Difference between revisions of "Holistic product view"

Latest revision as of 15:21, 16 December 2023

One of the core features of OFF is the ability to analyse, compare and select products based on a large set of product characteristics.This is possible thanks to a large collection of taxonomies, which may be used to encode product characteristics.

This page describes some approaches to the clever usage of taxonomies, which uses the idea of combining facets, so that the user can find and compare products.

The taxonomies and facets

Various taxonomies and facets can be used to characterise a product:

category - describes the product in a generic sense. Think of aisles and shelves in the supermarket down to specific product categories;
ingredients - for knowing what components a product is made of;
labels - for knowing processes used in creating ingredients and/or product;
origins (countries) - for the origins of ingredients and products (this is not yet a taxonomy);
storage/preservation - instructions how to store unopened products and preserve opened products (not yet a taxonomy);
packaging - to get information on how the product is packaged, which might allow filtering the best packaging for the environment;

Ingredients taxonomy

The ingredient taxonomy encodes the ingredients found on the product. This should be a one-on-one mapping between the ingredients list and the taxonomy. With this it is possible to filter out products containing a specific ingredient.

There are products where there is no ingredient list or a nicely parsable list with ingredients hidden in the text (even partially), then these can be gathered and entered as ingredients.

By exploiting the hierarchies defined in the ingredients taxonomy, it is possible to filter on a group of ingredients.

Labels taxonomy

Labels are claims, logos, and other statements found on products. Sometimes these labels are statements which can be checked against the ingredients. For instance the label no added sugar, should imply that the ingredient sugar is not on the ingredient list. The labels can refer to processes in the value chain, like fair-trade or organic. These labels can be encoded on the ingredients list as well, but is a bit more obscure.

The label can also encode other claimed characteristics, which refer to processes, for example filtered, artisanal, etc.

It is also possible to add storage instructions as labels (lacking better solutions), such as frozen or refrigerated.

The hierarchy is not (yet) much developed, but it is possible to get any organic or any fair-trade label,

Category taxonomy

The categories taxonomy is more complicated as there is not a clear relationship with what is found on the product. The name of the products is not always well matched to the ingredients. Assigning the correct is a combination of interpreting marketing names, ingredient lists and labels found on the packaging. Often also knowledge of the current taxonomy and its hierarchy is required. And their is also a relationship with legislation, as naming a product is not always free.

Examples

Here are some examples of how this works in practice. This approach is used to better define categories and with that to be able to detect products that should not be part of a category. With this one can monitor the quality of a category.

The examples are a bit limited as only two facets can be specified at the same time (more in the coming months (after december 2023).

Apple juices/nectars

Ingredients combination

By combining the category facet with an ingredients facet, it is possible to find:

Nectars with sugar - levering a single ingredient;
Nectars with any sweetener - levering multiple ingredients;
Apple juices with citric acid (E300) - which is one way to see whether there are additives
Apple juices without additives - how can I do this?

Labels combination

By combining a category with a label, we filter even more.

Organic apple juices
Unfiltered apple juices and its opposite Filtered apple juices;
Apple juices without additives - this is based on the labels, but will miss out products that did not have a label.

