fix bugs

algo.py

@@ -300,7 +300,7 @@ class Algo:
         mapping.update({
             'date': date,
             'weight': weight,
-            'weight_metric_tonnes': float(weight) * 0.000453592,
+            'weight_metric_tonnes': (float(weight) * 0.000453592) if weight else 0,
             'distance': 250,
             'ef': 2.968073544,
             'mt_lb_mile': 0.0000000809,

audits/1718923138.csv

@@ -0,0 +1,209 @@
+input_word,original_dictionary_word,new_dictionary_word
+Squash - Spaghetti Squash,"Squash, winter, spaghetti, raw","Squash, winter, spaghetti, raw"
+Pomelo,"Grapefruit, raw, white, California","Grapefruit, raw, white, California"
+Cabbage - Red Cabbage,"cabbage, green, raw","cabbage, red, raw"
+almond,"Almonds, unsalted","Almonds, unsalted"
+Flour white,"FLOUR, RICE, WHITE",
+dungaroos,"brazil nuts, raw",Non-Food Item
+dunkaroos,"Cookies, animal, with frosting or icing","Cookies, animal, with frosting or icing"
+"crouton (10 lbs), apples",Croutons,Croutons
+snap peas,"Beans, snap, green, raw","Beans, snap, green, raw"
+Gum,Chewing gum,Chewing gum
+Misc Non-Food & Food,Mixed Food Items,Mixed Food Items
+Bread & Bakery,"Bread, multi-grain (includes whole-grain)","Bread, multi-grain (includes whole-grain)"
+Gravy,"Gravy, NFS","Gravy, NFS"
+ Sunscreen,Non-Food Item,Non-Food Item
+Artisan Bread,"Bread, wheat","Bread, wheat"
+Beverages,"Soft drink, NFS","Soft drink, NFS"
+Snack Cakes,"Snack bar, oatmeal","Snack cake, chocolate"
+Nesquick Flavoring,"Chocolate milk, ready to drink, low fat, no sugar added (Nesquik)","Chocolate milk, ready to drink, low fat, no sugar added (Nesquik)"
+TVP,"Textured vegetable protein, dry","Textured vegetable protein, dry"
+Cucumber - English,"Cucumber, raw","Cucumber, raw"
+Bean- French Bean (16 lbs),"Green beans, raw","Green beans, raw"
+Squash mix italian,"Squash, zucchini, baby, raw","Squash, zucchini, baby, raw"
+yellow (30 lbs ),"Orange, raw","Orange, raw"
+ Powdered Sugar,"Sugars, powdered","Sugars, powdered"
+wings,"Turkey, whole, wing, meat only, raw","Turkey, whole, wing, meat only, raw"
+Baking Chips,"Potato chips, baked, plain","Potato chips, baked, plain"
+Coffeemate Creamer,"Coffee creamer, NFS","Coffee creamer, NFS"
+Cond Milk,"Milk, NFS","Milk, NFS"
+ Rice Krispie Treats,"Snacks, KELLOGG, KELLOGG'S RICE KRISPIES TREATS Squares","Snacks, KELLOGG, KELLOGG'S RICE KRISPIES TREATS Squares"
+Non Food Items,Non-Food Item,Non-Food Item
+Cat Litter,"Hot dog, meat and poultry",Non-Food Item
+Bagged Meals with Meat,Mixed Food Items,Mixed Food Items
+Propel Water,"Beverages, PEPSICO QUAKER, Gatorade, G performance O 2, ready-to-drink.","Beverages, PEPSICO QUAKER, Gatorade, G performance O 2, ready-to-drink."
+Chicken Fritters,"Fritter, corn","Fritter, corn"
+ Boxed Mixes,"Bread, cornbread, dry mix, unenriched (includes corn muffin mix)","Bread, cornbread, dry mix, unenriched (includes corn muffin mix)"
+Scooby Snacks,"Baby Toddler snack, NFS","Baby Toddler snack, NFS"
+ Bell Pepper,"Pepper, raw, NFS","Pepper, raw, NFS"
+Fava Bean,"Fava beans, cooked","Fava beans, cooked"
+ Misc. Seafood,Misc Meat,Misc Meat
+ Misc. Groc.,Assorted Groceries,Assorted Groceries
+Room Spray,Non-Food Item,Non-Food Item
+Cookie Mix,"Cookies, chocolate chip, dry mix","Cookies, chocolate chip, dry mix"
+ Coffee Extract,Vanilla extract,Vanilla extract
+ RK TREATS,"Snacks, KELLOGG, KELLOGG'S RICE KRISPIES TREATS Squares","Snacks, KELLOGG, KELLOGG'S RICE KRISPIES TREATS Squares"
+Turkey Sausage,"Sausage, turkey, fresh, raw","Sausage, turkey, fresh, raw"
+drins,"Fruit flavored drink, with high vitamin C","Fruit flavored drink, with high vitamin C"
+fast foods,"Fast foods, cheeseburger; single, large patty; with condiments","Fast foods, cheeseburger; single, large patty; with condiments"
+misc fast foods,Mixed Food Items,Mixed Food Items
+raw,Mixed Food Items,Mixed Food Items
+Canadian Bacon,"Canadian bacon, cooked","Canadian bacon, cooked"
+Fresh Ginger Root,"Ginger root, raw","Ginger root, raw"
+Trail Mix,"Trail mix, NFS","Trail mix, NFS"
+"Ketchup, sweet",Ketchup,Ketchup
+Hand Sanitizer,Non-Food Item,Non-Food Item
+Mattress Topper,Non-Food Item,Non-Food Item
+Chicken Patties,"Beef, ground, 95% lean meat / 5% fat, patty, cooked, broiled","Beef, ground, 95% lean meat / 5% fat, patty, cooked, broiled"
+Bedding,Pig in a blanket,Non-Food Item
+bakery,"Bread, white, made from home recipe or purchased at a bakery","Bread, white, made from home recipe or purchased at a bakery"
+Sausage - Turkey,Turkey or chicken sausage,Turkey or chicken sausage
+drinks,Beer,Non-Food Item
+Coffeel,"Beverages, coffee, brewed, prepared with tap water","Beverages, coffee, brewed, prepared with tap water"
+Hot Chocolate,"Chocolate milk, NFS","Chocolate milk, NFS"
+ Drink Mix,"Beverages, Mixed vegetable and fruit juice drink, with added nutrients","Beverages, Mixed vegetable and fruit juice drink, with added nutrients"
+Orange Wedges,"Oranges, raw, Florida","Oranges, raw, Florida"
