question archive Project: Food and Nutrition - Spring 2022 (Advanced EDA Part only Needed) OPIM 5512: Data Science Using Python - University of Connecticut The purpose of this project is to assess your skills on data wrangling and pre-processing, data wrangling, modeling, evaluation and technical communication

Project: Food and Nutrition - Spring 2022 (Advanced EDA Part only Needed) OPIM 5512: Data Science Using Python - University of Connecticut The purpose of this project is to assess your skills on data wrangling and pre-processing, data wrangling, modeling, evaluation and technical communication

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Project: Food and Nutrition - Spring 2022 (Advanced EDA Part only Needed)

Name: Project: Food and Nutrition - Spring 2022 (Advanced EDA Part only Needed) OPIM 5512: Data Science
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OPIM 5512: Data Science Using Python - University of Connecticut The purpose of this project is to assess your skills on data wrangling and pre-processing, data wrangling, modeling, evaluation and technical communication.

You will do this by exploring a comprehensive dataset on food items, their nutritional attributes, and how they are related to CHOLESTEROL.

Introduction (2.5 pts)

Read the following websites related to the dataset

Write at least five sentences about you are doing in this notebook. You may want to write this at the very end after you complete your analysis. Add a nice picture or two take make your notebook look nice.

List your group number and name of each project member.

Import Modules import pandas as pd import numpy as np import matplotlib.pyplot as plt import seaborn as sns

# read the data

# note how we can read from the website if we want to! you can also read from your google drive df =

pd.read_csv('https://corgis-edu.github.io/corgis/datasets/csv/food/ food.csv') df.head()

Category Description Nutrient Data Bank Number

Milk Milk, human 1100000
Milk Milk, NFS 1100000 2 Milk Milk, whole 1111000

Milk Milk, low sodium, whole 11111100
Milk Milk, calcium fortified, whole 11111150

Data.Alpha Carotene Data.Beta Carotene Data.Beta Cryptoxanthin \ 0 0 7 0

0 4 0
0 7 0
0 7 0
0 7 0

Data.Carbohydrate Data.Cholesterol Data.Choline Data.Fiber ...

6.89 14 16. .0 ...
4.87 8 7.9 0.0 ...
4.67 1 17.8 0.0 ...
4.46 14 16.0 0.0 ...
.67 12 17.8 0.0 ...

Data.Major Minerals.Phosphorus Data.Major Minerals.Potassium \ 0 14 51

03 57
101 150
86 25
101 150

Data.Major Minerals.Sodium Data.Major Minerals.Zinc \ 0 17 0.17

39 0.42
38 0.41
0.8
38 0.1

Data.Vitamins.Vitamin A - RAE Data.Vitamins.Vitamin B12 \

61 .05
59 0.56
3 0.54
29 0.6
32 0.5

Data.Vitamins.Vitamin B6 Data.Vitamins.Vitamin C Data.Vitamins.Vitamin E \

.011 5.

0.08

0.060 0.

0.03

0.061 0.0

0.05

0.04 0.9

0.08

0.061 0.0

0.05

Data.Vitamins.Vitamin K

[5 rows x 38 columns] df.info()

<class 'pandas.core.frame.DataFrame'> RangeIndex: 7083 entries, 0 to 7082

Data columns (total 38 columns):

# Column Non-Null Count Dtype

--- ------ -------------- ----- 0 Category 7083 non-null object 1 Description 7083 non-null object 2 Nutrient Data Bank Number 7083 non-null int64 3 Data.Alpha Carotene 7083 non-null int64 4 Data.Beta Carotene 7083 non-null int64

5 Data.Beta Cryptoxanthin 7083 non-null int64 6 Data.Carbohydrate 7083 non-null float64 7 Data.Cholesterol 7083 non-null int64 8 Data.Choline 7083 non-null float64 9 Data.Fiber 7083 non-null float64 10 Data.Lutein and Zeaxanthin 7083 non-null int64 11 Data.Lycopene 7083 non-null int64 12 Data.Niacin 7083 non-null float64 13 Data.Protein 7083 non-null float64 14 Data.Retinol 7083 non-null int64 15 Data.Riboflavin 7083 non-null float64 16 Data.Selenium 7083 non-null float64

Data.Sugar Total 7083 non-null float64
Data.Thiamin 7083 non-null float64 19 Data.Water 7083 non-null float64

Data.Fat.Monosaturated Fat 7083 non-null float64
Data.Fat.Polysaturated Fat 7083 non-null float64
Data.Fat.Saturated Fat 7083 non-null float64 23 Data.Fat.Total Lipid 7083 non-null float64 24 Data.Major Minerals.Calcium 7083 non-null int64 25 Data.Major Minerals.Copper 7083 non-null float64 26 Data.Major Minerals.Iron 7083 non-null float64 27 Data.Major Minerals.Magnesium 7083 non-null int64 28 Data.Major Minerals.Phosphorus 7083 non-null int64 29 Data.Major Minerals.Potassium 7083 non-null int64 30 Data.Major Minerals.Sodium 7083 non-null int64 31 Data.Major Minerals.Zinc 7083 non-null float64 32 Data.Vitamins.Vitamin A - RAE 7083 non-null int64 33 Data.Vitamins.Vitamin B12 7083 non-null float64

Data.Vitamins.Vitamin B6 7083 non-null float64
Data.Vitamins.Vitamin C 7083 non-null float64
Data.Vitamins.Vitamin E 7083 non-null float64 37 Data.Vitamins.Vitamin K 7083 non-null float64 dtypes: float64(22), int64(14), object(2) memory usage: 2.1+ MB

Read Data from Website (2.5 pts)

Read data from the website and print the shape
Use Python to count how many nutrients there are (including cholesterol).

df df.shape (7083, 38)

nutrients = [i for i in df.columns if i.startswith('Data') ] len(nutrients)

There are total 35 different nutrients in the data

Random Sampling (2.5 pts)

Take a random sample according to your Group Number (as given in HuskyCT).

• Shuffle the dataframe with a random seed equal to your group number, and then take a random sample of 90% of the original data without replacement (using your group number the random seed). from sklearn.utils import shuffle df_fn = shuffle(df,random_state=17)

df_fn = df.sample(frac=0.9, replace=False, weights=None, random_state=17, axis=None, ignore_index=False) df_fn.shape

(6375, 38)

Missing Values (5 pts)

Show two different ways of checking for missing values per column (you can use .info as one of them.) If there are missing values, impute them and provide motivation for why you are imputing. If there are no missing values, move on.

df_fn.info()

<class 'pandas.core.frame.DataFrame'> Int64Index: 6375 entries, 928 to 6266

Data columns (total 38 columns):

# Column Non-Null Count Dtype

--- ------ -------------- ----- 0 Category 6375 non-null object 1 Description 6375 non-null object 2 Nutrient Data Bank Number 6375 non-null int64 3 Data.Alpha Carotene 6375 non-null int64 4 Data.Beta Carotene 6375 non-null int64

5 Data.Beta Cryptoxanthin 6375 non-null int64 6 Data.Carbohydrate 6375 non-null float64 7 Data.Cholesterol 6375 non-null int64 8 Data.Choline 6375 non-null float64 9 Data.Fiber 6375 non-null float64 10 Data.Lutein and Zeaxanthin 6375 non-null int64 11 Data.Lycopene 6375 non-null int64 12 Data.Niacin 6375 non-null float64 13 Data.Protein 6375 non-null float64 14 Data.Retinol 6375 non-null int64 15 Data.Riboflavin 6375 non-null float64 16 Data.Selenium 6375 non-null float64

Data.Sugar Total 6375 non-null float64
Data.Thiamin 6375 non-null float64 19 Data.Water 6375 non-null float64

Data.Fat.Monosaturated Fat 6375 non-null float64
Data.Fat.Polysaturated Fat 6375 non-null float64
Data.Fat.Saturated Fat 6375 non-null float64 23 Data.Fat.Total Lipid 6375 non-null float64 24 Data.Major Minerals.Calcium 6375 non-null int64 25 Data.Major Minerals.Copper 6375 non-null float64 26 Data.Major Minerals.Iron 6375 non-null float64 27 Data.Major Minerals.Magnesium 6375 non-null int64 28 Data.Major Minerals.Phosphorus 6375 non-null int64 29 Data.Major Minerals.Potassium 6375 non-null int64 30 Data.Major Minerals.Sodium 6375 non-null int64 31 Data.Major Minerals.Zinc 6375 non-null float64 32 Data.Vitamins.Vitamin A - RAE 6375 non-null int64 33 Data.Vitamins.Vitamin B12 6375 non-null float64 34 Data.Vitamins.Vitamin B6 6375 non-null float64

Data.Vitamins.Vitamin C 6375 non-null float64
Data.Vitamins.Vitamin E 6375 non-null float64 37 Data.Vitamins.Vitamin K 6375 non-null float64 dtypes: float64(22), int64(14), object(2) memory usage: 1.9+ MB df_fn.isna().sum(axis = 0)

Category 0

Description 0 Nutrient Data Bank Number 0

Data.Alpha Carotene 0 Data.Beta Carotene 0 Data.Beta Cryptoxanthin 0

Data.Carbohydrate 0 Data.Cholesterol 0

Data.Choline 0 Data.Fiber 0

Data.Lutein and Zeaxanthin 0

Data.Lycopene 0 Data.Niacin 0

Data.Protein 0

Data.Retinol 0

Data.Riboflavin 0 Data.Selenium 0

Data.Sugar Total 0 Data.Thiamin 0 Data.Water 0

Data.Fat.Monosaturated Fat 0

Data.Fat.Polysaturated Fat 0

Data.Fat.Saturated Fat 0

Data.Fat.Total Lipid 0

Data.Major Minerals.Calcium 0 Data.Major Minerals.Copper 0 Data.Major Minerals.Iron 0 Data.Major Minerals.Magnesium 0

Data.Major Minerals.Phosphorus 0

Data.Major Minerals.Potassium 0

Data.Major Minerals.Sodium 0 Data.Major Minerals.Zinc 0

Data.Vitamins.Vitamin A - RAE 0

Data.Vitamins.Vitamin B12 0

Data.Vitamins.Vitamin B6 0

Data.Vitamins.Vitamin C 0

Data.Vitamins.Vitamin E 0 Data.Vitamins.Vitamin K 0 dtype: int64

Analysis of the missing values

missing_percent = df_fn.isnull().sum() * 100 / len(df_fn) missing_value = pd.DataFrame({'column_name': df_fn.columns,

'missing_percent': missing_percent})

missing_value.sort_values("missing_percent").plot(kind='bar',x='column _name',y='missing_percent',figsize=(15, 5))

<matplotlib.axes._subplots.AxesSubplot at 0x7fef4857fd10>

Literature Review and Basic EDA (23 pts)

Lit review (10 pts)

There is wonderful information on each of the nutrients here:

• https://corgis-edu.github.io/corgis/csv/food/

Tell a story about different food products and their cholesterol values - what do they have in common? What foods are high in cholesterol? Which nutrients are most correlated with cholesterol? Back your analysis up with at least 10 citations - cite them inline [1] and also as a list below so we know where you got the source.

