Nut Butters & Jam', 'Frozen Turkey'}"
+15,"Butterball, select varieties, spend $10 at Smith's","{'Nut Butters & Jam', 'Frozen Turkey'}"
+16,"Butterball, select varieties, spend $10 at Food 4 Less","{'Nut Butters & Jam', 'Frozen Turkey'}"
+17,"Butterball, select varieties, spend $10 at Fry's Food Store","{'Nut Butters & Jam', 'Frozen Turkey'}"
+18,"Butterball, select varieties, spend $10 at QFC","{'Nut Butters & Jam', 'Frozen Turkey'}"
+19,"Butterball, select varieties, spend $10 at Mariano's","{'Nut Butters & Jam', 'Frozen Turkey'}"
+20,"Butterball, select varieties, spend $10 at Pick 'n Save OR Metro Market","{'Nut Butters & Jam', 'Frozen Turkey'}"
 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'}
+22,"GATORLYTE® OR GATORADE™ Fit Single Serve Bottle, select varieties, buy 2","{'Meal Replacement Beverages', 'Sports Drinks'}"
+23,"GATORADE® Fast Twitch®, 12-ounce single serve, buy 2 at Kroger",{'Sports Drinks'}
+24,"GATORADE® Fast Twitch®, 12-ounce single serve","{'Meal Replacement Beverages', 'Sports Drinks'}"
+25,"GATORADE® Fast Twitch®, 12-ounce single serve, at Kroger",{'Sports Drinks'}
+26,"GATORLYTE® OR GATORADE™ Fit Single Serve Bottle, select varieties","{'Meal Replacement Beverages', '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'}
+31,Arnold® Grains Almighty,"{'Bakery', 'Prepared Meals', 'Bread'}"
 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'}
+33,"Barilla® Pasta, select varieties, buy 2","{'Dry Pasta', 'Red Pasta Sauce'}"
+34,"Barilla® pasta, select varieties, buy 3","{'Dry Pasta', 'Red Pasta Sauce'}"
+35,"Barilla® pasta, select varieties, buy 4","{'Dry Pasta', 'Red Pasta Sauce'}"
+36,"Barilla® pasta, select varieties, buy 2","{'Dry Pasta', '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'}
+39,"General Mills™ products, select brands, spend $7 at Convenience Stores","{'Cereal, Granola, & Toaster Pastries'}"
 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'}
+45,Hellmann's® OR Best Foods® AND Sargento® Cheese Slices,"{'Condiments', 'Dressings'}"
 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'}
@@ -60,52 +60,52 @@ Good Rewards Members Only","{'Cereal, Granola, & Toaster Pastries'}"
 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'}
+60,Simply Spiked™ Lemonade 12 pack+,"{'Hard Seltzers, Sodas, Waters, Lemonades & Teas', 'Malt Beverages'}"
+61,"Simply Spiked™ Signature Peach 12-pack or larger, buy 2","{'Hard Seltzers, Sodas, Waters, Lemonades & Teas', 'Malt Beverages'}"
+62,Simply Spiked™ 12 pack+,"{'Hard Seltzers, Sodas, Waters, Lemonades & Teas', 'Malt Beverages'}"
+63,Simply Spiked™ Signature Peach 12 pack+,"{'Hard Seltzers, Sodas, Waters, Lemonades & Teas', 'Malt Beverages'}"
+64,"Gorton's, at select retailers",{'Jerky & Dried Meat'}
+65,"Gorton's Air Fried Butterfly Shrimp, at Walmart","{'Frozen Meals', 'Frozen Seafood'}"
+66,Gorton's at select retailers,{'Jerky & Dried Meat'}
 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'}
+70,"TWIX®, select sizes","{'Candy', 'Cookies'}"
+71,"TWIX®, select varieties","{'Candy', 'Cookies'}"
+72,"Hidden Valley® Ranch Salad Dressing OR Secret Sauce, select varieties","{'Sauces & Marinades', 'Dips & Salsa'}"
+73,"Hidden Valley® Ranch Seasoning Mix Packet, 1 count","{'Sauces & Marinades', 'Cooking & Baking', 'Dips & Salsa'}"
+74,"Hidden Valley® Ranch Seasoning, select varieties","{'Sauces & Marinades', 'Cooking & Baking', 'Dips & Salsa'}"
+75,Hidden Valley® Ranch Seasoning Shaker,"{'Sauces & Marinades', 'Cooking & Baking'}"
+76,"Hidden Valley® Ranch Night Seasoning Mix, 1 count","{'Sauces & Marinades', 'Cooking & Baking', 'Dips & Salsa'}"
 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'}
+80,"Perfect Keto Beauty + Sleep Collagen, online at Amazon","{'Medicines & Treatments', 'Nuts & Seeds'}"
+81,"Perfect Keto Bars, online at Amazon","{'Medicines & Treatments', 'Nuts & Seeds'}"
+82,"Perfect Keto Collagen Peptides, online at Amazon","{'Medicines & Treatments', 'Nuts & Seeds'}"
 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'}
+84,"Perfect Keto Super Reds, online at Amazon","{'Medicines & Treatments', 'Nuts & Seeds'}"
+85,"Perfect Keto Exogenous Ketones Powder, online at Amazon","{'Medicines & Treatments', 'Nuts & Seeds'}"
 86,"Crunchmaster® Crackers, spend $4",{'Crackers'}
-87,"Tyson Products, select varieties, spend $20 at Sam's Club",{'Packaged Meat'}
+87,"Tyson Products, select varieties, spend $20 at Sam's Club","{'Frozen Beef', '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'}
+93,Chosen Foods® Dressings,"{'Condiments', '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'}
+98,"Sara Lee® bread select varieties, buy 2","{'Bakery', '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'}
+101,"Sara Lee® or Alfaros® Artesano bread, spend $8","{'Bakery', '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'}
