Reference Guides for Course Topics

---

• Pandas Cheat Sheet
• Illinois’ Python Syntax Cheat Sheet
• Statistics Formula Sheet

Real-World Datasets Used in Digital Scholars Data Science

---

Illinois-Specific Datasets

• Hello Survey Dataset (Discover 2021)
• Hello Survey Dataset (STAT 107 F19)
• Perception of Probability Words Dataset
• Course Catalog Dataset
• UIUC GPA Dataset
• Illinois Graybook Dataset
• Illini Football Dataset
• CS 225 Final Grades Dataset

Classic Data Science Datasets

• Diamonds Dataset
• Spotify Song Attributes
• Calories in Beer Dataset
• Red Wine Quality Dataset
• UC-Berkeley Graduate Admission Dataset
• Iris Dataset
• Star Wars Dataset
• Breast Cancer Dataset
• Ramen Dataset
• FIFA19 Dataset
• Pokemon Dataset

Other Datasets

• NYC 311 Service Dataset
• Aaron Rodgers Dataset
• Online Retail Dataset
• Political Leaders Dataset
• Sales Dataset
• Superhero Dataset
• Weather Dataset
• Nintendo Summer Sale Dataset

Other Guides

---

• Command Line Interface
• Setting Up git
• Data Science Setup for Mac OS X
• Pandas Cheat Sheet
• Data Science Setup for Windows

Other Resources

---

• Computational and Inferential Thinking: The Foundations of Data Science
• Weapons of Math Destrution by Cathy O’Neil
• Race After Technology by Ruha Benjamin

Citations

---

• Course content was adapted to this Data Science course from UIUC’s STAT 107 Fall 2019 and Spring 2020 that was developed and taught by Karle Flanagan and Wade Fagen-Ulmschneider.

• Images are credited to the following:

  • Landing Page Photo: Calendar photo created by rawpixel.com - www.freepik.com
  • Default Picture for Announcement Cards: Business photo created by rawpixel.com - www.freepik.com
  • Picture for Homework Announcement Cards: Vintage photo created by jcomp - www.freepik.com
  • Statistics Textbook Background Photo by Photographer Shad Anderson.