Wrangling F1 Data With R (The Book + Code and Data Samples)
Wrangling F1 Data With R
A Data Junkie's Guide
About the Book
As a driver of technological and engineering innovation, Formula One motorsport is unsurpassed in its relentless pursuit of improvement on a weekly basis. But whilst sports such as cricket and baseball provide a wealth of geekery for the stats fans, F1 seems to lag behind.
If you're attracted by F1's passion to push engineering and technology to the limit, this book will help you grab a range of Formula One datasets by the scruff of the neck and wrangle a wide variety of insights from them.
Using the latest in open source data analysis and visualisation techniques, you'll learn how to extract the stories that often go unnoticed from whatever Formula One data you can lay your hands on. And maybe, just maybe, you'll be able to use the skills you learn along the way outside of the F1 context...
Let your passion for Formula One drive your data skills to new heights... #f1datajunkie
The current release of the book is an early draft. Many of the chapters are in a raw and incomplete form; others aren't published yet. The preview will change regularly, containing anywhere between 30% and 80% of the the latest version of the paid for version. If you pay for the book, you get any and all updates to it for free. The book is priced as it is so that affiliate links work.
License
About the Author
Packages
The Book + Code and Data Samples
A copy of the book plus some example code files and data files referenced from within the book.
English
PDF
EPUB
MOBI
WEB
The Book
English
PDF
EPUB
MOBI
WEB
Table of Contents
-
Foreword
- A Note on the Data Sources
- The Lean and Live Nature of This Book
-
Introduction
- Preamble
- What are we trying to do with the data?
- Choosing the tools
- The Data Sources
- Additional Data Sources
- Getting the Data into RStudio
- Example F1 Stats Sites
- How to Use This Book
- The Rest of This Book…
-
An Introduction to RStudio and R dataframes
- Getting Started with RStudio
- Getting Started with R
- Summary
-
Getting the data from the ergast Motor Racing Database API
- Accessing Data from the ergast API
- Summary
-
Getting the data from the ergast Motor Racing Database Download
- Accessing the ergast Data via a SQLite Database
- The Virtual Machine Approach
- Getting Started with the ergast Database
- Asking Questions of the ergast Data
- Summary
- Addendum
-
Data Scraped from the Formula One Website (Pre-2015)
- Format of the Original scraperwiki.sqlite Database
- Format of the f1com_results_archive.sqlite Database
- Problems with the Formula One Data
- How to use the Formula1.com Data alongside the ergast data
-
Reviewing the Practice Sessions
- The Weekend Starts Here
- Practice Session Data from the Official Formula One Website Prior up to 2014
- Sector Times (Prior to 2015)
- Summary
-
Practice Session Utilisation
- Session Utilisation Charts
- Finding Purple and Green Times
- Stint Detection
- Revisiting the Session Utilisation Chart - Annotations
- Session Summary Annotations
- Session Utilisation Lap Delta Charts
- Summary
- Useful Functions Derived From This Chapter
-
A Quick Look at Qualifying
- Qualifying Progression Charts
- Improving the Qualifying Session Progression Tables
- Qualifying Session Rank Position Summary Chart - Towards the Slopegraph
- Rank-Real Plots
- Ultimate Laps
- Summary
-
A Further Look at Qualifying
- Clustering Qualifying Laptime by Session
- Purple and Green Laptimes in Qualifying
- How do Session Cut-off Times Evolve Over the Course of Qualifying?
