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README.md

@@ -11,10 +11,12 @@ pinned: false
 # 🍽️ Food Recommendation — Backend (API)
 
 FastAPI service for the **Food Recommendation System**: pick a few foods and get
-combinations that go well together. It serves an **item2vec** model trained on
-RecipeNLG (see the [training repo](https://github.com/heigon77/Food-Recommendation-Training)).
+combinations that go well together. It serves a **LightGCN** recommender (graph
+neural net trained with a BPR ranking loss on the recipe–ingredient graph from
+RecipeNLG — see the [training repo](https://github.com/heigon77/Food-Recommendation-Training)).
 
-Pure NumPy serving (no gensim/scipy) → small image, fast cold starts.
+Pure NumPy serving (no torch/gensim) → small image, fast cold starts. Suggestions
+are filtered to drop the picks, near-duplicate variants, pantry staples and junk.
 
 ## Endpoints
 

app/recommender.py

@@ -1,8 +1,12 @@
-"""Loads the trained item2vec artifacts and produces recommendations.
+"""Loads the trained LightGCN artifacts and produces recommendations.
 
-Pure NumPy — no gensim/scipy — so the serving image is small and cold starts
-on a free Hugging Face Space are fast. Vectors are pre-normalized at export
-time, so cosine similarity is just a dot product.
+Pure NumPy — no torch/gensim — so the serving image is small and cold starts
+on a free Hugging Face Space are fast. Item embeddings are L2-normalized at
+export time, so cosine similarity is just a dot product.
+
+Recommendation = ingredients whose embedding aligns with the mean of the
+selected ones (complementary, learned via BPR on the recipe-ingredient graph),
+minus the picks, near-duplicate variants, pantry staples and junk tokens.
 """
 
 from __future__ import annotations
@@ -13,10 +17,18 @@ from typing import List
 
 import numpy as np
 
+# Residual brand/fragment tokens from RecipeNLG that slip past canonicalization.
+# Filtered from the *suggestions* only.
+JUNK = {
+    "uncle ben", "uncle ben s", "swans", "accent", "italian", "angel",
+    "long grain", "cool whip", "jell o", "velveeta", "crisco", "pam",
+    "italian style", "french", "mexican", "asian", "cajun",
+}
+
 
 def _is_variant(a: str, b: str) -> bool:
-    """True if a and b are basically the same ingredient (e.g. 'basil' vs
-    'sweet basil'). Keeps recommendations complementary instead of duplicates."""
+    """True if a and b are basically the same ingredient (e.g. 'oregano' vs
+    'leaf oregano'). Keeps suggestions distinct and complementary."""
     if a == b or a in b or b in a:
         return True
     at, bt = set(a.split()), set(b.split())
@@ -31,6 +43,11 @@ class Recommender:
             (model_dir / "vocab.json").read_text(encoding="utf-8")
         )
         self.meta = json.loads((model_dir / "meta.json").read_text(encoding="utf-8"))
+        staples_file = model_dir / "staples.json"
+        self.staples = set(
+            json.loads(staples_file.read_text(encoding="utf-8"))
+            if staples_file.exists() else []
+        )
         self.index = {food: i for i, food in enumerate(self.vocab)}
 
     def known(self, foods: List[str]) -> List[str]:
@@ -54,13 +71,18 @@ class Recommender:
         known_set = set(known)
 
         out: List[dict] = []
+        chosen: List[str] = []  # accepted names, for de-duping variants in the output
         for i in np.argsort(-scores):
             food = self.vocab[i]
-            if food in known_set:
+            if food in known_set or food in self.staples or food in JUNK:
                 continue
-            if filter_variants and any(_is_variant(food, k) for k in known_set):
+            if filter_variants and (
+                any(_is_variant(food, k) for k in known_set)
+                or any(_is_variant(food, c) for c in chosen)
+            ):
                 continue
             out.append({"food": food, "score": round(float(scores[i]), 4)})
+            chosen.append(food)
             if len(out) >= top_n:
                 break
         return out

model/meta.json

@@ -1,7 +1,8 @@
 {
+  "model": "lightgcn",
   "embedding_dim": 64,
-  "vocab_size": 1710,
-  "window": 10,
-  "epochs": 40,
-  "sg": 1
+  "layers": 3,
+  "vocab_size": 1402,
+  "n_recipes": 238183,
+  "staples": 30
 }

model/staples.json

@@ -0,0 +1 @@
+["baking powder", "baking soda", "black pepper", "brown sugar", "butter", "confectioner sugar", "cooking spray", "corn syrup", "cornstarch", "egg", "flour", "garlic powder", "honey", "ice", "margarine", "milk", "oil", "olive oil", "onion powder", "pepper", "salt", "seasoning", "shortening", "sugar", "vanilla", "vanilla extract", "vegetable oil", "water", "white sugar", "yeast"]

model/vectors.npy

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:140cf264248784aaa907e966ee8bb167a81834344e91ee4ffe9ae0a8a3251296
-size 437888
+oid sha256:f02ba4b106657f118d04224d57bcf705e68c5398cb3244378e83c021ba4a03f6
+size 359040

