Score Patterns in Food Categories

Surprising insights from analyzing 2 million products across 200+ categories, revealing unexpected patterns and hidden champions.

📊 25 min read🔍 Data Deep Dive⚡ Actionable Insights

Surprising Category Insights

Most Ultra-Processed Category

18.6

Cakes & Pastries - despite some single-ingredient options

Most Nutritious Category

9.0

Other Grains & Seeds - whole food nutrition champions

Biggest Category Surprises

Frozen Vegetables: Score 2.2 on average - better than many "natural" products

Honey: Processing Score of just 1.2 despite commercial processing

Cakes Category: Huge variation (1.0 to 85.5) - contains both pure ingredients and ultra-processed

Vegetable Oils: Low processing (1.6) but moderate nutrition (3.3) due to calorie density

Most & Least Processed Categories

🚨 Most Processed (Avg Score 13+)

Cakes & Pastries
35,673 products
18.0
Ultra
Processing
2.4
Poor
Nutrition
Savoury Bakery Products
3,109 products
15.0
Ultra
Processing
5.2
Good
Nutrition
Croissants & Pastries
10,845 products
14.1
Ultra
Processing
3.3
Fair
Nutrition
Prepared Wraps & Burritos
2,245 products
13.6
Ultra
Processing
5.1
Good
Nutrition
Chewing Gum & Mints
6,093 products
13.1
Ultra
Processing
4.6
Fair
Nutrition

✅ Least Processed (Avg Score 1-3)

Honey
4,684 products
1.2
Minimal
Processing
4.8
Fair
Nutrition
Green Supplements
135 products
1.3
Minimal
Processing
8.3
Excellent
Nutrition
Vegetable & Cooking Oils
16,760 products
1.6
Minimal
Processing
3.3
Fair
Nutrition
Other Grains & Seeds
4,789 products
1.7
Minimal
Processing
9.0
Excellent
Nutrition
Frozen Vegetables
19,609 products
2.2
Minimal
Processing
6.6
Good
Nutrition

Categories with Most Variation

These categories have the biggest spread in processing scores - meaning they contain both excellent and terrible products. Shopping carefully within these categories matters most:

Cakes & Pastries

35,673 products • Highest variation in database

Range: 1.0 to 85.5

Avoid:

Industrial cake mixes and frosted products (scores 20-85)

Cookies & Crackers

50,422 products

Range: 1.0 to 98.7

Best Options:

Simple ingredient crackers and plain oatmeal cookies

Avoid:

Gingerbread house kits and heavily decorated cookies

Chocolate

39,277 products

Range: 1.0 to 91.1

Best Options:

Baker's Unsweetened Chocolate (Score: 1.0)

Pure dark chocolate bars

Avoid:

Candy bars with multiple fillings and artificial ingredients

Hidden Champions in Ultra-Processed Categories

Even in the most processed categories, there are excellent options. These are the best products we found in typically ultra-processed categories:

🏆 Category Champions

Nutrition Score Champions by Category

Categories with the highest average nutrition scores - these are nutritional powerhouses:

Other Grains & Seeds
4,789 products
9.0
Avg Nutrition
Vegetable & Lentil Mixes
7,253 products
8.8
Avg Nutrition
Pasta by Shape & Type
29,451 products
8.5
Avg Nutrition
Green Supplements
135 products
8.3
Avg Nutrition
Flours & Corn Meal
5,757 products
8.0
Avg Nutrition
Rice
8,201 products
7.6
Avg Nutrition

Key insight: Whole food categories (grains, seeds, legumes) consistently have both low processing scores AND high nutrition scores - the sweet spot for healthy eating.

Smart Shopping Strategies by Category

🚨 High-Risk Categories

Approach with caution - most products are ultra-processed:

  • • Cakes & Pastries
  • • Cookies & Crackers
  • • Chewing Gum & Mints
  • • Frozen Breakfast Items
  • • Ready-Made Meals

Strategy: Read ingredients carefully, look for minimal lists

⚠️ Mixed Categories

Wide variation - great and terrible options exist:

  • • Chocolate
  • • Baking Decorations
  • • Cake Mixes
  • • Other Frozen Desserts
  • • Sweet Bakery Products

Strategy: Compare products within category, huge differences

✅ Safe Categories

Generally excellent choices with minimal processing:

  • • Honey
  • • Frozen Vegetables
  • • Vegetable Oils
  • • Grains & Seeds
  • • Green Supplements

Strategy: Focus shopping here for staples and basics

Key Takeaways from Category Analysis

  • Category matters more than brand: Even ultra-processed categories like cakes contain excellent single-ingredient options.
  • Frozen vegetables excel: Score 2.2 average - better processing than many "health" products due to minimal ingredients.
  • Variation is key: Categories with highest variation (like cakes) offer both the best and worst options - shopping skills matter most here.
  • Whole food categories dominate nutrition: Grains, seeds, and legumes consistently have both low processing and high nutrition scores.
  • 2 million products analyzed: These patterns emerge from comprehensive real product data, not estimates or assumptions.

Disclaimer: All tools and data visualizations are provided for educational and informational purposes only. They are not intended as health, medical, or dietary advice. Always consult healthcare professionals for personalized dietary guidance.