Citations

1. "How to Calculate Net Carbs for Keto in 2 Simple Steps"

(https://www.trifectanutrition.com/blog/how-to-calculate-net-carbs-for-keto-in-2 simple-steps)

high = df_fn['Data.Cholesterol'].max()

highest_row = df_fn[df_fn["Data.Cholesterol"] == high]

low = df_fn['Data.Cholesterol'].min()

lowest_row = df_fn[df_fn["Data.Cholesterol"] == low]

print("The food categories {0} are having highest Cholesterol values:

{1}".format(highest_row["Category"].to_list(), highest_row["Data.Cholesterol"].to_list()[0])) print("The food categories {0} are having lowest Cholesterol values:

{1}".format(lowest_row["Category"].to_list(), lowest_row["Data.Cholesterol"].to_list()[0]))

The food categories ['Brains'] are having highest Cholesterol values:

3074

The food categories ['Cereal (General Mills Cheerios Protein)',

'Cookie', 'Turnip greens', 'Fruit', 'Pie', 'Plantain', 'Energy drink (SoBe Energize Energy Juice Drink)', 'Black beans', 'Bread', 'Cereal

(General Mills Chex Rice)', 'Black beans', 'Margarine', 'Roll', 'Peanut butter sandwich', 'Guava nectar', 'Soft drink', 'Rice cereal with bananas', 'Almonds', 'Industrial oil as ingredient in food', 'Summer squash', 'Apple-sweet potato juice', 'Prunes with oatmeal',

'Wine', 'Potato', 'Coconut', 'Oatmeal', 'Cereal (General Mills Fiber One)', 'Pear', 'Frankfurter or hot dog', 'Potato salad', 'Oat bran',

'Cabbage', 'Rum and cola', 'Celery', 'Tom Collins', 'Tangerine',

'Peach', 'Potato chips', 'Classic mixed vegetables', 'Green beans',

'Italian dressing', 'Fruit flavored drink', 'Green peas', 'Roll',

'Papaya', 'Infant formula', 'Snack cake', 'Cookie', "Cereal (Kellogg's Special K Red Berries)", 'Chives', 'Infant formula', 'Tahini', 'Infant formula', 'Cookie', 'Margarita mix', 'Watercress', 'Lemonade', 'Pakora', 'Bread', 'Energy drink', 'Noodles', 'Miso sauce', 'Soy chips', 'Pie', 'Bagel chips', 'Tortilla chips', 'Cookie', 'Infant formula', 'Nutritional powder mix (EAS Soy Protein Powder)', 'Chewing gum', 'Nectarine', 'Black beans', 'Almonds', 'Cookie', 'Tea', 'Muffin', 'Broccoli', 'Beans and tomatoes', 'Soybean curd', 'Cookie',

'Bread', 'Breakfast tart', 'White beans', 'Corn', 'Crackers',

'Cactus', 'Cereal', 'Jelly sandwich', 'Bread', 'Tea', 'Collards',

'Beans', 'Rice', 'Cereal (General Mills Raisin Nut Bran)', 'Bread',

'Pinto beans', 'Potato tots', 'Egg', 'Winter squash', 'Cereal (Malt-O-

Meal Corn Bursts)', 'Infant formula', 'Bread', 'Peas', 'Coffee', 'Cauliflower', 'Eggplant', 'Bread', 'Infant formula', 'Russian dressing', 'Seabreeze', 'Cauliflower', 'Coffee', 'Potato sticks', 'Tea', 'Fig', 'Coffee', 'Energy drink', 'Pita chips', 'Tomato vegetable soup with noodles', "Cereal (Kellogg's Special K Vanilla Almond)", 'Snowpea', 'Rice', 'Potato tots', 'Artichoke', 'Rice', 'Energy drink (NOS)', 'Chocolate milk', 'Mustard greens', 'Almond oil', 'Raspberries', 'Kale', 'Tea', 'Potato', 'Mushroom soup', 'Fruit and vegetable smoothie', 'Cereal (Uncle Sam)', 'Mixed nuts', 'Grapefruit juice', 'Carrots', 'Coffee', 'Almonds', 'Collards',

'Infant formula', 'Tea', 'Pretzels', 'Enchilada sauce', 'Lettuce',

'Graham crackers', 'Bluberries', 'Popcorn', 'Lettuce', 'Pears', 'Cereal or granola bar', 'Grits', 'Pie', 'Tea', 'Tamale', 'Orange juice', 'Crackers', 'Pickles', 'Classic mixed vegetables', 'Pineapple', 'Oatmeal', 'Broccoflower', 'Baked beans', 'Rice', 'Cookie', 'Seaweed', 'Pecans', 'Apple juice', 'Kidney beans', 'Sugar substitute', 'Potatoes', 'Popcorn', 'Whipped topping', 'Oatmeal', 'Trail mix', 'Coffee creamer', 'Infant formula', 'Bread', 'Fruit snacks candy', 'Potato', 'Rice', 'Sugar substitute', 'Chestnuts', 'Bread', 'Waffle', 'Pretzel chips', 'Pretzels', 'Blueberry pie filling', 'Water', 'Bread', 'Crackers', 'Olives', 'Pie', 'Bananas', "Cereal (Kellogg's Crispix)", 'Jai', 'Almond milk', 'Tea', "Cereal

(Kellogg's Cracklin' Oat Bran)", 'Mixed vegetable juice', 'Rice', 'Infant formula', 'Cereal (General Mills Lucky Charms)', 'Turnover or dumpling', 'Bread', 'Energy drink (Mountain Dew AMP)', 'Pie', 'Carrot juice', 'Jelly sandwich', 'Rice', 'Infant formula', 'Cereal or granola bar', 'Soft drink', 'Fruit smoothie', 'Crackers', 'Pie', 'Gazpacho', 'Pasta', 'Cereal or granola bar (KIND Fruit and Nut Bar)', 'Tamarind candy', 'Mixed vegetables', 'Tortilla chips', 'Rice', 'Apple-grape juice', 'Orange Blossom', 'Rice', 'Coffee', 'Korean dressing or marinade', 'Cookie', 'Lemonade', 'Plum', 'Popcorn chips', 'Bulgur', 'Gelatin dessert', 'Mexican chocolate', 'Infant formula', 'Rice', 'Pink beans', 'Chow mein or chop suey', 'Tortilla chips', 'Fruit salad', 'Honey', 'Crackers', 'Coffee creamer', 'Cereal (Post Great Grains Raisins', 'Popcorn', 'Cobbler', 'Bread', 'Seaweed', 'Pears', 'Rob Roy', 'Pecans', 'Dietetic or low calorie mints', 'Applesauce and apricots', 'Bread', 'Pear', 'Sweet potato chips', 'Rice', 'Pie shell',

'Cereal (Quaker Oatmeal Squares)', 'Brussels sprouts', 'Crackers', 'Bean dip', 'Meat broth', 'Corn', 'Almond milk', 'Fruit flavored drink', 'Licorice', 'Cereal', 'Bread', 'Chutney', 'Bread', 'Spinach', 'Dutch apple dessert', 'Scotch', 'Onions', 'Iced Tea / Lemonade juice drink', 'Apples', 'Cereal (General Mills Cheerios Apple Cinnamon)', 'Pepper', 'Bread', 'Black bean sauce', 'Chocolate milk', 'Onions',

'Soy sauce', 'Potato chips', 'Potato', "Cereal (Kellogg's Honey Smacks)", 'Hard candy', 'Sesame dressing', 'Egg', 'Corn chips', 'Aloe vera juice drink', 'Cucumber salad made with cucumber and vinegar', 'Tea', 'Cookie', 'Popcorn', 'Sweet potato', 'Potato', 'Wheat germ',

'Popcorn', 'Green beans', 'Split peas', 'Pinto beans', 'Celery',

'Sangria', 'Turnover or dumpling', 'Chocolate-flavored sprinkles',

'Flavored rice', 'Cherry pie filling', 'Energy drink (No Fear

Motherload)', 'Pastry', 'Black beans', "Cereal (Kellogg's Raisin Bran Crunch)", 'Cashew butter', 'Potato only from Puerto Rican mixed dishes', 'Coffee and chicory', 'Cream of wheat', 'Barbecue sauce', 'Popcorn', 'Wax candy', 'Infant formula', 'Vada', 'Yeast extract spread', "Cereal (Kellogg's All-Bran Complete Wheat Flakes)", 'Sugared pecans', 'Muffin', 'Tea', 'Fruit dessert', 'Applesauce with bananas', 'Nutritional powder mix', 'Romaine lettuce', 'Potato sticks', 'Infant formula', 'Rum cooler', 'Cranberry juice', 'Grapefruit', 'Cereal (General Mills Honey Nut Clusters)', 'Persimmon', 'Vegetable oil',

'Shortening', 'Beef broth', 'Cookie', 'Cereal (Malt-O-Meal Blueberry

Muffin Tops)', 'Potato chips', 'Tequila Sunrise', 'Sugar', 'Crisp',

'Creamy dressing', 'Carrots and peas', 'Pepper', 'Potato chips', 'Millet', 'Sugar', 'Green beans', 'Waffle', 'Potato salad', 'Energy

Drink', 'Muffin', 'Summer squash', 'Muffin', 'Popcorn', 'Onions',

'Lima beans', 'Cherries', 'Pie', 'Blueberry juice', 'Potato chips', 'Marshmallow', 'Sushi roll', 'Seaweed', 'Almond milk', 'Summer squash', 'Rice', 'Apple-fruit juice blend', 'Sugar substitute', 'Fruit flavored drink', 'Broccoli raab', 'Cabbage soup', 'Green beans', 'Crackers', 'Coffee', 'Dandelion greens', 'Cookie', 'Tomatoes',

'Jelly', 'Infant formula', 'Kidney beans', 'Crackers', 'Energy drink (XS Gold Plus)', 'Infant formula', 'Crackers', 'Upma', 'Infant formula', 'Energy drink (XS)', 'Tomato juice', 'Lentils', 'Cereal or granola bar (General Mills Nature Valley Sweet and Salty Granola Bar)', 'Papaya nectar', 'Bread', 'Coffee', 'French or Catalina dressing', 'Vegetables', 'Dutch apple dessert', 'Sugar substitute', 'Pretzels', 'Cereal (General Mills Cocoa Puffs)', 'Summer squash',

'Potato chips', 'Rice', 'Cookie', 'Sunflower seeds', 'Peanuts',

'Rice', 'Cream of wheat', 'Yogurt and fruit snack', 'Pina Colada', 'Cereal or granola bar', 'Taro chips', 'Infant formula', 'Muffin',

'Carbonated water', 'Banana', 'Rice', 'Pie', 'Apple-cherry juice',

'Carrots', 'Taffy', 'Tofu and vegetables including carrots', 'Icing', 'Tea', 'Cereal', 'Fruit juice drink', 'Barley soup', 'Sesame Crunch',

'Infant formula', 'Basil', 'Pretzels', 'Plums', 'Sunflower seeds',

'Corn', 'Corn chips', 'Nonalcoholic malt beverage', 'Infant formula', 'Asparagus', 'Tamarind drink', 'Bread', 'Fruit dessert', 'Hot chocolate / Cocoa', 'Pasta', 'Infant formula', 'Mole sauce', 'Tofu and vegetables excluding carrots', 'Popcorn', 'Lentils', 'Snowpeas', 'Fruit mixture', 'Peach', 'Roll', 'Pretzels', 'Rice', 'Whiskey and water', 'Rice cereal with mixed fruits', 'Meringues', 'Infant formula', 'Cranberry juice blend', 'Cake', 'Papaya', 'Pie', 'Beans and rice', 'Honeydew melon', 'Banana with mixed berries', 'Apples and pears', 'Beer', 'Roll', 'Halvah', 'Cereal', 'Sweet potato fries', 'Popcorn', 'Pretzels', 'Soft drink', 'Lime juice', 'Cookie', 'Potato chips', 'Crackers', 'Currants', 'Cabbage salad or coleslaw', 'Grits', 'Green peas', 'Cashews', 'Peach', 'Barley', 'Summer squash',