+Misc Home,Mixed Food Items,Mixed Food Items
+P3 Snacks,"Snacks, pork skins, plain","Snacks, pork skins, plain"
+Disaster Food Boxes,Various Groceries,Various Groceries
+Disaster Hygiene Kits,Non-Food Item,Non-Food Item
+Gardening,Mixed Food Items,Mixed Food Items
+Shelf Stable Chocolate Milk,"Milk, chocolate, lowfat, with added vitamin A and vitamin D","Milk, chocolate, lowfat, with added vitamin A and vitamin D"
+Chester Paws,"Cookies, graham crackers, plain or honey (includes cinnamon)","Cookies, graham crackers, plain or honey (includes cinnamon)"
+Beef Ravioli,"Ravioli, meat-filled, no sauce","Ravioli, meat-filled, no sauce"
+Tomato Pasta,"Pasta with sauce, NFS","Pasta with sauce, NFS"
+S&E drinks,"Water, bottled, generic","Water, bottled, generic"
+per. hygiene,Non-Food Item,Non-Food Item
+Protein Items,Mixed Food Items,Mixed Food Items
+Liverwurst,Liverwurst,Liverwurst
+ Sliced Roast Beef,"Roast beef, deli style, prepackaged, sliced","Roast beef, deli style, prepackaged, sliced"
+ Sliced Turkey,"Beef, cured, dried","Turkey breast, sliced, prepackaged"
+ parmesan,"Cheese, parmesan, shredded","Cheese, parmesan, shredded"
+Punch,"Fruit punch, alcoholic","Fruit punch, alcoholic"
+Silk Creamer,SILK Original Creamer,SILK Original Creamer
+Onion Rings,Fried onion rings,Fried onion rings
+ Quiche,"Pot pie, chicken","Cheese quiche, meatless"
+ Applesauce,"Applesauce, regular","Applesauce, regular"
+ Hawaiian Punch,"Beverages, Fruit flavored drink containing less than 3% fruit juice, with high vitamin C","Beverages, Fruit flavored drink containing less than 3% fruit juice, with high vitamin C"
+crabcake,"Crab, cake",Crab
+Espresso,"Coffee, espresso","Coffee, espresso"
+Cracker Crumbs,Graham crackers,Graham crackers
+optarts,"Toaster Pastries, fruit, frosted (include apples, blueberry, cherry, strawberry)","Toaster Pastries, fruit, frosted (include apples, blueberry, cherry, strawberry)"
+Baking ingred.,"Baking chocolate, unsweetened, squares","Baking chocolate, unsweetened, squares"
+Boxed Sides,Mixed Food Items,Mixed Food Items
+Breat,"Bread, whole-wheat, commercially prepared","Bread, whole-wheat, commercially prepared"
+Snack Bags,"Snack bar, oatmeal",Non-Food Item
+Mac & Tomato,"Macaroni and cheese dinner with dry sauce mix, boxed, uncooked","Macaroni and cheese dinner with dry sauce mix, boxed, uncooked"
+Pepper Pkts,"Pepper, raw, NFS","Pepper, raw, NFS"
+ Pudding Cups,"Pudding, chocolate, NFS","Pudding, chocolate, NFS"
+ Zuchinni,"Squash, summer, zucchini, includes skin, raw","Squash, summer, zucchini, includes skin, raw"
+misc food/non food,Mixed Food Items,Mixed Food Items
+home diapers,Baby Toddler crunchies,Baby Toddler crunchies
+ frosting,"Icing, chocolate","Icing, chocolate"
+ Pet Supplies,Assorted Edible Items,Assorted Edible Items
+bulk granola w,"Cereal, other, plain","Cereal, granola"
+Laundry Soap,Non-Food Item,Non-Food Item
+Sparlkling Water,"Beverages, water, bottled, non-carbonated, CALISTOGA","Beverages, water, bottled, non-carbonated, CALISTOGA"
+Sugar Alternative,"Sugar substitute, liquid, NFS","Sugar substitute, liquid, NFS"
+ Energy Powders,"Nutritional drink or shake, ready-to-drink, light (Muscle Milk)","Nutritional drink or shake, ready-to-drink, light (Muscle Milk)"
+Misc. frozen,"Vegetables, mixed, frozen, unprepared","Vegetables, mixed, frozen, unprepared"
+Rice Krispies Cereal,"Cereal, rice crispy, plain","Cereal, rice crispy, plain"
+Brocolli,"Broccoli, raw","Broccoli, raw"
+cotton candy,"Candy, cotton","Candy, cotton"
+misc groc/non food,Mixed Food Items,Mixed Food Items
+ Whipping Cream,"Cream, whipped","Cream, whipped"
+ Apple Butter,"Fruit butters, apple","Fruit butters, apple"
+Flan,Flan,Flan
+ Rice Pudding,"Pudding, rice","Pudding, rice"
+ Tapioco Pudding,"Pudding, tapioca, ready-to-eat","Pudding, tapioca, ready-to-eat"
+ Rice W/Milk,Rice milk,"Rice, cooked, with milk"
+Plastic Lids,Non-Food Item,Non-Food Item
+Lemondade,"Water, non-carbonated, bottles, natural fruit flavors, sweetened with low calorie sweetener","Water, non-carbonated, bottles, natural fruit flavors, sweetened with low calorie sweetener"
+Bed,Non-Food Item,Non-Food Item
+Peaches-Diced,"Peach, raw","Peach, raw"
+"Cups, Tomatoes-Diced","Tomatoes, red, ripe, raw, year round average","Tomatoes, red, ripe, raw, year round average"
+Coke,"Soft drink, cola","Soft drink, cola"
+ Dijon Mustard,Mustard,Mustard
+Macacroni and Cheese,Macaroni or noodles with cheese,Macaroni or noodles with cheese
+ Bread/Pastries,"Bread, cheese",
+Chicken-Beef Broth,Fish broth,Fish broth
+ Marinara,Korean dressing or marinade,Korean dressing or marinade
+Misc Load & Chips,Mixed Food Items,Mixed Food Items
+"Oil, cooking spray, original flavor","Oil, PAM cooking spray, original","Oil, PAM cooking spray, original"
+Personla Hygiene,Non-Food Item,Non-Food Item
+ Sour Cream,"Sour cream, light","Sour cream, light"
+ Water Jugs,"Water, bottled, plain","Water, bottled, plain"