model/vocab.json

@@ -1 +1 @@
-["salt", "sugar", "flour", "eggs", "butter", "onion", "milk", "vanilla", "water", "margarine", "pepper", "brown sugar", "egg", "baking powder", "cream cheese", "cinnamon", "sour cream", "nuts", "celery", "cheddar cheese", "pineapple", "pecans", "tomatoes", "baking soda", "onions", "lemon juice", "garlic", "oil", "mayonnaise", "vinegar", "soda", "green pepper", "ground beef", "chicken", "shortening", "potatoes", "worcestershire sauce", "cream of mushroom soup", "rice", "carrots", "parmesan cheese", "parsley", "cream of chicken soup", "mushrooms", "powdered sugar", "nutmeg", "oleo", "bacon", "raisins", "cocoa", "buttermilk", "coconut", "mustard", "boiling water", "cornstarch", "bread crumbs", "vegetable oil", "tomato sauce", "peanut butter", "walnuts", "oregano", "bananas", "chicken breasts", "green onions", "paprika", "chocolate chips", "chicken broth", "marshmallows", "cheese", "chili powder", "garlic powder", "clove garlic", "soy sauce", "apples", "olive oil", "mozzarella cheese", "black pepper", "orange juice", "broccoli", "hamburger", "bell pepper", "grated cheese", "bread", "white sugar", "zucchini", "egg whites", "dry mustard", "cloves", "garlic salt", "cold water", "corn", "basil", "confectioners sugar", "catsup", "condensed milk", "egg yolks", "yeast", "vanilla extract", "crackers", "ginger", "cottage cheese", "salad oil", "honey", "cabbage", "velveeta cheese", "thyme", "beans", "sausage", "red pepper", "tomato soup", "shrimp", "ketchup", "pineapple juice", "tomato paste", "cooking oil", "almonds", "all-purpose", "lemon", "crisco", "pumpkin", "noodles", "cream of celery soup", "green beans", "mushroom soup", "whipping cream", "onion soup", "green peppers", "tomato", "ham", "swiss cheese", "water chestnuts", "cherry pie filling", "peanuts", "dates", "allspice", "oats", "cream of tartar", "oatmeal", "graham cracker crumbs", "pimento", "kidney beans", "ground cinnamon", "mandarin oranges", "peaches", "pork", "green chilies", "molasses", "cream", "green onion", "bisquick", "olives", "stalks celery", "strawberries", "parsley flakes", "bay leaf", "shell", "macaroni", "yellow cake mix", "whole kernel corn", "beef", "black olives", "carrot", "american cheese", "frozen strawberries", "cucumbers", "cayenne pepper", "maraschino cherries", "frozen broccoli", "semi-sweet chocolate chips", "white vinegar", "chocolate", "shredded cheese", "heavy cream", "white wine", "flaked coconut", "vanilla pudding", "light corn syrup", "ground cloves", "crescent rolls", "curry powder", "tabasco sauce", "almond extract", "pork chops", "tomato juice", "peas", "cider vinegar", "ginger ale", "salad dressing", "dill weed", "vanilla wafers", "graham crackers", "light brown sugar", "strawberry jello", "cornmeal", "horseradish", "warm water", "cracker crumbs", "head lettuce", "cauliflower", "spaghetti sauce", "cake flour", "lean ground beef", "oranges", "yellow cake", "ground chuck", "corn syrup", "frozen peas", "tuna", "wesson oil", "rice krispies", "pimentos", "whipped cream", "barbecue sauce", "corn flakes", "graham cracker crust", "ground ginger", "miracle", "vanilla ice cream", "chili sauce", "apple", "cucumber", "bay leaves", "sweet potatoes", "fresh mushrooms", "cherries", "syrup", "dill", "sharp cheese", "sherry", "salsa", "sweet milk", "cake mix", "red onion", "celery salt", "orange", "cranberries", "italian dressing", "applesauce", "flour tortillas", "fruit cocktail", "blueberries", "cumin", "sage", "crust", "corn meal", "chives", "o", "pie shell", "cake", "vanilla instant pudding", "peppers", "cold milk", "chocolate cake", "ground nutmeg", "vanilla flavoring", "ro-tel tomatoes", "condensed cream", "egg noodles", "pinto beans", "onion powder", "elbow macaroni", "white pepper", "cranberry sauce", "instant vanilla pudding", "beef broth", "crab meat", "dressing", "sauerkraut", "ricotta cheese", "pepperoni", "whole wheat flour", "spinach", "italian seasoning", "hot sauce", "banana", "mixed vegetables", "white bread", "turmeric", "lasagna noodles", "salmon", "ground cumin", "mayo", "onion salt", "lemon jello", "taco", "accent", "frozen lemonade", "green bell pepper", "poppy seed", "lemons", "unsweetened chocolate", "potato chips", "rolled oats", "lemon extract", "scallions", "sour milk", "taco seasoning", "ground meat", "fresh strawberries", "lemon rind", "worcestershire", "topping", "red wine vinegar", "turkey", "pretzels", "cream-style corn", "fresh parsley", "lime juice", "pecan halves", "butterscotch chips", "dream whip", "rosemary", "picante sauce", "tortilla chips", "pork sausage", "light cream", "corn tortillas", "spaghetti", "head cabbage", "meal", "poultry seasoning", "cream-style", "lime", "eggplant", "crabmeat", "egg yolk", "apple juice", "bell peppers", "orange jello", "red wine", "pet milk", "caramels", "unflavored gelatin", "marshmallow cream", "cheddar", "hot water", "onion soup mix", "taco sauce", "rhubarb", "pastry shell", "cereal", "pimiento", "fryer", "liquid smoke", "red kidney beans", "cheddar cheese soup", "crisco oil", "strawberry", "potato", "pizza sauce", "orange rind", "lime jello", "frozen hash browns", "yellow squash", "taco seasoning mix", "sauce", "wine vinegar", "bacon bits", "candied cherries", "white corn syrup", "red", "marjoram", "sesame seed", "pasta", "philadelphia cream cheese", "cornflakes", "long grain rice", "frozen spinach", "rum", "stuffing mix", "pastry", "biscuit mix", "marshmallow creme", "green chiles", "croutons", "shredded lettuce", "gelatin", "red food coloring", "pecan", "coffee", "semi-sweet chocolate", "chicken stock", "corn oil", "active dry yeast", "hearts", "lemon pepper", "ro-tel", "white karo syrup", "chocolate syrup", "cilantro", "italian salad dressing", "yogurt", "whole cloves", "ground turkey", "beer", "vegetables", "white cake mix", "baking potatoes", "lard", "green olives", "unsalted butter", "chocolate pudding", "corned beef", "avocado", "tarragon", "jalapeno peppers", "green tomatoes", "fresh broccoli", "red bell pepper", "corn muffin", "fresh basil", "tapioca", "chicken breast", "ground black pepper", "onion flakes", "corn chips", "cranberry juice", "oreo cookies", "butter beans", "italian sausage", "chicken bouillon cubes", "brandy", "avocados", "hot sausage", "coloring", "pumpkin pie spice", "grapes", "enchilada sauce", "black beans", "crunchy peanut butter", "pineapple tidbits", "ground pork", "vegetable shortening", "shredded monterey jack cheese", "apple cider", "clams", "biscuits", "regular", "fruit", "okra", "angel", "corn bread", "doritos", "hamburg", "lemon flavoring", "caraway seed", "mozzarella", "bean sprouts", "red peppers", "white syrup", "paraffin", "pie crust", "celery stalks", "beef bouillon", "blueberry pie filling", "cayenne", "veg-all", "fresh spinach", "ground pepper", "wine", "pepper sauce", "parmesan", "cherry", "tater", "graham cracker pie crust", "ground red pepper", "almond flavoring", "red potatoes", "tortillas", "mix", "cooking oats", "freshly ground pepper", "beets", "frozen whipped topping", "chicken bouillon", "yellow