Published 2019
| Version v2
Open dataset
Open
Food.com Recipe & Review Data
- 1. University of California, San Diego
Description
Description
This dataset consists of 180K+ recipes and 700K+ recipe reviews covering 18 years of user interactions and uploads on Food.com (formerly GeniusKitchen), an online recipe aggregator.
This dataset contains three sets of data from Food.com:
Interaction splits
- interactions_test.csv
- interactions_validation.csv
- interactions_train.csv
Preprocessed data for result reproduction
In this format, the recipe text metadata is tokenized via the GPT subword tokenizer with start-of-step, etc. tokens.
- PP_recipes.csv
- PP_users.csv
To convert these files into the pickle format required to run our code off-the-shelf, you may use pandas.read_csv and pandas.to_pickle to convert the CSV's into the proper pickle format.
Files
interactions_test.csv__100lines.csv
Files
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Variables
| Name | Description |
|---|---|
| recipe_id | Recipe ID |
| i | Recipe ID mapped to contiguous integers from 0 |
| name_tokens | BPE-tokenized recipe name |
| ingredient_tokens | BPE-tokenized ingredients list (list of lists) |
| steps_tokens | BPE-tokenized steps |
| techniques | List of techniques used in recipe |
| calorie_level | Calorie level in ascending order |
| ingredient_ids | IDs of ingredients in recipe |
| items | Recipes interacted with, in order, by user |
| n_items | Number of recipes reviewed by user |
| ratings | Ratings given to each recipe encountered by this user |
| n_ratings | Number of ratings in total |
| user_id | User ID |
| date | Date of interaction (i.e., time where user wrote a review on recipe) |
| rating | Rating given for a specific receipe |
| review | Review text |
| minutes | Minutes to prepare recipe |
| contributor_id | User ID who submitted this recipe |
| submitted | Date recipe was submitted |
| tags | Food.com tags for recipe |
| nutrition | Nutrition information (calories (#), total fat (PDV), sugar (PDV) , sodium (PDV) , protein (PDV) , saturated fat |
| n_steps | Number of steps in recipe |
| steps | Text for recipe steps, in order |
| description | User-provided description about a recipe |
| u | User ID, mapped to contiguous integers from 0 |
Details
| Resource type | Open dataset |
| Title | Food.com Recipe & Review Data |
| Creators |
|
| Research Fields | Business Administration Economics Psychology Sociology Political Science Economic & Social History Communication Sciences Educational Research Other |
| Size | 0.85 GB |
| Formats | Comma-separated values (CSV) (.csv) |
| License(s) | Data files © Original Authors |
| External Resource | https://www.kaggle.com/shuyangli94/food-com-recipes-and-user-interactions |