'Collards', 'Green beans', 'Gerber Finger Foods', 'Muffin', 'Bread', 'Beet greens', 'Energy drink', 'Whiskey and cola', 'Crackers', 'Green peas', 'Potato chips', 'Pastry', 'Black beans', 'Salad dressing', 'Wasabi peas', 'Coffee', 'Applesauce and apricots', 'Rice cereal',

'Popsicle', 'Candy', 'Potato', 'Peanut butter sandwich', 'Fruit bar', 'Coffee', 'Mixed vegetables', 'Crisp', 'Sopaipilla', 'Fruit juice drink', 'Black beans and rice', 'Pie', "Cereal (Quaker Cap'n Crunch's

Peanut Butter Crunch)", 'Pear', 'Peach cobbler', 'Infant formula', 'Taco sauce', "Cereal (Barbara's Puffins)", 'Fruit and vegetable smoothie', 'Steak sauce', 'Manhattan', 'Lime', 'Kidney beans', 'Soy milk', 'Cereal (Malt-O-Meal Golden Puffs)', 'Grits', 'Tea', 'Bread', 'Cereal (Post Great Grains', 'Infant formula', 'Coffee', 'Butterscotch morsels', 'Cookie', 'Popcorn', 'Water Chesnut', 'Pistachio nuts', 'Cookie', 'Soft drink', 'Watermelon', 'Bread', 'White beans',

'Radicchio', 'Cookie', 'Chicory beverage', 'Pie', 'Lo mein', "Reese's Pieces", 'Fruit flavored drink', 'Blackeyed peas', 'Popcorn', 'Pears and pineapple', 'Cereal', 'Cornmeal coconut dessert', 'Noodles', 'Infant formula', 'Soft drink', 'Hot chocolate / Cocoa', 'Cabbage',

'Cashews', 'Cookie', 'Infant formula', 'Soft fruit confections', 'Mango', 'Crackers', 'Cookie', 'Pears and pineapple', 'Infant formula', 'Potato chips', 'Pinto beans', 'Bread', 'Old fashioned', 'Lentil curry', 'Mixed cereal with applesauce and bananas', 'Cereal or granola bar (Quaker Chewy Granola Bar)', 'Cake made with glutinous rice and dried beans', 'Fruit butter', 'Empanada', 'Sweet potato', 'Gelatin dessert', 'Corn pone', 'Apple juice', 'Rice', 'Meatball', 'Bread', 'Rice', 'Mimosa', 'Bread', 'Infant formula', 'Caramel with nuts', "Cereal (Kellogg's Corn Pops)", 'Margarine-oil blend', 'Rice', 'Popcorn', 'Coconut oil', 'Potato', 'Tortilla', 'Cereal (General Mills

Chex Cinnamon)', 'Cereal (Post Honey Bunches of Oats with Almonds)', 'Crackers', 'Rice', 'Waffle', 'Radishes', 'Quinoa', 'Almond butter',

"Cereal (Quaker Honey Graham Oh's)", 'Pinto beans and brown rice',

'Pie', 'Cookie', 'Coffee', 'Chow fun noodles with vegetables',

'Bread', 'Rice', 'Pepper', 'Cereal or granola bar', 'Rice',

'Guacamole', 'Green peas', 'Fruit peel', 'Chow mein or chop suey',

'Bread', 'Muffin', 'Bread', 'Pears and pineapple', 'Roll', 'Sambar',

'Cereal beverage with beet roots', 'Muffin', 'Peach', 'Apricots', 'Barley', 'Bread', 'Mushrooms', 'Soft drink', 'Pancake syrup', 'Yogurt covered fruit snacks candy rolls', 'Potato tots', 'Cookie', 'Carrots', 'Carrots', 'Quinoa', 'Apple pie filling', 'Mango', 'Rice cereal with apples', 'Vegetable curry', 'Bagel', 'Potato', 'Cookie', 'Orange juice', 'Coffee', 'Beef broth', 'Refried beans', 'Pinto beans and white rice', 'Infant formula', 'Rum', 'Bread', 'Bread', 'Pecans', 'Dutch apple dessert', 'Bloody Mary', 'Fuzzy Navel', 'Cereal (Kashi

GOLEAN)', 'Cookie', 'Oatmeal', 'Peaches', 'Soy sauce', 'Potato chips', 'Rice paper', 'Roll', 'Sweet potato fries', 'Persimmon', 'Cereal (Post

Raisin Bran)', 'Prune juice', 'Cornmeal mush', 'Creamsicle', 'Kale',

'Cookie', 'Martini', 'Infant formula', 'Cookie', 'Hard cider', "Cereal

(Kellogg's Special K Blueberry)", 'Fruit and vegetable smoothie', 'Bread', 'Cereal (General Mills Chex Chocolate)', 'Applesauce with cherries', 'Sweet potato', 'Cauliflower', 'Black beans and brown rice', 'Crackers', 'Gin fizz', 'Crackers', 'Tabbouleh', 'Peas and carrots', 'Infant formula', 'Potato chips', 'Tortilla chips', 'Frozen coffee drink', 'Chocolate beverage powder', 'Kimchi', 'Crackers', 'Pepper', 'Sweet potato tots', 'Almond paste', 'Fruit dessert', 'Fruit smoothie juice drink', "Cereal (Kellogg's Cocoa Krispies)", 'Peanut butter sandwich', 'Potato', 'Rice', 'Prune', 'Asian stir fry vegetables', 'Sesame oil', 'Soft drink', 'Soup', 'Carrots', 'French toast sticks', 'Potato', 'Sweet potato', 'Crackers', 'Mixed seeds', 'Cereal (General Mills Cheerios Oat Cluster Crunch)', 'Cabbage', 'Onions', 'Cress', 'Infant formula', 'Bagel', 'French or Catalina dressing', 'Channa Saag', 'Bananas and pineapple', 'Cereal or granola bar', 'Fruit juice drink', 'Stuffed tomato', 'Eggplant', 'Classic mixed vegetables', 'Rice', 'Cream of rye', 'Jelly sandwich', 'Frozen fruit juice bar', 'Congee', 'Rice', 'Energy drink (Red Bull)', 'Tea', 'Pepper', 'Coffee', 'Peaches', 'Beans and brown rice', 'Gelatin shot', 'Grape juice', 'Summer squash', 'Infant formula', 'Cereal (Post Grape-

Nuts)', 'Coffee creamer', 'Tea', 'Crumpet', 'Biscuit', 'Flavored rice and pasta mixture', 'Rice', 'Peas', 'Brandy and cola', 'Bread', 'Strawberries', 'Infant formula', 'Macaroni or pasta salad', 'Coffee',

'Bean cake', 'Orange', 'Cereal (Kashi Autumn Wheat)', 'Tea',

'Vegetable submarine sandwich', 'Hush puppy', 'Rice', 'Soft drink',

'Crackers', 'Rice', 'Bread', 'Crackers', 'Peaches', 'Potato', 'Applesauce with cherries', 'Hot pepper sauce', 'Roll', 'Mango dessert', 'Sloe gin fizz', 'Pear', 'Olive tapenade', 'Roll', 'Avocado', 'Infant formula', 'Pears', 'Vegetables as ingredient in curry', 'Blueberries', 'Pineapple', 'Cucumber salad', 'Tomatoes', 'Cookie', 'Coffee', 'Pomegranate', 'Rice', 'Rutabaga', 'Pastry',

'Cereal (Post Fruity Pebbles)', 'Rice', 'Fruit flavored drink', 'Infant formula', 'Tea', 'Fruit mixture', 'Wine', 'Crisp', 'Textured vegetable protein', 'Fruit juice', 'Infant formula', 'Soy milk', 'Lemonade', 'Soy based sauce', 'Soft drink', 'Beets', 'Coffee creamer', 'Multigrain', 'Falafel', 'Squash', 'Popcorn', 'Cookie', 'Coffee creamer', 'Bread', 'Infant formula', 'Soup', 'Applesauce', 'Potato tots', 'Wheat bread as ingredient in sandwiches', 'Fruit juice drink', 'Cereal (General Mills Cookie Crisp)', 'Mixed nuts', 'Mai Tai', 'Lo mein', 'Infant formula', 'Pear nectar', 'Sweet potato',

'Bagel', 'Corn chips', 'Soft drink', 'Pear', 'Black beans', 'Rice', 'Wine spritzer', 'Asparagus', 'Nutrition bar (Clif Bar)', 'Infant formula', 'Cookie', 'Green peas', 'Fruit punch', 'Crackers', 'Bananas and pineapple', 'Beans', 'Spanish rice', 'Pancake syrup', 'Infant formula', 'Blackberries', 'Coffee', 'Rice', 'Rice', 'Crackers', 'Mustard greens', 'Cereal (General Mills Chex Honey Nut)', 'Pie',

'Injera', 'Pepper', 'Pretzels', 'Relish', 'Cranberry juice blend',

'Vegetable mixture', 'Coffee', 'Tea', 'Classic mixed vegetables', 'Spinach', 'Cookie', 'Rice', 'Fruit flavored drink', 'Bread', 'Orangeapple-banana juice', 'Cobbler', 'Peppers', 'Apple-raspberry', 'Wine', 'Applesauce with cherries', 'Agave liquid sweetener', 'Apricot', 'Soft drink', 'Crackers', 'Infant formula', 'Rice', 'Corn chips', 'Vegetable curry with rice', 'Tea', 'Crackers', 'Onion flavored rings', 'Tamarind', 'Grapefruit juice', 'Muffin', 'Egg white omelet', 'Water', 'Prunes', 'Breadsticks', 'Dietetic or low calorie candy', 'Apple juice', 'Soft drink', 'Masa harina', "Cereal (Kellogg's Special K)",

'Bread', 'Bagel', 'Coffee', 'Turnip greens', 'Cookie', 'Coffee', 'French or Catalina dressing', 'Kidney beans and brown rice', 'Coffee substitute', 'Onions', 'Rice with raisins', 'Turnip greens', 'Nutritional powder mix', 'Fruit juice drink', 'Jelly sandwich', 'Fruit juice blend', 'Tomato soup', 'Cake or pancake made with rice flour and/or dried beans', 'Popcorn', 'Lemonade', 'Grape juice', 'Cookie', 'Infant formula', 'Coffee creamer', 'Green pepper',

'Chocolate milk drink', 'Cereal (General Mills Chex Wheat)',

'Butterfinger Crisp', 'Red pepper', 'Cranberries', 'Energy drink

(Rockstar)', 'Carrots', 'White beans', 'Banana apple dessert', 'Wine',

'Pinto beans', 'Cookie', 'Sugar', 'Soy nut butter', 'Pretzels',

'Bagel', 'Corn pone', 'Cashews', 'Rice', 'Okra', 'Oatmeal', 'Rice', 'Peas and brown rice', 'Yellow rice', 'Sweet potato', 'Tortilla chips', 'Pineapple juice', 'Stewed potatoes with tomatoes', 'Bread', 'Fondant', 'Frozen daiquiri mix', 'Orange juice', 'Potato', 'Coffee', 'Infant formula', 'Tomato juice cocktail', 'Spinach', 'Green beans',

