NOTE: Full version of this Notebook is at Kaggle.

This notebook shows race traces for each F1 race in 2016, using the Formula 1 Race Data data set, which is sourced from ergast.com, and the Formula 1 Race Events dataset using data from Wikipedia.

Race traces provide an excellent way to visualize the progress of an entire Grand Prix. They show the gaps between cars, the general field spread, and the relative pace of each car throughout the race as a line gradient. The traces are calculated using cumulative race lap times, which are adjusted by the median lap time at that point in the race. The horizontal zero line represents a virtual reference car completing the average lap time of the field. The lines above this zero line depict faster cars, while the lines below it represent slower ones.

Here are some key features of the race traces:

• The line colors for each driver are based on their team colors.
• The fastest lap is marked with a ★.
• Laps where a car went via the pit lane are marked with a ●.
• Laps affected by the safety car are highlighted in yellow, indicating why the gaps between cars have reduced.
• Virtual safety cars, introduced in 2015, are highlighted in orange, as they cause the lines to spread out temporarily since leaders have completed more of the first affected lap at racing speeds.
• Overtakes are visible where the lines cross, often due to pit-stops.
• Truncated lines indicate retirement from the race.

The shadow at the bottom of the trace indicates which cars have been lapped by the lead car. This helps to reveal some effects, such as leaders making pit-stops to avoid slower traffic ahead. Backmarkers must allow leading cars through, and the edge of the shadow shows why their lines suddenly dip. Leaders may also ease off to let a lapped car through at the end of a race.

It's worth noting that good safety car data is hard to find, and the data scraped from Wikipedia may contain some mistakes. Therefore, the virtual safety car highlights in the traces are the author's estimates using lap-time data.

Overall, these race traces offer a comprehensive and informative way to understand the progress of each F1 race in 2016.

Tip: to see better resolution, <Right click> → Open Image in New Tab.

Revisions¶

• version 2: moved legends to bottom to allow more width
• version 3: added constructors championship plot and driver/team table links
• version 4: add origin to championship traces & link for 2021
• version 5: add fastest lap marker
• version 6: added laps per position and top drivers chart
• version 7: safety car, red flag & lapped cars highlighting

All F1 Race Traces¶

There is a notebook for every year that has lap-time data:

1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024.

2016 Formula One World Championship¶

For background see Wikipedia; here's an excerpt:

The 2016 FIA Formula One World Championship was the 70th season of the Fédération Internationale de l'Automobile (FIA)'s Formula One motor racing. It featured the 67th Formula One World Championship, a motor racing championship for Formula One cars which is recognised by the sport's governing body, the FIA, as the highest class of competition for open-wheel racing cars. Teams and drivers took part in twenty-one Grands Prix—making for the longest season in the sport's history—starting in Australia on 20 March and finishing in Abu Dhabi on 27 November as they competed for the World Drivers' and World Constructors' championships.

Mercedes successfully defended their World Constructors' title in a highly dominant performance, winning 19 of the 21 races ran during the season.

The 2016 season saw the grid expand to twenty-two cars with the addition of the Haas F1 Team entry. Renault returned to the sport as a constructor after a four-year absence following their takeover of Lotus prior to the start of the season. The calendar similarly expanded, with the return of the German Grand Prix. The European Grand Prix was also revived, with the event visiting a new circuit in Azerbaijan's capital city, Baku.

Nico Rosberg won his only World Drivers' Championship title in the final race of the season. With nine wins and seven other podiums, Rosberg beat teammate and defending World Champion Lewis Hamilton in the same machinery by five points. In doing so, Rosberg followed the success of his father in 1982 and became the second son of a champion to become champion himself, a feat previously achieved by Damon Hill in 1996. Rosberg announced his retirement from the sport shortly after winning the title.

In the World Constructors' Championship, Mercedes successfully defended their title for the second consecutive year, beating Red Bull Racing by 297 points. Ferrari finished third overall, a further seventy points behind.

Laps Per Position¶

Top F1 Drivers 2016¶