{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Formula 1 - 2020 Season Analysis\n", "\n", "### Created by Doğan Yiğit Yenigün (toUpperCase78)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Welcome to the Data Analysis of Formula 1 2020 Season!\n", "\n", "The Formula 1 history and the fans worldwide lived another season with full of **excitements**, **competitions**, **challenges**, **happiness** and **sadness**. However, 2020 season is somewhat different due to the effects of **Covid-19** virus which spread out to the world, causing tens of millions of people getting infected and more than two million deaths. Together with the foreseeable effects of the virus, F1 also got affected badly such that the start of the season has been postponed to several months later. In all race weekends, for health and safety of all people, lots of strict precautions have been applied in order to keep the virus away.\n", "\n", "Despite the pandemic, it couldn't prevent us from watching these races, even no spectators in grandstands; every weekend the **thrill**, the **passion**, the **enthusiasm** remains the same as previously.\n", "\n", "Besides, this season left important data behind. We are here to gain valuable insights about what this season has brought. That's why, we are going to analyze the drivers, the teams, and the races with broad details as much as possible." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import math\n", "from datetime import timedelta\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "calendar = pd.read_csv('formula1_2020season_calendar.csv')\n", "calendar.set_index('Round', inplace=True)\n", "drivers = pd.read_csv('formula1_2020season_drivers.csv')\n", "drivers.set_index('Abbreviation', inplace=True)\n", "raceResults = pd.read_csv('formula1_2020season_raceResults.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**The necessary modules have been imported, the datasets have been properly prepared. And, if you're ready, LET'S SEND IT!**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2020 Season Race Calendar\n", "\n", "Like stated above, this season became unusual because of **Covid-19** pandemic that affected the world rapidly. For people's health and safety, it was decided to not start the season in March. For this reason, **Australia GP** was cancelled first with a few hours remaining to start the first practice session. Later, several other countries clarified to not host any F1 race this year, including **these two race tracks**: **Vietnam GP** (Hanoi Street Circuit) which was brand-new and **Netherlands GP** (Zandvoort) which was ready to come back after more than 30 years.\n", "\n", "On the other hand, the F1 authoritatives have determined to start the season in **July** as the most appropriate time and it was planned to end in **December**. Initially, **8** tracks have been confirmed to host races which they were all from European countries. As the days passed, more tracks have been added to the calendar, including the ones that **no F1 races were carried out** before while some had **prior experiences** about F1 and ready to host another one.\n", "\n", "These newest tracks are **Mugello** (Tuscany GP), and **Algarve** (Portugal GP). The ones with experience are **Nurburgring** (Eifel GP), **Imola** (Emilia Romagna GP), and **Istanbul Park** (Turkey GP) _(Yes! You read that right!)._\n", "\n", "What makes it interesting for this season is that some Grands Prix have been organized on the same track **twice**. These are **Red Bull Ring** (Austria & Styria GP), **Silverstone** (Great Britain & 70th Anniversary GP) and **Bahrain International** (Bahrain & Sakhir GP; both the regular and outer track layout).\n", "\n", "All things considered, 2020 Season is comprised of **17** Grands Prix with their city, race dates, circuit names, lengths and number of laps given below:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GP NameCountryCityCircuit NameRace DateCircuit Length(km)Number of Laps
Round
1AustriaAustriaSpielbergRed Bull Ring5 Jul 20204.31871
2StyriaAustriaSpielbergRed Bull Ring12 Jul 20204.31871
3HungaryHungaryBudapestHungaroring19 Jul 20204.38170
4Great BritainGreat BritainSilverstoneSilverstone Circuit2 Aug 20205.89152
570th AnniversaryGreat BritainSilverstoneSliverstone Circuit9 Aug 20205.89152
6SpainSpainCatalunyaCircuit de Barcelona-Catalunya16 Aug 20204.65566
7BelgiumBelgiumSpa-FrancorchampsCircuit de Spa-Francorchamps30 Aug 20207.00444
8ItalyItalyMonzaAutodromo Nazionale Monza6 Sep 20205.79353
9TuscanyItalyTuscanyMugello13 Sep 20205.24559
10RussiaRussiaSochiSochi Autodrom27 Sep 20205.84853
11EifelGermanyNurburgNurburgring11 Oct 20205.14860
12PortugalPortugalPortimaoAutodromo Internacional do Algarve25 Oct 20204.65366
13Emilia RomagnaItalyImolaAutodromo Enzo e Dino Ferrari1 Nov 20204.90963
14TurkeyTurkeyIstanbulIntercity Istanbul Park15 Nov 20205.33858
15BahrainBahrainSakhirBahrain International Circuit29 Nov 20205.41257
16SakhirBahrainSakhirBahrain International Circuit - Outer Track6 Dec 20203.54387
17Abu DhabiAbu DhabiYas IslandYas Marina Circuit13 Dec 20205.55455
\n", "
" ], "text/plain": [ " GP Name Country City \\\n", "Round \n", "1 Austria Austria Spielberg \n", "2 Styria Austria Spielberg \n", "3 Hungary Hungary Budapest \n", "4 Great Britain Great Britain Silverstone \n", "5 70th Anniversary Great Britain Silverstone \n", "6 Spain Spain Catalunya \n", "7 Belgium Belgium Spa-Francorchamps \n", "8 Italy Italy Monza \n", "9 Tuscany Italy Tuscany \n", "10 Russia Russia Sochi \n", "11 Eifel Germany Nurburg \n", "12 Portugal Portugal Portimao \n", "13 Emilia Romagna Italy Imola \n", "14 Turkey Turkey Istanbul \n", "15 Bahrain Bahrain Sakhir \n", "16 Sakhir Bahrain Sakhir \n", "17 Abu Dhabi Abu Dhabi Yas Island \n", "\n", " Circuit Name Race Date \\\n", "Round \n", "1 Red Bull Ring 5 Jul 2020 \n", "2 Red Bull Ring 12 Jul 2020 \n", "3 Hungaroring 19 Jul 2020 \n", "4 Silverstone Circuit 2 Aug 2020 \n", "5 Sliverstone Circuit 9 Aug 2020 \n", "6 Circuit de Barcelona-Catalunya 16 Aug 2020 \n", "7 Circuit de Spa-Francorchamps 30 Aug 2020 \n", "8 Autodromo Nazionale Monza 6 Sep 2020 \n", "9 Mugello 13 Sep 2020 \n", "10 Sochi Autodrom 27 Sep 2020 \n", "11 Nurburgring 11 Oct 2020 \n", "12 Autodromo Internacional do Algarve 25 Oct 2020 \n", "13 Autodromo Enzo e Dino Ferrari 1 Nov 2020 \n", "14 Intercity Istanbul Park 15 Nov 2020 \n", "15 Bahrain International Circuit 29 Nov 2020 \n", "16 Bahrain International Circuit - Outer Track 6 Dec 2020 \n", "17 Yas Marina Circuit 13 Dec 2020 \n", "\n", " Circuit Length(km) Number of Laps \n", "Round \n", "1 4.318 71 \n", "2 4.318 71 \n", "3 4.381 70 \n", "4 5.891 52 \n", "5 5.891 52 \n", "6 4.655 66 \n", "7 7.004 44 \n", "8 5.793 53 \n", "9 5.245 59 \n", "10 5.848 53 \n", "11 5.148 60 \n", "12 4.653 66 \n", "13 4.909 63 \n", "14 5.338 58 \n", "15 5.412 57 \n", "16 3.543 87 \n", "17 5.554 55 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "calendar[['GP Name', 'Country', 'City', 'Circuit Name', 'Race Date', 'Circuit Length(km)', 'Number of Laps']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2020 Season Drivers\n", "\n", "We have seen a total of **23** different drivers participated in all races of this season; where **3** of them are **reserve** drivers. There are a few changes to the roster of main drivers among all 10 teams, when compared to 2019:\n", "\n", "* In Renault, **Esteban Ocon** replaced **Nico Hulkenberg**.\n", "* In Williams, **Nicholas Latifi** replaced **Robert Kubica**.\n", "* Then, **Kubica** became the reserve driver for **Alfa Romeo**.\n", "\n", "Speaking of teams, the only change came from **Toro Rosso** which was re-branded as **AlphaTauri** with _white_ and _navy blue_ livery, and still using **Honda** power unit. Plus, **Mercedes AMG Petronas** adopted to _black_ livery in 2020, instead of the well-known _silver_ one.\n", "\n", "Throughout the season, **Nico Hulkenberg**, who lastly raced for Renault in 2019, has been called by **Racing Point** a total of **three times** in order to replace the drivers who caught **Covid-19** in the corresponding Grand Prix weekends. He shouldn't feel so foreign as he knew them formerly during **Force India** years. Well, we shall see in the analyses below for how well the German performed in the races participated.\n", "\n", "In addition, **Jack Aitken** and **Pietro Fittipaldi** got their chances for their debuts in Formula 1 especially when two race weekends left." ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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NumberDriverTeamCountryDate of BirthPlace of BirthGrands Prix EnteredHighest Race Finish
Abbreviation
HAM44Lewis HamiltonMercedesUnited Kingdom07/01/1985Stevenage, England2661(x95)
BOT77Valtteri BottasMercedesFinland28/08/1989Nastola, Finland1571(x9)
VER33Max VerstappenRed Bull RacingNetherlands30/09/1997Hasselt, Belgium1191(x10)
PER11Sergio PerezRacing PointMexico26/01/1990Guadalajara, Mexico1931(x1)
RIC3Daniel RicciardoRenaultAustralia01/07/1989Perth, Australia1881(x7)
SAI55Carlos SainzMcLarenSpain01/09/1994Madrid, Spain1192(x1)
ALB23Alexander AlbonRed Bull RacingThailand23/03/1996London, England383(x2)
LEC16Charles LeclercFerrariMonaco16/10/1997Monte Carlo, Monaco591(x2)
NOR4Lando NorrisMcLarenUnited Kingdom13/11/1999Bristol, England383(x1)
GAS10Pierre GaslyAlphaTauriFrance07/02/1996Rouen, France641(x1)
STR18Lance StrollRacing PointCanada29/10/1998Montreal, Canada783(x3)
OCO31Esteban OconRenaultFrance17/09/1996Evreux, Normandy672(x1)
VET5Sebastian VettelFerrariGermany03/07/1987Heppenheim, Germany2581(x53)
KVY26Daniil KvyatAlphaTauriRussian Federation26/04/1994Ufa, Russia1122(x1)
HUL27Nico HulkenbergRacing PointGermany19/08/1987Emmerich am Rhein, Germany1824(x3)
RAI7Kimi RaikkönenAlfa RomeoFinland17/10/1979Espoo, Finland3321(x21)
GIO99Antonio GiovinazziAlfa RomeoItaly14/12/1993Martina France, Italy405(x1)