+"Broth, VaselineFTC",Fish broth,Non-Food Item
+Unilever,"Interstate Brands Corp, Wonder Hamburger Rolls",Non-Food Item
+Bagged Meals,"Salad dressing, russian dressing, low calorie","Salad dressing, russian dressing, low calorie"
+breads and sweets,"Bread, sweet potato",
+Chicken Breast,"Chicken tenders or strips, NFS","Chicken tenders or strips, NFS"
+fr. vegs,"Mixed Vegetables, canned","Mixed Vegetables, canned"
+depends,Mixed Food Items,Mixed Food Items
+Misc Meat & Sefood,Misc Meat,Mixed Food Items
+Tortilla Dinner Kits,"Tortillas, ready-to-bake or -fry, corn","Tortillas, ready-to-bake or -fry, corn"
+Chips - Pita ,Pita chips,Pita chips
+ Dried Fruit,"Apple, dried","Fruit mixture, dried"
+Hygiens,Non-Food Item,Non-Food Item
+Pie Filling - Pumpkin,"Pie, pumpkin, prepared from recipe","Pie, pumpkin, prepared from recipe"
+ Pecan,"Pecans, NFS","Pecans, NFS"
+Assorted Quiches & Pot Pies,"Cheese quiche, meatless","Cheese quiche, meatless"
+ Cheez It Puff'd,"Snacks, corn-based, extruded, puffs or twists, cheese-flavor","Snacks, corn-based, extruded, puffs or twists, cheese-flavor"
+Doughnut Dough,"Doughnut, NFS","Doughnut, NFS"
+Chips & Crackers,Cracker chips,Cracker chips
+Garlic Bread,"Garlic bread, NFS","Garlic bread, NFS"
+misc bread & sweets,"Bread, wheat","Bread, wheat"
+candy buns,"Candies, MOUNDS Candy Bar","Candies, MOUNDS Candy Bar"
+ Smoothie Mix,"Fruit smoothie, NFS","Fruit smoothie, NFS"
+misc cooler/freezer,Wine cooler,Non-Food Item
+Salad Greens & Lunchables,"Mixed salad greens, raw","Mixed salad greens, raw"
+Milk & protein drink,"Nutritional drink or shake, high protein, ready-to-drink, NFS","Nutritional drink or shake, high protein, ready-to-drink, NFS"
+Misc Grocery & Misc Meat & Seafood,Misc Meat,Misc Meat
+Plant-based meats & waffles,Hamburger (Burger King),Hamburger (Burger King)
+Hygiene Items,Non-Food Item,Non-Food Item
+Buffalo chicken,"Chicken, broilers or fryers, meat and skin and giblets and neck, cooked, fried, flour","Chicken, broilers or fryers, meat and skin and giblets and neck, cooked, fried, flour"
+ Canned Corn,"Corn, canned, cooked with oil","Corn, canned, cooked with oil"
+Antibiotick hand soap,Non-Food Item,Non-Food Item
+Misc Grocer,Misc Grocery,Misc Grocery
+Cereal & spices,"Crackers, rice and nuts",Mixed Food Items
+Canned Veggies,"Mixed Vegetables, canned","Mixed Vegetables, canned"
+assorted candies,"Candies, marshmallows","Candies, marshmallows"
+ Salad Gress,"Lettuce, leaf, green, raw","Lettuce, leaf, green, raw"
+Pizza & turkey meals,Mixed Food Items,Mixed Food Items
+Salad Blend,"Mixed salad greens, raw","Mixed salad greens, raw"
+ Taco Kits,"Taco shells, baked","Taco shells, baked"
+ vegetables and misc.,Mixed Vegetables,Mixed Vegetables
+Frozen Fruit & Chicken Nuggets,"Fruit mixture, frozen","Fruit mixture, frozen"
+Beef bowls & pizza,Mixed Food Items,Mixed Food Items
+"Squash,Zucchini","Summer squash, yellow, raw","Summer squash, yellow, raw"
+ Hair Conditioner,Non-Food Item,Non-Food Item
+ Baby Wipes,Non-Food Item,Non-Food Item
+Cucumbers & Eggplant,"Cucumber, peeled, raw","Cucumber, peeled, raw"
+Vitamins & supplements,Non-Food Item,Non-Food Item
+Wipes & Personal Care,Non-Food Item,Non-Food Item
+misc. breads and sweets,"Bread, sweet potato","Bread, sweet potato"
+"Beef, steak, breaded and fried, lean and fat eaten","Steak, NS as to type of meat, NS as to fat eaten","Steak, NS as to type of meat, NS as to fat eaten"
+Mac & Cheese & Misc Snacks,"Snacks, banana chips",
+ Squash & Peppers,"Pepper, raw, NFS","Pepper, raw, NFS"
+Jucie & Misc Beverages,Raspberry juice concentrate,Raspberry juice concentrate
+ orange drink,"Beverages, carbonated, orange","Beverages, carbonated, orange"
+Misc snacks & cereal,Milk 'n Cereal bar,Milk 'n Cereal bar
+ Cheez Its,"Crackers, cheese (Cheez-It)","Crackers, cheese (Cheez-It)"
+Misc Grocery & Frozen Vegetables,Mixed Food Items,Mixed Food Items
+misc breads & sweets,"Bread, wheat","Bread, wheat"
+Misc. snacks/grocery,Misc Grocery,Misc Grocery
+MM Berry,"Blueberries, wild, frozen (Alaska Native)","Blueberries, wild, frozen (Alaska Native)"
+ misc.,Mixed Food Items,Mixed Food Items
+ta,"Taco, NFS","Taco, NFS"
+can vegs.,"Mixed Vegetables, canned","Mixed Vegetables, canned"
+ Bread and Pastries,"Bread, cheese",
+ Zucchin,"Summer squash, yellow, raw","Summer squash, yellow, raw"
+Assorted Entrees ,Mixed Food Items,Mixed Food Items
+ Grocery and Desserts,"Doughnuts, yeast-leavened, glazed, enriched (includes honey buns)",Grocery Items
+red cabbage,"cabbage, red, raw","cabbage, red, raw"
+Iced Coffee Drink & Pretzels,Mixed Food Items,Mixed Food Items
+ Oat Creamer,Oatmeal beverage with milk,Oatmeal beverage with milk
+Cucumbers & Tomatoes,"Cucumber, peeled, raw","Cucumber, peeled, raw"
+ grocery and beverages,Assorted Groceries,Assorted Groceries
+ Lasagna Noodles,"Noodles, vegetable, cooked","Noodles, vegetable, cooked"
+softdrinks,"Beverages, carbonated, cola, regular","Beverages, carbonated, cola, regular"