- Summary
-
Lapcharts and the Race Slope Graph
- Creating a Lap Chart
- Lap Trivia
- Lap Position Status Charts
- The Race Summary Chart
- Position Change Counts
- The Race Slope Graph
- Further Riffs on the Lapchart Idea
- Summary
-
Race History Charts
- The Simple Laptime Chart
- Accumulated Laptimes
- Gap to Leader Charts
- The Lapalyzer Session Gap
- Eventually: The Race History Chart
- Summary
-
From Battlemaps to Track Position Maps
- Identifying Track Position From Accumulated Laptimes
- Calculating DIFF and GAP times
- Battles for a particular position
- Generating Track Position Maps
- Summary
-
Pit Stop Analysis
- Pit Stop Data
- Pit Stops Over Time
- From Pitstops to Stints
- Summary
-
Career Trajectory
- The Effect of Age on Performance
- Statistical Models of Career Trajectories
- Modeling the Perfromance of F1 Drivers In General
- The Age-Productivity Gradient
- Summary
-
Streakiness
- Spotting Runs
- Generating Streak Reports
- Streak Maps
- Team Streaks
- Time to N’th Win
- Looking for Streaks Elsewhere
- Summary
-
Keeping an Eye on Competitiveness - Tracking Churn
- Calculating Adjusted Churn - Event Level
- Calculating Adjusted Churn - Across Seasons
- Taking it Further
- Summary
-
Laps Completed and Laps Led
- Calculating Laps Completed and Laps Led Percentages
- Comparing laps led counts over seasons
- Comparing Laps Led Counts for Specified Circuits Across Several Years
- Laps Led From Race Position Start
- Summary
-
Event Detection
- Detecting Position Change Groupings
- Detecting Undercuts
- Summary
-
Comparing Intra-Team Driver Performances
- Intra-Team League Tables
- Race Performance
- Summary
-
Points Performance Charts
- Grid Points Productivity
- Maximising Team Points Hauls
- Intra-Team Support
- Points Performance Charts - One-Way
- Points Performance Charts - Two-Way
- Summary
-
End of Season Showdown
- Modeling the Points Effects of the Final Championship Race
- Visualising the Outcome
- Summary
-
Charting the Championship Race
- Getting the Championship Data
- Charting a Championship Points Race
- Charting the Championship Race Standings
- Summary
- Conclusion
- Bibliography
- Appendix - Converting the ergast Database to SQLite
Authors have earned$9,883,643writing, publishing and selling on Leanpub, earning 80% royalties while saving up to 25 million pounds of CO2 and up to 46,000 trees.
Learn more about writing on Leanpub
The Leanpub 45-day 100% Happiness Guarantee
Within 45 days of purchase you can get a 100% refund on any Leanpub purchase, in two clicks.
See full terms
Free Updates. DRM Free.
If you buy a Leanpub book, you get free updates for as long as the author updates the book! Many authors use Leanpub to publish their books in-progress, while they are writing them. All readers get free updates, regardless of when they bought the book or how much they paid (including free).
Most Leanpub books are available in PDF (for computers), EPUB (for phones and tablets) and MOBI (for Kindle). The formats that a book includes are shown at the top right corner of this page.
Finally, Leanpub books don't have any DRM copy-protection nonsense, so you can easily read them on any supported device.
Learn more about Leanpub's ebook formats and where to read them
Top Books
- #1
C++ Best Practices
Jason TurnerLevel up your C++, get the tools working for you, eliminate common problems, and move on to more exciting things!
- #2
OpenIntro Statistics
David Diez, Christopher Barr, Mine Cetinkaya-Rundel, and OpenIntroA complete foundation for Statistics, also serving as a foundation for Data Science.
Leanpub revenue supports OpenIntro (US-based nonprofit) so we can provide free desk copies to teachers interested in using OpenIntro Statistics in the classroom and expand the project to support free textbooks in other subjects.
More resources: openintro.org.
- #3
Functional Design and Architecture
Alexander GraninSoftware Design in Functional Programming, Design Patterns and Practices, Methodologies and Application Architectures. How to build real software in Haskell with less efforts and low risks. The first complete source of knowledge.
- #4
R Programming for Data Science
Roger D. PengThis book brings the fundamentals of R programming to you, using the same material developed as part of the industry-leading Johns Hopkins Data Science Specialization. The skills taught in this book will lay the foundation for you to begin your journey learning data science. Printed copies of this book are available through Lulu.
- #5
C++20
Rainer GrimmC++20 is the next big C++ standard after C++11. As C++11 did it, C++20 changes the way we program modern C++. This change is, in particular, due to the big four of C++20: ranges, coroutines, concepts, and modules.
- #6
I am a Software Engineer and I am in Charge
Alexis Monville and Michael DoyleI am a Software Engineer and I am in Charge is a real-world, practical book that helps you increase your impact and satisfaction at work no matter who you work with.