cornmeal", "canola oil", "green peas", "chocolate cake mix", "bran", "cinnamon sticks", "granulated sugar", "jello", "broth", "semi-sweet chocolate morsels", "gelatine", "slivered almonds", "cream of chicken", "ground allspice", "candied pineapple", "celery soup", "frozen hash brown potatoes", "apricot preserves", "white rice", "hot peppers", "food coloring", "cherry jello", "lemon jell-o", "instant tea", "buns", "chili beans", "powdered milk", "cashews", "stuffing", "steak", "raspberry jello", "plain yogurt", "roll", "apricots", "buttered bread crumbs", "cream of mushroom", "apple cider vinegar", "romano cheese", "maple syrup", "vegetable soup", "fresh cranberries", "broccoli flowerets", "white", "bisquick baking mix", "semi-sweet chocolate pieces", "sunflower seeds", "skinless", "squash", "pimientos", "tabasco", "instant coffee", "golden raisins", "carnation milk", "sesame oil", "popcorn", "chocolate instant pudding", "stew meat", "vegetable cooking spray", "white cake", "tomato puree", "cream of potato soup", "radishes", "mashed sweet potatoes", "lemon cake mix", "milk chocolate chips", "hot pepper", "chili", "hash browns", "pie shells", "club soda", "chunky peanut butter", "prunes", "orange juice concentrate", "raspberry", "cool whip", "sweet basil", "freshly ground black pepper", "italian bread crumbs", "instant rice", "sweet pickles", "rolls", "broccoli florets", "unsweetened cocoa", "velveeta", "germ", "oysters", "black walnuts", "hot pepper sauce", "frozen", "ground round", "steak sauce", "orange slices", "orange jell-o", "cookies", "shallots", "lemon peel", "black-eyed peas", "alum", "fritos", "purple onion", "strawberry gelatin", "oyster crackers", "green", "unsweetened applesauce", "bisquick mix", "frozen coconut", "brown rice", "orange sherbet", "capers", "bourbon", "graham cracker crusts", "sweet pickle relish", "mace", "fat", "olive", "kernel corn", "instant chocolate pudding", "angel food cake", "apple pie filling", "mint", "chilies", "miracle whip", "white flour", "golden mushroom soup", "green grapes", "chuck roast", "+", "white onion", "thin", "milk chocolate", "shredded coconut", "almond", "white raisins", "white onions", "muffins", "chicken soup", "white wine vinegar", "warm milk", "tart apples", "mein noodles", "longhorn cheese", "orange marmalade", "cornbread mix", "strawberry jell-o", "apricot nectar", "sweet red pepper", "meat", "dill pickles", "grape jelly", "white chocolate", "shell macaroni", "cherry tomatoes", "yellow corn meal", "red beans", "feta cheese", "frozen raspberries", "bacon drippings", "beef consomme", "frozen corn", "brownie mix", "bulk sausage", "fresh cilantro", "grated sharp", "yellow onion", "cooking sherry", "chopped spinach", "vodka", "pickle relish", "peanut oil", "currants", "orange peel", "white karo", "pickling spice", "wild rice", "pistachio instant pudding", "bread cubes", "regular rice", "provolone cheese", "salt pork", "mashed ripe bananas", "hot milk", "breadcrumbs", "english peas", "chocolate bits", "garbanzo beans", "all-purpose flour", "mushroom", "frozen lemonade concentrate", "pickles", "fresh blueberries", "cooking apples", "hot dogs", "pistachio pudding", "lettuce leaves", "n", "mushroom stems", "lemonade", "linguine", "oreos", "jalapenos", "egg substitute", "lima beans", "colby cheese", "pears", "sweet onion", "nonfat dry milk", "fish", "cubes", "layer", "low-fat cottage cheese", "nonfat yogurt", "yams", "campbell's cream", "onion rings", "wieners", "peppercorns", "chinese noodles", "lemon slices", "stew beef", "cream of coconut", "thin spaghetti", "green bell peppers", "ginger root", "vermicelli", "frozen mixed vegetables", "unbaked pie shell", "whole allspice", "butterscotch morsels", "frozen green peas", "wide noodles", "green chili peppers", "seasoning salt", "artichokes", "cheerios", "bread flour", "peeled apples", "whipped topping", "kahlua", "bouillon cubes", "cornbread", "hominy", "saltines", "fresh fruit", "head cauliflower", "crab", "nut meats", "instant vanilla pudding mix", "bean dip", "jack cheese", "tarragon vinegar", "mixed nuts", "stove top stuffing", "vanilla flavor", "lemon gelatin", "english cheese", "bowl", "light", "grated monterey", "berries", "fresh green beans", "onion juice", "fresh ginger", "cranberry juice cocktail", "bay seasoning", "sweet chocolate", "light karo syrup", "containers", "peg corn", "beef stew meat", "balsamic vinegar", "chickens", "uncle ben's", "yellow mustard", "chickpeas", "spareribs", "grits", "red cabbage", "beef stock", "caramel ice cream topping", "white potatoes", "cake yeast", "asparagus", "nutmeats", "ripe olives", "wax beans", "liquid", "herb stuffing mix", "curry", "frankfurters", "ricotta", "herb stuffing", "butterscotch pudding", "equal", "green food coloring", "stack", "crushed ice", "instant pudding", "carnation", "lemon instant pudding", "lime gelatin", "sweet pepper", "italian bread", "butterscotch", "peach pie filling", "beef roast", "barley", "vanilla wafer crumbs", "cream of celery", "flank steak", "cantaloupe", "frozen vegetables", "french dressing", "cocktail sauce", "semi-sweet chocolate bits", "jalapeno pepper", "coconut flavoring", "egg beaters", "fresh ground pepper", "snow peas", "orange gelatin", "red apples", "pie filling", "instant chicken", "leeks", "ham bone", "cornflake crumbs", "red onions", "browns", "sweet pickle", "string beans", "pickling salt", "whiskey", "refrigerated biscuits", "blanched almonds", "preserves", "kisses", "kielbasa", "dark molasses", "seasoning", "roast", "teriyaki sauce", "chunky salsa", "pudding", "bacon grease", "pork roast", "sweet", "lentils", "ground pecans", "cocoa powder", "coconut extract", "canning salt", "lean hamburger", "corn flake crumbs", "mushroom pieces", "pancake mix", "kitchen", "peach halves", "scallops", "salami", "swiss", "salad supreme", "peppermint", "baking cocoa", "chicken breast halves", "frozen limeade", "grape juice", "uncle ben", "raspberries", "brown gravy mix", "taco chips", "apricot", "red hots", "sesame seeds", "cider", "ground mustard", "lean beef", "romaine lettuce", "ramen noodles", "pear halves", "red cherries", "eggplants", "crisp rice cereal", "bottles", "orange extract", "apple juice concentrate", "hen", "blackberries", "extra virgin olive oil", "dressing mix", "boneless chicken", "tuna fish", "apricot jello", "sherry wine", "realemon juice", "strawberry glaze", "parsley sprigs", "graham cracker pie shell", "crescent dinner rolls", "spaghetti sauce mix", "mexicorn", "white beans", "low-fat milk", "green cabbage", "smooth peanut butter", "hormel chili", "tomato catsup", "saltine crackers", "sweet butter", "beef chuck", "chicken pieces", "butter flavor", "coca-cola", "brisket", "vanilla instant pudding mix", "hamburger meat", "no", "chicken livers", "raspberry gelatin", "grape-nuts", "vanilla yogurt", "chocolate morsels", "orange sections", "heavy whipping cream", "lesueur peas", "frozen cauliflower", "fresh tomatoes", "liquid sweetener", "soda crackers", "great northern beans", "chips", "orange segments", "bamboo shoots", "lime sherbet", "dark