+103,"Sara Lee® or Alfaros® Artesano bread, spend $20","{'Bakery', 'Bread'}"
+104,"Bai® Antioxidant, 6 pack, buy 2 at Walmart","{'Drink Mixes', 'Fruit Juices', 'Water'}"
+105,"Bai® Antioxidant, 6 pack, at Walmart","{'Drink Mixes', 'Fruit Juices'}"
 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'}
@@ -124,11 +124,11 @@ Good Rewards Members Only","{'Cereal, Granola, & Toaster Pastries'}"
 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'}
+124,"Dove Hand Wash, select varieties, buy 2 at Target","{'Bath & Body', 'Deodorant & Antiperspirant'}"
+125,"Dove Hand Wash, select varieties at Target","{'Bath & Body', 'Deodorant & Antiperspirant'}"
 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'}
+128,"Bio-Oil® products, select varieties","{'Cooking & Baking', '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'}
@@ -141,15 +141,15 @@ Good Rewards Members Only","{'Cereal, Granola, & Toaster Pastries'}"
 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'}
+141,"Marinela® sweet baked goods, buy 2","{'Cookies', 'Snack Cakes'}"
+142,"Coors Light®, Miller Lite® OR VIZZY™ 12 pack+","{'Hard Seltzers, Sodas, Waters, Lemonades & Teas', 'Malt Beverages'}"
+143,"Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 4","{'Hard Seltzers, Sodas, Waters, Lemonades & Teas', 'Malt Beverages'}"
+144,"Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 2","{'Hard Seltzers, Sodas, Waters, Lemonades & Teas', 'Malt Beverages'}"
+145,"Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 3","{'Hard Seltzers, Sodas, Waters, Lemonades & Teas', 'Malt Beverages'}"
+146,"Coors Light®, Miller Lite® OR VIZZY™ 12 packs+, buy 5","{'Hard Seltzers, Sodas, Waters, Lemonades & Teas', 'Malt Beverages'}"
+147,Little Bites® Spend $10 at Walmart®,"{'Bakery', 'Snack Cakes'}"
+148,Envy Apples pre-packed bags,"{'Candy', 'Sauces & Marinades'}"
+149,"Envy Apples, pre-packed bags","{'Candy', 'Sauces & Marinades'}"
 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'}
@@ -161,8 +161,8 @@ Good Rewards Members Only","{'Cereal, Granola, & Toaster Pastries'}"
 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'}
+161,Rao's® Frozen Pizza,"{'Frozen Pizza & Pizza Snacks', 'Frozen Meals'}"
+162,"Rao's®, Pasta OR Sauce, spend $10",{'Alfredo & White Pasta Sauce'}
 163,"Sargento Sliced Cheese, spend $25",{'Cheese'}
 164,"Sargento Sliced Cheese, spend $12",{'Cheese'}
 165,"Sargento® products, select varieties",{'Cheese'}
@@ -175,16 +175,16 @@ Good Rewards Members Only","{'Cereal, Granola, & Toaster Pastries'}"
 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'}
+175,"Thomas'® Bagel Thins®, buy 2","{'Bakery', 'Bread'}"
+176,"Thomas'®, select varieties, spend $10","{'Bakery', 'Bread', 'Frozen Breakfast'}"
+177,Thomas'® Bagel Thins,"{'Bakery', 'Bread'}"
+178,"Artesano® buns, buy 2 at Walmart®","{'Bakery', 'Bread'}"
+179,"STARBURST®, select sizes, buy 1","{'Candy', 'Fruit & Vegetable Snacks', 'Gum'}"
+180,"STARBURST®, select varieties","{'Candy', 'Fruit & Vegetable Snacks', 'Gum'}"
+181,Fresh Step® Outstretch® Cat Litter,{'Bath & Body'}
 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'}
+184,"Burt's Bees® products, select varieties, at Walmart","{'Hair Removal', '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'}
@@ -195,10 +195,10 @@ Good Rewards Members Only","{'Cereal, Granola, & Toaster Pastries'}"
 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'}
+195,"Beech-Nut pouches, buy 8","{'Fruit & Vegetable Snacks', 'Nuts & Seeds'}"
 196,Brita® Pitcher AND Filter,{'Household Supplies'}
-197,Brita® Standard OR Elite Filters,{'Household Supplies'}
-198,Brita® Pitcher OR Dispenser,{'Household Supplies'}
+197,Brita® Standard OR Elite Filters,"{'Water', 'Household Supplies'}"
+198,Brita® Pitcher OR Dispenser,"{'Water', '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'}"
@@ -277,7 +277,7 @@ Good Rewards Members Only","{'Cereal, Granola, & Toaster Pastries'}"
 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'}"
+71,"Sign up for McAlister's Deli Rewards, tap for details","{'Pasta & Noodles', 'Fruit & Vegetable Snacks', 'Wine', 'Bread', 'Cookies', 'Dips & Salsa', 'Packaged Meals & Sides', 'Dressings', 'Cooking & Baking', 'Fruit Juices', 'Cheese', 'Leafy Salads', 'Soup & Broth', 'Frozen Turkey', 'Bakery', 'Water', 'Coffee', 'Prepared Meals', 'Milk', 'Frozen Meals', 'Sauces & Marinades', 'Carbonated Soft Drinks', 'Chips', 'Frozen Chicken', 'Candy', 'Pickled Goods', 'Packaged Fruit & Applesauce', 'Tea'}"
+72,Spend $10 at CVS,"{'Medicines & Treatments', 'Fruit Juices', 'Cooking & Baking', 'Skin Care'}"
+73,Spend $30 at CVS,"{'Medicines & Treatments', 'Fruit Juices', 'Cooking & Baking', 'Skin Care'}"
 74,Spend $15 at Burger King,{'Cooking & Baking'}