audits/1718923293.csv

@@ -0,0 +1,74 @@
+input_word,original_dictionary_word,new_dictionary_word
+Flour white,"FLOUR, RICE, WHITE",
+ Bread/Pastries,"Bread, cheese",
+breads and sweets,"Bread, sweet potato","Bread, sweet potato"
+Mac & Cheese & Misc Snacks,"Snacks, banana chips","Snacks, banana chips"
+ Bread and Pastries,"Bread, cheese",
+usda chicken,USDA Food Item,USDA Food Item
+Disaster Boxes,Misc Items,Non-Food Item
+Crackers & Cookies,"Crackers, NFS","Crackers, NFS"
+Chicken Wings,"Turkey, whole, wing, meat only, raw",
+Beef Burgers and Chicken,"Fast foods, hamburger; double, large patty; with condiments, vegetables and mayonnaise","Fast foods, hamburger; double, large patty; with condiments, vegetables and mayonnaise"
+ Egg Sandwiches,"Crackers, sandwich","Sandwich, NFS"
+ Zucchinni,"Summer squash, yellow, raw","Summer squash, yellow, raw"
+Juice & Sports Drinks,"Sports drink, NFS","Sports drink, NFS"
+Fruit & Juice,"Fruit juice, NFS","Fruit juice, NFS"
+ Asstd Grocery,Grocery,Grocery
+ Half & Half Creamer,"Cream, half and half","Cream, half and half"
+misc breads and sweets,"Bread, wheat","Bread, multi-grain (includes whole-grain)"
+Misc Grocery & Misc Meat & Produce,Misc Grocery,Misc Grocery
+ Trash Bags,Non-Food Item,Non-Food Item
+OTC Medications,Non-Food Item,Non-Food Item
+Water & MRE's,Mixed Food Items,Mixed Food Items
+Tomatoes & Bananas,Assorted Fruit and Veg,Assorted Fruit and Veg
+cheese &cracker party tray,"Crackers, cheese, regular","Crackers, cheese, regular"
+Misc Meat & Seafood & Misc Produce,Misc Meat,Misc Meat
+Rice Krispies Treats,"Snacks, KELLOGG, KELLOGG'S RICE KRISPIES TREATS Squares","Snacks, KELLOGG, KELLOGG'S RICE KRISPIES TREATS Squares"
+Macaroni,"Pasta, dry, unenriched",Macaroni or noodles with cheese
+Ginger Ale & Snapple,"Soft drink, ginger ale","Soft drink, ginger ale"
+Aseptic Horizon Choc Milk and Oat Vanilla Creamer,"Hot chocolate / Cocoa, ready to drink, made with nonfat milk","Hot chocolate / Cocoa, ready to drink, made with nonfat milk"
+ Asst Grocery,Grocery,Grocery
+Cucumbers & Apples,"Cucumber, raw",Assorted Fruit and Veg
+Misc Meat & Seafood & Misc Grocery,Misc Grocery,Misc Grocery
+DeliMeat,"Turkey, prepackaged or deli, luncheon meat","Turkey, prepackaged or deli, luncheon meat"
+Cereal & Misc Snacks,Milk 'n Cereal bar,Milk 'n Cereal bar
+ nutrigrain & cereal bars,Nutrition bar (Clif Bar),Nutrition bar (Clif Bar)
+ haircare,Non-Food Item,Non-Food Item
+Produce Yogurt,"Yogurt, NFS","Yogurt, NFS"
+Misc Bready & Bakery,"Bread, multi-grain (includes whole-grain)","Bread, multi-grain (includes whole-grain)"
+Hershey kisses & twizzlers,"Candies, HERSHEY, REESESTICKS crispy wafers, peanut butter, milk chocolate","Candies, HERSHEY, REESESTICKS crispy wafers, peanut butter, milk chocolate"
+ Sweet and Raspberry,"Raspberries, raw","Raspberries, raw"
+Party mix & chips,"Potato chips, plain","Potato chips, plain"
+Chicken & Misc,"Rice, fried, NFS","Rice, fried, NFS"
+Peppers-Bell ,"Peppers, sweet, red, raw","Peppers, sweet, red, raw"
+Misc Produce & Misc Meat & Seafood,Misc Meat,Misc Meat
+Dairt,Daiquiri,Daiquiri
+Chips & Pretzels,"Potato chips, plain","Potato chips, plain"
+Bologna,Bologna,Bologna
+ Bowls-Beef Broccoli,"Classic mixed vegetables, NS as to form, cooked","Classic mixed vegetables, NS as to form, cooked"
+Boursin garlic & herb cheese cubes,"Cheese, processed, with vegetables","Cheese, processed, with vegetables"
+fuuit and vegetables,Mixed Food Items,Mixed Fruits and Vegetables
+cracakers,"Snacks, banana chips",
+Arugla,"Lettuce, arugula, raw","Lettuce, arugula, raw"
+Cat Litter & Dog Crates,Assorted Edible Items,Non-Food Item
+Turnips & greens,"Turnip greens, raw","Turnip greens, raw"
+Grass Seed,Mixed Food Items,Mixed Food Items
+Cat Litter & Cat Food,"Hot dog, meat and poultry","Hot dog, meat and poultry"
+ BBQ,"Barbecue meat, NFS","Barbecue meat, NFS"
+ Half&Half,"Cream, fluid, half and half","Cream, fluid, half and half"
+ Mixed Veg.,Mixed Vegetables,Mixed Vegetables
+all frozen,"Frozen dinner, NFS","Frozen dinner, NFS"
+Collard Greens,"Mixed salad greens, raw","Mixed salad greens, raw"
+Coffee Beans,"Beans, NFS","Beans, NFS"
+M&C,"Macaroni and cheese, box mix with cheese sauce, prepared","Macaroni and cheese, box mix with cheese sauce, prepared"
+plant meat,Hamburger (Burger King),Hamburger (Burger King)
+Gelatin,Gelatin dessert,Gelatin dessert
+Vitamin B Supplements,Non-Food Item,Non-Food Item
+Juice and tea,"Tea, hot, herbal","Tea, hot, herbal"
+ Dry Shampoo,Non-Food Item,Non-Food Item
+Green Beans & Plantains,"Plantains, green, raw","Green beans, raw"
+Vitamin water and juice,"Beverages, Lemonade fruit juice drink light, fortified with vitamin E and C","Beverages, Lemonade fruit juice drink light, fortified with vitamin E and C"
+Probiotic pills,"Yogurt, plain, whole milk","Yogurt, plain, whole milk"
+Ginger Beer,"Soft drink, ginger ale","Soft drink, ginger ale"
+mac. salad,Macaroni or pasta salad with tuna,Macaroni or pasta salad with tuna
+popcorncrackers,"Popcorn, NFS","Popcorn, NFS"

