This project was created within the scope of Data Scientist Nanodegree of Udacity.
It will be explored implementing the Cross-Industry Standard Process for Data Mining (CRISP-DM) process as part of the Write a Data Science Blog Post project requirements for Udacity's Data Scientist Nanodegree.
The data explored in this notebook was obtained from the "Nutrition facts for Starbucks Menu" Kaggle site. The data contains information about the Starbucks Drinks Menu with ingredients. You can find my Medium Blog Post in this link for the full report. The jupyter notebook for this project is located in folder
- Is there any relationship between Calories and Beverage Preparation Type?
- Are the average amount of Total Fat related with Starbucks Drink Category?
- Difference In Calories between Classic Espresso Drinks and Signature Espresso Drinks?
- Which beverages should not be drunk under specific circumstances such as high calories and total fat?
- numpy
- pandas
- matplotlib
- seaborn
- plotly
- pandas_profiling
- scipy
The motivation behind the project is to study and understand the best drinks in Starbucks in terms of health. To understand this, I try to relationship between variables and learn what better is.
In my repository, you can find jupyter notebook of this project that is called "Nutrition Facts for Starbucks Menu.ipynb" and the dataset obtained from Kaggle site. Also, readme folder to know project insight briefly.
- starbucks_drinkMenu_expanded.csv: The dataset file
- Nutrition Facts for Starbucks Menu.ipynb: Jupyter notebook file
- Readme.md: The short description of project
As a result of these analyses, I have reached some conclusions. The most important of these are; when the size increase, calories level also increases. People should avoid some Starbucks Drinks to be healthy and these are White Chocolate Mocha (Without Whipped Cream) and Caramel Macchiato. The most amount of Calories levels belongs to beverages preparation with Whole Mik.
These drinks are based on the most nutritious and low-calories. In this context, our suggestions are as follows:
- Caffe Latte with Nonfat Milk
- Caffe Mocha Latte
- Cold Brew Coffee
- Caffe Americano
In this project, I have been able to test almost all of what I learned in my education. I think this project and lecture are very comprehensive and informative. Also, thanks to this project, I am able to practice the theoretical knowledge that I have learned so far.
Thanks;
- Udacity
- Kaggle