> For the complete documentation index, see [llms.txt](https://esp2018gp.f1datajunkie.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://esp2018gp.f1datajunkie.com/race/lap-analysis.md).

# Lap Analysis

## Lap Analysis

![](https://783120973-files.gitbook.io/~/files/v0/b/gitbook-legacy-files/o/assets%2F-LCAoHWUs44qSAsoAnwv%2F-LCPy62z2fIssRKgqR7k%2F-LCPy7-FTZa_beOfY0vb%2Ff1_2018_esp-la_race_session_utilisation-1.png?generation=1526239641369632\&alt=media)

![](https://783120973-files.gitbook.io/~/files/v0/b/gitbook-legacy-files/o/assets%2F-LCAoHWUs44qSAsoAnwv%2F-LCPy62z2fIssRKgqR7k%2F-LCPy7-SH89tyXGsmNuL%2Ff1_2018_esp-la_lapheatmap-1.png?generation=1526239640245488\&alt=media)

## Variant

Do a variant where the x is pos on lap and y label is leader label

Diff map by pos

* the only difference between this and above are the scales

![](https://783120973-files.gitbook.io/~/files/v0/b/gitbook-legacy-files/o/assets%2F-LCAoHWUs44qSAsoAnwv%2F-LCPy62z2fIssRKgqR7k%2F-LCPy7-yKAhCWRNyY4ja%2Ff1_2018_esp-la_battlesearch-1.png?generation=1526239641222977\&alt=media)

Then do an analysis to see how each driver is threatened?

![](https://783120973-files.gitbook.io/~/files/v0/b/gitbook-legacy-files/o/assets%2F-LCAoHWUs44qSAsoAnwv%2F-LCPy62z2fIssRKgqR7k%2F-LCPy70a0OFlJNLW1jJU%2Ff1_2018_esp-la_driverbattlesearch-1.png?generation=1526239641859286\&alt=media)