RUS63George RussellWilliamsUnited Kingdom15/02/1998King's Lynn, England389(x1)
GRO8Romain GrosjeanHaasFrance17/04/1986Geneva, Switzerland1812(x2)
MAG20Kevin MagnussenHaasDenmark05/10/1992Roskilde, Denmark1202(x1)
LAT6Nicholas LatifiWilliamsCanada29/06/1995Montreal, Canada1711(x3)
AIT89Jack AitkenWilliamsUnited KingdomNaNNaN116(x1)
FIT51Pietro FittipaldiHaasBrazilNaNNaN217(x1)
\n", "
" ], "text/plain": [ " Number Driver Team Country \\\n", "Abbreviation \n", "HAM 44 Lewis Hamilton Mercedes United Kingdom \n", "BOT 77 Valtteri Bottas Mercedes Finland \n", "VER 33 Max Verstappen Red Bull Racing Netherlands \n", "PER 11 Sergio Perez Racing Point Mexico \n", "RIC 3 Daniel Ricciardo Renault Australia \n", "SAI 55 Carlos Sainz McLaren Spain \n", "ALB 23 Alexander Albon Red Bull Racing Thailand \n", "LEC 16 Charles Leclerc Ferrari Monaco \n", "NOR 4 Lando Norris McLaren United Kingdom \n", "GAS 10 Pierre Gasly AlphaTauri France \n", "STR 18 Lance Stroll Racing Point Canada \n", "OCO 31 Esteban Ocon Renault France \n", "VET 5 Sebastian Vettel Ferrari Germany \n", "KVY 26 Daniil Kvyat AlphaTauri Russian Federation \n", "HUL 27 Nico Hulkenberg Racing Point Germany \n", "RAI 7 Kimi Raikkönen Alfa Romeo Finland \n", "GIO 99 Antonio Giovinazzi Alfa Romeo Italy \n", "RUS 63 George Russell Williams United Kingdom \n", "GRO 8 Romain Grosjean Haas France \n", "MAG 20 Kevin Magnussen Haas Denmark \n", "LAT 6 Nicholas Latifi Williams Canada \n", "AIT 89 Jack Aitken Williams United Kingdom \n", "FIT 51 Pietro Fittipaldi Haas Brazil \n", "\n", " Date of Birth Place of Birth Grands Prix Entered \\\n", "Abbreviation \n", "HAM 07/01/1985 Stevenage, England 266 \n", "BOT 28/08/1989 Nastola, Finland 157 \n", "VER 30/09/1997 Hasselt, Belgium 119 \n", "PER 26/01/1990 Guadalajara, Mexico 193 \n", "RIC 01/07/1989 Perth, Australia 188 \n", "SAI 01/09/1994 Madrid, Spain 119 \n", "ALB 23/03/1996 London, England 38 \n", "LEC 16/10/1997 Monte Carlo, Monaco 59 \n", "NOR 13/11/1999 Bristol, England 38 \n", "GAS 07/02/1996 Rouen, France 64 \n", "STR 29/10/1998 Montreal, Canada 78 \n", "OCO 17/09/1996 Evreux, Normandy 67 \n", "VET 03/07/1987 Heppenheim, Germany 258 \n", "KVY 26/04/1994 Ufa, Russia 112 \n", "HUL 19/08/1987 Emmerich am Rhein, Germany 182 \n", "RAI 17/10/1979 Espoo, Finland 332 \n", "GIO 14/12/1993 Martina France, Italy 40 \n", "RUS 15/02/1998 King's Lynn, England 38 \n", "GRO 17/04/1986 Geneva, Switzerland 181 \n", "MAG 05/10/1992 Roskilde, Denmark 120 \n", "LAT 29/06/1995 Montreal, Canada 17 \n", "AIT NaN NaN 1 \n", "FIT NaN NaN 2 \n", "\n", " Highest Race Finish \n", "Abbreviation \n", "HAM 1(x95) \n", "BOT 1(x9) \n", "VER 1(x10) \n", "PER 1(x1) \n", "RIC 1(x7) \n", "SAI 2(x1) \n", "ALB 3(x2) \n", "LEC 1(x2) \n", "NOR 3(x1) \n", "GAS 1(x1) \n", "STR 3(x3) \n", "OCO 2(x1) \n", "VET 1(x53) \n", "KVY 2(x1) \n", "HUL 4(x3) \n", "RAI 1(x21) \n", "GIO 5(x1) \n", "RUS 9(x1) \n", "GRO 2(x2) \n", "MAG 2(x1) \n", "LAT 11(x3) \n", "AIT 16(x1) \n", "FIT 17(x1) " ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "drivers[['Number', 'Driver', 'Team', 'Country', 'Date of Birth', 'Place of Birth', \n", " 'Grands Prix Entered', 'Highest Race Finish']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By the way, I've implemented **this below function** which will be helpful to determine the correct colors of the teams and of the drivers they've raced with, when it comes to display the corresponding data visualizations..." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def assign_color(val_type,values):\n", " cl = []\n", " for val in values:\n", " if val_type == 'drivers': abbr = val.split()[1].upper()[0:3]\n", " elif val_type == 'teams': abbr = val[0:4].upper()\n", " if abbr in ['ALFA','RAI','GIO']: cl.append('#960000')\n", " elif abbr in ['HAAS','GRO','MAG','FIT']: cl.append('#787878')\n", " elif abbr in ['RACI','PER','STR','HUL']: cl.append('#f595c8')\n", " elif abbr in ['WILL','RUS','LAT','AIT']: cl.append('#0082fa')\n", " elif abbr in ['ALPH','GAS','KVY']: cl.append('#ffffff')\n", " elif abbr in ['MCLA','SAI','NOR']: cl.append('#ff8700')\n", " elif abbr in ['RED ','VER','ALB']: cl.append('#0600f0')\n", " elif abbr in ['FERR','LEC','VET']: cl.append('#cb0000')\n", " elif abbr in ['MERC','HAM','BOT']: cl.append('#00d2b5')\n", " elif abbr in ['RENA','RIC','OCO']: cl.append('#fff500')\n", " return cl" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Results of Several Notable Races in 2020 Season\n", "\n", "Despite the **Covid-19 outbreak** and **shortened calendar**, we the fans have witnessed **several exciting races** and challenges this season. They are worthwhile to talk about in general, point out the key moments and show which drivers were classified in the top 10:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**AUSTRIA** - Season-opening races always created curiosity such that how the drivers' and cars' performances would be affected with the new regulations applied in advance. Plus, an important indication if any team has **improved themselves or gone backwards** when compared with the previous season, in terms of lap times and positions of the drivers. In the first week of July, we got most of the answers there in **Red Bull Ring Circuit (Spielberg)**.\n", "\n", "As seen in the results below, **Bottas** became victorious in the first race of the season, while **Leclerc** came second, and **Norris** came third.\n", "\n", "Here, the reigning champion **Hamilton** started the season by finishing **4th**, because a severe contact with **Red Bull's Albon** with a couple of laps remaining caused him to get a **5-second time penalty**, hence stayed out of the podium! As a consequence, **Norris** deserved to get his **first podium** in his F1 career and you should've seen his happiness after the race!\n", "\n", "Also, if I'm not mistaken, there are **lots of drivers retired** from the race. The upcoming analyses will reveal the truth to confirm if this statement is correct." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NoDriverTeamStarting GridLapsTotal Time/Gap/RetirementPointsFastest Lap
Position
177Valtteri BottasMercedes1711:30:55.73925No
216Charles LeclercFerrari771+2.70018No
34Lando NorrisMcLaren Renault371+5.49116Yes
444Lewis HamiltonMercedes571+5.68912No
555Carlos SainzMcLaren Renault871+8.90310No
611Sergio PerezRacing Point BWT Mercedes671+15.0928No
710Pierre GaslyAlphaTauri Honda1271+16.6826No
831Esteban OconRenault1471+17.4564No
999Antonio GiovinazziAlfa Romeo Racing Ferrari1871+21.1462No
105Sebastian VettelFerrari1171+24.5451No
\n", "
" ], "text/plain": [ " No Driver Team Starting Grid \\\n", "Position \n", "1 77 Valtteri Bottas Mercedes 1 \n", "2 16 Charles Leclerc Ferrari 7 \n", "3 4 Lando Norris McLaren Renault 3 \n", "4 44 Lewis Hamilton Mercedes 5 \n", "5 55 Carlos Sainz McLaren Renault 8 \n", "6 11 Sergio Perez Racing Point BWT Mercedes 6 \n", "7 10 Pierre Gasly AlphaTauri Honda 12 \n", "8 31 Esteban Ocon Renault 14 \n", "9 99 Antonio Giovinazzi Alfa Romeo Racing Ferrari 18 \n", "10 5 Sebastian Vettel Ferrari 11 \n", "\n", " Laps Total Time/Gap/Retirement Points Fastest Lap \n", "Position \n", "1 71 1:30:55.739 25 No \n", "2 71 +2.700 18 No \n", "3 71 +5.491 16 Yes \n", "4 71 +5.689 12 No \n", "5 71 +8.903 10 No \n", "6 71 +15.092 8 No \n", "7 71 +16.682 6 No \n", "8 71 +17.456 4 No \n", "9 71 +21.146 2 No \n", "10 71 +24.545 1 No " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raceResults[raceResults['Track'] == 'Austria'].set_index('Position').drop('Track', axis=1).head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**70TH ANNIVERSARY** - The fifth race of the season; this Grand Prix was held in Silverstone Circuit (2nd time this season) and the name was intentionally chosen to commemorate **the 70th year of Formula 1!** Of course, Silverstone, in this way, is an important race track for where it all started, going back to 1950!\n", "\n", "Consequently, **Max Verstappen** won this special race ahead of both **Mercedes** drivers, especially **Hamilton** beaten in his home race!\n", "\n", "_About the former race in Silverstone (named regularly Great Britain GP), it's Hamilton who **luckily** saw the chequered flag in the 1st place! I said 'lucky' because he greatly managed to drive the car with a blown tyre that occurred in the last lap! Thanks to the significant gap against Verstappen, he did not let the Dutchman overtake him before crossing the finish line!_\n", "\n", "Plus, it's worth talking about **Nico Hulkenberg**. Although he left **Renault** in 2019, he was summoned by his former team, **Racing Point** to replace **Sergio Perez** who was tested **positive** for Covid-19! As seen in the results of this race, he started the race in **3rd** place and finished **7th**, taking 6 points for himself and the team! A solid performance, isn't it?" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NoDriverTeamStarting GridLapsTotal Time/Gap/RetirementPointsFastest Lap
Position
133Max VerstappenRed Bull Racing Honda4521:19:41.99325No
244Lewis HamiltonMercedes252+11.32619Yes
377Valtteri BottasMercedes152+19.23115No
416Charles LeclercFerrari852+29.28912No
523Alexander AlbonRed Bull Racing Honda952+39.14610No
618Lance StrollRacing Point BWT Mercedes652+42.5388No
727Nico HulkenbergRacing Point BWT Mercedes352+55.9516No
831Esteban OconRenault1452+64.7734No
94Lando NorrisMcLaren Renault1052+65.5442No
1026Daniil KvyatAlphaTauri Honda1652+69.6691No
\n", "