brown sugar", "chili peppers", "pickling spices", "graham cracker pie crusts", "del monte", "chocolate frosting", "clam juice", "hot cooked rice", "refrigerator biscuits", "lemon pudding", "sweet peas", "maple flavoring", "dill pickle", "herb seasoned stuffing mix", "navy beans", "sweet relish", "currant jelly", "frozen green beans", "white sauce", "italian dressing mix", "light molasses", "beef cubes", "choice", "lemonade mix", "candied fruit", "season", "cooking wine", "lobster", "chopped ripe olives", "strawberry preserves", "sweet red peppers", "duncan", "rum flavoring", "shells", "vanilla pudding mix", "dish pie shell", "red bell peppers", "bran cereal", "sweet peppers", "sugar substitute", "apricot halves", "ladyfingers", "rice vinegar", "veal", "celery stalk", "lemon wedges", "pink salmon", "persimmon pulp", "hash brown potatoes", "cooking spray", "baby carrots", "prepared mustard", "sherbet", "fish fillets", "tea", "lasagne noodles", "vidalia onions", "shredded sharp cheddar cheese", "chicken flavor", "light cream cheese", "ground ham", "jell-o", "paraffin wax", "poppy seeds", "crawfish tails", "graham cracker crumb crust", "vegetable soup mix", "turkey breast", "ground sausage", "strawberry pie filling", "low-fat", "cream style corn", "fruit juice", "ground sage", "yellow onions", "pork tenderloin", "caramel topping", "yellow rice", "red and", "nacho chips", "campbell's tomato soup", "lemon-lime", "cajun seasoning", "butterfinger", "almond bark", "guacamole", "fresh asparagus", "chili pepper", "coriander", "baking apples", "citron", "concentrate", "liter", "baking chocolate", "frosting", "center", "instant pistachio pudding", "dijon mustard", "mixed fruit", "bouillon", "long grain", "coarse salt", "white chicken", "ready", "bacon fat", "chicken cutlets", "white corn", "round steak", "fresh mint", "cold butter", "cream of broccoli soup", "red grapes", "buttermilk baking mix", "well", "cream of tomato soup", "cream-style cottage cheese", "unpeeled apples", "fresh dill", "lean pork", "unflavored gelatine", "maple", "cherry gelatin", "frozen lima beans", "double-acting baking powder", "party rye bread", "generous", "sweet onions", "peach jello", "english muffins", "chipped beef", "baking mix", "freshly grated parmesan cheese", "tomato ketchup", "hot mashed potatoes", "level", "dinner rolls", "apple pie spice", "pine nuts", "ground coriander", "rabbits", "t", "herbs", "dark rum", "all-bran", "red kidney", "regular oats", "lemon pie filling", "kosher salt", "grated coconut", "raspberry sherbet", "hot coffee", "mixed candied fruit", "anise", "green chillies", "apple jelly", "lasagna", "mild cheese", "dish pie crust", "cornbread crumbs", "sprite", "fresh shrimp", "fresh peaches", "fresh vegetables", "ham hocks", "cream of shrimp soup", "ground nuts", "dark red kidney beans", "walnut halves", "gumdrops", "ground walnuts", "roll garlic", "garlic cheese", "monde", "blackberry jam", "parkay margarine", "mango", "rye bread", "beef brisket", "light mayonnaise", "fryers", "corn kernels", "dried beef", "fruit pie filling", "chili with beans", "shredded mozzarella", "linguini", "chutney", "fresh chives", "ham hock", "ground turmeric", "stalk celery", "milk powder", "processed cheese", "cartons", "vegetable", "condensed beef broth", "rotini", "dried basil", "red apple", "sirloin", "chili mix", "sweet pickle juice", "doritos chips", "cold coffee", "bologna", "english cheese spread", "sugar cookie", "saffron", "fresh apples", "yellow food coloring", "your choice", "italian", "angel hair pasta", "jumbo shells", "lemon zest", "tomato wedges", "cashew nuts", "kiwi", "process cheese", "frozen okra", "monosodium glutamate", "brown gravy", "sausages", "niblets corn", "figs", "pineapple sherbet", "mincemeat", "all-bran cereal", "ground oregano", "orange slice candy", "frozen broccoli cuts", "cream of onion soup", "shoyu", "cold", "chili seasoning", "safflower oil", "egg white", "new potatoes", "lettuce", "nonfat milk", "buttered crumbs", "milky", "button mushrooms", "red salmon", "beef gravy", "sirloin steak", "chicken parts", "biscuit baking mix", "bacon strips", "catfish fillets", "ground", "consomme", "extra lean ground beef", "light karo", "cumin powder", "beef round steak", "frozen broccoli spears", "gruyere cheese", "brown", "liquid butter", "fresh corn", "lamb", "coconut flakes", "pineapple chunks", "chocolate wafers", "italian tomatoes", "vidalia onion", "yellow beans", "ground white pepper", "fennel seed", "oyster sauce", "broccoli spears", "yellow pepper", "frozen tater", "marshmallow", "low-fat sour cream", "peach", "dark raisins", "stock", "herb dressing", "nahum", "saltine cracker crumbs", "butternut squash", "very warm water", "dried mustard", "powdered ginger", "anchovies", "lemon flavor", "salad supreme seasoning", "bay scallops", "leaf lettuce", "potato flakes", "hawaiian punch", "relish", "instant pistachio pudding mix", "spring onions", "strawberry jam", "packets equal", "chicken gumbo soup", "pasta shells", "fresh garlic", "chronicles", "sweet potato", "season-all", "lime jell-o", "cream soup", "cherry juice", "tamales", "orange flavoring", "chicken gravy", "red delicious apples", "chicken rice soup", "instant chocolate pudding mix", "white shoe peg corn", "wide egg noodles", "drops red food coloring", "consomme soup", "butter cake mix", "filling", "tapioca pudding", "brown mustard", "beef tenderloin", "beet juice", "numbers", "summer", "marsala wine", "lemon-lime soda", "green cherries", "flaky biscuits", "cheese slices", "fresh ground black pepper", "white grapes", "tequila", "sweet green peppers", "uncle ben's rice", "bread dough", "muenster cheese", "fresh okra", "sweet italian sausage", "cooking rice", "fresh oregano", "scallion", "cream cheese frosting", "grapefruit juice", "green lima beans", "lemon supreme cake mix", "coconut milk", "ground sirloin", "whole wheat bread", "loaves", "white grape juice", "green chili", "red sweet peppers", "irish potatoes", "spanish rice", "red cinnamon", "hot red pepper", "fettuccine", "marjoram leaves", "stove top stuffing mix", "chuck", "light rum", "pork loin", "stewing beef", "bouillon cube", "very ripe bananas", "graham cracker pie shells", "bac*os", "cooked sweet potatoes", "cognac", "cakes yeast", "rigatoni", "twinkies", "ground thyme", "rump roast", "elephant", "crescent dinner", "marinara sauce", "bunches broccoli", "handful", "sour cherries", "fresh herbs", "butterscotch bits", "champagne", "lean pork chops", "packet", "mint sprigs", "bar", "coffee creamer", "bing cherries", "fully cooked ham", "frozen shrimp", "anchovy", "gummy worms", "pack", "pimento cheese", "cake paraffin", "black coffee", "crumbs", "powdered alum", "chops", "white almond bark", "regular marshmallows", "chili hot beans", "jalapeno", "bitter chocolate", "instant lemon pudding", "vegetable broth", "strawberry ice cream", "snickers", "nonfat sour cream", "liquid shortening", "coffee cream", "sweetener", "anise seed", "cornmeal mix", "rye flour", "angel food cake mix", "colored marshmallows", "chocolate