'Cream of wheat', 'Cereal or granola bar (Quaker Granola Bites)',

"Cereal (Kellogg's Corn Flakes)", 'Italian Ice', 'Bread',

'Strawberries', 'Plums', 'Energy drink (Vault)', 'Rice', 'Water',

'Cookie bar', 'Soy nuts', 'Tea', 'Tea', 'Sweet potato tots', 'Pina

Colada', 'Spinach', 'Dietetic or low calorie gumdrops', 'Bread', 'Canadian Club and soda', 'Cookie', 'Sugar substitute and sugar blend', 'Potato chips', 'Peanuts', 'Salad dressing', 'Broccoli and cauliflower', 'Cherries', 'Cereal or granola bar (Quaker Chewy 90 Calorie Granola Bar)', 'Fruit smoothie', 'Chocolate milk', 'Popsicle', 'Turnip', 'Crackers', 'Pretzels', 'Chard', 'Bread', 'Topping', 'Sweet potato fries', 'Pie', 'Vegetarian chili', 'Coffee', 'Cucumber', 'Refried beans', 'Breakfast tart', 'Infant formula', 'Potato',

'Chickpeas', 'Sour cream', 'Mixed nuts', 'Potato chips', 'Rice', 'Margarine-oil blend', 'Topping', 'Cookie', 'Meat substitute', 'Peanut butter sandwich', 'Bread', 'Pretzels', 'Energy drink', 'Potato', 'Beer', 'Tea', 'Jagerbomb', 'Corn oil', 'Melba toast', 'Banana nectar', 'Potato chips', 'Milk', 'Vegetables and rice', 'Cereal or granola bar', 'Taco shell', 'Margarine-oil blend', 'Sun-dried tomatoes', 'Cereal', 'Graham crackers (Teddy Grahams)', 'Roll', 'Rice', 'Bagel', 'Fruit juice blend', 'Coconut water', 'Apricot nectar', 'Ripe plantain', 'Cookie', 'Tea', 'Sweet potato fries', 'Salsa', 'Rice', 'Peach nectar', 'Cookie', 'Peanut butter and jelly sandwich', 'Safflower oil', 'Sports drink', 'Roll', 'Buffalo sauce', 'Coffee', 'Sweet potatoes', 'Almonds', 'Roll', 'Flax seeds', 'Greens', 'Crackers', 'Soybean curd cheese', 'Apples and pears', 'Infant formula', 'Chickpeas', 'Cucumber', 'Brandy', 'Cereal (General Mills

Cheerios Berry Burst)', 'Fruit juice beverage', 'Black beans',

'Potato', 'Potato salad', 'Eggplant', 'Pretzels', 'Sweet potatoes',

'Vodka and diet cola', 'Fig', 'Popcorn', 'Chocolate milk',

'Cranberries', 'Roll', 'Cereal or granola bar', 'Bread', 'Wine', 'Cereal (Post Honey Bunches of Oats Honey Roasted)', 'Strawberry milk', "Cereal or granola bar (Kellogg's Nutri-Grain Fruit and Nut Bar)", 'Infant formula', 'Soup', 'Infant formula', 'Cereal (Post Shredded Wheat)', 'Rice', 'Infant formula', 'Soft drink', 'Fruit

Supreme dessert', 'Cabbage', 'Fruit cocktail', 'Taco shell', 'Beans', 'Mixed nuts', 'Glug', 'Soft drink', 'Fruit flavored snack', 'Mojito', 'Snow cone', 'Starfruit', 'Oatmeal cereal with fruit', 'Rice', 'Tea', 'Broccoli', 'Yogurt', 'Corn', 'Fava beans', 'Wheat bran', 'Energy drink (Monster)', 'Raspberries', 'Corn', 'Popcorn', 'Peanuts', 'Mushrooms', 'Crackers', 'Rice', 'Cauliflower', 'Vegetable soup', 'Bagel', 'Whiskey sour', 'Cherries', 'Corn', 'Banana chips', 'Soft drink', 'Infant formula', 'Buckwheat groats', 'Roll', 'Muffin', 'Trail mix with nuts and fruit', 'Nougat', 'Nuts', 'Coffee', 'Bulgur', 'Apple-raspberry', 'Green banana', 'Frankfurter or hot dog sandwich',

'Peanut butter', 'Lemon', 'Apricot', 'Rice', 'Potato', 'Grapes', 'Whole wheat cereal with apples', 'Broccoli', 'Bagel', 'Potato',

'Strawberry beverage powder', 'Long rice noodles', 'Olives', 'Rice', 'Bread', 'Green peas', 'Pie', 'Date candy', 'Snow cone', 'Turnip greens', 'Muffin', 'Passion fruit', 'Olives', 'Cookie', "Cereal (Kellogg's Frosted Flakes)", 'Cookie', 'Apple-peach juice', 'Cereal or granola bar', 'Italian Ice', 'Vegetable chips', 'Coconut water', 'Breakfast link', 'Corn syrup', 'Puerto Rican seasoning without ham and tomato sauce', 'Sports drink (Powerade)', 'Pretzels', 'Haupia', 'Chickpeas', 'Garlic bread', 'Blueberries', 'Iced Tea / Lemonade juice drink', 'Orange juice beverage', 'Rice', 'Lychee', 'Long Island iced tea', 'Breakfast bar', 'Sports drink', 'Pinto beans and rice', 'Tea',

'Potato chips', 'Brazil nuts', 'Tea', 'Pie shell', 'Rice', 'Relish',

'Cereal (General Mills Golden Grahams)', 'Mixed fruit juice',

'Pretzels', 'Cookie', 'Tomato soup', 'Caramel dip', 'Pineapple', 'Vegetable broth', 'Bananas', 'Crackers', 'Soybean oil', 'White beans', 'Crackers', 'Shirley Temple', 'Frozen mocha coffee drink', 'Chocolate milk', 'Vegetable and fruit juice drink', 'Wheat germ oil', 'Mushroom', 'Applesauce', 'Rice', 'Blackeyed peas', 'Rice', 'Cashews',

'Pistachio nuts', 'Potato chips', 'Cereal (Malt-O-Meal Coco-Roos)', 'Jam', 'Peas', 'Sesame seeds', 'Wine', 'Potato chips', 'Other vegetables as ingredient in omelet', "Cereal or granola bar (Kellogg's Nutri-Grain Cereal Bar)", 'Vegetarian', 'Rice', 'Cereal (General Mills Kix)', 'Infant formula', 'Almond butter', 'Cookie', 'Buckwheat groats', 'Cilantro', 'Green peas', 'Coffee', 'Roll', 'Peanut oil', 'Cereal', 'Potato chips', 'Bread', 'Cereal', 'Beans', 'Flaxseed oil', 'Chewing gum', 'Whiskey', 'Infant formula', 'Corn', 'Rice with onions', "Cereal (Kellogg's Froot Loops)", 'Chocolate syrup', 'Seven and Seven', 'Raw vegetable', 'Lime juice', 'Roll', 'Kidney beans', 'Frozen daiquiri mix', 'Apple-banana juice', 'Infant formula', 'Cereal', 'Cereal (Malt-O-Meal Marshmallow Mateys)', 'Tomato and cucumber salad made with tomato', 'Peach', 'Cookie', 'Chocolate', 'Papaya juice', 'Cranberry juice drink', 'Poi', 'Roll', 'Whole wheat cereal', 'Passion fruit juice', 'Cereal (Quaker Christmas Crunch)',

'Millet', 'Fruit juice drink (Sunny D)', 'Infant formula', 'Cereal

(General Mills Count Chocula)', 'Cookie', 'Soy milk', 'Tea', 'Carbonated water', 'Sugar substitute', 'Seaweed', 'Peanut butter and jelly sandwich', 'Tea', 'Casabe', 'Rice noodles', 'Vodka and water', 'Energy drink (Ocean Spray Cran-Energy Juice Drink)', 'Cereal (General Mills Cheerios Banana Nut)', 'Lentils', 'Cookie', 'Cereal or granola bar (General Mills Nature Valley Chewy Trail Mix)', 'Bread', 'Cereal or granola bar (Kashi Crunchy)', 'Sandwich spread', 'Sugar', 'Infant formula', 'Canola oil', 'Bruschetta', 'Beets', 'Popcorn', 'Popcorn', 'Soft drink', 'Apricots', 'Broccoli', 'Fruit juice', 'Ginger root',

'Water', 'Fruit leather and fruit snacks candy', 'Orange juice',

'Tea', 'Rice cereal with applesauce and bananas', 'Oatmeal', 'Grits', 'Tomatoes', 'Lettuce', 'Egg roll', 'Plums', 'Rice', 'Potato', 'Sweet potato tots', 'Oatmeal cereal', 'Cookie', 'Syrup', 'Peach cobbler', 'Cake', 'Gordita/sope shell', 'Tomato vegetable soup', 'Cereal (MaltO-Meal Toasted Oat Cereal)', 'Rice', 'Cordial or liqueur', 'Oatmeal beverage with water', 'Coconut milk', 'Rice', 'Noodle soup', 'Simple syrup', 'Tequila', 'Stewed potatoes', 'Coffee creamer',

'Worcestershire sauce', 'Crackers', 'Cereal beverage', 'Rice', 'Fruit smoothie', 'Peanut butter', 'Cereal (Malt-O-Meal Tootie Fruities)',

'Jelly', 'Lima beans', 'Fruit juice drink', 'Macadamia nuts', 'Muffin', 'Yokan', 'Quinoa', 'Chinese pancake', 'Bread', 'White beans', 'Bagel', 'Sorbet', 'Chicken', 'Fruit salad', 'Coffee', 'Crackers', 'Coffee', 'Flavored pasta', 'Sunflower seeds', 'Wine',

'Carrots', 'Bananas with apples and pears', 'Margarita', "Cereal

(Nature's Path Organic Flax Plus)", 'Soy milk', 'Peanut sauce',

'Soybean curd', 'Coffee', 'Cereal (Post Cocoa Pebbles)', 'Cereal

(General Mills Cheerios Fruity)', 'Peanuts', 'Bread', 'Marie biscuit',

'Cookie', 'Green peas', 'Breadsticks', 'Tortilla chips', 'Squash',

'Oatmeal cereal with bananas', 'Cereal (Kashi GOLEAN Crunch Honey Almond Flax)', 'Hummus', 'Oatmeal', 'Mustard greens', 'Kidney beans and rice', 'Tomato soup', 'Potato chips', 'Crackers', 'Rice with stewed beans', 'Vegetable noodle soup', 'Hot chocolate / Cocoa', 'Beans', 'Vermicelli', 'Peanut butter', 'Artichoke', 'Infant formula',

'Wine', 'Rice', 'Gravy', 'Bread', 'Muffin', "Cereal or granola bar

(Kellogg's Nutri-Grain Yogurt Bar)", 'Gin Rickey', 'Sangria',

'Oatmeal', 'Raisins', 'Peanut butter', 'Ketchup', 'Kohlrabi', 'Rice', 'Almonds', 'Strawberry juice', 'Almonds', 'Brussels sprouts', 'Bacon bits', 'Sweet potato', "Cereal (Malt-O-Meal Honey Nut Toasty O's)", 'Marshmallow', 'Cereal (Malt-O-Meal Cinnamon Toasters)', 'Lemon juice', 'Coffee creamer', 'Coconut', 'Bread', 'Energy drink', 'Roll', 'Vegetable soup', 'Potato', 'Pie', 'Cabbage', 'Classic mixed vegetables', 'Mango', 'Rice', 'Chocolate beverage powder', 'Soy milk',

