Python4Data
Introduction
1
Basics
1.1
Getting started with jupyterhub
1.2
Creating an ipython notebook
1.3
Using python as a calculator
1.4
Operators
1.5
Basic functions
1.5.1
abs()
1.5.2
max()
1.5.3
min()
1.5.4
print()
1.5.5
round()
1.6
Code documentation and getting help
1.7
Summary
1.8
Quiz
1.9
Exercises
1.9.1
Exercise 1.1
1.9.2
Exercise 1.2
1.9.3
Exercise 1.2
1.10
Assignment 1
1.11
Exam questions
2
Data types and variables
2.1
Variable assignment
2.2
Data types
2.3
Variable reassignment
2.4
Changing data types
2.5
Summary
2.6
Quiz
2.7
Exercises
2.7.1
Exercise 2.1
2.7.2
Exercise 2.2
2.8
Assignment 2
2.9
Exam questions
3
Data Structures I
3.1
Tuples
3.2
Lists
3.3
Summary
3.4
Quiz
3.5
Exercises
3.5.1
Exercise 3.1
3.5.2
Exercise 3.2
3.6
Assignment 3
3.7
Exam questions
4
Objects and Data Structures II
4.1
Object oriented programming
4.2
Libraries
4.3
Pandas
4.4
DataFrames
4.5
Quiz 4
4.6
Exercises
4.6.1
Exercise 4.1
4.6.2
Exercise 4.2
4.7
Assignment 4
4.8
Exam questions
5
Conditionals and Controls
5.1
Comparison operators
5.2
Conditional operators
5.3
Conditional statements
5.4
Conditional selections of DataFrames
5.5
Control structures
5.6
Quiz
5.7
Exercises
5.7.1
Exercise 5.1
5.7.2
Exercise 5.2
5.8
Assignment 5
5.9
Exam questions
6
Visualization and data exploration
6.1
Chart types
6.2
Building charts with pandas
6.2.1
Box plot
6.2.2
Histograms
6.2.3
Scatter plots
6.2.4
Bar charts
6.2.5
Line charts
6.3
Builing charts with matplotlib
6.4
Summary
6.5
Quiz
6.6
Exercises
6.6.1
Exercise 6.1
6.6.2
Exercise 6.2
6.7
Assignment 6
7
UNUSED NOTES
8
create new df
9
Solutions
9.1
Lesson 1
9.1.1
Quiz 1
9.1.2
Exercise 1.1
9.1.3
Exercise 1.2
9.1.4
Assignment 1
9.1.5
Exam questions - Lesson 1
9.2
Lesson 2
9.2.1
Quiz 2
9.2.2
Exercise 2.1
9.2.3
Exercise 2.2
9.2.4
Assignment 2
9.2.5
Exam questions - Lesson 2
9.3
Lesson 3
9.3.1
Quiz 3
9.3.2
Exercise 3.1
9.3.3
Exercise 3.2
9.3.4
Assignment 3
9.3.5
Exam questions - Lesson 3
9.4
Lesson 4
9.4.1
Quiz 4
9.4.2
Exercise 4.1
9.4.3
Exercise 4.2
9.4.4
Assignment 4
9.4.5
Exam questions - Lesson 4
9.5
Lesson 5
9.5.1
Quiz - Lesson 5
9.5.2
Exercise 5.1
9.5.3
Exercise 5.2
9.5.4
Assignment 5
9.5.5
Exam questions
References
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Python for data
References