sandwich cookies", "caraway", "green sweet peppers", "italian parsley", "cream corn", "tenderizer", "dark syrup", "potato soup", "ground veal", "soft shortening", "light sour cream", "head broccoli", "white cornmeal", "chicken bouillon granules", "starter", "lean ground meat", "instant beef bouillon", "apple butter", "amount", "instant chocolate", "rice cereal", "grated apples", "chocolate ice cream", "cauliflowerets", "yellow hominy", "jalapeno cheese", "chopped meat", "suet", "love", "fresh raspberries", "chicken thighs", "dried apricots", "vanilla bean", "lemon juice from concentrate", "ground cranberries", "shallot", "spray", "seafood seasoning", "peeled shrimp", "flavoring", "fresh carrots", "pear", "red food color", "veal cutlets", "light syrup", "dough", "trout", "chili seasoning mix", "eggnog", "pared", "bermuda onion", "lean ground pork", "grated rind", "rotini pasta", "very hot water", "lemonade concentrate", "brussels", "pork loin chops", "kellogg", "long grain white rice", "beef bouillon granules", "creme", "instant coconut pudding", "tortellini", "cheese soup", "baby food", "pickle juice", "yellow wax beans", "spanish peanuts", "faith", "raspberry jam", "raspberry preserves", "flavor", "tahini", "rabbit", "blue cheese", "party rolls", "active yeast", "fresh coconut", "celery flakes", "cukes", "lime peel", "fettucine", "sprinkles", "red jello", "ham slices", "lemon flavored gelatin", "powdered mustard", "flake coconut", "freshly squeezed lemon juice", "fettucini", "peach slices", "nonfat plain yogurt", "skor", "sweet cherries", "pumpkin spice", "chestnuts", "mixed pickling", "hoisin sauce", "extra sharp", "italian plum tomatoes", "loin pork chops", "nacho cheese soup", "pasta sauce", "leaf oregano", "graham cracker", "salad greens", "stove top dressing", "pork spareribs", "salad seasoning", "mint leaves", "mashed ripe banana", "coffee granules", "realemon", "red sweet pepper", "black", "nondairy whipped topping", "cubed cheese", "mostaccioli", "chocolate kisses", "pearl onions", "yellow cheese", "cold margarine", "mixed spices", "deli", "chiles", "italian seasoned bread crumbs", "peanut", "haddock", "solid pack pumpkin", "pecan pieces", "jumbo shrimp", "condensed mushroom soup", "limeade", "chocolate milk", "peach juice", "mandarin orange sections", "ground round steak", "valley", "turkey broth", "hot chili beans", "ground venison", "rapidrise yeast", "hot dog buns", "sausage meat", "orange zest", "black cherry jello", "sweet cream", "broccoli cuts", "macaroni shells", "solid shortening", "northern beans", "pizza crust", "butternut flavoring", "fresh cauliflower", "packets", "salad olives", "toppings", "creamer", "dark karo", "butter chips", "white hominy", "cornbread stuffing", "corn starch", "tenderloin", "creole seasoning", "fine cracker crumbs", "mashed banana", "baby lima beans", "tiny shrimp", "bars", "oregano leaves", "whole wheat bread crumbs", "chachere", "cap'n", "bottles ginger ale", "nonstick cooking spray", "swans", "grated carrot", "semi-sweet morsels", "chunky pineapple", "mushroom caps", "jalapeno cheez whiz", "red seedless grapes", "strawberry yogurt", "sesame", "red candied cherries", "lemon cake", "chervil", "chinese vegetables", "caramel", "beef stew", "cola", "minute rice", "caraway seeds", "regular flour", "sorghum", "milk chocolate morsels", "corn oil margarine", "green sweet pepper", "lump crabmeat", "fresh crabmeat", "soy flour", "whole strawberries", "white corn meal", "strawberry flavored gelatin", "deer meat", "unbleached white flour", "head red cabbage", "italian stewed tomatoes", "pinto", "cocktail peanuts", "broccoli cheese soup", "cream chicken soup", "imitation crabmeat", "chopped lettuce", "cardamon", "cinnamon-sugar", "gold medal flour", "green apples", "ground lean beef", "salsa sauce", "fresh rosemary", "sweet corn", "boneless pork", "chocolate pieces", "color", "broil", "romano", "manicotti shells", "regular milk", "ground lamb", "mushroom gravy", "crawfish", "buttered cracker crumbs", "clove", "hot bulk sausage", "cornbread stuffing mix", "cinnamon stick", "white shoepeg corn", "venison", "consideration", "tomato halves", "chicken mushroom", "shredded monterey", "white chocolate chips", "grand marnier", "crescent roll", "italian cheese", "cream of asparagus soup", "chicken rice", "refrigerator crescent rolls", "bran flakes", "rotini noodles", "pearl barley", "red cayenne pepper", "coarse black pepper", "cayenne red pepper", "lite", "flounder", "cherry pie mix", "pineapple rings", "candied red cherries", "isaiah", "chilled ginger ale", "cracked wheat", "ground mace", "red tomatoes", "boiled ham", "homogenized milk", "hot roll", "chilled whipping cream", "thin noodles", "head", "grape jello", "matzo meal", "delicious apples", "pie crusts", "frozen rhubarb", "halves", "cracked black pepper", "horseradish sauce", "chocolate icing", "french style green beans", "low-fat yogurt", "vanilla caramels", "boneless beef", "coffee powder", "dijon style mustard", "chicken base", "white kidney beans", "spice", "black peppercorns", "fennel", "your favorite", "tubs", "walnut pieces", "parsnips", "green chili salsa", "tofu", "low-fat margarine", "crushed strawberries", "condensed chicken broth", "cheese sauce", "summer squash", "marshmallow fluff", "caramel sauce", "frozen artichoke", "lemon yogurt", "instant mashed potatoes", "yellow bell pepper", "hot pork sausage", "graham cracker squares", "coffee ice cream", "graham flour", "watermelon", "penne", "apple slices", "up", "patience", "boneless round steak", "tortilla shells", "ammonia", "blackberry", "seedless grapes", "chocolate flavor", "cheese cracker crumbs", "ground onions", "*", "fresh milk", "acorn", "stewing chicken", "cornish hens", "italian salad dressing mix", "dry wine", "garden peas", "chicken flavored bouillon granules", "ground lean pork", "nondairy creamer", "picante", "soda cracker crumbs", "burgundy", "vegetable juice", "ground almonds", "liters ginger ale", "triple sec", "lemon sherbet", "fettucini noodles", "hidden valley dressing", "glass", "perrins", "laughter", "cauliflower flowerets", "nacho cheese doritos", "fresh chopped parsley", "quarters", "nonfat dry milk powder", "low-fat buttermilk", "cold cooked rice", "muffin mix", "hazelnuts", "pumpkin puree", "walnut meats", "taco cheese", "nilla wafers", "sweet green pepper", "whole wheat", "pita bread", "yeast cakes", "heads lettuce", "stalks broccoli", "white crab meat", "chocolate wafer crumbs", "campbell's golden mushroom soup", "orzo", "baby shrimp", "tarragon leaves", "white crabmeat", "low-fat mayonnaise", "golden delicious apples", "unbaked pie crusts", "cans biscuits", "chocolate curls"]
