Data quality missions

Nutrition values issues

Open Food Facts identifies some issues related to nutrition values. Some of them are very easy to solve:

• Energy value in kcal greater than in kJ
• Nutrition Salt is higher than 100g per 100g
• Carbohydrate is higher than 100g per 100g
• Fat is higher than 100g per 100g

Nutri-Score quality

Some products now have Nutri-Score printed on the front of pack. Some differs from our Nutri-Score calculation. We should take care about that:

• Nutri-Score printed A but calculated E - June 3rd 2024: 79 products
• Nutri-Score printed A but calculated D - June 3rd 2024: 90 products
• Nutri-Score printed A but calculated C - June 3rd 2024: 611 products
• Nutri-Score printed E but calculated A - June 3rd 2024: 9 products
• Nutri-Score printed E but calculated B - June 3rd 2024: 34 products
• Nutri-Score printed E but calculated C - June 3rd 2024: 40 products
• Nutri-Score printed D but calculated A - June 3rd 2024: 4 products
• Nutri-Score printed D but calculated B - June 3rd 2024: 46 products
• Nutri-Score printed D but calculated C - June 3rd 2024: 308 products
• Nutri-Score printed B but calculated E - June 3rd 2024: 153 products
• Nutri-Score printed B but calculated D - June 3rd 2024: 166 products
• Nutri-Score printed B but calculated C - June 3rd 2024: 1169 products

There are many reasons why it can differ:

• the label in Open Food Facts does not represent the label printed on the package (easy to solve)
• the label is correct, but our calculation doesn't provide the same result:
  • check the category,
  • then check the nutrition facts: the issue is sometimes the lack of "fibers" information or the lack of "Fruits, vegetables, nuts and rapeseed, walnut and olive oils" percentage.
• it can be a software issue (quite rare but possible).

Issue	Rationale	How to fix
The Nutri-Score displayed by the producer is different from the Nutri-Score Open Food Facts computes	The label in Open Food Facts does not represent the label printed on the package	Change the Nutri-Score label or labels to what's actually on pack. If there is a special 2 Nutri-Score logo, please use en:Nutri-Score A/B
The Nutri-Score displayed by the producer is different from the Nutri-Score Open Food Facts computes	The category is wrong	Change the category and see if it's modifying the Nutri-Score
The Nutri-Score displayed by the producer is different from the Nutri-Score Open Food Facts computes	The nutrition facts are wrong	Update the nutrition facts. Pay special attention to the fibers if they are mentionned, or any indications on fruits/nuts. Pay attention to values with commas. If the product's nutrition facts has evolved from a previous version, you can add it to the products whose recipe has changed or even better, if it's the case, the products with a Nutri-Score that has improved over time.
The Nutri-Score displayed by the producer is different from the Nutri-Score Open Food Facts computes	The ingredients are not filled, or filled with mistakes, or not properly detected	Extract and save the ingredients. Fix any mistakes in the ingredients list. Ask in the #taxonomy channel that someone taxonomizes the ingredient, or do it yourself.

Two different Nutriscores as labels

These are easy to fix: just watch the last pictures and delete the Nutri-Score that don't fit.

• Users have filled both Nutriscore A and E > 1 product
• Users have filled both Nutriscore A and D 0 product
• Users have filled both Nutriscore A and C 1 product
• Users have filled both Nutriscore A and B -- 2024-06-31: 347 products =>
• Users have filled both Nutriscore B and E 2 products
• Users have filled both Nutriscore B and D -- 2024-05-31: 14 products => 0
• Users have filled both Nutriscore B and C -- 2024-06-31: 157 products =>
• Users have filled both Nutriscore C and E -- 2024-05-31: 21 products => 0
• Users have filled both Nutriscore C and D -- 2024-06-31: 70 products =>
• Users have filled both Nutriscore D and E -- 2024-05-31: 56 products => 0

Special cases

• The Nutri-Score actually changed. Please copy paste the URL below or in Folksonomy Engine if you have access
• There is a 2 Nutri-Score logo. Please use our special values:

en:Nutri-Score A/B
en:Nutri-Score A/C
en:Nutri-Score A/D
en:Nutri-Score A/E
en:Nutri-Score B/C
en:Nutri-Score B/D
en:Nutri-Score B/E
en:Nutri-Score C/D
en:Nutri-Score C/E
en:Nutri-Score D/E

Intersections to check regularly

Categories

Every product has an exclusive entry in tha categories taxonomy.

Leaf exclusives

Each product should belong to a single leaf, This allows us to assign a single Nutriscore and Ecoscore to a product. Two leaves can have the same parent node (are on the same branch). These are then part of the same set and in some cases opposites.

• https://world.openfoodfacts.org/category/white-peppers/category/black-peppers

Branch exclusives

The taxonomy is designed in such a way that each branch is unique and contains its own specific products. This hold for each node.

• top nodes
  • https://world.openfoodfacts.org/category/beverages/category/meals
  • https://world.openfoodfacts.org/category/dairy-substitutes/category/dairies
  • https://world.openfoodfacts.org/category/meat-analogues/category/meats
• intermediary nodes
  • https://world.openfoodfacts.org/category/sweet%20snacks/category/salted%20snacks
  • https://world.openfoodfacts.org/category/non-alcoholic-beverages/category/alcoholic-beverages
  • https://world.openfoodfacts.org/category/fruits/category/vegetables
  • https://world.openfoodfacts.org/category/seeds/category/dairies
  • https://world.openfoodfacts.org/category/meats/category/seafood
  • https://world.openfoodfacts.org/category/poultries/category/fishes
  • https://world.openfoodfacts.org/category/baked-goods/category/confectioneries
  • https://world.openfoodfacts.org/category/Spices/category/herbs
  • https://world.openfoodfacts.org/category/oils/category/vinegars
  • https://world.openfoodfacts.org/category/short-grain-rices/category/long-grain-rices
  • https://world.openfoodfacts.org/category/white-breads/category/whole-wheat-bread
  • https://world.openfoodfacts.org/category/whole-milks/category/Skimmed-milks
  • https://world.openfoodfacts.org/category/Hard%20cheeses/category/Soft%20cheeses
  • https://world.openfoodfacts.org/category/pasteurized-cheeses/category/unpasteurised-cheeses

Labels & Categories

• https://world.openfoodfacts.org/label/organic/category/fishes
• https://world.openfoodfacts.org/label/pgi/origin/united-states
• https://world.openfoodfacts.org/category/balsamic-vinegars/category/red-wine-vinegars
• Fish should never be organic (to be converted in a request)

Cleaning up the consequences of an old Android bug

The word "Loading…" replaced the correct product name. 99% of phones have been updated with the fix, but we still have some unfixed products.

• Italian
• English
• French
• German

Non-Food Products

Some people are adding products which are not food: beauty products, books, pet food, etc. These products have to be moved to Open Food Facts side projects. Our AI (artificial intelligence) already identifies many cases. These cases are published in the #bot-image-alerts channel on our slack space.

How to move these products?

• identify a product in the #bot-image-alerts channel
• clic on the link after "edit:"
• if you have the rights to so, you will see "If the barcode is not correct, please correct it here"
  • enter "obf" to move beauty products to Open Beauty Facts
  • enter "opff" to move products to Open Pet Food Facts
  • enter "opf" to move products to Open Product Facts
• save (if "A product already exists with the new code" message appear, move it manually, and delete it)
• in #bot-image-alerts channel, annotate the product with a "checked" icon to tell others that the product has been moved