Motorsport Data & AI · 6 Hours of Mexico City 2016 · Season 2016

6 Hours of Mexico City 2016 — AI Data Analysis

Porsche wins the 6 Hours of Mexico City 2016 with the #1 Porsche 919 Hybrid. Pace order, reliability by class, lead changes and the closing phase in a data check.

#1Winner · Porsche
230Laps led
32Cars total
6 hanalyzed

Winning crew · #1 Porsche TeamTimo Bernhard · Mark Webber · Brendon Hartley

Porsche won the 6 Hours of Mexico City 2016 at Autódromo Hermanos Rodríguez. The #1 Porsche 919 Hybrid of Porsche Team covered 230 laps over 6 hours, a race distance of 990 km. The winning crew: Timo Bernhard, Mark Webber and Brendon Hartley. The margin to second place was 0 laps — a clear, controlled win. The quickest manufacturer over one lap was Audi — but the win went to Porsche. Pace and result do not always match.

How the Lead Was Won

Across the race we counted 1 lead change among 2 different cars in the LMP1 class. At the closest point, first and second were only 2.5 s apart. For 4 of 4 measured hours the gap stayed under 30 seconds.

That is a real head-to-head fight, not a comfortable lead.

Gap between first and second in the LMP1 class, hour by hour. Peaks mark pit stops, safety cars and incidents.
Figure 1 — Gap between first and second in the LMP1 class, hour by hour. Peaks mark pit stops, safety cars and incidents.

Figure 1 shows how that gap moved over the distance.

Manufacturer Pace

We rank pace by the average of each manufacturer’s fastest lap. That measures real speed over the distance instead of one lucky lap. The order at the top: Audi (180.2 km/h), Porsche (179.8 km/h), Toyota (178.8 km/h).

Between the fastest and the slowest manufacturer in the LMP1 class lie 11.9 km/h. That is a wide spread. At this track, the concept differences show clearly.

Average fastest lap speed per manufacturer in the LMP1 class. Higher is faster.
Figure 2 — Average fastest lap speed per manufacturer in the LMP1 class. Higher is faster.

Figure 2 sets the pace order side by side.

Reliability by Class

5 of 32 cars did not make the finish — an overall retirement rate of 16%. The heaviest toll fell on LMGTE Am with 33%, while LMGTE Pro came through best at 0%.

Over this distance, reliability is a result in itself. A car that stops scores nothing, no matter how fast it was.

Retirement rate per class, with the number of entries behind each bar.
Figure 3 — Retirement rate per class, with the number of entries behind each bar.

Figure 3 compares the classes directly.

Efficiency Over the Distance

Our efficiency score multiplies average lap speed by laps completed and compares that to the class average. It rewards cars that were fast and stayed out of trouble. A value of 1.000 is exactly class average.

The top score goes to #1 Porsche with 1.198. That is the winning car — speed and durability came from the same package.

Efficiency score per car: average lap speed times laps, normalized to the class average.
Figure 4 — Efficiency score per car: average lap speed times laps, normalized to the class average.

Figure 4 ranks the cars by that score.

The Closing Phase

In the final hour, 75% of the field held position within ±1 place (n = 32). Most of the order was set, but a few fights ran to the end. The biggest single move came from #26 Oreca, 7 places back.

Share of cars that changed position by no more than one place in the final hour.
Figure 5 — Share of cars that changed position by no more than one place in the final hour.

Figure 5 shows how settled the finish really was.

Fastest Lap and Class Gaps

The fastest single lap of the race belongs to #1 Porsche (Porsche Team): 1:25.880 at 180.4 km/h. Crew: Timo Bernhard, Mark Webber and Brendon Hartley.

Between LMP1 and LMP2 sits a pace gap of 9.1 s per lap. That number decides how much traffic the leaders have to work through.

Class winners — LMP1: #1 Porsche (Porsche Team), LMP2: #43 Ligier (RGR Sport by Morand), LMGTE Pro: #97 Aston Martin (Aston Martin Racing), LMGTE Am: #88 Porsche (Abu Dhabi-Proton Racing).

Putting the Race in Context

The winner averaged 164.7 km/h across 990 km. On a 4.304 km lap, that is the pace the whole strategy had to sustain.

We calculate the same metrics for every race in the archive: pace order, reliability by class, lead changes, winning margin, closing stability and efficiency. That makes this race directly comparable with every other round of the 2016 season — and with the seasons before it.

All figures are derived from the full classification of every race hour and are recalculated with each build.

Overall result LMP1

Full final classification of the top class after 6 hours — car, driver crew, laps, gap, fastest race lap and average pace.