audits/1718972939.csv

@@ -0,0 +1,105 @@
+input_word,original_dictionary_word,new_dictionary_word
+Flour white,"FLOUR, RICE, WHITE",
+ Bread/Pastries,"Bread, cheese",
+ Bread and Pastries,"Bread, cheese",
+Chicken Wings,"Turkey, whole, wing, meat only, raw","Turkey, whole, wing, meat only, raw"
+cracakers,"Snacks, banana chips","Crackers, standard snack-type, sandwich, with cheese filling"
+ mix groc.,Mixed Food Items,Mixed Food Items
+Half/Half,"Cream, fluid, half and half","Cream, fluid, half and half"
+Thyme Apples,"Apples, raw, without skin","Apples, raw, without skin"
+ nesquick,"Chocolate milk, ready to drink, low fat, no sugar added (Nesquik)","Chocolate milk, ready to drink, low fat, no sugar added (Nesquik)"
+Assorted Pet Food & Supplies,Assorted Edible Items,Assorted Edible Items
+Cookies & Chips,"Potato chips, plain","Potato chips, plain"
+ groc.,Assorted Groceries,Assorted Groceries
+Assorted Bread & Pastries,"Bread, cheese",
+Quinoa and rice,Beans and brown rice,Beans and brown rice
+MOH Mac & Cheese,Macaroni or noodles with cheese,Macaroni or noodles with cheese
+MOH Mac & Tomato,"Macaroni, vegetable, enriched, cooked","Macaroni, vegetable, enriched, cooked"
+Salad Greens/Kits,"Salad dressing, ranch dressing, regular","Salad dressing, ranch dressing, regular"
+ Pork Tenderloin,"Pork, tenderloin","Pork, tenderloin"
+Styrofoam Cups,Non-Food Item,Non-Food Item
+ Cold Brew Coffee,"Iced Coffee, brewed","Iced Coffee, brewed"
+MOH Rice,"Rice, white, long-grain, regular, raw, unenriched","Rice, white, long-grain, regular, raw, unenriched"
+Hot Chocolate Mix,"Hot chocolate / Cocoa, made with dry mix and non-dairy milk","Hot chocolate / Cocoa, made with dry mix and non-dairy milk"
+Banans,"Banana, raw","Banana, raw"
+Shelf Stable Half & Half,"Cream, half and half","Cream, half and half"
+ Coffee Shot,"Coffee, espresso","Coffee, espresso"
+ Pepper Sauce,Hot pepper sauce,Hot pepper sauce
+Misc Brocery,Mixed Food Items,Mixed Food Items
+Milk Boxes,Various Groceries,Various Groceries
+ & Half & Half Creamer,"Cream, half and half","Cream, half and half"
+Frozen potatoes and vegetables,"Potatoes, o'brien, frozen, unprepared","Vegetables, mixed, frozen, unprepared"
+Pasta Salad,"Macaroni or pasta salad, made with Italian dressing","Macaroni or pasta salad, made with Italian dressing"
+Pop Tarts and crackers,"Crackers, rice and nuts",
+shelf stable milk,"Milk substitutes, fluid, with lauric acid oil","Milk substitutes, fluid, with lauric acid oil"
+Misc. groceries & snacks,Assorted Groceries,Assorted Groceries
+Paper products & misc. groceries,Rice paper,Rice paper
+Oganic Whole & 2% Milk,"Milk, whole, 3.25% milkfat, with added vitamin D","Milk, whole, 3.25% milkfat, with added vitamin D"
+ Half & Half Creamer and Silk Milk,"Cream, half and half","Cream, half and half"
+Juice & misc. groceries,Assorted Groceries,Assorted Groceries
+"Coffee, Misc Grocery",Assorted Groceries,Assorted Groceries
+cereal & chips,"Crackers, rice and nuts","Crackers, rice and nuts"
+Silk & Cashew Milk,"SILK Plain, soymilk","SILK Plain, soymilk"
+Iced Espresso,"Coffee, Iced Latte","Coffee, Iced Latte"
+frozen enchala meals,"Frozen dinner, NFS","Frozen dinner, NFS"
+Cookie Dought,"Cookie, batter or dough, raw","Cookie, batter or dough, raw"
+ Ziti,"Pasta, cooked, enriched, with added salt","Pasta, cooked, enriched, with added salt"
+ Refrigerated,Mixed Food Items,
+Beard Cream,heavy cream,Non-Food Item
+ Misc. Dary,"Cereal or granola bar, nonfat",Non-Food Item
+ Iced Coffed,"Frozen coffee drink, with non-dairy milk and whipped cream","Coffee, Iced Latte"
+Chicken Sausage,Beef sausage,Pork sausage
+Bread Dough,"Bread, white, commercially prepared, toasted","Bread, white, commercially prepared, toasted"
+Pie Crust,"Pie, NFS","Pie, NFS"
+Twizzlers and misc. candy,"Candies, TWIZZLERS NIBS CHERRY BITS","Candies, TWIZZLERS NIBS CHERRY BITS"
+Oatmeal & Dry Milk,Oatmeal beverage with milk,Oatmeal beverage with milk
+k cups,"Candies, REESE'S Peanut Butter Cups","Candies, REESE'S Peanut Butter Cups"
+ Organic Mlk,"Milk, whole, 3.25% milkfat, with added vitamin D","Milk, whole, 3.25% milkfat, with added vitamin D"
+Carrots & fennel,"Fennel, bulb, raw","Fennel, bulb, raw"
+Juice & Iced Coffee,Iced Tea / Lemonade juice drink,Iced Tea / Lemonade juice drink
+preserves,Jams and preserves,Jams and preserves
+Almond creamer,"Coffee creamer, NFS","Coffee creamer, NFS"
+ pasta & sauce,"Pasta with sauce, NFS","Pasta with sauce, NFS"
+Propel Support,"Beverages, Water with added vitamins and minerals, bottles, sweetened, assorted fruit flavors","Beverages, Water with added vitamins and minerals, bottles, sweetened, assorted fruit flavors"
+Salad Breens,"Lettuce, leaf, green, raw",
+Canned fruits and vegetables,"Mixed Vegetables, canned","Mixed Vegetables, canned"
+CreamersSauce,"Coffee creamer, NFS","Coffee creamer, NFS"
+Apple Juice & Hi-C,"Beverages, Fruit flavored drink containing less than 3% fruit juice, with high vitamin C","Beverages, Fruit flavored drink containing less than 3% fruit juice, with high vitamin C"
+ etc.,Non-Food Item,Non-Food Item
+Misc Medical,Non-Food Item,Non-Food Item
+assorted frozen pizza,"Pizza, cheese, from restaurant or fast food, NS as to type of crust","Pizza, cheese, from restaurant or fast food, NS as to type of crust"
+Chicken Fajita,"Fajita, chicken","Fajita, chicken"
+ Sesame Chicken,Sesame chicken,Sesame chicken
+ Salisbury Stk,"Beef, composite of trimmed retail cuts, separable lean only, trimmed to 1/8"" fat, all grades, cooked","Beef, composite of trimmed retail cuts, separable lean only, trimmed to 1/8"" fat, all grades, cooked"
+brkf. bread,"Bread, wheat","Bread, wheat"
+Calamari,"Calamari, fried","Calamari, fried"
+Juice Orange,"Fruit juice, NFS","Fruit juice, NFS"
+Mango Punch,"Fruit punch, alcoholic","Fruit punch, alcoholic"
+Assorted frozen & dry product,Mixed Food Items,Mixed Food Items
+assorted bread & sweets,"Bread, sweet potato","Bread, sweet potato"
+Dressing and mayonnaise,"Salad dressing, mayonnaise, regular","Salad dressing, mayonnaise, regular"
+cereal & crackers,"Crackers, rice and nuts","Crackers, rice and nuts"
+Talapia,"Fish, tilapia, raw","Fish, tilapia, raw"
+Plant-based burgers & patties,Hamburger (Burger King),Hamburger (Burger King)
+ chicken base,"Vegetable broth, bouillon","Vegetable broth, bouillon"
+Bulk chocolate candy,"Candies, fondant, prepared-from-recipe",Dark chocolate candy
+ Coffee-Iced,"Coffee, Iced Latte","Coffee, Iced Latte"
+Bouillon,"Vegetable broth, bouillon","Vegetable broth, bouillon"
+ Sides-Pasta,"Pasta, homemade, made with egg, cooked","Pasta, homemade, made with egg, cooked"
+Rice & Lentil Entrees,Lentil curry with rice,Lentil curry with rice
+Pancakes & waffles,"Waffle, NFS","Waffle, NFS"
+ misc dairy & grocery,Misc Grocery,Misc Grocery
+grocery sides/misc,Mixed Food Items,Mixed Food Items
+Pasta Egg Noodles,"Noodles, egg, enriched, cooked","Noodles, egg, enriched, cooked"
+Asparagus & Cucumbers,"Asparagus, raw","Asparagus, raw"
+Brewad,"Bread, pita, whole-wheat","Bread, pita, whole-wheat"
+Sausage & bacon,Pork and beef sausage,Pork and beef sausage
+canteloups,"Cantaloupe, raw","Cantaloupe, raw"
+breakfast bars & kits,"Breakfast bar, NFS","Breakfast bar, NFS"
+ rice crispy treats,"Chips, rice","Chips, rice"
+Baby Diapers & Wipes,Baby Toddler crunchies,Baby Toddler crunchies
+Glass Contianers,Non-Food Item,Non-Food Item
+Plant-based eggs & lunchmeat,"Egg, whole, raw, fresh","Egg, whole, raw, fresh"
+Cookie Dough & Chicken Fajita Entrees,Mixed Food Items,Mixed Food Items
+misc. bread and sweets,"Bread, sweet potato","Bread, sweet potato"
+Cheese puffs & tortilla chips,"Snacks, tortilla chips, nacho cheese","Snacks, tortilla chips, nacho cheese"

