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Homework: Reading Data

I downloaded (and have included in this repository) a database of 250 chocolate chip cookie recipes. You can find the original source data here and the article here.

Dataset Documentation

choc_chip_cookie_ingredients.csv

  • What is this?: This is the list of ingredients that were analyzed in the average cookie essay. It represents the ingredient lists from 211 chocolate chip cookie recipes, all scaled to yield 48 servings and with the units standardized.
  • Source(s) & Methodology: Some recipes were scraped from recipe databases AllRecipes and Epicurious. The remaining recipes were gathered by hand from the internet.
  • Last Modified: May 10, 2018.
  • Contact Information: Please contact Elle O'Brien.
  • Spatial Applicability: NA
  • Temporal Applicability: The time range that is represented in the data is recipes uploaded to the internet prior to February 2018.
Header Description Data Type
Ingredient The name of the ingredient. Some standardizing was done by hand, such as converting "flour" and "bleached flour" to "all purpose flour". text
Text The whole text description of the ingredient and the quantity (after scaling to 48 servings) text
Recipe_Index A tag used to label recipe sources. Tags beginning with "AR_" come form AllRecipes; tags beginning with "E_" come from Epicurious, and tags beginning with "Misc__" were hand-collected text
Rating If a rating was available on the recipe, it is provided as a numeric value. All ratings are normalized to be between 0 and 1. number
Quantity The scalar quantity of the ingredient, after scaling to 48 servings number
Unit The unit that the ingredient is measured in number
  • Other Notes:

    • When scaling the ingredients to yield 48 servings, we interpreted one serving to be one cookie. This was the convention in the vast majority of recipes we collected. However, we cannot guarantee that every recipe followed this rule, and some recipes create cookies of different sizes.

    -Units were converted as needed so that only one unit was used per ingredient.

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