'Mayonnaise', 'Mushrooms', 'Papaya', 'Breadsticks', 'Tomato aspic', 'Sugar cane beverage', 'Beans and tomatoes', 'Summer squash', 'Frozen daiquiri', "Cereal (Kellogg's Special K Chocolatey Delight)", 'Infant formula', 'Almond milk', 'Coffee', 'Beer', 'Peas', 'Cereal (Quaker Life)', 'Cranberry sauce', 'Turnip', 'Crisp', 'Horchata beverage',

'Roll', 'Cashews', 'Iced Coffee', 'Cereal (General Mills Cinnamon

Toast Crunch)', "Cereal (General Mills Reese's Puffs)", 'Carrots',

'Egg white omelet', 'Tortilla', 'Sweet potato tots', 'Garlic',

'Chocolate milk', 'Cereal or granola bar (General Mills Fiber One

Chewy Bar)', 'Tea', 'Congee', 'Cookie', 'Cookie', 'Kiwi fruit', 'Tomato and vegetable juice', 'Rice', 'Broccoli', 'Beans and white rice', 'Beer', 'Infant formula', 'Bagel', 'Macaroni or pasta salad', 'Coffee', 'Mung beans', 'Tamarind', 'Spinach', 'Pretzels', 'Potato', 'Rice', 'Tortilla chips', 'Apricot', 'Popcorn', 'Bread', 'Pasta with vegetables', 'Bread', 'Cookie', 'Cereal (General Mills Honey Kix)', 'Singapore Sling', 'Luncheon slice', 'Energy drink', 'Yeast', 'Bread',

'Potato', 'Dosa (Indian)', 'Pear', 'Fruit juice blend', 'Pie',

'Greens', 'Coffee', 'Leek', 'Oatmeal', 'Coffee', 'Cookie', 'Coffee', 'Lentil curry with rice', 'Fruit juice and water drink', 'Sweet potato fries', 'Instant soup', 'Tortilla chips', 'White beans', 'Zucchini', 'Pickles', 'Rice cereal', 'Rice', 'Asparagus', 'Tea', 'Bread', 'Bacon strip', 'Popcorn', 'Coffee', 'Brussels sprouts', 'Cereal (General Mills Frankenberry)', 'Apple-prune juice', 'Mixed nuts', 'Mustard',

'Vegetable noodle soup', 'Cereal (General Mills Chex Corn)', 'Grits', 'Pie', 'Potato', 'Corn', 'Pie', 'Cauliflower', 'Bread', 'Vodka and energy drink', 'Rice', "Cereal (Kellogg's All-Bran)", 'Bread', 'Berries', 'Nutrition bar (PowerBar)', 'Soursop', 'Pineapple candy',

'Fruit juice drink (Capri Sun)', 'Coffee', 'Nutrition bar (Clif Kids Organic Zbar)', 'Lettuce', 'Roll', 'Cauliflower', 'Cookie', 'Tea', 'Rice', 'Cookie', 'Kale', 'Guacamole with tomatoes', 'Pepper', 'Peanut butter and jelly sandwich', 'Potato', 'Non-dairy milk', 'Fruit juice drink', 'Sweet potato fries', 'Infant formula', 'Sweet potato', 'Rice pilaf', 'Spinach', 'Mixed nuts', 'Cereal', 'Rice', 'Miso', 'Avocado',

'Pie', 'Egg roll', 'Tomato and vegetable juice', 'Kidney beans',

'Tea', 'Almonds', 'Cherries', 'Sports drink', 'Infant formula', 'Infant formula', 'Infant formula', 'Whiskey and ginger ale', 'Egg white omelet', 'Potato chips', 'Beets', 'Cereal (Malt-O-Meal Colossal

Crunch)', 'Vegetables', 'Infant formula', 'Potato', 'Gumdrops',

'Coffee', 'Orange', 'Rice', 'Champagne punch', 'Freezer pop',

'Cookie', 'Bread', 'Tortilla chips', 'Coffee creamer', 'Fruit punch',

'Collards', 'Kamikaze', 'Rice', 'Rice cake', 'Icing', 'Pretzel', 'Barley cereal', 'Jam', 'Vodka and tonic', 'Rice cereal with mixed fruit', 'Corn', 'Oats', 'Topping', 'Infant formula', 'Fluid replacement', 'Pineapple', 'Cassaba melon', 'Chocolate milk', 'Mushrooms', 'Rice', 'Green beans', "Cereal or granola bar (Kellogg's Special K bar)", 'Greens', 'Walnuts', 'Potato tots', 'Peanut butter and jelly sandwich', 'Tea', 'Chips', 'Rice', 'Applesauce and apricots', 'Infant formula', 'Coffee', 'Cereal (General Mills Cheerios Chocolate)', 'Cookie', 'Cocktail sauce', 'Tomato chili sauce', 'Rice', 'Enchilada sauce', 'Collards', 'Bread', 'Infant formula', 'Coffee creamer', 'Pretzels', 'Rice', 'Peach', 'Squash', 'Cereal (General Mills Trix)', 'Pie', 'Peanuts', 'Orange juice', 'Beans', 'Infant formula', 'Water', 'Infant formula', 'Grapefruit', 'Lima beans', 'Sugar substitute', 'Mango nectar', 'Trail mix with nuts', 'Infant formula', 'Cocoa powder', 'Peanut butter and jelly sandwich', 'Cabbage salad or coleslaw', 'Orange', 'Peanut butter and jelly', 'Blueberry syrup', 'Carbonated water', 'Potato', 'Beets', 'Walnut oil', 'Corn chips', 'Cereal (General Mills Cheerios Honey Nut)', 'Sugar substitute', 'Sweet potato', 'Potato', 'Cereal', 'Cereal', 'Gerber Graduates Finger Snacks Cereal', 'Coffee', 'Popsicle', 'Peanut butter and jelly sandwich', 'Cereal (Post Honeycomb)', 'Rice', 'Bean salad', "Cereal (Quaker Cap'n Crunch's Crunchberries)", 'Cactus', 'Oat bran cereal', 'Asparagus', 'Cereal (Malt-O-Meal Frosted Flakes)', 'Mixed fruit yogurt dessert', 'Fish sauce', 'Rice', 'Chickpeas', 'Infant formula', 'Oatmeal', 'Peanut butter and jelly sandwich', 'Broccoli', 'Beet juice', 'Soft drink', 'Trail mix with pretzels', 'Potato',

'Fruit', 'Nut roll', 'Cookie', 'Crackers', 'Fruit salad', 'Skittles', 'Rice', 'Bread', 'Energy drink', 'Bread', 'Cauliflower', 'Baby Ruth',

'Coffee creamer', 'Apple juice beverage', 'Teriyaki sauce',

'Pomegranate juice beverage', 'Tortilla', 'Mushrooms', 'Roll',

'Beets', 'Frankfurter or hot dog sandwich', 'Slush frozen drink', 'Cereal', 'Tea', 'Carrots', 'Fondant', 'Minestrone soup', 'Sugar substitute', 'Cabbage', 'Fruit cocktail', 'Rice milk', 'Potato', 'Corn nuts', 'Coffee', 'Soft drink', 'Soft drink', 'Coconut candy', 'Pocky',

'Chickpeas', 'Cookie', 'Carrots', 'Coffee creamer', 'Lemon juice', 'Salsa', 'Popcorn', 'Vegetable soup', 'Cookie', 'Mango', 'Jelly sandwich', 'Chewing gum', 'Rice', 'Water', 'Soft drink', 'Rhubarb', 'Mayonnaise-type salad dressing', 'Crackers', 'Tropical fruit medley', 'Egg white omelet', 'Cereal (General Mills Cheerios Frosted)',

'Potato', 'Teriyaki sauce', 'Fruit juice drink', 'Fruit cocktail', 'Jelly sandwich', 'Vodka', 'Cereal (Kashi GOLEAN Crunch)', 'Potato tots', 'Coffee', 'Peanut butter and jelly sandwich', 'Grape juice', 'Dark green vegetables as ingredient in omelet', 'Egg substitute',

'Fruit punch', 'Parsley', 'Rice', 'Martini', 'Cobbler', "Cereal

(Kellogg's Smorz)", 'Breakfast bar', 'Carrots', 'Bacardi cocktail',

'Bananas and pineapple', 'Clementine', 'Beef broth', 'Soft drink',

'Fruit nectar', 'Bread', 'Cereal or Granola bar', 'Sprouts', 'Tea', 'Wine cooler', 'Bread', 'Eggplant dip', 'Plums', 'Cereal or granola bar (General Mills Nature Valley Crunchy Granola Bar)', 'Coffee', 'Salsa', 'Fudge', 'Infant formula', 'Cantaloupe', 'Honey-combed hard candy with peanut butter', 'Bread', 'Infant formula', 'Vegetable and fruit juice drink', 'Bread stuffing', 'Orange-carrot juice', 'Olive oil', 'Green beans', 'Infant formula', 'Breadsticks', 'Salsa verde or salsa', 'Cobbler', 'Cabbage', 'Pepper', 'Apple juice', 'Pasta', 'Cookie', 'Lima beans and corn', 'Infant formula', "Cereal (Kellogg's Froot Loops Marshmallow)", 'Cookie', 'Pretzel chips', 'Honey mustard dressing', 'Rice', 'Bagel', 'Whiskey and soda', 'Cream of wheat', 'Bread', 'Peanut bar', 'Popcorn cake', 'Yuca fries', 'Infant formula', 'Infant formula', 'Mixed nuts', 'Fruit flavored drink', 'Infant formula', 'Fruit flavored drink', 'Bread', 'Plantain soup', 'Radish', 'Waffle', 'Water', 'Infant formula', 'Tea', 'Infant formula', "Cereal

(Kellogg's Special K Cinnamon Pecan)", 'Coffee', 'Infant formula', 'Sweet potato', 'Spinach', 'Alcoholic malt beverage', 'Pineapple dessert', 'Vegetarian vegetable soup', 'Classic mixed vegetables', 'Rice', 'Gin and Tonic', 'Mixed cereal with bananas', 'Corn flour patty or tart', 'Cherries', 'Soft drink', 'Cookie', 'Potato skins without topping', 'Beans', 'Rice', 'Beans', 'Grape juice drink', 'Pie', 'Coffee and chicory', 'Brown rice cereal', 'Cereal (Malt-O-Meal Honey Graham Squares)', 'French toast sticks', 'Finger Foods', 'Frozen dessert', 'Potato chips', 'Peaches', 'Sesame dressing', 'Zombie', 'Cookie', 'Bread', 'Sweet potato paste', 'Pretzels', 'Fennel bulb', 'Pretzel chips', 'Cottonseed oil', 'Rice', 'Artichoke', 'Crackers', 'Coffee substitute', 'Peach cobbler', 'Cereal', 'Frozen mocha coffee drink', 'Fluid replacement', 'Rice', 'Cereal (General Mills Fiber One