audits/1718973004.csv

@@ -0,0 +1,21 @@
+input_word,original_dictionary_word,new_dictionary_word
+Flour white,"FLOUR, RICE, WHITE",
+ Bread/Pastries,"Bread, cheese",
+ Bread and Pastries,"Bread, cheese",
+Assorted Bread & Pastries,"Bread, cheese",
+Pop Tarts and crackers,"Crackers, rice and nuts",
+ Refrigerated,Mixed Food Items,Mixed Food Items
+Salad Breens,"Lettuce, leaf, green, raw",
+Half & half and coffee,"Cream, half and half","Cream, half and half"
+Frozen Chicken Bites,"Chicken nuggets, from frozen","Chicken nuggets, from frozen"
+oxiclean,"Beverages, carbonated, orange",Non-Food Item
+Canned fruits & vegetables,"Mixed Vegetables, canned","Mixed Vegetables, canned"
+Bratwurst,Bratwurst,Bratwurst
+Bananas & Pineapples,"Pineapple, raw","Pineapple, raw"
+Ground Coffee,"Beverages, coffee, instant, regular, prepared with water","Beverages, coffee, instant, regular, prepared with water"
+ drinks & groceries,Assorted Groceries,Assorted Groceries
+Misc Meat & Misc Grocery,Misc Grocery,Misc Grocery
+Bananas & Misc Produce,Assorted Fruit and Veg,Assorted Fruit and Veg
+Bananas & Loquats,Mixed Food Items,Mixed Food Items
+Chocolate Baking Chips & Chocolate Candy,"Chocolate candy, cookie filled","Chocolate candy, cookie filled"
+cheetos & Chips,Cheese flavored corn snacks (Cheetos),Cheese flavored corn snacks (Cheetos)