In the book, we will follow Sandrine, a fictional character who learns to think in a new way enabling her to take a different course of action.
- #7
Atomic Kotlin
Bruce Eckel and Svetlana IsakovaFor both beginning and experienced programmers! From the author of the multi-award-winning Thinking in C++ and Thinking in Java together with a member of the Kotlin language team comes a book that breaks the concepts into small, easy-to-digest "atoms," along with exercises supported by hints and solutions directly inside IntelliJ IDEA!
- #8
Invest In Digital Health - The Medical Futurist's Guide
Dr. Bertalan MeskoArtificial Intelligence and Digital Health are booming. In this book, we explain why now it's a good time to invest in Digital Health and give recommendations on where to invest by looking at the top 24 technological trends we find the most promising.
- #9
The Hundred-Page Machine Learning Book
Andriy BurkovEverything you really need to know in Machine Learning in a hundred pages.
- #10
Mastering STM32
Carmine NovielloWith more than 600 microcontrollers, STM32 is probably the most complete ARM Cortex-M platform on the market. This book aims to be the first guide around that introduces the reader to this exciting MCU portfolio from ST Microelectronics and its official CubeHAL.
Top Bundles
- #1
Software Architecture for Developers: Volumes 1 & 2 - Technical leadership and communication
2 Books
"Software Architecture for Developers" is a practical and pragmatic guide to modern, lightweight software architecture, specifically aimed at developers. You'll learn:The essence of software architecture.Why the software architecture role should include coding, coaching and collaboration.The things that you really need to think about before... - #2
CCIE Service Provider Ultimate Study Bundle
2 Books
Piotr Jablonski, Lukasz Bromirski, and Nick Russo have joined forces to deliver the only CCIE Service Provider training resource you'll ever need. This bundle contains a detailed and challenging collection of workbook labs, plus an extensively detailed technical reference guide. All of us have earned the CCIE Service Provider certification... - #3
The Future of Digital Health
6 Books
We put together the most popular books from The Medical Futurist to provide a clear picture about the major trends shaping the future of medicine and healthcare. Digital health technologies, artificial intelligence, the future of 20 medical specialties, big pharma, data privacy and how technology giants such as Amazon or Google want to conquer... - #4
Cisco CCNA 200-301 Complet
4 Books
Ce lot comprend les quatre volumes du guide préparation à l'examen de certification Cisco CCNA 200-301. - #5
CCDE Practical Studies (All labs)
3 Books
CCDE lab - #6
"The C++ Standard Library" and "Concurrency with Modern C++"
2 Books
Get my books "The C++ Standard Library" and "Concurrency with Modern C++" in a bundle. The first book gives you the details you should know about the C++ standard library; the second one dives deeper into concurrency with modern C++. In sum, you get more than 600 pages full of modern C++ and about 250 source files presenting the standard library... - #7
Modern Management Made Easy
3 Books
Read all three Modern Management Made Easy books. Learn to manage yourself, lead and serve others, and lead the organization. - #8
Linux Administration Complet
4 Books
Ce lot comprend les quatre volumes du Guide Linux Administration :Linux Administration, Volume 1, Administration fondamentale : Guide pratique de préparation aux examens de certification LPIC 1, Linux Essentials, RHCSA et LFCS. Administration fondamentale. Introduction à Linux. Le Shell. Traitement du texte. Arborescence de fichiers. Sécurité... - #9
Programming with Ease
3 Books
Alle drei Bände der Serie Programming with Ease in einem Paket. Darin findest du alles, was ich dir zu den wichtigsten Phasen der Softwareentwicklung im Hinblick auf Clean Code Development für langfristig hohe Produktivität sagen kann.Im Band Slicing findest du die Anforderungsanalyse im Rahmen eines iterativ-inkrementellen Vorgehensmodells aus... - #10
Vagrant Ansible
2 Books
Unveil the power of Ansible and Vagrant with this bundle at a special price. You'll have everything you need to get started with Vagrant - learn the basics and how to create your virtual development environments, using Ansible as provisioner! About Vagrant Cookbook Vagrant Cookbook is a complete guide to get started with Vagrant and create your...