Raisin Bran Clusters)', 'Cocktail', 'Buckwheat groats', 'Tea',

'Oatmeal', 'Infant formula', 'Topping', 'Pickles', 'Spaghetti sauce',

'Popcorn', 'Winter squash', 'Infant formula', 'Cereal', 'Soybeans',

'Orange', 'Pie', 'Cracker chips', 'Green peas', 'Vegetable soup', 'Peas and carrots', 'Artichoke', 'Squash and corn', 'Cranberry juice drink', 'Pine nuts', 'Infant formula', 'Rice', 'Peppers and onions', 'Rice', 'Pie', 'Peas and carrots', 'Apples and sweet potatoes', 'Energy drink (Full Throttle)', 'Cape Cod', 'Mixed fruit juice', 'Soy milk', 'Beef', 'Beer', 'Green beans', 'Crackers', 'Jicama', 'Topping', 'Popcorn', 'Coffee', 'Fruit', 'Apple cider', 'Tea', 'Garlic', 'Split pea soup', 'Nutritional powder mix', 'Plum', 'Waffle', 'Breakfast bar', 'Gelatin dessert', 'Cordial or liqueur', 'Pear juice', 'Potato',

'Gelatin dessert with fruit', 'Muffin', 'Popcorn chips', 'Cereal',

'Vegetable and fruit juice drink', 'Garlic bread', 'Muffin', 'Coffee', 'Alfalfa sprouts', 'Infant formula', 'Plantain chips', 'Alcoholic malt beverage', 'Tomato juice', 'Fruit juice drink', 'Split peas', 'Infant formula', 'Tea', 'Cereal (Post Honey Bunches of Oats with Vanilla Bunches)', 'Rice', 'Pumpkin seeds', 'Kumquat', 'Infant formula',

'Bread', 'Strawberry drink syrup', 'Mushrooms', 'Multigrain chips (Sun

Chips)', 'Eggplant', 'Black bean salad', 'Passion fruit nectar', 'Green beans', 'Potato', 'Asparagus', 'Pimiento', 'Slush frozen drink', 'Rice', 'Lentils', 'Tangerine juice', 'Coffee', 'Peanuts', 'Apricots', 'Graham crackers', 'Pie', 'Peanuts', 'Marshmallow', 'Black

Russian', 'Baked beans', 'Cereal or granola bar', 'Rice', 'Bulgur', 'Pie', 'Cereal (General Mills Cheerios Multigrain)', 'Rice', 'Coffee creamer', 'Applesauce', "Cereal (Kellogg's Apple Jacks)", 'Rice', 'Rusty Nail', "Cereal (Kellogg's Smart Start Strong)", 'Cereal

(General Mills 25% Less Sugar Cinnamon Toast Crunch)', 'Water',

'Bananas and strawberry', 'Yogurt', 'Pecans', 'Infant formula', 'Asparagus', "Cereal (Quaker Cap'n Crunch)", 'Creamy dressing',

'Coffee', 'Sports drink', 'Beans', 'Cereal or granola bar (Quaker

Chewy 25% Less Sugar Granola Bar)', 'Bagel', 'Apple', 'Cookie', 'Turnover or dumpling', 'Wheat cereal', 'Corn', 'Dietetic or low calorie hard candy', 'Orange juice', 'Mixed salad greens', 'Rice', 'Okra', 'Yam', 'Olives', 'Cookie', 'Couscous', 'Italian dressing', 'Rice', 'Daiquiri', 'Rice', 'Plantain', 'Guava', 'Infant formula',

'Pumpkin seeds', 'Crackers', 'Horseradish', 'Cookie', 'Pie', 'Cookie',

'Gelatin salad with vegetables', 'Lettuce', 'Pineapple', 'Granola', 'Soft drink', 'Cereal (Post Bran Flakes)', 'Wheat bun as ingredient in sandwiches', 'Coffee', 'Cookie', 'Macaroni or pasta salad', 'Sugar substitute', 'Potato', 'Hot chocolate / Cocoa', 'Cookie', 'Rice', 'Roll', 'Sweet potato', 'Rice', 'Pretzels', 'Cereal (Quaker Toasted

Oat Bran)', 'Coffee', 'Stinger', 'Tomato sauce', 'Cake', 'Cookie',

'Peanuts', 'Salsa', 'Cereal', 'Cornbread stuffing', 'Pasta', 'Carrots', "Cereal (Kellogg's Krave)", 'Sweet potato fries', 'Yellow rice', 'Corn beverage', 'Chili with beans', 'Cabbage salad or coleslaw', 'Pistachio nuts', 'High ball', 'Cereal (General Mills Wheaties)', 'Yellow rice', 'Potato', 'Water', 'Peanut butter sandwich', 'Pie', 'Sweet potato tots', 'Chia seeds', 'Rice dressing',

'Apples and pears', 'Spinach', 'Tomatoes as ingredient in omelet',

'Infant formula', 'Pinto beans', 'Cereal (Kashi 7 Whole Grain Puffs)',

'Pistachio nuts', 'Vodka and lemonade', 'Pie', 'Grapefruit juice',

'Potato tots', 'Fruit flavored drink', 'Cereal (Kashi Heart to Heart

Honey Toasted Oat)', 'Bananas', 'Molasses', 'Green banana', 'Cabbage',

'Bean paste', "Cereal (Kellogg's Rice Krispies)", 'Infant formula', "Cereal (Kellogg's Special K Fruit & Yogurt)", 'Coffee', 'Infant formula', 'Gimlet', 'Crackers', 'Soft drink', 'Strawberries', 'Cereal or granola bar (Quaker Chewy Dipps Granola Bar)', 'Kidney beans', 'Cantaloupe nectar', 'Crackers', 'Peanut butter and jelly sandwich', 'Popcorn', 'Millet', 'Cereal', 'Infant formula', 'Potato', 'Rum and diet cola', 'Coffee', 'Coffee', 'Hot chocolate / Cocoa', 'Soft drink', 'Focaccia', 'Peanut butter and jelly sandwich', 'Coffee', 'Frozen margarita', 'Fruit salad', 'Sports drink', 'Crackers', 'Ratatouille',

'Marmalade', 'Rice', 'Jam', 'Bread', 'Rice', 'Peanut butter sandwich', 'Infant formula', 'Coffee', 'Coconut milk', 'Energy drink',

'Applesauce with bananas', 'Collards', 'Spinach', 'Potato chips', 'Cookie', 'Coffee', 'Fruit flavored drink', 'Coffee', 'Cherry cobbler', 'Rice', 'Roll', 'Cookie', 'Popcorn', 'Cake or cupcake',

'Green beans', 'Peanut butter and jelly sandwich', 'Mixed nuts', 'Mixed vegetables'] are having lowest Cholesterol values: 0

Is there any relation between Cholesterol values and other nutrients:

sample = df_fn[df_fn.columns.to_list() [3:]].corr().loc[['Data.Cholesterol']] sample = sample.drop(['Data.Cholesterol'], axis=1) print("There is direct relation between the Cholesterol and {0}".format(sample.idxmax(axis=1).to_list()[0]))

There is direct relation between the Cholesterol and Data.Choline df_fn.plot(x='Data.Cholesterol', y='Data.Choline', style='o')

<matplotlib.axes._subplots.AxesSubplot at 0x7fef4851d150>

• If cholestrol value increases then choline value is also increasing 90% of the times

# 3) lets look a the low cholestrol foods and findout any similarities: lowest_row.Category.unique()

array(['Cereal (General Mills Cheerios Protein)', 'Cookie',

'Turnip greens', 'Fruit', 'Pie', 'Plantain',

'Energy drink (SoBe Energize Energy Juice Drink)', 'Black beans',

'Bread', 'Cereal (General Mills Chex Rice)', 'Margarine', 'Roll',

'Peanut butter sandwich', 'Guava nectar', 'Soft drink',

'Rice cereal with bananas', 'Almonds',

'Industrial oil as ingredient in food', 'Summer squash',

'Apple-sweet potato juice', 'Prunes with oatmeal', 'Wine',

'Potato', 'Coconut', 'Oatmeal', 'Cereal (General Mills Fiber One)',

'Pear', 'Frankfurter or hot dog', 'Potato salad', 'Oat bran',

'Cabbage', 'Rum and cola', 'Celery', 'Tom Collins',

'Tangerine',

'Peach', 'Potato chips', 'Classic mixed vegetables', 'Green beans',

'Italian dressing', 'Fruit flavored drink', 'Green peas',

'Papaya',

'Infant formula', 'Snack cake',

"Cereal (Kellogg's Special K Red Berries)", 'Chives', 'Tahini',

'Margarita mix', 'Watercress', 'Lemonade', 'Pakora',

'Energy drink', 'Noodles', 'Miso sauce', 'Soy chips',

'Bagel chips', 'Tortilla chips',

'Nutritional powder mix (EAS Soy Protein Powder)', 'Chewing gum',

'Nectarine', 'Tea', 'Muffin', 'Broccoli', 'Beans and tomatoes',

'Soybean curd', 'Breakfast tart', 'White beans', 'Corn',

'Crackers', 'Cactus', 'Cereal', 'Jelly sandwich', 'Collards',

'Beans', 'Rice', 'Cereal (General Mills Raisin Nut Bran)',

'Pinto beans', 'Potato tots', 'Egg', 'Winter squash', 'Cereal (Malt-O-Meal Corn Bursts)', 'Peas', 'Coffee',

'Cauliflower', 'Eggplant', 'Russian dressing', 'Seabreeze',

'Potato sticks', 'Fig', 'Pita chips', 'Tomato vegetable soup with noodles',

"Cereal (Kellogg's Special K Vanilla Almond)", 'Snowpea',

'Artichoke', 'Energy drink (NOS)', 'Chocolate milk',

'Mustard greens', 'Almond oil', 'Raspberries', 'Kale',

'Mushroom soup', 'Fruit and vegetable smoothie',

'Cereal (Uncle Sam)', 'Mixed nuts', 'Grapefruit juice', 'Carrots',

'Pretzels', 'Enchilada sauce', 'Lettuce', 'Graham crackers',

'Bluberries', 'Popcorn', 'Pears', 'Cereal or granola bar',

'Grits',

'Tamale', 'Orange juice', 'Pickles', 'Pineapple',

'Broccoflower',

'Baked beans', 'Seaweed', 'Pecans', 'Apple juice', 'Kidney beans',

'Sugar substitute', 'Potatoes', 'Whipped topping', 'Trail mix',

'Coffee creamer', 'Fruit snacks candy', 'Chestnuts', 'Waffle',

'Pretzel chips', 'Blueberry pie filling', 'Water', 'Olives',

'Bananas', "Cereal (Kellogg's Crispix)", 'Jai', 'Almond milk', "Cereal (Kellogg's Cracklin' Oat Bran)", 'Mixed vegetable juice',

'Cereal (General Mills Lucky Charms)', 'Turnover or dumpling', 'Energy drink (Mountain Dew AMP)', 'Carrot juice',

'Fruit smoothie', 'Gazpacho', 'Pasta',

'Cereal or granola bar (KIND Fruit and Nut Bar)', 'Tamarind candy',

'Mixed vegetables', 'Apple-grape juice', 'Orange Blossom',

'Korean dressing or marinade', 'Plum', 'Popcorn chips', 'Bulgur',

'Gelatin dessert', 'Mexican chocolate', 'Pink beans',

'Chow mein or chop suey', 'Fruit salad', 'Honey',

'Cereal (Post Great Grains Raisins', 'Cobbler', 'Rob Roy',

'Dietetic or low calorie mints', 'Applesauce and apricots',

'Sweet potato chips', 'Pie shell',

'Cereal (Quaker Oatmeal Squares)', 'Brussels sprouts', 'Bean dip',

'Meat broth', 'Licorice', 'Chutney', 'Spinach',

'Dutch apple dessert', 'Scotch', 'Onions',

'Iced Tea / Lemonade juice drink', 'Apples',

'Cereal (General Mills Cheerios Apple Cinnamon)', 'Pepper',

'Black bean sauce', 'Soy sauce', "Cereal (Kellogg's Honey

Smacks)",

'Hard candy', 'Sesame dressing', 'Corn chips',

'Aloe vera juice drink',

'Cucumber salad made with cucumber and vinegar', 'Sweet potato',

'Wheat germ', 'Split peas', 'Sangria',

'Chocolate-flavored sprinkles', 'Flavored rice',

'Cherry pie filling', 'Energy drink (No Fear Motherload)', 'Pastry', "Cereal (Kellogg's Raisin Bran Crunch)", 'Cashew butter',