@@ Line 1: / Line 1: @@
-One of the core features of OFF is the ability to analyse, compare and select products based on a large set of product characteristics.This only possible thanks to a large collection of taxonomies, which encode these product characteristics. The size of these taxonomies is ever more growing and more difficult to maintain.
+One of the core features of OFF is the ability to analyse, compare and select products based on a large set of product characteristics.This is possible thanks to a large collection of taxonomies, which may be used to encode product characteristics.
-In creating these taxonomies various assumptions are made on the structuring of the taxonomies, especially in creating the subdivisions and hierarchies. Some used principles are described.
+This page describes some approaches to the clever usage of taxonomies, which uses the idea of combining facets, so that the user can find and compare products.
-This page describes some approaches to the clever usage of taxonomies, which uses the idea of combining facets, so that the user still can find and compare products. This approach might allow a reduction in the number of entries in some taxonomies.
+== The taxonomies and facets ==
+Various taxonomies and facets can be used to characterise a product:
-== The taxonomies ==
-Various taxonomies are relevant for characterising a product:
+*''category'' - describes the product in a generic sense. Think of aisles and shelves in the supermarket down to specific product categories;
 * ''ingredients'' - for knowing what components a product is made of;
-* ''labels'' - for knowing processes used in creating ingredients and/or product
+* ''labels'' - for knowing processes used in creating ingredients and/or product;
-* ''category'' - describes the product in a generic sense
 * ''origins'' (countries) - for the origins of ingredients and products (this is not yet a taxonomy);
 * ''storage/preservation'' - instructions how to store unopened products and preserve opened products (not yet a taxonomy);
+* ''packaging'' - to get information on how the product is packaged, which might allow filtering the best packaging  for the environment;
 == Ingredients taxonomy ==
@@ Line 21: / Line 20: @@
 By exploiting the hierarchies defined in the ingredients taxonomy, it is possible to filter on a group of ingredients.
-=== Labels ===
+== Labels taxonomy ==
 Labels are claims, logos, and other statements found on products. Sometimes these labels are statements which can be checked against the ingredients. For instance the label ''no added sugar'', should imply that the ingredient ''sugar'' is not on the ingredient list. The labels can refer to processes in the value chain, like ''fair-trade'' or ''organic''. These labels can be encoded on the ingredients list as well, but is a bit more obscure.
@@ Line 30: / Line 29: @@
 The hierarchy is not (yet) much developed, but it is possible to get any ''organic'' or any ''fair-trade'' label,
-==== Implied labels ====
+== Category taxonomy ==
-=== Categories ===
 The categories taxonomy is more complicated as there is not a clear relationship with what is found on the product. The name of the products is not always well matched to the ingredients. Assigning the correct is a combination of interpreting marketing names, ingredient lists and labels found on the packaging. Often also knowledge of the current taxonomy and its hierarchy is required. And their is also a relationship with legislation, as naming a product is not always free.
-There are some basic principles behind the hierarchy found in the taxonomy;
-* ''understandable'' - no abstract categories that a user does not understand or encounters in the supermarket aisles;
-* ''marketing driven'' - some categories correspond to a category in the users mind, as it has often been used in the marketing message. For instance [https://world.openfoodfacts.org/category/bolognese-lasagne Bolognaise lasagnas] is clear to the user.
-* ''ingredients driven'' - the ingredients determine to a large extent the category. This is most obvious for unprocessed single ingredient products;
-* ''recipe complexity'' - the products that OFF covers goes from basic food, like [https://world.openfoodfacts.org/category/potatoes potatoes] that just come out the ground to fancy ready to eat [https://world.openfoodfacts.org/category/meals meals]. And everything in-between (not very clear how to cut things up):
-**''raw/unprocessed products'' - mainly from natural/vegetable origin. Maybe some processes are allowed (cleaning/cutting)? There is a very large overlap with NOVA 1 products;
-** ''extended shelf life products (?)'' - some processes are allowed in order to extend the shelf life of unprocessed products, like pasteurisation, pre-cooking (for cans), ..?
-** ''baking involved'' - prefried products;
-** ''mixing involved'' - adding sauces;
-** ''cooking involved'' - vegetable mixes, ingredients packages;
-** ''meals'' - only heat them in the oven or microwave;
-***
-* ''geographic origin'' - the location where a product is produced. This if often used for PGO-products. Example: [https://world.openfoodfacts.org/category/olive-oils-from-italy Olive oils from Italy]. Any hierarchy implies a sub- or super-region. it mould be possible to define the category Foods from Italy of Foods from the EU and combine it with the origins taxonomy;
-* ''legislation'' - legislation might require an approach to the taxonomy. Thus the usage of juices and nectars is regulated in the EU.
-* ''assortments''or ''variety packs'' - is used for products that contain two (or more) sub-products that should belong to multiple categories. These should have a different ingredient and nutritional list for each subproduct. Examples are fruit yoghurts packs with multiple flavours;
-* ''no doubling'' - there should be no doubling, i.e. the same concept appearing in multiple taxonomies. For instance why adding ''frozen pizzas'' as a new category, when ''frozen'' is already available as a label and ''pizzas'' as a category;
-==== Convenience categories ====
-There are some categories that can be called convenience categories, as they limit the work a user needs to do in order to classify products.These categories combine two characteristics into one, for example the category ''potatoes'' and the label ''frozen'' are converged into one category: ''frozen potatoes''.
-==== Implied categories ====
-It is possible to automatically apply a category to a product, based on two or more characteristics, without any intervention of the user. For instance if a ''herbal tea'' has the label ''organic'', it can be assigned the category ''organic herbal teas''. This in turn can be used user in any facet. It is possible to set up the rules for this in the taxonomies.
-* alcoholic
-* french -
-* organic
-* pasteurised
-==== Oppositional categories ====
-This a a pair of categories, where one is the opposite of the other. For instance the category ''sweetened beverages'' is opposite to the the ''unsweetened beverages''. Both can not be true at the same time. However there will always be a unknown variant as well, die to lack of information;
-* sweetened <> unsweetened
-* alcoholic <> non-alcoholic
-* vegan <> non-vegan
-* pasteurized <> non-pasteurised
-==== Mixed categories ====
-Unfortunately we need to mix all these approaches depending on the various usage needs. Within one category there might be multiple (competing) approaches. Each approach should however cover all products. These approaches might be inherited as well.
 == Examples ==
-Some examples of how this works in practice. Many more examples are needed.
+Here are some examples of how this works in practice. This approach is used to better define categories and with that to be able to detect products that should not be part of a category. With this one can [[Monitoring added products|monitor]] the quality of a category.
-The examples are a bit limited as only two facets can be specified at the same time.
+The examples are a bit limited as only two facets can be specified at the same time (more in the coming months (after december 2023).
 === Apple juices/nectars ===