" ], "text/plain": [ " No Driver Team Starting Grid Laps \\\n", "Position \n", "1 33 Max Verstappen Red Bull Racing Honda 4 52 \n", "2 44 Lewis Hamilton Mercedes 2 52 \n", "3 77 Valtteri Bottas Mercedes 1 52 \n", "4 16 Charles Leclerc Ferrari 8 52 \n", "5 23 Alexander Albon Red Bull Racing Honda 9 52 \n", "6 18 Lance Stroll Racing Point BWT Mercedes 6 52 \n", "7 27 Nico Hulkenberg Racing Point BWT Mercedes 3 52 \n", "8 31 Esteban Ocon Renault 14 52 \n", "9 4 Lando Norris McLaren Renault 10 52 \n", "10 26 Daniil Kvyat AlphaTauri Honda 16 52 \n", "\n", " Total Time/Gap/Retirement Points Fastest Lap \n", "Position \n", "1 1:19:41.993 25 No \n", "2 +11.326 19 Yes \n", "3 +19.231 15 No \n", "4 +29.289 12 No \n", "5 +39.146 10 No \n", "6 +42.538 8 No \n", "7 +55.951 6 No \n", "8 +64.773 4 No \n", "9 +65.544 2 No \n", "10 +69.669 1 No " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raceResults[raceResults['Track'] == '70th Anniversary'].set_index('Position').drop('Track', axis=1).head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**ITALY** - The Monza circuit, sometimes nicknamed 'the Cathedral of Speed', is where F1 cars have the opportunity to attain the highest top speed and the highest average speed in a lap among all tracks for many seasons.\n", "\n", "In this race, the hero was **Pierre Gasly** who unbelievably won the race and made the **AlphaTauri** crew overjoyed with this glorious triumph! **Carlos Sainz** from McLaren chased after the Frenchman but his effort was not enough to pass him, finishing **2nd** in the end. Then, **Lance Stroll** who moved to the last step of the podium.\n", "\n", "Despite no spectators in the grandstands due to the pandemic, this race would be remembered with a **very uncommon** podium; that is, such a podium with **no Mercedes, Ferrari, or Red Bull** drivers got involved!\n", "\n", "In contrast, it was the race that **Ferrari** didn't want to remember becuase of **double DNF!** Here, **Vettel** suffered break failures, completing no more than 10 laps, and **Leclerc** had a nasty accident at Parabolica corner on lap 24, which caused the race stopped for a long while!\n", "\n", "Speaking of **Hamilton**, he contended himself to finish **7th**! He received **10-second Stop & Go penalty**, just before Leclerc's accident, for entering the pit lane at the time it was closed due to a retired car (Magnussen) parked near the lane. After the restart, he did all his best to climb higher positions in order to mitigate the damage for the Drivers Standings." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NoDriverTeamStarting GridLapsTotal Time/Gap/RetirementPointsFastest Lap
Position
110Pierre GaslyAlphaTauri Honda10531:47:06.05625No
255Carlos SainzMcLaren Renault353+0.41518No
318Lance StrollRacing Point BWT Mercedes853+3.35815No
44Lando NorrisMcLaren Renault653+6.00012No
577Valtteri BottasMercedes253+7.10810No
63Daniel RicciardoRenault753+8.3918No
744Lewis HamiltonMercedes153+17.2457Yes
831Esteban OconRenault1253+18.6914No
926Daniil KvyatAlphaTauri Honda1153+22.2082No
1011Sergio PerezRacing Point BWT Mercedes453+23.2241No
\n", "
" ], "text/plain": [ " No Driver Team Starting Grid \\\n", "Position \n", "1 10 Pierre Gasly AlphaTauri Honda 10 \n", "2 55 Carlos Sainz McLaren Renault 3 \n", "3 18 Lance Stroll Racing Point BWT Mercedes 8 \n", "4 4 Lando Norris McLaren Renault 6 \n", "5 77 Valtteri Bottas Mercedes 2 \n", "6 3 Daniel Ricciardo Renault 7 \n", "7 44 Lewis Hamilton Mercedes 1 \n", "8 31 Esteban Ocon Renault 12 \n", "9 26 Daniil Kvyat AlphaTauri Honda 11 \n", "10 11 Sergio Perez Racing Point BWT Mercedes 4 \n", "\n", " Laps Total Time/Gap/Retirement Points Fastest Lap \n", "Position \n", "1 53 1:47:06.056 25 No \n", "2 53 +0.415 18 No \n", "3 53 +3.358 15 No \n", "4 53 +6.000 12 No \n", "5 53 +7.108 10 No \n", "6 53 +8.391 8 No \n", "7 53 +17.245 7 Yes \n", "8 53 +18.691 4 No \n", "9 53 +22.208 2 No \n", "10 53 +23.224 1 No " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raceResults[raceResults['Track'] == 'Italy'].set_index('Position').drop('Track', axis=1).head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**EIFEL** - This Grand Prix was held in Germany, in Nürburgring Circuit; another well-kown track in the country, other than Hockenkeimring.\n", "\n", "It's not surprising that **Hamilton** won the race and **Verstappen** took the 2nd place.\n", "\n", "However, this race drew the attention with **two substantial events**: First, **Daniel Ricciardo** brought the **Renault** team to the podium after several years, by finishing **3rd**! You might have heard him saying _\"Is this a f***ing podium, boys?\"_ from the radio, and even the team workers and Cyril Abiteboul could not believe it initially, but this really came true. Yeah, this felt good overall!\n", "\n", "Second, it's **Nico Hulkenberg**, who was summoned by Racing Point once again, to replace **Lance Stroll** whose Covid-19 test became **positive**. Although he came unprepared and started the race at the back of the grid (P20), he managed it very well to finish **P8**, another 4 points for himself and the team, as well as he was selected to be **the Driver of the Day!**" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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NoDriverTeamStarting GridLapsTotal Time/Gap/RetirementPointsFastest Lap
Position
144Lewis HamiltonMercedes2601:35:49.64125No
233Max VerstappenRed Bull Racing Honda360+4.47019Yes
33Daniel RicciardoRenault660+14.63115No
411Sergio PerezRacing Point BWT Mercedes960+16.07012No
555Carlos SainzMcLaren Renault1060+21.90510No
610Pierre GaslyAlphaTauri Honda1260+22.7668No
716Charles LeclercFerrari460+30.8416No
827Nico HulkenbergRacing Point BWT Mercedes2060+32.5964No
98Romain GrosjeanHaas Ferrari1660+39.0812No
1099Antonio GiovinazziAlfa Romeo Racing Ferrari1460+40.0351No
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" ], "text/plain": [ " No Driver Team Starting Grid \\\n", "Position \n", "1 44 Lewis Hamilton Mercedes 2 \n", "2 33 Max Verstappen Red Bull Racing Honda 3 \n", "3 3 Daniel Ricciardo Renault 6 \n", "4 11 Sergio Perez Racing Point BWT Mercedes 9 \n", "5 55 Carlos Sainz McLaren Renault 10 \n", "6 10 Pierre Gasly AlphaTauri Honda 12 \n", "7 16 Charles Leclerc Ferrari 4 \n", "8 27 Nico Hulkenberg Racing Point BWT Mercedes 20 \n", "9 8 Romain Grosjean Haas Ferrari 16 \n", "10 99 Antonio Giovinazzi Alfa Romeo Racing Ferrari 14 \n", "\n", " Laps Total Time/Gap/Retirement Points Fastest Lap \n", "Position \n", "1 60 1:35:49.641 25 No \n", "2 60 +4.470 19 Yes \n", "3 60 +14.631 15 No \n", "4 60 +16.070 12 No \n", "5 60 +21.905 10 No \n", "6 60 +22.766 8 No \n", "7 60 +30.841 6 No \n", "8 60 +32.596 4 No \n", "9 60 +39.081 2 No \n", "10 60 +40.035 1 No " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raceResults[raceResults['Track'] == 'Eifel'].set_index('Position').drop('Track', axis=1).head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TURKEY** - That was the weekend especially the Turkish fans were waiting for! After **nine years of absence**, Istanbul Park Circuit, the track with the famous **Turn 8**, has got the opportuinty to host another F1 race in November 2020!\n", "\n", "All the weekend, the weather was often rainy and sometimes overcast. In addition, brand-new asphalt was floored before the race. For these reasons, the race in Istanbul became **significantly difficult**, due to low grip! Since the practice sessions, all the drivers struggled hard to stay on the track. Some drivers liked the challenge, some didn't. But, the fans **expected the unexpected** for what surprises would be encountered there!\n", "\n", "In qualifying session, **Lance Stroll** shocked everyone to take the **pole position**, other than both **Mercedes** drivers in the season so far! Yep, he enjoyed the moment very much as it was the **first** one of his career!\n", "\n", "In the race, however, **Lewis Hamilton** (started 6th) showed his masterful driving skills to get himself to the victory in Turkey, having **more than 30 seconds** gap and going **almost 50 laps** with intermediate tyres till the end! And, this was where he announced his **7th world championship title** after the race, what a grateful moment!\n", "\n", "**Sergio Perez** performed similarly as **Hamilton**, finishing **2nd** with 50-lap old intermediate tyres. Plus, this was **Ferrari**'s best result of this season; **Vettel** and **Leclerc** completed the race in **3rd** and **4th**, respectively. Too bad, Leclerc **missed the podium** in the last lap with a couple of corners remaining as he locked up the front tyres and could not avoid being overtaken by Perez and Vettel.\n", "\n", "Last but not the least, the fans all around the world have chosen the **Turkish GP** as the **best race of the season**, with 33% vote rate!\n", "\n", "_Besides, let's not forget the special promotion of Istanbul, through the historical places travelled by Albon in Red Bull and Gasly in AlphaTauri!_" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NoDriverTeamStarting GridLapsTotal Time/Gap/RetirementPointsFastest Lap
Position
144Lewis HamiltonMercedes6581:42:19.31325No
211Sergio PerezRacing Point BWT Mercedes358+31.63318No
35Sebastian VettelFerrari1158+31.96015No
416Charles LeclercFerrari1258+33.85812No
555Carlos SainzMcLaren Renault1558+34.36310No
633Max VerstappenRed Bull Racing Honda258+44.8738No
723Alexander AlbonRed Bull Racing Honda458+46.4846No
84Lando NorrisMcLaren Renault1458+61.2595Yes
918Lance StrollRacing Point BWT Mercedes158+72.3532No
103Daniel RicciardoRenault558+95.4601No
\n", "