'Potato only from Puerto Rican mixed dishes', 'Coffee and chicory',

'Cream of wheat', 'Barbecue sauce', 'Wax candy', 'Vada',

'Yeast extract spread',

"Cereal (Kellogg's All-Bran Complete Wheat Flakes)",

'Sugared pecans', 'Fruit dessert', 'Applesauce with bananas',

'Nutritional powder mix', 'Romaine lettuce', 'Rum cooler',

'Cranberry juice', 'Grapefruit',

'Cereal (General Mills Honey Nut Clusters)', 'Persimmon',

'Vegetable oil', 'Shortening', 'Beef broth',

'Cereal (Malt-O-Meal Blueberry Muffin Tops)', 'Tequila Sunrise',

'Sugar', 'Crisp', 'Creamy dressing', 'Carrots and peas', 'Millet',

'Energy Drink', 'Lima beans', 'Cherries', 'Blueberry juice',

'Marshmallow', 'Sushi roll', 'Apple-fruit juice blend',

'Broccoli raab', 'Cabbage soup', 'Dandelion greens',

'Tomatoes',

'Jelly', 'Energy drink (XS Gold Plus)', 'Upma', 'Energy drink (XS)', 'Tomato juice', 'Lentils',

'Cereal or granola bar (General Mills Nature Valley Sweet and Salty Granola Bar)',

'Papaya nectar', 'French or Catalina dressing', 'Vegetables',

'Cereal (General Mills Cocoa Puffs)', 'Sunflower seeds', 'Peanuts',

'Yogurt and fruit snack', 'Pina Colada', 'Taro chips',

'Carbonated water', 'Banana', 'Apple-cherry juice', 'Taffy',

'Tofu and vegetables including carrots', 'Icing',

'Fruit juice drink', 'Barley soup', 'Sesame Crunch', 'Basil',

'Plums', 'Nonalcoholic malt beverage', 'Asparagus',

'Tamarind drink', 'Hot chocolate / Cocoa', 'Mole sauce',

'Tofu and vegetables excluding carrots', 'Snowpeas',

'Fruit mixture', 'Whiskey and water',

'Rice cereal with mixed fruits', 'Meringues',

'Cranberry juice blend', 'Cake', 'Beans and rice', 'Honeydew melon', 'Banana with mixed berries', 'Apples and pears',

'Beer', 'Halvah', 'Sweet potato fries', 'Lime juice',

'Currants',

'Cabbage salad or coleslaw', 'Cashews', 'Barley',

'Gerber Finger Foods', 'Beet greens', 'Whiskey and cola',

'Salad dressing', 'Wasabi peas', 'Rice cereal', 'Popsicle',

'Candy', 'Fruit bar', 'Sopaipilla', 'Black beans and rice',

"Cereal (Quaker Cap'n Crunch's Peanut Butter Crunch)",

'Peach cobbler', 'Taco sauce', "Cereal (Barbara's Puffins)",

'Steak sauce', 'Manhattan', 'Lime', 'Soy milk',

'Cereal (Malt-O-Meal Golden Puffs)', 'Cereal (Post Great Grains',

'Butterscotch morsels', 'Water Chesnut', 'Pistachio nuts',

'Watermelon', 'Radicchio', 'Chicory beverage', 'Lo mein',

"Reese's Pieces", 'Blackeyed peas', 'Pears and pineapple',

'Cornmeal coconut dessert', 'Soft fruit confections', 'Mango',

'Old fashioned', 'Lentil curry',

'Mixed cereal with applesauce and bananas',

'Cereal or granola bar (Quaker Chewy Granola Bar)', 'Cake made with glutinous rice and dried beans', 'Fruit butter',

'Empanada', 'Corn pone', 'Meatball', 'Mimosa', 'Caramel with nuts',

"Cereal (Kellogg's Corn Pops)", 'Margarine-oil blend',

'Coconut oil', 'Tortilla', 'Cereal (General Mills Chex

Cinnamon)',

'Cereal (Post Honey Bunches of Oats with Almonds)', 'Radishes', 'Quinoa', 'Almond butter', "Cereal (Quaker Honey Graham Oh's)", 'Pinto beans and brown rice', 'Chow fun noodles with vegetables',

'Guacamole', 'Fruit peel', 'Sambar',

'Cereal beverage with beet roots', 'Apricots', 'Mushrooms', 'Pancake syrup', 'Yogurt covered fruit snacks candy rolls', 'Apple pie filling', 'Rice cereal with apples', 'Vegetable curry',

'Bagel', 'Refried beans', 'Pinto beans and white rice', 'Rum',

'Bloody Mary', 'Fuzzy Navel', 'Cereal (Kashi GOLEAN)', 'Peaches',

'Rice paper', 'Cereal (Post Raisin Bran)', 'Prune juice',

'Cornmeal mush', 'Creamsicle', 'Martini', 'Hard cider',

"Cereal (Kellogg's Special K Blueberry)",

'Cereal (General Mills Chex Chocolate)',

'Applesauce with cherries', 'Black beans and brown rice', 'Gin fizz', 'Tabbouleh', 'Peas and carrots', 'Frozen coffee drink',

'Chocolate beverage powder', 'Kimchi', 'Sweet potato tots',

'Almond paste', 'Fruit smoothie juice drink', "Cereal (Kellogg's Cocoa Krispies)", 'Prune',

'Asian stir fry vegetables', 'Sesame oil', 'Soup',

'French toast sticks', 'Mixed seeds',

'Cereal (General Mills Cheerios Oat Cluster Crunch)', 'Cress',

'Channa Saag', 'Bananas and pineapple', 'Stuffed tomato',

'Cream of rye', 'Frozen fruit juice bar', 'Congee', 'Energy drink (Red Bull)', 'Beans and brown rice', 'Gelatin shot',

'Grape juice', 'Cereal (Post Grape-Nuts)', 'Crumpet', 'Biscuit',

'Flavored rice and pasta mixture', 'Brandy and cola',

'Strawberries', 'Macaroni or pasta salad', 'Bean cake',

'Orange',

'Cereal (Kashi Autumn Wheat)', 'Vegetable submarine sandwich', 'Hush puppy', 'Hot pepper sauce', 'Mango dessert', 'Sloe gin fizz',

'Olive tapenade', 'Avocado', 'Vegetables as ingredient in curry',

'Blueberries', 'Cucumber salad', 'Pomegranate', 'Rutabaga',

'Cereal (Post Fruity Pebbles)', 'Textured vegetable protein',

'Fruit juice', 'Soy based sauce', 'Beets', 'Multigrain', 'Falafel',

'Squash', 'Applesauce', 'Wheat bread as ingredient in sandwiches',

'Cereal (General Mills Cookie Crisp)', 'Mai Tai', 'Pear nectar',

'Wine spritzer', 'Nutrition bar (Clif Bar)', 'Fruit punch',

'Spanish rice', 'Blackberries',

'Cereal (General Mills Chex Honey Nut)', 'Injera', 'Relish', 'Vegetable mixture', 'Orange-apple-banana juice', 'Peppers',

'Apple-raspberry', 'Agave liquid sweetener', 'Apricot',

'Vegetable curry with rice', 'Onion flavored rings',

'Tamarind',

'Egg white omelet', 'Prunes', 'Breadsticks',

'Dietetic or low calorie candy', 'Masa harina',

"Cereal (Kellogg's Special K)", 'Kidney beans and brown rice', 'Coffee substitute', 'Rice with raisins', 'Fruit juice blend', 'Tomato soup',

'Cake or pancake made with rice flour and/or dried beans',

'Green pepper', 'Chocolate milk drink',

'Cereal (General Mills Chex Wheat)', 'Butterfinger Crisp',

'Red pepper', 'Cranberries', 'Energy drink (Rockstar)',

'Banana apple dessert', 'Soy nut butter', 'Okra',

'Peas and brown rice', 'Yellow rice', 'Pineapple juice', 'Stewed potatoes with tomatoes', 'Fondant', 'Frozen daiquiri mix',

'Tomato juice cocktail',

'Cereal or granola bar (Quaker Granola Bites)',

"Cereal (Kellogg's Corn Flakes)", 'Italian Ice',

'Energy drink (Vault)', 'Cookie bar', 'Soy nuts',

'Dietetic or low calorie gumdrops', 'Canadian Club and soda',

'Sugar substitute and sugar blend', 'Broccoli and cauliflower',

'Cereal or granola bar (Quaker Chewy 90 Calorie Granola Bar)',

'Turnip', 'Chard', 'Topping', 'Vegetarian chili', 'Cucumber',

'Chickpeas', 'Sour cream', 'Meat substitute', 'Jagerbomb',

'Corn oil', 'Melba toast', 'Banana nectar', 'Milk',

'Vegetables and rice', 'Taco shell', 'Sun-dried tomatoes',

'Graham crackers (Teddy Grahams)', 'Coconut water',

'Apricot nectar', 'Ripe plantain', 'Salsa', 'Peach nectar',

'Peanut butter and jelly sandwich', 'Safflower oil', 'Sports drink', 'Buffalo sauce', 'Sweet potatoes', 'Flax seeds',

'Greens', 'Soybean curd cheese', 'Brandy',

'Cereal (General Mills Cheerios Berry Burst)',

'Fruit juice beverage', 'Vodka and diet cola',

'Cereal (Post Honey Bunches of Oats Honey Roasted)',

'Strawberry milk',

"Cereal or granola bar (Kellogg's Nutri-Grain Fruit and Nut Bar)",

'Cereal (Post Shredded Wheat)', 'Fruit Supreme dessert',

'Fruit cocktail', 'Glug', 'Fruit flavored snack', 'Mojito',

'Snow cone', 'Starfruit', 'Oatmeal cereal with fruit', 'Yogurt',

'Fava beans', 'Wheat bran', 'Energy drink (Monster)',

'Vegetable soup', 'Whiskey sour', 'Banana chips',

'Buckwheat groats', 'Trail mix with nuts and fruit', 'Nougat',

'Nuts', 'Green banana', 'Frankfurter or hot dog sandwich',

'Peanut butter', 'Lemon', 'Grapes',

'Whole wheat cereal with apples', 'Strawberry beverage powder',

'Long rice noodles', 'Date candy', 'Passion fruit',

"Cereal (Kellogg's Frosted Flakes)", 'Apple-peach juice',

'Vegetable chips', 'Breakfast link', 'Corn syrup',

'Puerto Rican seasoning without ham and tomato sauce',

'Sports drink (Powerade)', 'Haupia', 'Garlic bread',

'Orange juice beverage', 'Lychee', 'Long Island iced tea',

'Breakfast bar', 'Pinto beans and rice', 'Brazil nuts',

'Cereal (General Mills Golden Grahams)', 'Mixed fruit juice',

'Caramel dip', 'Vegetable broth', 'Soybean oil', 'Shirley Temple',

'Frozen mocha coffee drink', 'Vegetable and fruit juice drink', 'Wheat germ oil', 'Mushroom', 'Cereal (Malt-O-Meal Coco-Roos)', 'Jam', 'Sesame seeds', 'Other vegetables as ingredient in omelet',