+["acorn", "additional sugar", "alfalfa sprout", "allspice", "almond", "almond bark", "almond extract", "almond flavoring", "almond sliver", "alum", "american", "american cheese", "ammonia", "amount", "anchovy", "angel", "angel food cake", "angel hair pasta", "anise", "anise seed", "apple", "apple butter", "apple cider", "apple cider vinegar", "apple jelly", "apple juice", "apple juice concentrate", "apple pie filling", "apple pie spice", "apple slice", "applesauce", "apricot", "apricot halve", "apricot jello", "apricot nectar", "apricot preserve", "artichoke", "artificial sweetener", "asparagu", "avocado", "bac os", "bacon", "bacon bit", "bacon dripping", "bacon grease", "bacon strip", "baking", "baking apple", "baking chocolate", "baking cocoa", "baking potato", "baking powder", "baking soda", "balsamic vinegar", "bamboo shoot", "banana", "banana pepper", "banana pudding", "barbecue sauce", "barley", "basil", "bay leaf", "bay leave", "bay scallop", "bay seasoning", "bean", "bean dip", "bean sprout", "beef", "beef bouillon", "beef bouillon granule", "beef brisket", "beef broth", "beef chuck", "beef consomme", "beef cube", "beef gravy", "beef roast", "beef round", "beef round steak", "beef sirloin", "beef stew", "beef stew meat", "beef stock", "beef tenderloin", "beer", "beet", "beet juice", "bell pepper", "bermuda onion", "berry", "bing cherry", "biscuit", "biscuit baking", "bisquick", "bisquick baking", "bitter", "bitter chocolate", "black", "black bean", "black cherry", "black cherry jello", "black coffee", "black eyed pea", "black olive", "black pepper", "black peppercorn", "black walnut", "blackberry", "blackberry jam", "blanched almond", "blue cheese", "blueberry", "blueberry pie filling", "boiled ham", "bologna", "bottle ginger ale", "bouillon", "bouillon cube", "bourbon", "bowl", "bran", "bran cereal", "bran flake", "brandy", "bread", "bread crumb", "bread cube", "bread dough", "bread flour", "bread stuffing", "breadcrumb", "brisket", "broccoli", "broccoli cheese soup", "broccoli cut", "broccoli floret", "broccoli floweret", "broccoli spear", "broil", "broiler fryer", "broiler fryer chicken", "broth", "brown", "brown gravy", "brown mustard", "brown rice", "brown sugar", "brownie", "brussel", "bulk sausage", "bun", "bunch broccoli", "butter", "butter bean", "butter cake", "butter chip", "butter flavor", "buttered bread", "buttered bread crumb", "buttered cracker crumb", "buttered crumb", "butterfinger", "buttermilk", "buttermilk baking", "buttermilk biscuit", "butternut flavoring", "butternut squash", "butterscotch", "butterscotch bit", "butterscotch chip", "butterscotch morsel", "butterscotch pudding", "button mushroom", "cabbage", "cajun seasoning", "cake", "cake flour", "cake paraffin", "cake yeast", "california", "campbell s", "campbell s cream", "campbell s tomato soup", "candied cherry", "candied fruit", "candied pineapple", "candied red cherry", "canning salt", "canola oil", "cantaloupe", "cap n", "caper", "caramel", "caramel ice cream", "caramel sauce", "caraway", "caraway seed", "cardamom", "cardamon", "carnation", "carnation milk", "carrot", "cashew", "cashew nut", "catfish", "catfish fillet", "catsup", "cauliflower", "cauliflower floweret", "caulifloweret", "cayenne", "cayenne pepper", "cayenne red pepper", "celery", "celery flake", "celery salt", "celery seed", "celery soup", "celery stalk", "center", "cereal", "chachere", "champagne", "cheddar", "cheddar cheese", "cheddar cheese soup", "cheerio", "cheese", "cheese cracker", "cheese sauce", "cheese slice", "cheese soup", "cheese tortellini", "cherry", "cherry flavored gelatin", "cherry gelatin", "cherry jello", "cherry juice", "cherry pie", "cherry pie filling", "cherry tomato", "chervil", "chestnut", "chicken", "chicken base", "chicken bouillon", "chicken bouillon cube", "chicken bouillon granule", "chicken breast", "chicken breast halve", "chicken broth", "chicken cutlet", "chicken flavor", "chicken flavored bouillon granule", "chicken flavored rice", "chicken gravy", "chicken gumbo soup", "chicken liver", "chicken meat", "chicken part", "chicken rice", "chicken rice soup", "chicken seasoning", "chicken soup", "chicken stock", "chicken strip", "chicken thigh", "chickpea", "chile", "chili", "chili bean", "chili pepper", "chili powder", "chili sauce", "chili seasoning", "chili with bean", "chilled ginger ale", "chilled whipping cream", "chily", "chinese noodle", "chinese vegetable", "chip", "chipped beef", "chive", "chocolate", "chocolate bit", "chocolate cake", "chocolate chip", "chocolate chip cooky", "chocolate frosting", "chocolate ice cream", "chocolate icing", "chocolate kiss", "chocolate milk", "chocolate morsel", "chocolate pudding", "chocolate sandwich cooky", "chocolate syrup", "chocolate wafer", "choice", "chop", "chronicle", "chuck", "chuck roast", "chuck steak", "chunky peanut butter", "chunky pineapple", "chunky salsa", "chutney", "cider", "cider vinegar", "cilantro", "cinnamon", "cinnamon sugar", "citron", "clam", "clam juice", "clear", "clove", "clove garlic", "clove of garlic", "club soda", "coarse black pepper", "coarse pepper", "coarse salt", "coca cola", "cocktail peanut", "cocktail sauce", "cocoa", "cocoa powder", "coconut", "coconut cream", "coconut cream pudding", "coconut extract", "coconut flake", "coconut flavoring", "coconut milk", "coconut pudding", "coffee", "coffee cream", "coffee creamer", "coffee granule", "coffee ice cream", "coffee powder", "cognac", "cola", "colby cheese", "collard green", "colored marshmallow", "coloring", "comino", "concentrate", "condensed beef broth", "condensed chicken broth", "condensed cream", "condensed milk", "condensed mushroom soup", "confectioner sugar", "consideration", "consomme", "consomme soup", "cook oat", "cooking", "cooking apple", "cooking oat", "cooking oil", "cooking rice", "cooking sherry", "cooking spray", "cooking wine", "cooky", "cool whip", "coriander", "corn", "corn bread", "corn bread stuffing", "corn chip", "corn flake", "corn flake crumb", "corn kernel", "corn meal", "corn muffin", "corn oil", "corn oil margarine", "corn starch", "corn syrup", "corn tortilla", "cornbread", "cornbread crumb", "cornbread stuffing", "corned beef", "cornflake", "cornflake crumb", "cornish hen", "cornmeal", "cornstarch", "cottage cheese", "crab", "crab boil", "crab meat", "crabmeat", "cracked black pepper", "cracked pepper", "cracked wheat", "cracker", "cracker crumb", "crackling", "cranberry", "cranberry juice", "cranberry juice cocktail", "cranberry sauce", "crawfish", "crawfish tail", "cream", "cream cheese", "cream cheese frosting", "cream chicken soup", "cream corn", "cream mushroom soup", "cream of asparagu soup", "cream of broccoli soup", "cream of celery", "cream of celery soup", "cream of chicken", "cream of chicken soup", "cream of coconut", "cream of mushroom", "cream of mushroom soup", "cream of onion soup", "cream of potato soup", "cream of shrimp soup", "cream of tartar", "cream of tomato soup", "cream sherry", "cream soup", "cream style", "cream style corn", "cream style cottage cheese", "creamer", "creme", "creole seasoning", "crescent dinner", "crescent dinner roll", "crescent roll", "crisco", "crisco oil", "crisp bacon", "crisp rice cereal", "crouton", "crumb", "crunchy peanut butter", "crust", "cube", "cucumber", "cuke", "cumin", "cumin powder", "currant", "currant jelly", "curry", "curry powder", "date", "deer", "deer meat", "del monte", "deli", "deliciou