" ], "text/plain": [ " No Driver Team Starting Grid \\\n", "Position \n", "1 44 Lewis Hamilton Mercedes 6 \n", "2 11 Sergio Perez Racing Point BWT Mercedes 3 \n", "3 5 Sebastian Vettel Ferrari 11 \n", "4 16 Charles Leclerc Ferrari 12 \n", "5 55 Carlos Sainz McLaren Renault 15 \n", "6 33 Max Verstappen Red Bull Racing Honda 2 \n", "7 23 Alexander Albon Red Bull Racing Honda 4 \n", "8 4 Lando Norris McLaren Renault 14 \n", "9 18 Lance Stroll Racing Point BWT Mercedes 1 \n", "10 3 Daniel Ricciardo Renault 5 \n", "\n", " Laps Total Time/Gap/Retirement Points Fastest Lap \n", "Position \n", "1 58 1:42:19.313 25 No \n", "2 58 +31.633 18 No \n", "3 58 +31.960 15 No \n", "4 58 +33.858 12 No \n", "5 58 +34.363 10 No \n", "6 58 +44.873 8 No \n", "7 58 +46.484 6 No \n", "8 58 +61.259 5 Yes \n", "9 58 +72.353 2 No \n", "10 58 +95.460 1 No " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raceResults[raceResults['Track'] == 'Turkey'].set_index('Position').drop('Track', axis=1).head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**SAKHIR** - The second race in Bahrain, but this was quite unique because **the outer track layout** was used which looked like a ring with long straights, making the circuit length shorter and raising expectations for going **under 1 minute** each lap.\n", "\n", "In that week, this time **Lewis Hamilton** was tested **positive** for Covid-19! As he, unfortunately, would be missing the race, **Mercedes** team have agreed with **George Russell** from Williams to get into the seat, his one-time opportunity to show everyone his performance in a championship-winning car.\n", "\n", "Certainly, he did that by finishing **2nd** in qualifying just behind his teammate **Bottas**. However, things did not go very well during the race: Although he started so fast, even overtook Bottas in some moments, one of his pit-stop was a disaster due to **tyres mixed up** with Bottas'. Later, he was called to the pit once again because of **tyre puncture**, which eliminated the chance to win the race! He was right to say that **he was absolutely gutted** not once, but twice! Nevertheless, he's made up for it by staying in the top 10 and setting the fastest lap.\n", "\n", "On the other hand, the hero of the race was **Sergio Perez**! The Mexican claimed his first victory in his career after about 190 Grand Prix starts, and his teammate **Stroll** came with **3rd** place. A strong progression for **Racing Point** through the Constructors Standings! Plus, the race was **Ocon**'s best result he had, stepping on the **2nd** place of the podium.\n", "\n", "_On the further side, **Romain Grosjean**'s horrible accident was unforgettable on the first lap of the former Bahrain race, as we've witnessed a large burst of flames all of a sudden. Thankfully, he got out of the car with his consciousness open and immediately taken to the hospital for medical treatment which lasted several weeks, now in good condition as before. This showed how the advanced safety technologies (including halo) on an F1 car provided to save the driver's life against high-speed impacts, in addition to fireproof racing suits and helmets._" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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NoDriverTeamStarting GridLapsTotal Time/Gap/RetirementPointsFastest Lap
Position
111Sergio PerezRacing Point BWT Mercedes5871:31:15.11425No
231Esteban OconRenault1187+10.51818No
318Lance StrollRacing Point BWT Mercedes1087+11.86915No
455Carlos SainzMcLaren Renault887+12.58012No
53Daniel RicciardoRenault787+13.33010No
623Alexander AlbonRed Bull Racing Honda1287+13.8428No
726Daniil KvyatAlphaTauri Honda687+14.5346No
877Valtteri BottasMercedes187+15.3894No
963George RussellMercedes287+18.5563Yes
104Lando NorrisMcLaren Renault1587+19.5411No
\n", "
" ], "text/plain": [ " No Driver Team Starting Grid \\\n", "Position \n", "1 11 Sergio Perez Racing Point BWT Mercedes 5 \n", "2 31 Esteban Ocon Renault 11 \n", "3 18 Lance Stroll Racing Point BWT Mercedes 10 \n", "4 55 Carlos Sainz McLaren Renault 8 \n", "5 3 Daniel Ricciardo Renault 7 \n", "6 23 Alexander Albon Red Bull Racing Honda 12 \n", "7 26 Daniil Kvyat AlphaTauri Honda 6 \n", "8 77 Valtteri Bottas Mercedes 1 \n", "9 63 George Russell Mercedes 2 \n", "10 4 Lando Norris McLaren Renault 15 \n", "\n", " Laps Total Time/Gap/Retirement Points Fastest Lap \n", "Position \n", "1 87 1:31:15.114 25 No \n", "2 87 +10.518 18 No \n", "3 87 +11.869 15 No \n", "4 87 +12.580 12 No \n", "5 87 +13.330 10 No \n", "6 87 +13.842 8 No \n", "7 87 +14.534 6 No \n", "8 87 +15.389 4 No \n", "9 87 +18.556 3 Yes \n", "10 87 +19.541 1 No " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raceResults[raceResults['Track'] == 'Sakhir'].set_index('Position').drop('Track', axis=1).head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As stated before, the outer track of Bahrain circuit formed the probability that a lap could be completed **within 1 minute**. So, could **Russell**, who set the fastest lap of the race, really go under this specified time?\n", "\n", "_The answer is Yes, his fastest lap time was 55.4 seconds!_" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
GP NameRace DateLap RecordRecord Owner
Round
16Sakhir6 Dec 20200:55.404George Russell
\n", "
" ], "text/plain": [ " GP Name Race Date Lap Record Record Owner\n", "Round \n", "16 Sakhir 6 Dec 2020 0:55.404 George Russell" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "calendar[calendar['GP Name'] == 'Sakhir'].loc[:,['GP Name','Race Date','Lap Record','Record Owner']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2020 Season - Drivers Standings\n", "\n", "All right, after the discusssions of several races we've had this season, we'd like to see how **the Drivers Standings** have been concluded:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DriverTeamPoints
Position
1Lewis HamiltonMercedes347
2Valtteri BottasMercedes223
3Max VerstappenRed Bull Racing Honda214
4Sergio PerezRacing Point BWT Mercedes125
5Daniel RicciardoRenault119
6Carlos SainzMcLaren Renault105
7Alexander AlbonRed Bull Racing Honda105
8Charles LeclercFerrari98
9Lando NorrisMcLaren Renault97
10Pierre GaslyAlphaTauri Honda75
11Lance StrollRacing Point BWT Mercedes75
12Esteban OconRenault62
13Sebastian VettelFerrari33
14Daniil KvyatAlphaTauri Honda32
15Nico HulkenbergRacing Point BWT Mercedes10
16Kimi RaikkönenAlfa Romeo Racing Ferrari4
17Antonio GiovinazziAlfa Romeo Racing Ferrari4
18George RussellWilliams Mercedes3
19Romain GrosjeanHaas Ferrari2
20Kevin MagnussenHaas Ferrari1
21Nicholas LatifiWilliams Mercedes0
22Jack AitkenWilliams Mercedes0
23Pietro FittipaldiHaas Ferrari0
\n", "
" ], "text/plain": [ " Driver Team Points\n", "Position \n", "1 Lewis Hamilton Mercedes 347\n", "2 Valtteri Bottas Mercedes 223\n", "3 Max Verstappen Red Bull Racing Honda 214\n", "4 Sergio Perez Racing Point BWT Mercedes 125\n", "5 Daniel Ricciardo Renault 119\n", "6 Carlos Sainz McLaren Renault 105\n", "7 Alexander Albon Red Bull Racing Honda 105\n", "8 Charles Leclerc Ferrari 98\n", "9 Lando Norris McLaren Renault 97\n", "10 Pierre Gasly AlphaTauri Honda 75\n", "11 Lance Stroll Racing Point BWT Mercedes 75\n", "12 Esteban Ocon Renault 62\n", "13 Sebastian Vettel Ferrari 33\n", "14 Daniil Kvyat AlphaTauri Honda 32\n", "15 Nico Hulkenberg Racing Point BWT Mercedes 10\n", "16 Kimi Raikkönen Alfa Romeo Racing Ferrari 4\n", "17 Antonio Giovinazzi Alfa Romeo Racing Ferrari 4\n", "18 George Russell Williams Mercedes 3\n", "19 Romain Grosjean Haas Ferrari 2\n", "20 Kevin Magnussen Haas Ferrari 1\n", "21 Nicholas Latifi Williams Mercedes 0\n", "22 Jack Aitken Williams Mercedes 0\n", "23 Pietro Fittipaldi Haas Ferrari 0" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "driversSt = raceResults.groupby(['Driver','Team'])['Points'].sum().sort_values(ascending=False)\n", "driversSt = driversSt.reset_index().drop(23)\n", "driversSt.iloc[17,1] = 'Williams Mercedes'\n", "driversSt['Position'] = range(1,len(driversSt)+1)\n", "driversSt.set_index('Position')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's clear that **Lewis Hamilton** earned himself another championship title, beating his teammate **Valtteri Bottas** by **more than 100 points**! With this, he reached that total of **7th time**, equalling Michael Schumacher!\n", "\n", "For **Max Verstappen**, it should be another strong and consistent season for him, placing **3rd** in the standings; though head-to-head battles with Bottas in terms of points did not help enough to finish ahead of a Mercedes driver. By the way, however, **Alexander Albon** was found staying usually behind his teammate and the points gap clearly showed that he under-performed within Red Bull's performance standards...\n", "\n", "**Sergio Perez** looked pretty decent this season, deserved to finish **4th** thanks to his win in Sakhir GP. We could say similar things to **Daniel Ricciardo** as he came after Perez, with the aid of **two podiums** earned.\n", "\n", "It seems the Monegasque driver **Charles Leclerc** was not competitive enough for race wins, due to with Ferrari's unsatisfactory SF1000. It's even worse for **Sebastian Vettel**, only getting 33 points this season!\n", "\n", "Interestingly enough, **Nico Hulkenberg**, who was called three times to Racing Point, achieved to score 10 points; finishing ahead of several drivers in the standings though they are mostly backmarkers.\n", "\n", "Lastly, about **George Russell**, don't get confused for getting his points if you think the team name wrong... As discussed above, he did this in **a Mercedes seat** in Sakhir GP (his one-time chance), but he was officially attended with **Williams** team in 2020.\n", "\n", "**NOTE:** In addition, **a plot visualization** is available in the upcoming analyses to inspect how the drivers in the top 10 progressed this season!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2020 Season - Points Earned in Italy\n", "\n", "Meanwhile, I want to examine a special case that could be **exclusive** to this season: That is, Italy has organized three races in three different locations. These are **Monza** (Italy GP), **Tuscany** (Tuscany GP) and **Imola** (Emilia Romagna GP).\n", "\n", "Here, let's unveil the **total points earned just in this country**, hence creating another Drivers Standings:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DriverTeamPoints
Position
1Lewis HamiltonMercedes59
2Valtteri BottasMercedes46
3Daniel RicciardoRenault35
4Pierre GaslyAlphaTauri Honda25
5Carlos SainzMcLaren Renault24
6Lando NorrisMcLaren Renault24
7Daniil KvyatAlphaTauri Honda20
8Sergio PerezRacing Point BWT Mercedes19
9Lance StrollRacing Point BWT Mercedes15
