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Introduction

Getting Started

Preliminaries
Coding Basics
Workflow Basics
Writing Code

Essential Data

Data Analysis Quickstart
Working with Data
Data Transformation
Reading and Writing Files
Numbers
Categorical Data
Spreadsheets

Essential Coding

Code in Style
Coding
Shortcuts to Better Coding

Essential Data Visualisation

Intro to Data Visualisation
Easy Data Visualisation for Tidy Data with Lets-Plot
Powerful Data Visualisation with Matplotlib
Common Plots

Essential Workflow

Automating Research Outputs
Markdown
The Command Line
Version Control

Econometrics

Probability and Random Processes
Statistics
Regression
Generalised regression models
Regression diagnostics and visualisations
Causal Inference
Bayesian Inference
Bayesian Inference Made Easier

Data

Boolean Data
Joins
Missing Values
Exploratory Data Analysis
Getting Data
Databases
pandas alternatives, validation, and orchestration
Sharing Data

Coding

Advanced Coding

Data Visualisation

Narrative Data Visualisation
Tables
Dashboards
Animation

Workflow

Combining Code and Text in Quarto Markdown
Virtual Code Environments
Reproducible Analysis

Time

Introduction to Time
Time Series
Forecasting Exercises

Text Analysis

Introduction to Text
Regular Expressions, aka regex
Natural Language Processing

Machine Learning

Introduction to Machine Learning and AI
Supervised Machine Learning
Data for Machine Learning
Unsupervised Machine Learning

Geospatial

Intro to Geo-Spatial Analysis
Geo-Spatial Visualisation

Mathematics

Abstract Mathematics
Numerical Mathematics

Craft

Introduction
Putting the Search in Research
Writing Papers
Research Blog Posts
Writing Referee Reports
Writing Technical Reports
Extended Abstracts

Further Data Visualisation

Data Visualisation using the Grammar of Graphics with Plotnine
Data Visualisation with Seaborn

Coming from ...

Coming from Stata
Coming from Matlab
Coming from R
Coming from Excel

End Matter

Contributing
Bibliography

Repository
Open issue

Index

By Arthur Turrell

© Copyright 2022.

This book is available under an MIT license.