Overall result
PosNoManufacturer / CarTeam & DriversLapsGapFastest lapØ FL km/h
1#1PorschePorschePorsche 919 HybridPorsche TeamTimo Bernhard · Mark Webber · Brendon Hartley2301:25.880180.4
2#7AudiAudiAudi R18Audi Sport Team JoestMarcel Fässler · André Lotterer230+1'01.4421:26.083180
3#6ToyotaToyotaToyota TS050 HybridToyota Gazoo RacingStéphane Sarrazin · Mike Conway · Kamui Kobayashi230+1'09.7091:26.567179
4#2PorschePorschePorsche 919 HybridPorsche TeamRomain Dumas · Neel Jani · Marc Lieb230+1'30.0041:26.531179.1
5#13RebellionRebellion R-OneRebellion RacingMathéo Tuscher · Dominik Kraihamer · Alexandre Imperatori218+12 Laps1:30.710170.8
21#4ByKollesENSO CLM P1/01Bykolles Racing TeamSimon Trummer · Oliver Webb · Pierre Kaffer199+31 Laps1:32.118168.2
27#8AudiAudiAudi R18Audi Sport Team JoestLucas di Grassi · Loïc Duval · Oliver Jarvis167+63 Laps1:25.954180.3
31#5ToyotaToyotaToyota TS050 HybridToyota Gazoo RacingSébastien Buemi · Kazuki Nakajima62+168 Laps Not classified1:26.767178.6

Season context: the full 2016 WEC season in data · all-time WEC records

Class winners in detail

The winners of each class with overall position, car, crew and fastest lap.

Class winners in detail
ClassOverallNoManufacturer / CarTeam & DriversLapsFastest lap
LMP1P1#1PorschePorschePorsche 919 HybridPorsche TeamTimo Bernhard · Mark Webber · Brendon Hartley2301:25.880
LMP2P6#43LigierLigier JS P2RGR Sport by MorandRicardo Gonzalez · Filipe Albuquerque · Bruno Senna2101:35.702
LMGTE ProP15#97Aston MartinAston MartinAston Martin V8 Vantage GTEAston Martin RacingRichie Stanaway · Darren Turner2021:40.633
LMGTE AmP22#88PorschePorschePorsche 911 RSR (991)Abu Dhabi-Proton RacingKhaled Al Qubaisi · David Heinemeier Hansson · Patrick Long1971:42.328

Manufacturer pace

Average of the fastest lap speed per manufacturer. It measures real pace over the distance, not a single outlier.

Audi
180.15
Porsche
179.75
Toyota
178.8

Reliability by class

Retirement rate per class — the toughest filter of a long-distance race.

LMGTE Am
33.3% · n6
LMGTE Pro
0% · n7
LMP1
12.5% · n8
LMP2
18.2% · n11

Lap efficiency score

(avg FL km/h × laps) normalized to the class mean. It combines pace, distance and durability in one number — 1.000 = class mean.

#1 Porsche
1.198
#7 Audi
1.195
#2 Porsche
1.189
#6 Toyota
1.188
#13 Rebellion
1.075
#4 ByKolles
0.966
#8 Audi
0.869
#5 Toyota
0.320

Position stability, final hour

Share of cars that held their position within ±1 in the final hour (n=32).

75%

Mostly stable, but some late position battles.

Race dynamics compared

The same metrics for every race — so Le Mans is directly comparable with Daytona, and year with year.

1Lead changes (2 leaders)
1'01.442Winning margin over P2
9.1 sPace delta LMP1 → LMP2
LMP1top class analyzed
2.5 sClosest lead gap
4/4Hours inside 30 s
990 kmWinning distance
164.7Average speed km/h
302Position changes total
87Drivers in the field

Fastest race lap

The quickest single lap of the whole race — peak pace, not race pace.

1:25.880 · 180.4 km/h — #1 Porsche, Porsche Team (LMP1)
Timo Bernhard · Mark Webber · Brendon Hartley

Steadiest cars

Laps per hour and their spread. A low spread means few stops, few incidents, a clean rhythm.

NoManufacturerLaps/hSpread
#13Rebellion36.4±0.8
#1Porsche38.4±1.02
#2Porsche38.4±1.36
#6Toyota38.4±1.36
#7Audi38.4±1.36
#4ByKolles32.6±5.89

WEC record at this circuit

The World Endurance Championship has raced here 2 times in the seasons we analyze, and Porsche has won most often (2). Every entry links to the full data analysis of that race.

Fastest lap on record
1:25.730 · 180.7 km/h
#2 Porsche, Porsche LMP Team (2017)
Highest race average
172.1 km/h
Porsche (2017)
Seasons
2016, 2017
WEC races at this circuit
YearRaceWinnerDistanceCars
20176 Hours of Mexico City#2 Porsche
Porsche LMP Team
1,033 km26
20166 Hours of Mexico City#1 Porsche
Porsche Team
990 km32

All-time WEC records · every WEC season in data