10Alexander AlbonRed Bull Racing Honda15
11Charles LeclercFerrari14
12Esteban OconRenault4
13Kimi RaikkönenAlfa Romeo Racing Ferrari4
14Sebastian VettelFerrari1
15Antonio GiovinazziAlfa Romeo Racing Ferrari1
16Max VerstappenRed Bull Racing Honda0
17Kevin MagnussenHaas Ferrari0
18George RussellWilliams Mercedes0
19Nicholas LatifiWilliams Mercedes0
20Romain GrosjeanHaas Ferrari0
\n", "
" ], "text/plain": [ " Driver Team Points\n", "Position \n", "1 Lewis Hamilton Mercedes 59\n", "2 Valtteri Bottas Mercedes 46\n", "3 Daniel Ricciardo Renault 35\n", "4 Pierre Gasly AlphaTauri Honda 25\n", "5 Carlos Sainz McLaren Renault 24\n", "6 Lando Norris McLaren Renault 24\n", "7 Daniil Kvyat AlphaTauri Honda 20\n", "8 Sergio Perez Racing Point BWT Mercedes 19\n", "9 Lance Stroll Racing Point BWT Mercedes 15\n", "10 Alexander Albon Red Bull Racing Honda 15\n", "11 Charles Leclerc Ferrari 14\n", "12 Esteban Ocon Renault 4\n", "13 Kimi Raikkönen Alfa Romeo Racing Ferrari 4\n", "14 Sebastian Vettel Ferrari 1\n", "15 Antonio Giovinazzi Alfa Romeo Racing Ferrari 1\n", "16 Max Verstappen Red Bull Racing Honda 0\n", "17 Kevin Magnussen Haas Ferrari 0\n", "18 George Russell Williams Mercedes 0\n", "19 Nicholas Latifi Williams Mercedes 0\n", "20 Romain Grosjean Haas Ferrari 0" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "racesItaly = raceResults[raceResults['Track'].isin(['Italy','Tuscany','Emilia Romagna'])]\n", "pointsItaly = racesItaly.groupby(['Driver','Team'])['Points'].sum().sort_values(ascending=False)\n", "pointsItaly = pointsItaly.reset_index()\n", "pointsItaly['Position'] = range(1,21)\n", "pointsItaly.set_index('Position')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ah, look at that! Again **Lewis Hamilton** is in the 1st place; being the most successful driver even in this special case! While **Bottas** is in 2nd, that means it's definitive to state that **Mercedes** accomplished to be the best team for races in Italy.\n", "\n", "The **2nd best** team should be **McLaren** where **Sainz** and **Norris** earned the same amount of points. Then **AlphaTauri**, owing to **Gasly**'s win in Monza circuit.\n", "\n", "Well, the standings above clearly indicated **Ferrari** drivers was too far behind many rivals in their homeland; where **Leclerc** stayed outside of top 10! But, things are worse for **Vettel** who obtained just **a single point** there!\n", "\n", "Furthermore, you must be astonished how **Verstappen** failed to score any points in Italy! To the best of my knowledge, the reasons are **mechanical issues** in Monza, **first lap accident** in Tuscany, and **being stuck in sand pool because of suddenly tire blowout** in Imola." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2020 Season - Constructors Standings\n", "\n", "Next, how well did all the teams undergo this season? With respect to points earned, of course..." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TeamPoints
Position
1Mercedes573
2Red Bull Racing Honda319
3McLaren Renault202
4Racing Point BWT Mercedes195
5Renault181
6Ferrari131
7AlphaTauri Honda107
8Alfa Romeo Racing Ferrari8
9Haas Ferrari3
10Williams Mercedes0
\n", "
" ], "text/plain": [ " Team Points\n", "Position \n", "1 Mercedes 573\n", "2 Red Bull Racing Honda 319\n", "3 McLaren Renault 202\n", "4 Racing Point BWT Mercedes 195\n", "5 Renault 181\n", "6 Ferrari 131\n", "7 AlphaTauri Honda 107\n", "8 Alfa Romeo Racing Ferrari 8\n", "9 Haas Ferrari 3\n", "10 Williams Mercedes 0" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "constructorsSt = raceResults.groupby('Team')['Points'].sum()\n", "constructorsSt.loc['Racing Point BWT Mercedes'] -= 15\n", "constructorsSt = constructorsSt.sort_values(ascending=False).reset_index()\n", "constructorsSt['Position'] = range(1,11)\n", "constructorsSt.set_index('Position')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yes, **Mercedes** team won by **over 200** points gap against **Red Bull Racing**! They've done it **7th consecutive time**! In other words, there are still **no other constructor** that successfully claimed the title since the beginning of 1.6 liter V6 Turbo Hybrid engine era, from 2014!\n", "\n", "For **McLaren**, they had one of the greatest seasons as they beat **Racing Point** and **Renault** with nip and tuck challenges this year, finishing **3rd** in the standings.\n", "\n", "_As an important clarification, Racing Point's 15 points have been erased in August, because the stewards have found that the team's brake ducts was directly copied from the 2019 Mercedes car, after Renault's protest about the legality of the design of RP20. Otherwise, they could've finished ahead of McLaren._\n", "\n", "In contrast, **Ferrari** team experienced a disappointing season; they could not finish in the top three that we are used to see and confined themselves to the **6th place** with 131 points.\n", "\n", "Plus, it's a pity for **Williams** for not scoring anything in 2020 although they were close to obtain championship points a few times. _(The most recognizable moment was in Imola, where George Russell stayed in 10th place at a time but crashed himself into the wall while in the Safety Car period.)_\n", "\n", "**NOTE:** In case you wondered how the teams progressed throughout this season, I advise you to check out **the related visualization below**; thus allowing to give clear insights." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Now, we know the final Drivers and Constructors Standings, it's time to delve into more aspects of 2020 Season...**\n", "\n", "### Race Winners\n", "\n", "First of all, who are the **race winners**? Certainly, there will be drivers with multiple wins, but let's see them for each grand prix, as well as the **starting grid pos.**, **total racing times** and whether or not the **fastest laps** were set:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NoDriverTeamStarting GridLapsTotal TimeFastest Lap
Track
Austria77Valtteri BottasMercedes1711:30:55.739No
Styria44Lewis HamiltonMercedes1711:22:50.683No
Hungary44Lewis HamiltonMercedes1701:36:12.473Yes
Great Britain44Lewis HamiltonMercedes1521:28:01.283No
70th Anniversary33Max VerstappenRed Bull Racing Honda4521:19:41.993No
Spain44Lewis HamiltonMercedes1661:31:45.279No
Belgium44Lewis HamiltonMercedes1441:24:08.761No
Italy10Pierre GaslyAlphaTauri Honda10531:47:06.056No
Tuscany44Lewis HamiltonMercedes1592:19:35.060Yes
Russia77Valtteri BottasMercedes3531:34:00.364Yes
Eifel44Lewis HamiltonMercedes2601:35:49.641No
Portugal44Lewis HamiltonMercedes1661:29:56.828Yes
Emilia Romagna44Lewis HamiltonMercedes2631:28:32.430Yes
Turkey44Lewis HamiltonMercedes6581:42:19.313No
Bahrain44Lewis HamiltonMercedes1572:59:47.515No
Sakhir11Sergio PerezRacing Point BWT Mercedes5871:31:15.114No
Abu Dhabi33Max VerstappenRed Bull Racing Honda1551:36:28.645No
\n", "
" ], "text/plain": [ " No Driver Team \\\n", "Track \n", "Austria 77 Valtteri Bottas Mercedes \n", "Styria 44 Lewis Hamilton Mercedes \n", "Hungary 44 Lewis Hamilton Mercedes \n", "Great Britain 44 Lewis Hamilton Mercedes \n", "70th Anniversary 33 Max Verstappen Red Bull Racing Honda \n", "Spain 44 Lewis Hamilton Mercedes \n", "Belgium 44 Lewis Hamilton Mercedes \n", "Italy 10 Pierre Gasly AlphaTauri Honda \n", "Tuscany 44 Lewis Hamilton Mercedes \n", "Russia 77 Valtteri Bottas Mercedes \n", "Eifel 44 Lewis Hamilton Mercedes \n", "Portugal 44 Lewis Hamilton Mercedes \n", "Emilia Romagna 44 Lewis Hamilton Mercedes \n", "Turkey 44 Lewis Hamilton Mercedes \n", "Bahrain 44 Lewis Hamilton Mercedes \n", "Sakhir 11 Sergio Perez Racing Point BWT Mercedes \n", "Abu Dhabi 33 Max Verstappen Red Bull Racing Honda \n", "\n", " Starting Grid Laps Total Time Fastest Lap \n", "Track \n", "Austria 1 71 1:30:55.739 No \n", "Styria 1 71 1:22:50.683 No \n", "Hungary 1 70 1:36:12.473 Yes \n", "Great Britain 1 52 1:28:01.283 No \n", "70th Anniversary 4 52 1:19:41.993 No \n", "Spain 1 66 1:31:45.279 No \n", "Belgium 1 44 1:24:08.761 No \n", "Italy 10 53 1:47:06.056 No \n", "Tuscany 1 59 2:19:35.060 Yes \n", "Russia 3 53 1:34:00.364 Yes \n", "Eifel 2 60 1:35:49.641 No \n", "Portugal 1 66 1:29:56.828 Yes \n", "Emilia Romagna 2 63 1:28:32.430 Yes \n", "Turkey 6 58 1:42:19.313 No \n", "Bahrain 1 57 2:59:47.515 No \n", "Sakhir 5 87 1:31:15.114 No \n", "Abu Dhabi 1 55 1:36:28.645 No " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "winners = raceResults[raceResults['Position'] == '1'].reset_index() \\\n", " .drop(['index','Position', 'Points'], axis=1).set_index('Track')\n", "winners.rename(columns={'Total Time/Gap/Retirement': 'Total Time'}, inplace=True)\n", "winners" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Among all 17 tracks, we see **Lewis Hamilton**'s name the most without any doubt! Even the Briton recorded a 5-win streak, from **Eifel GP** to **Bahrain GP**! His teammate **Valtteri Bottas** has seen the chequered flag in the 1st place **twice**. So, a total of **13** wins from **Mercedes** team!\n", "\n", "The other drivers are **Max Verstappen** from **Red Bull Racing** with 2 wins; **Pierre Gasly** from **AlphaTauri** in Italy (Monza circuit), and **Sergio Perez** from **Racing Point** in Bahrain (Sakhir GP).\n", "\n", "If carefully inspected, **polesitters** successfully completed their races with wins in 10 different tracks. Here, **Hamilton** accomplished this **8** times!\n", "\n", "Moreover, in 5 different tracks, winners also **set the fastest lap** of the races; all of them have been achieved by both **Mercedes** drivers!\n", "\n", "Besides, from this outcome above, we can get **the shortest and longest** races w.r.t. race winners **total elapsed times**: Among all, **70th Anniversary GP** lasted about **1 hr 20 mins**; while the **Bahrain GP** took about **3 hours** to finish. _(This is due to Romain Grosjean's horrible accident happened on lap 1, causing the race to be red-flagged for more than 1 hour.)