apple", "dessert", "dijon mustard", "dijon style mustard", "dill", "dill pickle", "dill weed", "dinner roll", "dish pie crust", "dish pie shell", "dog", "dog bun", "dorito", "dorito chip", "double acting baking powder", "dough", "dream whip", "dressing", "drink", "duncan", "egg", "egg beater", "egg noodle", "egg substitute", "egg white", "egg yolk", "eggnog", "eggplant", "elbow macaroni", "elephant", "enchilada sauce", "english cheese", "english cheese spread", "english muffin", "english pea", "equal", "faith", "fennel", "fennel seed", "feta cheese", "fettuccine", "fettucine", "fettucini", "fig", "filling", "fish", "fish fillet", "flake coconut", "flaked coconut", "flaky biscuit", "flank steak", "flavor", "flavoring", "flounder", "flour", "flour tortilla", "food", "food coloring", "frankfurter", "french dressing", "french style green bean", "freshly black pepper", "freshly nutmeg", "freshly parmesan cheese", "freshly pepper", "freshly squeezed lemon juice", "frito", "frosting", "fruit", "fruit cocktail", "fruit juice", "fruit pectin", "fruit pie filling", "fryer", "fryer chicken", "fully ham", "garbanzo bean", "garden pea", "garlic", "garlic cheese", "garlic powder", "garlic salt", "gelatin", "gelatine", "generou", "germ", "ginger", "ginger ale", "ginger root", "glass", "glaze", "gold medal flour", "golden deliciou apple", "golden graham cereal", "golden mushroom soup", "golden raisin", "graham cracker", "graham cracker crumb", "graham cracker crumb crust", "graham cracker crust", "graham cracker pie crust", "graham cracker pie shell", "graham cracker square", "graham flour", "grand marnier", "grape", "grape jello", "grape jelly", "grape juice", "grape nut", "grapefruit juice", "gravy", "grease", "great northern bean", "green", "green apple", "green bean", "green bell pepper", "green cabbage", "green cherry", "green chile", "green chili", "green chili pepper", "green chili salsa", "green chilly", "green chily", "green food coloring", "green grape", "green lima bean", "green olive", "green onion", "green pea", "green pepper", "green tomato", "grenadine", "grit", "gruyere cheese", "guacamole", "gumdrop", "gummy worm", "haddock", "halve", "ham", "ham bone", "ham hock", "ham slice", "hamburg", "hamburger", "hamburger meat", "handful", "hash brown", "hash brown potato", "hawaiian punch", "hazelnut", "head", "head broccoli", "head cabbage", "head cauliflower", "head lettuce", "head of cabbage", "head red cabbage", "heart", "heavy", "heavy cream", "heavy whipping cream", "hen", "herb", "herb dressing", "herb seasoned stuffing", "herb stuffing", "hidden valley", "hidden valley dressing", "hoisin sauce", "hominy", "homogenized milk", "honey", "honeydew melon", "hormel chili", "hormel chili without bean", "horseradish", "horseradish sauce", "ice", "ice cream", "imitation crabmeat", "irish potato", "isaiah", "italian", "italian bread", "italian bread crumb", "italian cheese", "italian dressing", "italian parsley", "italian plum tomato", "italian salad dressing", "italian sausage", "italian seasoned bread crumb", "italian seasoning", "italian stewed tomato", "italian style bread crumb", "italian style stewed", "italian style tomato", "italian tomato", "jack cheese", "jalapeno", "jalapeno cheese", "jalapeno cheez whiz", "jalapeno pepper", "jell o", "jello", "juice", "kahlua", "karo", "karo syrup", "kellogg", "kernel corn", "ketchup", "kidney", "kidney bean", "kielbasa", "kiss", "kitchen", "kiwi", "kosher salt", "kraut", "ladyfinger", "lamb", "lard", "lasagna", "lasagna noodle", "lasagne noodle", "laughter", "layer", "leaf lettuce", "leaf oregano", "leaf thyme", "leek", "lemon", "lemon cake", "lemon extract", "lemon flavor", "lemon flavored gelatin", "lemon flavoring", "lemon gelatin", "lemon jell o", "lemon jello", "lemon juice", "lemon juice from concentrate", "lemon lime", "lemon lime soda", "lemon peel", "lemon pepper", "lemon pie filling", "lemon pudding", "lemon rind", "lemon slice", "lemon supreme cake", "lemon wedge", "lemon yogurt", "lemon zest", "lemonade", "lemonade concentrate", "lentil", "lesueur pea", "lettuce", "lettuce leave", "level", "level tsp", "lima", "lima bean", "lime", "lime gelatin", "lime jell o", "lime jello", "lime juice", "lime peel", "lime sherbet", "limeade", "linguine", "linguini", "liqueur", "lite", "liter", "liter ginger ale", "loave", "lobster", "loin pork chop", "long grain", "long grain rice", "long grain white rice", "longhorn cheese", "love", "lump crab meat", "lump crabmeat", "macaroni", "macaroni noodle", "macaroni shell", "mace", "mandarin orange", "mandarin orange section", "mango", "manicotti shell", "maple", "maple flavoring", "maple syrup", "maraschino cherry", "margarine", "marinara sauce", "marjoram", "marjoram leave", "marsala wine", "marshmallow", "marshmallow cream", "marshmallow creme", "marshmallow fluff", "mashed banana", "mashed potato", "mayo", "mayonnaise", "meal", "meat", "meatball", "mein noodle", "meringue", "mexicorn", "mild cheese", "milk", "milk chocolate", "milk chocolate chip", "milk chocolate morsel", "milk powder", "milky", "mincemeat", "minestrone soup", "mint", "mint leave", "mint sprig", "minute rice", "miracle", "miracle whip", "mixed candied fruit", "mixed fruit", "mixed nut", "mixed pickling", "mixed pickling spice", "mixed spice", "mixed vegetable", "molass", "monde", "monosodium glutamate", "monterey", "monterey jack cheese", "mostaccioli", "mozzarella", "mozzarella cheese", "muenster cheese", "muffin", "mushroom", "mushroom cap", "mushroom gravy", "mushroom slice", "mushroom soup", "mushroom stem", "mussel", "mustard", "nacho cheese dorito", "nacho cheese soup", "nacho chip", "nahum", "navy bean", "niblet corn", "no", "nondairy creamer", "nondairy whipped", "nonfat milk", "nonfat milk powder", "nonfat sour cream", "nonfat yogurt", "nonstick cooking spray", "noodle", "northern bean", "number", "nut", "nut meat", "nutmeat", "nutmeg", "oat", "oatmeal", "oil", "okra", "oleo", "olive", "olive juice", "olive oil", "onion", "onion flake", "onion juice", "onion powder", "onion ring", "onion salt", "onion soup", "orange", "orange cake", "orange drink", "orange extract", "orange flavored gelatin", "orange flavoring", "orange gelatin", "orange jell o", "orange jello", "orange juice", "orange juice concentrate", "orange marmalade", "orange peel", "orange rind", "orange section", "orange segment", "orange sherbet", "orange slice", "orange slice candy", "orange zest", "oregano", "oregano leave", "oreo", "oreo cooky", "owen sausage", "oyster", "oyster cracker", "oyster sauce", "pack", "packet", "packet equal", "pancake", "pancake syrup", "paper", "paprika", "paraffin", "paraffin wax", "pared", "parkay", "parkay margarine", "parmesan", "parmesan cheese", "parsley", "parsley flake", "parsley sprig", "parsnip", "party roll", "party rye bread", "pasta", "pasta sauce", "pasta shell", "pastry", "pastry shell", "patience", "pea", "pea pod", "peach", "peach halve", "peach jello", "peach juice", "peach pie filling", "peach slice", "peanut", "peanut butter", "peanut oil", "pear", "pear halve", "pearl