"Cereal or granola bar (Kellogg's Nutri-Grain Cereal Bar)",

'Vegetarian', 'Cereal (General Mills Kix)', 'Cilantro',

'Peanut oil', 'Flaxseed oil', 'Whiskey', 'Rice with onions',

"Cereal (Kellogg's Froot Loops)", 'Chocolate syrup',

'Seven and Seven', 'Raw vegetable', 'Apple-banana juice',

'Cereal (Malt-O-Meal Marshmallow Mateys)',

'Tomato and cucumber salad made with tomato', 'Chocolate',

'Papaya juice', 'Cranberry juice drink', 'Poi',

'Whole wheat cereal', 'Passion fruit juice',

'Cereal (Quaker Christmas Crunch)', 'Fruit juice drink (Sunny

D)',

'Cereal (General Mills Count Chocula)', 'Casabe', 'Rice noodles',

'Vodka and water',

'Energy drink (Ocean Spray Cran-Energy Juice Drink)',

'Cereal (General Mills Cheerios Banana Nut)',

'Cereal or granola bar (General Mills Nature Valley Chewy Trail Mix)',

'Cereal or granola bar (Kashi Crunchy)', 'Sandwich spread',

'Canola oil', 'Bruschetta', 'Ginger root',

'Fruit leather and fruit snacks candy',

'Rice cereal with applesauce and bananas', 'Egg roll',

'Oatmeal cereal', 'Syrup', 'Gordita/sope shell',

'Tomato vegetable soup', 'Cereal (Malt-O-Meal Toasted Oat

Cereal)',

'Cordial or liqueur', 'Oatmeal beverage with water',

'Coconut milk', 'Noodle soup', 'Simple syrup', 'Tequila',

'Stewed potatoes', 'Worcestershire sauce', 'Cereal beverage',

'Cereal (Malt-O-Meal Tootie Fruities)', 'Macadamia nuts', 'Yokan',

'Chinese pancake', 'Sorbet', 'Chicken', 'Flavored pasta',

'Bananas with apples and pears', 'Margarita',

"Cereal (Nature's Path Organic Flax Plus)", 'Peanut sauce',

'Cereal (Post Cocoa Pebbles)',

'Cereal (General Mills Cheerios Fruity)', 'Marie biscuit',

'Oatmeal cereal with bananas',

'Cereal (Kashi GOLEAN Crunch Honey Almond Flax)', 'Hummus',

'Kidney beans and rice', 'Rice with stewed beans',

'Vegetable noodle soup', 'Vermicelli', 'Gravy',

"Cereal or granola bar (Kellogg's Nutri-Grain Yogurt Bar)", 'Gin Rickey', 'Raisins', 'Ketchup', 'Kohlrabi', 'Strawberry juice',

'Bacon bits', "Cereal (Malt-O-Meal Honey Nut Toasty O's)",

'Cereal (Malt-O-Meal Cinnamon Toasters)', 'Lemon juice',

'Mayonnaise', 'Tomato aspic', 'Sugar cane beverage',

'Frozen daiquiri',

"Cereal (Kellogg's Special K Chocolatey Delight)",

'Cereal (Quaker Life)', 'Cranberry sauce', 'Horchata beverage',

'Iced Coffee', 'Cereal (General Mills Cinnamon Toast Crunch)',

"Cereal (General Mills Reese's Puffs)", 'Garlic',

'Cereal or granola bar (General Mills Fiber One Chewy Bar)', 'Kiwi fruit', 'Tomato and vegetable juice', 'Beans and white rice',

'Mung beans', 'Pasta with vegetables',

'Cereal (General Mills Honey Kix)', 'Singapore Sling',

'Luncheon slice', 'Yeast', 'Dosa (Indian)', 'Leek',

'Lentil curry with rice', 'Fruit juice and water drink',

'Instant soup', 'Zucchini', 'Bacon strip',

'Cereal (General Mills Frankenberry)', 'Apple-prune juice',

'Mustard', 'Cereal (General Mills Chex Corn)',

'Vodka and energy drink', "Cereal (Kellogg's All-Bran)",

'Berries',

'Nutrition bar (PowerBar)', 'Soursop', 'Pineapple candy',

'Fruit juice drink (Capri Sun)',

'Nutrition bar (Clif Kids Organic Zbar)',

'Guacamole with tomatoes', 'Non-dairy milk', 'Rice pilaf', 'Miso',

'Whiskey and ginger ale', 'Cereal (Malt-O-Meal Colossal Crunch)',

'Gumdrops', 'Champagne punch', 'Freezer pop', 'Kamikaze',

'Rice cake', 'Pretzel', 'Barley cereal', 'Vodka and tonic',

'Rice cereal with mixed fruit', 'Oats', 'Fluid replacement', 'Cassaba melon', "Cereal or granola bar (Kellogg's Special K bar)",

'Walnuts', 'Chips', 'Cereal (General Mills Cheerios

Chocolate)',

'Cocktail sauce', 'Tomato chili sauce',

'Cereal (General Mills Trix)', 'Mango nectar',

'Trail mix with nuts', 'Cocoa powder', 'Peanut butter and jelly',

'Blueberry syrup', 'Walnut oil',

'Cereal (General Mills Cheerios Honey Nut)',

'Gerber Graduates Finger Snacks Cereal', 'Cereal (Post

Honeycomb)',

'Bean salad', "Cereal (Quaker Cap'n Crunch's Crunchberries)",

'Oat bran cereal', 'Cereal (Malt-O-Meal Frosted Flakes)',

'Mixed fruit yogurt dessert', 'Fish sauce', 'Beet juice',

'Trail mix with pretzels', 'Nut roll', 'Skittles', 'Baby Ruth',

'Apple juice beverage', 'Teriyaki sauce',

'Pomegranate juice beverage', 'Slush frozen drink',

'Minestrone soup', 'Rice milk', 'Corn nuts', 'Coconut candy',

'Pocky', 'Rhubarb', 'Mayonnaise-type salad dressing',

'Tropical fruit medley', 'Cereal (General Mills Cheerios

Frosted)',

'Vodka', 'Cereal (Kashi GOLEAN Crunch)',

'Dark green vegetables as ingredient in omelet', 'Egg substitute',

'Parsley', "Cereal (Kellogg's Smorz)", 'Bacardi cocktail',

'Clementine', 'Fruit nectar', 'Cereal or Granola bar',

'Sprouts',

'Wine cooler', 'Eggplant dip',

'Cereal or granola bar (General Mills Nature Valley Crunchy

Granola Bar)',

'Fudge', 'Cantaloupe',

'Honey-combed hard candy with peanut butter', 'Bread stuffing',

'Orange-carrot juice', 'Olive oil', 'Salsa verde or salsa',

'Lima beans and corn',

"Cereal (Kellogg's Froot Loops Marshmallow)",

'Honey mustard dressing', 'Whiskey and soda', 'Peanut bar',

'Popcorn cake', 'Yuca fries', 'Plantain soup', 'Radish',

"Cereal (Kellogg's Special K Cinnamon Pecan)",

'Alcoholic malt beverage', 'Pineapple dessert',

'Vegetarian vegetable soup', 'Gin and Tonic',

'Mixed cereal with bananas', 'Corn flour patty or tart',

'Potato skins without topping', 'Grape juice drink',

'Brown rice cereal', 'Cereal (Malt-O-Meal Honey Graham Squares)',

'Finger Foods', 'Frozen dessert', 'Zombie', 'Sweet potato paste',

'Fennel bulb', 'Cottonseed oil',

'Cereal (General Mills Fiber One Raisin Bran Clusters)',

'Cocktail', 'Spaghetti sauce', 'Soybeans', 'Cracker chips',

'Squash and corn', 'Pine nuts', 'Peppers and onions',

'Apples and sweet potatoes', 'Energy drink (Full Throttle)',

'Cape Cod', 'Beef', 'Jicama', 'Apple cider', 'Split pea soup', 'Pear juice', 'Gelatin dessert with fruit', 'Alfalfa sprouts',

'Plantain chips',

'Cereal (Post Honey Bunches of Oats with Vanilla Bunches)',

'Pumpkin seeds', 'Kumquat', 'Strawberry drink syrup',

'Multigrain chips (Sun Chips)', 'Black bean salad',

'Passion fruit nectar', 'Pimiento', 'Tangerine juice',

'Black Russian', 'Cereal (General Mills Cheerios Multigrain)',

"Cereal (Kellogg's Apple Jacks)", 'Rusty Nail',

"Cereal (Kellogg's Smart Start Strong)",

'Cereal (General Mills 25% Less Sugar Cinnamon Toast Crunch)',

'Bananas and strawberry', "Cereal (Quaker Cap'n Crunch)",

'Cereal or granola bar (Quaker Chewy 25% Less Sugar Granola Bar)',

'Apple', 'Wheat cereal', 'Dietetic or low calorie hard candy',

'Mixed salad greens', 'Yam', 'Couscous', 'Daiquiri', 'Guava',

'Horseradish', 'Gelatin salad with vegetables', 'Granola',

'Cereal (Post Bran Flakes)',

'Wheat bun as ingredient in sandwiches',

'Cereal (Quaker Toasted Oat Bran)', 'Stinger', 'Tomato sauce',

'Cornbread stuffing', "Cereal (Kellogg's Krave)", 'Corn beverage',

'Chili with beans', 'High ball', 'Cereal (General Mills Wheaties)',

'Chia seeds', 'Rice dressing', 'Tomatoes as ingredient in omelet',

'Cereal (Kashi 7 Whole Grain Puffs)', 'Vodka and lemonade',

'Cereal (Kashi Heart to Heart Honey Toasted Oat)', 'Molasses',

'Bean paste', "Cereal (Kellogg's Rice Krispies)",

"Cereal (Kellogg's Special K Fruit & Yogurt)", 'Gimlet',

'Cereal or granola bar (Quaker Chewy Dipps Granola Bar)',

'Cantaloupe nectar', 'Rum and diet cola', 'Focaccia', 'Frozen margarita', 'Ratatouille', 'Marmalade', 'Cherry cobbler',

'Cake or cupcake'], dtype=object)

• Low cholsetrol foods includes either green vegetables or fruits or juices or nuts

Unique values from Category (3 pts, 1 pt each)

Count how many unique values are in df['Category']
Make a frequency table of how many entries exist per df['Category']. Which categories are most common?
Make a histogram from the frequency table you just calculated. Don't be afraid to play with x and y limits, and make sure you have nice titles and labels.

df_fn['Category'].nunique()

2262

x=pd.crosstab(index=df_fn['Category'], columns='Count') x

x.sort_values('Count', ascending=False)

col_0 Count Category Infant formula 160 Rice 131 Bread 102

Cookie 93

Potato 92 ... ...

Fish chowder 1

Fish cake or patty 1 Fish and vegetables excluding carrots 1

Fish and vegetables excluding carrots 1 Zwieback toast 1

[2262 rows x 1 columns] x.hist(by=x['Count']) array([[<matplotlib.axes._subplots.AxesSubplot object at

0x7fef483b88d0>,