_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By the way, a **bar chart visualization** like below could help us see those drivers and their win counts easily:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "winnerCnt = winners['Driver'].value_counts()\n", "plt.style.use('seaborn')\n", "plt.style.use('dark_background')\n", "plt.rcParams['axes.facecolor'] = '#15151e'\n", "plt.rcParams['figure.facecolor'] = '#15151e'\n", "plt.rcParams['grid.color'] = '#444444'\n", "c = assign_color('drivers',winnerCnt.index)\n", "plt.figure(figsize=(11,4))\n", "plt.barh([driver.split()[1] for driver in winnerCnt.index], winnerCnt.values, color=c)\n", "for i in range(len(winnerCnt.values)):\n", " plt.text(winnerCnt.values[i]-0.4, i+0.15, winnerCnt.values[i], color='k', fontsize=18)\n", "plt.axis([0,max(winnerCnt.values)+0.5,len(winnerCnt)-0.4,-0.6])\n", "plt.title(\"Formula 1 - 2020 Season - Race Winner Counts\", fontsize=18)\n", "plt.xlabel(\"Win Counts\", fontsize=13)\n", "plt.xticks(fontsize=13)\n", "plt.yticks(fontsize=14)\n", "plt.grid(axis='y')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All in all, there are 5 different race winners this season; where **Hamilton** as driver and **Mercedes** as team dominated in terms of win counts. Plus, as discussed above, **Gasly** and **Perez** took their first wins in their F1 careers." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Additionally, if you ever wonder **how many hours we spent at least** watching these F1 races on TV (or any other media) this season, look at the result below: _(Yes, it's more than 24 hours!)_" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TOTAL WINNERS RACE TIME: 1 day 4 hours 18 minutes 27 seconds\n" ] } ], "source": [ "totalTime = timedelta()\n", "for time in winners['Total Time']:\n", " totalTime += timedelta(hours=int(time[0]), minutes=int(time[2:4]), seconds=int(time[5:7]), milliseconds=int(time[8:]))\n", "print(\"TOTAL WINNERS RACE TIME: {} day {} hours {} minutes {} seconds\".format(totalTime.days, totalTime.seconds//3600, \n", " (totalTime.seconds-(totalTime.seconds//3600*3600))//60,\n", " (totalTime.seconds-(totalTime.seconds//3600*3600))%60 ) )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pole Positions\n", "\n", "As we talked about the race winners, the **pole positions** should not go unnoticed! Let's reveal which drivers deserved to start in the first place in grands prix individually:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DriverTeamFinish PositionFastest Lap
Track
AustriaValtteri BottasMercedes1No
StyriaLewis HamiltonMercedes1No
HungaryLewis HamiltonMercedes1Yes
Great BritainLewis HamiltonMercedes1No
70th AnniversaryValtteri BottasMercedes3No
SpainLewis HamiltonMercedes1No
BelgiumLewis HamiltonMercedes1No
ItalyLewis HamiltonMercedes7Yes
TuscanyLewis HamiltonMercedes1Yes
RussiaLewis HamiltonMercedes3No
EifelValtteri BottasMercedesNCNo
PortugalLewis HamiltonMercedes1Yes
Emilia RomagnaValtteri BottasMercedes2No
TurkeyLance StrollRacing Point BWT Mercedes9No
BahrainLewis HamiltonMercedes1No
SakhirValtteri BottasMercedes8No
Abu DhabiMax VerstappenRed Bull Racing Honda1No
\n", "
" ], "text/plain": [ " Driver Team Finish Position \\\n", "Track \n", "Austria Valtteri Bottas Mercedes 1 \n", "Styria Lewis Hamilton Mercedes 1 \n", "Hungary Lewis Hamilton Mercedes 1 \n", "Great Britain Lewis Hamilton Mercedes 1 \n", "70th Anniversary Valtteri Bottas Mercedes 3 \n", "Spain Lewis Hamilton Mercedes 1 \n", "Belgium Lewis Hamilton Mercedes 1 \n", "Italy Lewis Hamilton Mercedes 7 \n", "Tuscany Lewis Hamilton Mercedes 1 \n", "Russia Lewis Hamilton Mercedes 3 \n", "Eifel Valtteri Bottas Mercedes NC \n", "Portugal Lewis Hamilton Mercedes 1 \n", "Emilia Romagna Valtteri Bottas Mercedes 2 \n", "Turkey Lance Stroll Racing Point BWT Mercedes 9 \n", "Bahrain Lewis Hamilton Mercedes 1 \n", "Sakhir Valtteri Bottas Mercedes 8 \n", "Abu Dhabi Max Verstappen Red Bull Racing Honda 1 \n", "\n", " Fastest Lap \n", "Track \n", "Austria No \n", "Styria No \n", "Hungary Yes \n", "Great Britain No \n", "70th Anniversary No \n", "Spain No \n", "Belgium No \n", "Italy Yes \n", "Tuscany Yes \n", "Russia No \n", "Eifel No \n", "Portugal Yes \n", "Emilia Romagna No \n", "Turkey No \n", "Bahrain No \n", "Sakhir No \n", "Abu Dhabi No " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "polePos = raceResults[raceResults['Starting Grid'] == 1][['Track','Driver','Team','Position','Fastest Lap']].set_index('Track')\n", "polePos.rename(columns={'Position':'Finish Position'}, inplace=True)\n", "polePos" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Whoa! We encounter **Mercedes** drivers' superiorities again, even in pole position analysis! In **15** out of 17 tracks, we saw those cars starting 1st in the grid. Of course, **Lewis Hamilton**'s name appeared the most, **10 times**.\n", "\n", "The other drivers that are not from Mercedes team are **Lance Stroll** and **Max Verstappen**, getting the pole position only once. _(But remember, Stroll snatched his for the first time, in Turkey!)_\n", "\n", "More importantly, **Verstappen** prevented the Mercedes-powered cars from scoring 100% pole positions this season; surprisingly, he did this in the very **last race**! _(with Honda engine, of course)_\n", "\n", "_As a side note, no drivers in pole position were given any penalties after qualifying sessions, thus I can assure you that the outcome above is 100% accurate._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Podium Finishes\n", "\n", "Winning a race and getting on the top of the podium is **perfect and priceless** feeling for any F1 driver. However, a podium consists of **three drivers**, hence finishing **2nd or 3rd** should also be great accomplishments.\n", "\n", "Here, let's examine the drivers by counting their podiums among all races of 2020:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "podiums = raceResults[raceResults['Position'].isin(['1','2','3'])]\n", "podiumsCnt = podiums['Driver'].value_counts()\n", "c = assign_color('drivers',podiumsCnt.index)\n", "plt.figure(figsize=(11,6.5))\n", "plt.barh([driver.split()[1] for driver in podiumsCnt.index], podiumsCnt.values, color=c)\n", "for i in range(len(podiumsCnt.values)):\n", " plt.text(podiumsCnt.values[i]-0.5, i+0.15, podiumsCnt.values[i], color='k', fontsize=15)\n", "plt.axis([0,max(podiumsCnt)+0.5,len(podiumsCnt)-0.4,-0.6])\n", "plt.title(\"Formula 1 - 2020 Season - Podium Finish Counts (Driver)\", fontsize=18)\n", "plt.xlabel(\"Podium Counts\", fontsize=13)\n", "plt.xticks(fontsize=13)\n", "plt.yticks(fontsize=13)\n", "plt.grid(axis='y')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ah! We, again, see **Hamilton**'s name on the top, with **14**! The second most podiums were acquired from not one, but two drivers: **Verstappen** and **Bottas**.\n", "\n", "And the rest who achieved to finish in the top 3, have joined the ceremony **once** or **twice**. The drivers with two are **Leclerc**, **Stroll**, **Albon**, **Perez**, and **Ricciardo**; while those with one are **Sainz**, **Vettel**, **Norris**, **Gasly** and **Ocon**.\n", "\n", "I have to remind you that **Albon (2)**, **Norris**, **Gasly** and **Ocon** have received their podium trophies for the first time this season!\n", "\n", "Consequently, as seen above, there were **13** different drivers stepped on the podiums this season; one of the **highest diversity** within the last several years!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Furthermore, if we merge all the counts for **all the teams** accordingly, then we get this visualization below:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "podiumsCntTeam = podiums['Team'].value_counts()\n", "c = assign_color('teams',podiumsCntTeam.index)\n", "plt.figure(figsize=(11,5.5))\n", "plt.barh(podiumsCntTeam.index, podiumsCntTeam.values, color=c)\n", "for i in range(len(podiumsCntTeam.values)):\n", " if podiumsCntTeam.values[i] >= 10: sh = 1\n", " else: sh = 0.6\n", " plt.text(podiumsCntTeam.values[i]-sh, i+0.15, podiumsCntTeam.values[i], color='k', fontsize=16)\n", "plt.axis([0,max(podiumsCntTeam.values)+0.5,len(podiumsCntTeam)-0.4,-0.6])\n", "plt.title(\"Formula 1 - 2020 Season - Podium Finish Counts (Team)\", fontsize=18)\n", "plt.xlabel(\"Podium Counts\", fontsize=13)\n", "plt.xticks(fontsize=13)\n", "plt.yticks(fontsize=13)\n", "plt.grid(axis='y')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Say no more, **Mercedes** had the most podiums this season, which is **25** and almost double the amount of **Red Bull Racing**! Plus, we have come across drivers on podiums from **7 different** teams.\n", "\n", "**Renault** should feel good for having several podiums; a total of **5**, both from the factory team and their customer **McLaren**.\n", "\n", "It's kind of disappointing that **Scuderia Ferrari** completed the season with only **3** podiums, which might be the least in the last decade if I'm not wrong." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Top 10 Finishes\n", "\n", "If you think counting only the wins and podiums are not enough, then let's get it even broader; this time by **counting the top 10 finishes** for all drivers!\n", "\n", "_So, this will answer the question:_ How many times a driver, who competed in 2020 Season, achieved to obtain championship points?" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "top10 = map(str, list(range(1,11)))\n", "topTenFinishes = raceResults[raceResults['Position'].isin(top10)]['Driver'].value_counts()\n", "c = assign_color('drivers',topTenFinishes.index)\n", "plt.figure(figsize=(11,7.5))\n", "plt.barh([driver.split()[1] for driver in topTenFinishes.index], topTenFinishes.values, color=c)\n", "for i in range(len(topTenFinishes.values)):\n", " if topTenFinishes.values[i] >= 10: sh = 0.5\n", " else: sh = 0.35\n", " plt.text(topTenFinishes.values[i]-sh, i+0.23, topTenFinishes.values[i], color='k', fontsize=15)\n", "plt.axis([0,max(topTenFinishes.values)+0.5,len(topTenFinishes)-0.4,-0.6])\n", "plt.title(\"Formula 1 - 2020 Season - Top 10 Finish Counts\", fontsize=18)\n", "plt.xlabel(\"Top 10 Counts\", fontsize=13)\n", "plt.xticks(fontsize=13)\n", "plt.yticks(fontsize=13)\n", "plt.grid(axis='y')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yes, as expected, it got even broader! From this chart, total of **20** drivers took place in the Drivers Standings with points. Again, **Lewis Hamilton** is in the 1st place (with 16); not surprising even in this category. This could've been 17 out of 17 if he did not miss the Sakhir GP!\n", "\n", "The second most successful driver, shared with **Bottas**, is **Daniel Ricciardo** from Renault! Getting points in 14 different races looks like a pretty good performance for Honey Badger, right?\n", "\n", "Other than that, McLaren guys **Norris** and **Sainz** made it to the top ten, 12 and 13 times; Red Bull drivers **Verstappen** and **Albon** tied with 12; **Perez** and **Stroll** of Racing Point reached this range 13 and 10 times, respectively. About **Ferrari**, they look underperformed from this view, as **Leclerc** and **Vettel** were behind the aforementioned drivers and scored points a total of **17** times.\n", "\n", "Speaking of Sakhir GP again, this is **George Russell's only race** that he scored points (while in Mercedes, of course).\n", "\n", "More interestingly, **Nico Hulkenberg** has made it to the top 10 in **two out of three races** he got a seat in Racing Point. However, his **infamous** record _Most Grand Prix starts without a podium_ still continues. Excruciating!.." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fastest Lap Counts\n", "\n", "Every race, a driver is selected for setting the fastest lap time. Since 2019, the advantage is that **one additional point** is awarded to the driver who became the quickest within a lap. Although it is not much in terms of points, **any small changes** like that could affect the standings substantially!\n", "\n", "Well, which drivers achieved setting the fastest laps in all tracks of this season?" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NoDriverTeamFinish Position
Track
Austria4Lando NorrisMcLaren Renault3
Styria55Carlos SainzMcLaren Renault9
Hungary44Lewis HamiltonMercedes1
Great Britain33Max VerstappenRed Bull Racing Honda2
70th Anniversary44Lewis HamiltonMercedes2
Spain77Valtteri BottasMercedes3
Belgium3Daniel RicciardoRenault4
Italy44Lewis HamiltonMercedes7
Tuscany44Lewis HamiltonMercedes1
Russia77Valtteri BottasMercedes1
Eifel33Max VerstappenRed Bull Racing Honda2
Portugal44Lewis HamiltonMercedes1
Emilia Romagna44Lewis HamiltonMercedes1
Turkey4Lando NorrisMcLaren Renault8
Bahrain33Max VerstappenRed Bull Racing Honda2
Sakhir63George RussellMercedes9
Abu Dhabi3Daniel RicciardoRenault7
\n", "
" ], "text/plain": [ " No Driver Team Finish Position\n", "Track \n", "Austria 4 Lando Norris McLaren Renault 3\n", "Styria 55 Carlos Sainz McLaren Renault 9\n", "Hungary 44 Lewis Hamilton Mercedes 1\n", "Great Britain 33 Max Verstappen Red Bull Racing Honda 2\n", "70th Anniversary 44 Lewis Hamilton Mercedes 2\n", "Spain 77 Valtteri Bottas Mercedes 3\n", "Belgium 3 Daniel Ricciardo Renault 4\n", "Italy 44 Lewis Hamilton Mercedes 7\n", "Tuscany 44 Lewis Hamilton Mercedes 1\n", "Russia 77 Valtteri Bottas Mercedes 1\n", "Eifel 33 Max Verstappen Red Bull Racing Honda 2\n", "Portugal 44 Lewis Hamilton Mercedes 1\n", "Emilia Romagna 44 Lewis Hamilton Mercedes 1\n", "Turkey 4 Lando Norris McLaren Renault 8\n", "Bahrain 33 Max Verstappen Red Bull Racing Honda 2\n", "Sakhir 63 George Russell Mercedes 9\n", "Abu Dhabi 3 Daniel Ricciardo Renault 7" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fastestLaps = raceResults[raceResults['Fastest Lap'] == 'Yes']\n", "fastestLaps.set_index('Track')[['No', 'Driver', 'Team', 'Position']].rename(columns={'Position':'Finish Position'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As the table represents, mostly **Mercedes** drivers showed their rivals who were the fastest! Plus, we can see **Hamilton**'s name several times.\n", "\n", "However, the common thing for the drivers above is they all finished in the **top 10**! The rulebook of Formula 1 indicates that any driver must finish within **the first 10 places** in order to claim the additional point. Nevertheless, all the names here deserved these by staying in the required position range.\n", "\n", "In the meantime, a visualization like below could help us to count the number of times drivers set the fastest laps altogether..." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fastestLapCnt = fastestLaps['Driver'].value_counts()\n", "c = assign_color('drivers',fastestLapCnt.index)\n", "plt.figure(figsize=(11,5))\n", "plt.barh([driver.split()[1] for driver in fastestLapCnt.index], fastestLapCnt.values, color=c)\n", "for i in range(len(fastestLapCnt.values)):\n", " plt.text(fastestLapCnt.values[i]-0.15, i+0.15, fastestLapCnt.values[i], color='k', fontsize=17)\n", "plt.axis([0,max(fastestLapCnt.values)+0.3,len(fastestLapCnt)-0.4,-0.6])\n", "plt.title(\"Formula 1 - 2020 Season - Fastest Lap Counts\", fontsize=18)\n", "plt.xlabel(\"Fastest Laps\", fontsize=13)\n", "plt.xticks(fontsize=13)\n", "plt.yticks(fontsize=13)\n", "plt.grid(axis='y')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, **Hamilton** is on the top once more, a total of **6** times! That is, six additional points for him! As a team, **Mercedes** with **eight**! Then, **Verstappen** achieved this in **3** different races.\n", "\n", "_There is one additional thing to explain; although George Russell is officially Williams driver, he made it to the list by setting the fastest lap in **Mercedes** car in **Sakhir GP**, but the color of the team where he normally belonged to remain unchanged._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DNF Analyses\n", "\n", "After several analyses, now let's move on to another aspect: **DNF**, the abbreviation of Did Not Finish. To be honest, this is not a good thing for both drivers and teams as **making a small mistake** or **mechanical issues** on the fly could end up with retirements from races and sometimes the great opportunities could be lost! However, this is Formula 1, a motorsport discipline, thus those incidents are sometimes inevitable in such moments!\n", "\n", "Initially, let's get the **total number of DNFs** occurred this season:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total of 55 DNFs have occurred.\n" ] } ], "source": [ "DNF = raceResults[raceResults['Total Time/Gap/Retirement'] == 'DNF']\n", "print(\"Total of {} DNFs have occurred.\".format(DNF.shape[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "55 DNFs? Well, not more not less. But, in order to understand better for how the number has been reached, we've got to make it detailed by taking **some factors** into account.\n", "\n", "In the first step, let's break it down by considering the **Grands Prix individually**:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "DNFtrack = DNF['Track'].value_counts()\n", "plt.figure(figsize=(11,6))\n", "plt.barh(DNFtrack.index, DNFtrack.values, color='#43def0')\n", "for i in range(len(DNFtrack.values)):\n", " plt.text(DNFtrack.values[i]-0.2, i+0.23, DNFtrack.values[i], color='k', fontsize=15)\n", "plt.axis([0,max(DNFtrack.values)+0.3,len(DNFtrack)-0.4,-0.6])\n", "plt.title(\"Formula 1 - 2020 Season - DNFs in Grands Prix\", fontsize=18)\n", "plt.xlabel(\"DNFs\", fontsize=13)\n", "plt.xticks(fontsize=13)\n", "plt.yticks(fontsize=13)\n", "plt.grid(axis='y')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oh, this looks interesting... The season opener **Austria GP** had the most DNFs than any other! Almost the half of the drivers retired from that race! Then, **Tuscany GP** came after with **eight** drivers being out!\n", "\n", "On the other side, there are **five** different Grands Prix which ended up with just **single** retirement: **Abu Dhabi**, **Hungary**, **70th Anniversary**, **Spain** and **Portugal**.\n", "\n", "Meanwhile, if you are curious that which drivers were not able to finish in Austria GP, take a look at the outcome below:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DriverTeamLaps
11Daniil KvyatAlphaTauri Honda69
12Alexander AlbonRed Bull Racing Honda67
13Kimi RaikkönenAlfa Romeo Racing Ferrari53
14George RussellWilliams Mercedes49
15Romain GrosjeanHaas Ferrari49
16Kevin MagnussenHaas Ferrari24
17Lance StrollRacing Point BWT Mercedes20
18Daniel RicciardoRenault17
19Max VerstappenRed Bull Racing Honda11
\n", "