DS_NLP_search_data/processed_offers.pkl

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

offer_pipeline.py

@@ -3,10 +3,11 @@ from transformers import pipeline
 import pickle
 import os
 import pandas as pd
-import seaborn as sns
+# import seaborn as sns
 import ast
 import string
 import re
+from sentence_transformers import SentenceTransformer, util
 
 st.set_page_config(
 	page_title="Offer Recommender",
@@ -14,6 +15,8 @@ st.set_page_config(
 )
 
 pipe = pipeline(task="zero-shot-classification", model="facebook/bart-large-mnli")
+model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
+
 dire = "DS_NLP_search_data"
 
 @st.cache_data
@@ -40,35 +43,6 @@ def get_categories(cats_):
 			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)
@@ -92,31 +66,6 @@ def is_retailer(search_str, threshold=0.5):
 
 	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,
@@ -137,6 +86,20 @@ def perform_cat_inference(search_str, categories, cats, processed_offers):
 
 	return offers, labels, labels_2
 
+def sort_by_similarity(search_str, related_offers):
+	temp_dict = {}
+	embedding_1 = model.encode(search_str, convert_to_tensor=True)
+
+	for offer in list(related_offers["OFFER"]):
+		embedding_2 = model.encode(offer, convert_to_tensor=True)
+
+		temp_dict[offer] = float(util.pytorch_cos_sim(embedding_1, embedding_2))
+
+	sorted_dict = dict(sorted(temp_dict.items(), key=lambda x : x[1], reverse=True))
+	# casted_scores = list(map(lambda x : int(x), ))
+	df = pd.DataFrame({"OFFER":list(sorted_dict.keys())[:20], "scores":list(sorted_dict.values())[:20]})
+	return df
+
 def main():
 	col_1, col_2, col_3 = st.columns(3)
 	search_str = col_2.text_input("Enter a retailer, brand, or category").capitalize()
@@ -149,21 +112,25 @@ def main():
 	if col_2.button("Search", type="primary"):
 		retail = is_retailer(search_str)
 		direct_offers = check_in_offer(search_str, offer_rets)
+		col_2.write("Directly related offers")
+		col_2.table(direct_offers)
 
 		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"]))])
-
+			related_offers = offer_rets[~offer_rets["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"]))])
+			related_offers = 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)
+		
+		col_2.write("Other related offers")
+		sorted_offers = sort_by_similarity(search_str, related_offers)
+		col_2.table(sorted_offers)
 if __name__ == "__main__":
 
 	main()

requirements.txt

@@ -2,4 +2,5 @@ streamlit
 transformers
 pandas
 seaborn
-torch
+torch
+sentence-transformers