audits/1718973026.csv

@@ -0,0 +1,3 @@
+input_word,original_dictionary_word,new_dictionary_word
+Flour white,"FLOUR, RICE, WHITE",
+ Bread/Pastries,"Bread, cheese",

audits/1718973204.csv

@@ -0,0 +1,4 @@
+input_word,original_dictionary_word,new_dictionary_word
+Flour white,"FLOUR, RICE, WHITE",
+ Bread/Pastries,"Bread, cheese",
+ Bread and Pastries,"Bread, cheese",

audits/1718973225.csv

@@ -0,0 +1,5 @@
+input_word,original_dictionary_word,new_dictionary_word
+Flour white,"FLOUR, RICE, WHITE",
+ Bread/Pastries,"Bread, cheese",
+ Bread and Pastries,"Bread, cheese",
+Assorted Bread & Pastries,"Bread, cheese",

audits/1718973251.csv

@@ -0,0 +1,3 @@
+input_word,original_dictionary_word,new_dictionary_word
+Flour white,"FLOUR, RICE, WHITE",
+ Bread/Pastries,"Bread, cheese",

audits/1718973261.csv

@@ -0,0 +1,4 @@
+input_word,original_dictionary_word,new_dictionary_word
+Flour white,"FLOUR, RICE, WHITE",
+ Bread/Pastries,"Bread, cheese",
+ Bread and Pastries,"Bread, cheese",

audits/1718973281.csv

@@ -0,0 +1,4 @@
+input_word,original_dictionary_word,new_dictionary_word
+Flour white,"FLOUR, RICE, WHITE",
+ Bread/Pastries,"Bread, cheese",
+ Bread and Pastries,"Bread, cheese",