barley", "pearl onion", "pecan", "pecan halve", "pectin", "peg corn", "penne", "pepper", "pepper sauce", "peppercorn", "peppermint", "pepperoni", "persimmon pulp", "pet milk", "philadelphia cream cheese", "picante", "picante sauce", "pickle", "pickle juice", "pickle relish", "pickling salt", "pickling spice", "pie crust", "pie filling", "pie shell", "pimento", "pimento cheese", "pimiento", "pine nut", "pineapple", "pineapple chunk", "pineapple juice", "pineapple ring", "pineapple sherbet", "pineapple tidbit", "pink salmon", "pinto", "pinto bean", "pistachio pudding", "pita bread", "pizza", "pizza crust", "pizza sauce", "pod", "popcorn", "poppy seed", "pork", "pork chop", "pork loin", "pork loin chop", "pork loin roast", "pork roast", "pork sausage", "pork shoulder", "pork sparerib", "pork tenderloin", "potato", "potato chip", "potato flake", "potato soup", "poultry seasoning", "pound cake", "preserve", "pretzel", "process cheese", "processed cheese", "provolone cheese", "prune", "pudding", "pumpkin", "pumpkin pie spice", "pumpkin spice", "purple onion", "rabbit", "radish", "raisin", "raisin bran", "ramen noodle", "ranch dressing", "rapidrise yeast", "raspberry", "raspberry gelatin", "raspberry jam", "raspberry jello", "raspberry preserve", "raspberry sherbet", "ready", "realemon", "realemon juice", "red", "red and", "red apple", "red bean", "red bell pepper", "red cabbage", "red candied cherry", "red cayenne pepper", "red cherry", "red chili pepper", "red cinnamon", "red deliciou apple", "red food", "red food coloring", "red grape", "red hot", "red jello", "red kidney", "red kidney bean", "red onion", "red pepper", "red pepper sauce", "red pimento", "red potato", "red raspberry", "red salmon", "red seedless grape", "red snapper", "red tomato", "red wine", "red wine vinegar", "refrigerated biscuit", "refrigerator biscuit", "refrigerator crescent roll", "regular", "regular flour", "regular marshmallow", "regular milk", "regular oat", "regular rice", "relish", "rhubarb", "rice", "rice cereal", "rice krispy", "rice vinegar", "rice wine vinegar", "ricotta", "ricotta cheese", "rigatoni", "rind", "ro tel", "ro tel tomato", "roast", "roll", "roll garlic", "rolled oat", "romaine lettuce", "romano", "romano cheese", "rosemary", "rotini", "rotini noodle", "rotini pasta", "round", "round steak", "rum", "rum flavoring", "rump roast", "rye bread", "rye flour", "safflower oil", "saffron", "sage", "salad", "salad dressing", "salad green", "salad oil", "salad olive", "salad seasoning", "salad supreme", "salad supreme seasoning", "salami", "salmon", "salsa", "salsa sauce", "salt", "salt pork", "saltine", "saltine cracker", "saltine cracker crumb", "sauce", "sauerkraut", "sausage", "sausage meat", "scallion", "scallop", "seafood seasoning", "season", "seasoning", "seasoning salt", "seedless grape", "semi", "semi chocolate", "semi chocolate bit", "semi chocolate chip", "semi chocolate morsel", "semi morsel", "sesame", "sesame oil", "sesame seed", "shallot", "sharp", "sharp cheddar cheese", "sharp cheese", "shell", "shell macaroni", "shell pasta", "sherbet", "sherry", "sherry wine", "shortening", "shoyu", "shrimp", "sirloin", "sirloin steak", "skim milk", "skor", "slice", "slivered almond", "smoke", "snicker", "snow pea", "soda", "soda cracker", "soda cracker crumb", "solid pack pumpkin", "solid shortening", "sorghum", "soup", "sour cherry", "sour cream", "sour milk", "soy flour", "soy sauce", "spaghetti", "spaghetti sauce", "spanish onion", "spanish peanut", "spanish rice", "sparerib", "spice", "spinach", "spinach leave", "spiral pasta", "spray", "spring onion", "sprinkle", "sprite", "squash", "stack", "stalk broccoli", "stalk celery", "starch", "starter", "steak", "steak sauce", "stew beef", "stew meat", "stewing beef", "stewing chicken", "stock", "stove top dressing", "stove top stuffing", "strawberry", "strawberry flavored gelatin", "strawberry gelatin", "strawberry glaze", "strawberry ice cream", "strawberry jam", "strawberry jell o", "strawberry jello", "strawberry pie filling", "strawberry preserve", "strawberry yogurt", "string bean", "stuffing", "suet", "sugar", "sugar cookie", "sugar substitute", "summer", "summer squash", "sunflower seed", "sweetener", "swiss", "swiss cheese", "syrup", "tabasco", "tabasco sauce", "taco", "taco cheese", "taco chip", "taco sauce", "taco seasoning", "tahini", "tamale", "tapioca", "tapioca pudding", "tarragon", "tarragon leave", "tarragon vinegar", "tart apple", "tater", "tea", "tenderizer", "tenderloin", "tequila", "teriyaki sauce", "thyme", "tiny shrimp", "tofu", "tomato", "tomato catsup", "tomato juice", "tomato ketchup", "tomato paste", "tomato puree", "tomato sauce", "tomato soup", "tomato wedge", "tortellini", "tortilla", "tortilla chip", "tortilla shell", "tostito", "triple sec", "trout", "tub", "tuna", "tuna fish", "turkey", "turkey breast", "turkey broth", "turkey sausage", "turmeric", "twinky", "unbaked pie crust", "unbaked pie shell", "unbleached white flour", "uncle ben", "uncle ben s", "uncle ben s rice", "understanding", "unflavored gelatin", "unflavored gelatine", "unpeeled apple", "unsweetened applesauce", "unsweetened chocolate", "unsweetened cocoa", "up", "valley", "vanilla", "vanilla bean", "vanilla caramel", "vanilla extract", "vanilla flavor", "vanilla flavoring", "vanilla ice cream", "vanilla pudding", "vanilla wafer", "vanilla wafer crumb", "vanilla yogurt", "veal", "veal cutlet", "veg", "vegetable", "vegetable broth", "vegetable cooking spray", "vegetable oil", "vegetable shortening", "vegetable soup", "veggy", "velveeta", "velveeta cheese", "venison", "vermicelli", "very banana", "very water", "vidalia onion", "vinegar", "virgin olive oil", "vodka", "walnut", "walnut halve", "walnut meat", "water", "water chestnut", "watercress", "watermelon", "wax", "wax bean", "well", "wesson oil", "wheat", "wheat bread", "wheat bread crumb", "wheat flour", "wheat germ", "wheat pastry flour", "whipped", "whipped cream", "whipping cream", "whiskey", "white", "white almond bark", "white bean", "white bread", "white cake", "white chicken", "white chocolate", "white chocolate chip", "white cooking wine", "white corn", "white corn meal", "white corn syrup", "white cornmeal", "white crab meat", "white flour", "white grape", "white grape juice", "white hominy", "white karo", "white karo syrup", "white kidney bean", "white mustard seed", "white onion", "white pepper", "white potato", "white raisin", "white rice", "white sauce", "white shoe peg corn", "white shoepeg corn", "white sugar", "white syrup", "white tuna", "white vinegar", "white wine", "white wine vinegar", "wide egg noodle", "wide noodle", "wiener", "wild rice", "wine", "wine vinegar", "wing", "worcestershire", "worcestershire sauce", "yam", "yeast", "yeast cake", "yellow bean", "yellow bell pepper", "yellow cake", "yellow cheese", "yellow corn", "yellow corn meal", "yellow cornmeal", "yellow food coloring", "yellow hominy", "yellow mustard", "yellow onion", "yellow pepper", "yellow rice", "yellow squash", "yellow wax bean", "yogurt", "zucchini"]