Appendices
E
Datasets & Templates
Data Science I with python
Preface
Review of STAT 201: Python Foundations
Python Basics
Data Structures
Setting Up for Data Science
1
Jupyter Notebooks in VS Code
2
Project Environments, Packages, and File Paths
Core Library Foundations
3
Reading Data
4
Pandas Fundamentals
5
Pandas Intermediate
6
NumPy Fundamentals
7
NumPy and pandas in a Real Workflow
8
Data Visualization I: Single Plots
9
Data Visualization II: Multi-Panel Figures
From Messy to Insight
10
Data Cleaning
11
Data Preparation
12
Data Grouping and Aggregation
13
Data Reshaping
14
Combining Datasets
Appendices
A
Assignment A: Python Foundations
B
Assignment B: Setting Up Your Course Workspace
C
Assignment C: Pandas
D
Geospatial Plotting for Final Projects
E
Datasets & Templates
Appendices
E
Datasets & Templates
Appendix E — Datasets & Templates
Datasets used in the book, and assignment / project templates can be found
here
D
Geospatial Plotting for Final Projects