audits/1718973289.csv

@@ -0,0 +1,95 @@
+input_word,original_dictionary_word,new_dictionary_word
+Flour white,"FLOUR, RICE, WHITE",
+ Bread/Pastries,"Bread, cheese",
+ Bread and Pastries,"Bread, cheese",
+Assorted Bread & Pastries,"Bread, cheese",
+Pop Tarts and crackers,"Crackers, rice and nuts",
+Salad Breens,"Lettuce, leaf, green, raw","Lettuce, leaf, green, raw"
+non-food & drinks,Non-Food Item,Non-Food Item
+pl. based,Mixed Food Items,Mixed Food Items
+Misc. candy,"Candy, NFS","Candy, NFS"
+Misc. sides & entrees,Mixed Food Items,Mixed Food Items
+Chips & misc. snacks,"Snacks, popcorn, cakes",
+chese,Cheese,Cheese
+dinks,Assorted Foods,Non-Food Item
+ Frappucinno,"Beverages, coffee, brewed, prepared with tap water","Beverages, coffee, brewed, prepared with tap water"
+breads & sweets,"Bread, sweet potato","Bread, sweet potato"
+Quinoa,"quinoa, flour","quinoa, flour"
+Cherry tomatoes & zucchini,"Tomatoes, grape, raw","Tomatoes, grape, raw"
+ Deodorant,Non-Food Item,Non-Food Item
+Refrigerated Dough & Crusts,"Cookies, chocolate chip, refrigerated dough","Cookies, chocolate chip, refrigerated dough"
+ tapioca,"Tapioca, pearl, dry","Tapioca, pearl, dry"
+Croissant Dough,Croissant,Croissant
+Misc. snacks & juice,Assorted Groceries,Assorted Groceries
+Infused water,"Water, tap",
+Chips & Candy,"Candy, NFS","Candy, NFS"
+Non-Dairy Creamer,"Non-dairy milk, NFS","Non-dairy milk, NFS"
+pepperoni,"Pepperoni, NFS","Pepperoni, NFS"
+goldfish,"Fish, whitefish, mixed species, raw",Gefilte fish
+Creamer & Silk Milk,SILK Original Creamer,SILK Original Creamer
+Misc Meat & Misc Bread & Bakery,"Bread, multi-grain (includes whole-grain)","Bread, multi-grain (includes whole-grain)"
+Mandarin Oranges,"Tangerines, (mandarin oranges), raw","Tangerines, (mandarin oranges), raw"
+Kit Kat and Reese's (bulk),"Candies, REESE'S PIECES Candy","Candies, REESE'S PIECES Candy"
+ Mac&Cheese Sides,Macaroni or noodles with cheese,Macaroni or noodles with cheese
+Fresh Fruit & Fresh Vegetables,Assorted Fruit and Veg,Assorted Fruit and Veg
+Assorted Albanese candies,"Candies, gumdrops, starch jelly pieces",
+Juice & Milk,Fruit juice drink,Fruit juice drink
+mac/cheese,Macaroni or noodles with cheese,Macaroni or noodles with cheese
+cooked pasta,"Pasta, cooked","Pasta, cooked"
+Macaroni & Cheese,Macaroni or noodles with cheese,Macaroni or noodles with cheese
+Cheese wraps & English muffins,"Muffin, English, cheese","Muffin, English, cheese"
+ P3,"Chicken breast, oven-roasted, fat-free, sliced",Non-Food Item
+misc bread and sweets,"Bread, wheat","Bread, multi-grain (includes whole-grain)"
+Peppers & tomatoes,"peppers, bell, red, raw","peppers, bell, red, raw"
+Pizza Bites (Vegan),"Pizza rolls, frozen, unprepared","Pizza rolls, frozen, unprepared"
+Breading,"Bread, white, commercially prepared, toasted","Bread, white, commercially prepared, toasted"
+misc gro.,Assorted Groceries,Assorted Groceries
+candy and chips,"Candy, NFS","Candy, NFS"
+Cereal and granola,"Crackers, rice and nuts","Cereal, granola"
+misc frozen and soup,"Tomato soup, NFS","Tomato soup, NFS"
+Ceral Bars,"Cereals ready-to-eat, granola, homemade","Cereals ready-to-eat, granola, homemade"
+ Tomatoes Juice,"Fruit juice, NFS","Tomato juice, 100%"
+rice krispies,"Cereal, ready-to-eat, NFS","Cereal, ready-to-eat, NFS"
+Lunchables and plant-based cheese,"Turkey and ham sandwich on wheat, with cheese",Non-Food Item
+Plant-based pasta and veggie spirals,"Spinach, canned, cooked with oil","Spinach, canned, cooked with oil"
+Instant potatoes & stuffing (PJS boxes),"Potatoes, mashed, dehydrated, granules without milk, dry form","Potatoes, mashed, dehydrated, granules without milk, dry form"
+chilli sauce,Tomato chili sauce,Tomato chili sauce
+bisquits,"Biscuits, plain or buttermilk, refrigerated dough, lower fat","Biscuits, plain or buttermilk, refrigerated dough, lower fat"
+Soy Creamer,"Coffee creamer, soy, liquid","Coffee creamer, soy, liquid"
+fruit and vegetables,Assorted Fruit and Veg,Assorted Fruit and Veg
+Misc Walgreens,Assorted Consumables,Assorted Consumables
+Propel and Gatorade,Sports drink (Gatorade G),Sports drink (Gatorade G)
+ Plant Based Breakfast ,Mixed Food Items,Mixed Food Items
+Hot Cocoa,Chocolate candy,"Beverages, Cocoa mix, NESTLE, Hot Cocoa Mix Rich Chocolate With Marshmallows"
+Cereal and granola bites,Cereal or granola bar (Quaker Granola Bites),Cereal or granola bar (Quaker Granola Bites)
+Petroleum Jelly,Peanut oil,
+yogurt & butter,"Yogurt, NFS","Yogurt, NFS"
+misc groc/snacks,Misc Grocery,Misc Grocery
+Beans Meal,"Beans, NFS","Beans, NFS"
+Pasta & Cereal,"Crackers, rice and nuts",
+Personal Care,Non-Food Item,Non-Food Item
+Crackers and graham crackers,Graham crackers,Graham crackers
+Chips & Popcorn,"Popcorn chips, plain","Popcorn chips, plain"
+Misc Bakery,"Bread, multi-grain (includes whole-grain)","Bread, multi-grain (includes whole-grain)"
+Deli pockets & cauliflower bites,"White pizza, cheese, with meat and vegetables, thick crust","White pizza, cheese, with meat and vegetables, thick crust"
+1/2 & 1/2,"Cream, half and half, fat free",
+Assorted sides & deli meat,"Chicken deli sandwich or sub, restaurant","Luncheon meat, NFS"
+candy. mentos gum,"Candy, gummy","Candy, gummy"
+baking,"Bread, white, commercially prepared","Bread, white, commercially prepared"
+Turkey & ham,Turkey or chicken and pork sausage,Turkey or chicken and pork sausage
+juice cold brew,"Beverages, coffee, instant, regular, prepared with water","Beverages, coffee, instant, regular, prepared with water"
+Crackers & Rice Krispie Treats,"Snacks, KELLOGG, KELLOGG'S RICE KRISPIES TREATS Squares","Snacks, KELLOGG, KELLOGG'S RICE KRISPIES TREATS Squares"
+Egg frittatas,"Egg substitute, omelet, scrambled, or fried, with cheese and meat","Egg omelet or scrambled egg, with cheese and meat, made with butter"
+ mento gum,"Chewing gum, sugarless","Chewing gum, sugarless"
+Sandwich Cookies,"Cookie, peanut butter sandwich","Cookie, peanut butter sandwich"
+steak & cheese tortilla,"Taco, corn tortilla, beef, with beans, cheese","Taco, corn tortilla, beef, with beans, cheese"
+ brkf. drinks,"Beverages, orange-flavor drink, breakfast type, powder, prepared with water","Beverages, orange-flavor drink, breakfast type, powder, prepared with water"
+Hand Sanitizer & Boullion,Non-Food Item,Non-Food Item
+ breakfast sand.,"Turnover, filled with egg, meat and cheese, frozen","Turnover, filled with egg, meat and cheese, frozen"
+ avacado salsa dip,"Avocados, raw, all commercial varieties","Avocados, raw, all commercial varieties"
+canned fruit/vegs.,"Mixed Vegetables, canned","Mixed Vegetables, canned"
+baking & toppings,Mixed Food Items,
+tyson breakfast sandwiches,"Crackers, sandwich","Crackers, sandwich"
+Pillows & Blankets,Non-Food Item,Non-Food Item
+ Cooking Spray,"Shortening industrial, soybean (hydrogenated) and cottonseed","Shortening industrial, soybean (hydrogenated) and cottonseed"
+ Chic Fried Steak,"Chicken, broilers or fryers, meat and skin and giblets and neck, raw","Chicken, broilers or fryers, meat and skin and giblets and neck, raw"

chatgpt_audit.py

@@ -30,7 +30,7 @@ def update_csv(results):
     df_results = pd.DataFrame(results, columns=['input_word', 'original_dictionary_word', 'new_dictionary_word',])    
     df_results.to_csv(output_file_path, index=False)
 
-def find_close_levenshtein_words(input_word, dictionary, threshold=3):
+def find_close_levenshtein_words(input_word, dictionary, threshold=7):
     # Calculate Levenshtein distances for each word in the dictionary
     close_words = [word for word in dictionary if distance(input_word, word) <= threshold]
     return close_words
@@ -100,7 +100,7 @@ csv_data = []
 for row in results:
     input_word = row[0]
     dictionary_word = row[1]
-    similar_words = [item.strip() for item in row[2].split('|')]
+    similar_words = [item.strip() for item in row[2].split('|')] if row[2] else []
     
     # find words from the dictionary list based on small levenstein distance between input_word and each word in the dictionary
     levenshtein_words = find_close_levenshtein_words(input_word, dictionary)

utils.py

@@ -11,6 +11,7 @@ def clean_word(input_word):
     cleaned_word = re.sub(r'\(.*?\)', '', input_word)
     cleaned_word = cleaned_word.strip().lower().replace(", raw", "").replace(" raw", "").replace(", nfs", "").replace(" nfs", "")
     cleaned_word = re.sub(r'\s+', ' ', cleaned_word)  # Remove double or more empty spaces
+    cleaned_word = cleaned_word.strip()
     return cleaned_word
 
 def calculate_confidence_and_similar_words_str(similarities, highest_score):