" ], "text/plain": [ " Driver Team Laps\n", "11 Daniil Kvyat AlphaTauri Honda 69\n", "12 Alexander Albon Red Bull Racing Honda 67\n", "13 Kimi Raikkönen Alfa Romeo Racing Ferrari 53\n", "14 George Russell Williams Mercedes 49\n", "15 Romain Grosjean Haas Ferrari 49\n", "16 Kevin Magnussen Haas Ferrari 24\n", "17 Lance Stroll Racing Point BWT Mercedes 20\n", "18 Daniel Ricciardo Renault 17\n", "19 Max Verstappen Red Bull Racing Honda 11" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raceResults[(raceResults['Track'] == 'Austria') & (raceResults['Total Time/Gap/Retirement'] == 'DNF')] \\\n", " [['Driver', 'Team', 'Laps']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the second step, I'd like to get the DNF counts according to **drivers**:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "DNFdriver = DNF['Driver'].value_counts()\n", "c = assign_color('drivers',DNFdriver.index)\n", "plt.figure(figsize=(11,7))\n", "plt.barh([driver.split()[1] for driver in DNFdriver.index], DNFdriver.values, color=c)\n", "for i in range(len(DNFdriver.values)):\n", " plt.text(DNFdriver.values[i]-0.18, i+0.21, DNFdriver.values[i], color='k', fontsize=15)\n", "plt.axis([0,max(DNFdriver.values)+0.3,len(DNFdriver)-0.4,-0.6])\n", "plt.title(\"Formula 1 - 2020 Season - DNFs by Drivers\", fontsize=18)\n", "plt.xlabel(\"DNFs\", fontsize=13)\n", "plt.xticks(fontsize=13)\n", "plt.yticks(fontsize=13)\n", "plt.grid(axis='y')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hmmm, it's **Kevin Magnussen** who suffered the most retirements (7) this season! In other words, the Danish driver was able to see the chequered flag in 10 different races.\n", "\n", "**Stroll** and **Verstappen** shared the 2nd place with **5** DNFs. Then, **Ocon**, **Leclerc** and **Russell** came after, with **4**.\n", "\n", "Luckily **Raikkönen**, **Norris**, **Ricciardo** and **Bottas** got over with just **one** DNF throughout the season. Plus, if you inspect the previous outcome, you'll notice that **Ricciardo's retirement** came only from the Austria GP!\n", "\n", "More importantly, I'm sure you did not see one driver's name in the above visualization! Yep, **Lewis Hamilton** never became DNF that could be another evidence for his masterful driving _(no, we don't count his absence in Sakhir GP)._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we consider these DNFs by **teams**, then we encounter this:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "DNFteam = DNF['Team'].value_counts()\n", "c = assign_color('teams',DNFteam.index)\n", "plt.figure(figsize=(11,6))\n", "plt.barh(DNFteam.index, DNFteam.values, color=c)\n", "for i in range(len(DNFteam.values)):\n", " plt.text(DNFteam.values[i]-0.35, i+0.15, DNFteam.values[i], color='k', fontsize=17)\n", "plt.axis([0,max(DNFteam.values)+0.3,len(DNFteam)-0.4,-0.6])\n", "plt.title(\"Formula 1 - 2020 Season - DNFs by Teams\", fontsize=18)\n", "plt.xlabel(\"DNFs\", fontsize=13)\n", "plt.xticks(fontsize=13)\n", "plt.yticks(fontsize=13)\n", "plt.grid(axis='y')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ah, this implies that all teams, more or less, have experienced DNFs this season! \n", "\n", "Unfortunately, **Haas** had the most among all others, with **10**. In contrast, **Mercedes** team had the least (only 1) without a doubt; should be a proof of very high durability of their cars.\n", "\n", "Certainly, **Bottas** suffered just one retirement in 2020. But, in which Grand Prix?" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TrackDriverTeamStarting Grid
218EifelValtteri BottasMercedes1
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" ], "text/plain": [ " Track Driver Team Starting Grid\n", "218 Eifel Valtteri Bottas Mercedes 1" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raceResults[(raceResults['Team'] == 'Mercedes') & (raceResults['Total Time/Gap/Retirement'] == 'DNF')] \\\n", " [['Track', 'Driver', 'Team', 'Starting Grid']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oh, the **Eifel GP** where he started on **pole position**, but a mechanical issue forced him to retire to the garage! That looks disappointing..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the third step, let's discuss **the special cases**: We said that DNFs are not good things for drivers and teams, but even worse, it's **DNS** (Did Not Start)! That is, such a driver nevet got into the grid at the beginning of the race, due to **serious issues** on the cars that could not be fixed on time!\n", "\n", "Is there anyone who failed to get into the starting grid this season? Let's look at the outcome below:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PositionNoDriverTeam
Track
Great BritainNC27Nico HulkenbergRacing Point BWT Mercedes
BelgiumNC55Carlos SainzMcLaren Renault
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" ], "text/plain": [ " Position No Driver Team\n", "Track \n", "Great Britain NC 27 Nico Hulkenberg Racing Point BWT Mercedes\n", "Belgium NC 55 Carlos Sainz McLaren Renault" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raceResults[raceResults['Total Time/Gap/Retirement'] == 'DNS'].loc[:,'Track':'Team'].set_index('Track')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_Two drivers:_ **Nico Hulkenberg** who was called to race for Racing Point in Great Britain GP but he was so unlucky for not being able to race there! The other one is **Carlos Sainz** who lived the same fate in Belgium GP." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition, let's not forget the **another special case**: There might be some drivers who were out of the races but accomplished to **drive more than 90% of race distance**, thus earning the right to **get into the classification** in race results.\n", "\n", "Here, are we going to see any drivers who had this such case explained above?" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PositionNoDriverTeamStarting GridLaps
Track
Austria1226Daniil KvyatAlphaTauri Honda1369
Austria1323Alexander AlbonRed Bull Racing Honda467
Turkey1720Kevin MagnussenHaas Ferrari1355
Bahrain1811Sergio PerezRacing Point BWT Mercedes553
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" ], "text/plain": [ " Position No Driver Team \\\n", "Track \n", "Austria 12 26 Daniil Kvyat AlphaTauri Honda \n", "Austria 13 23 Alexander Albon Red Bull Racing Honda \n", "Turkey 17 20 Kevin Magnussen Haas Ferrari \n", "Bahrain 18 11 Sergio Perez Racing Point BWT Mercedes \n", "\n", " Starting Grid Laps \n", "Track \n", "Austria 13 69 \n", "Austria 4 67 \n", "Turkey 13 55 \n", "Bahrain 5 53 " ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raceResults[(raceResults['Position'] != 'NC') & (raceResults['Total Time/Gap/Retirement'] == 'DNF')] \\\n", " .loc[:,'Track':'Laps'].set_index('Track')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_Total of 4 drivers in 3 different GPs._ Still, it may not be a good feeling, as definitely there are no points awarded consequently and not seeing the car crossing the finish line properly..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Drivers in Top 10 - Points Progression in 2020 Season\n", "\n", "In the above analyses, we have seen the _final Drivers Standings_ of this season. But, have you ever wondered how the drivers that placed in the top 10 **progressed throughout the season**?\n", "\n", "Now is the time to reveal it with a fancy **plot chart**! All we have to do is to **grab the points** earned for drivers involved in each Grand Prix individually; **sum the points** cumulatively and **reflect the progress** in the visualization below!\n", "\n", "_Any driver that placed lower than his teammate in the same team (according to final Drivers Standings) have been shown with a different linestyle to avoid confusions._" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "GPnames = raceResults['Track'].unique()\n", "TopTenDrivers = driversSt.head(10)['Driver'].values\n", "color = assign_color('drivers',TopTenDrivers)\n", "abbr = [driver.split()[1] for driver in TopTenDrivers]\n", "plt.figure(figsize=(15,7))\n", "for i in range(len(TopTenDrivers)):\n", " ptsPrg = raceResults[raceResults['Driver'] == TopTenDrivers[i]]['Points'].cumsum().values\n", " for j in range(len(GPnames)):\n", " if TopTenDrivers[i] not in raceResults[raceResults['Track'] == GPnames[j]]['Driver'].values:\n", " ptsPrg = np.insert(ptsPrg, j-1, ptsPrg[j-1])\n", " if abbr[i].upper()[0:3] in ['BOT','ALB','NOR']:\n", " plt.plot(ptsPrg, color=color[i], label=abbr[i], marker='d', markersize=5, linestyle='-.', linewidth=2.5)\n", " else: plt.plot(ptsPrg, color=color[i], label=abbr[i], marker='d', markersize=5, linewidth=2.5)\n", "plt.axis([-0.2,16.4,-5,360])\n", "plt.title(\"Formula 1 - 2020 Season - Points Progression for Drivers in Top 10\", fontsize=20)\n", "plt.xlabel(\"Tracks\", fontsize=14)\n", "plt.xticks(range(17), GPnames, rotation=70, fontsize=13)\n", "plt.ylabel(\"Points\", fontsize=14)\n", "plt.yticks(fontsize=13)\n", "plt.legend(fontsize=13)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this chart, we can definitely say for **Lewis Hamilton**, starting from the third race, he never got the leadership carried away to anyone else! With his superior performance this season, he became the world champion seventh time with **3 races left**! In other words, he guaranteed the title in **Turkish GP**.\n", "\n", "It seems there was a noticeable competition between **Bottas** and **Verstappen** for the **2nd place** where the points gap is not much overall. But, it's Bottas who took a smile on his face by finishing ahead of Verstappen at the end! Anyway, none of them could match Hamilton as the points gap was usually getting enlarged after each Grand Prix.\n", "\n", "Leaving these three drivers aside, a much bigger rivalry occured with several drivers to get to the **4th place**! In the first half of the season, **Leclerc** and **Norris** stayed in that position most of the time. Later, **Ricciardo** took the step up (well, thanks to his podium finishes twice), but at the end, **Perez** achieved to earn that position with his win at Sakhir GP helped him significantly." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Teams - Points Progression in 2020 Season\n", "\n", "Okay, let's turn our attention to **all teams** participated this season; perform the exact points progression analysis and observe how the placements in the Constructors Standings changed after each Grand Prix." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "trackTeamPts = raceResults.groupby(['Track','Team'])['Points'].agg('sum')\n", "trackTeamPts.loc[('70th Anniversary','Racing Point BWT Mercedes')] -= 15\n", "trackOrder = raceResults['Track'].unique()\n", "teamOrder = constructorsSt['Team'].unique()\n", "color = assign_color('teams',teamOrder)\n", "abbr = [\" \".join(team.split()[0:2]) for team in teamOrder]\n", "plt.figure(figsize=(15,7))\n", "for i in range(len(teamOrder)):\n", " teamPts = []\n", " for j in range(len(trackOrder)):\n", " teamPts.append(trackTeamPts.loc[(trackOrder[j],teamOrder[i])])\n", " teamPts = np.array(teamPts).cumsum()\n", " plt.plot(teamPts, color=color[i], label=abbr[i], marker='d', markersize=5, linewidth=2.5)\n", "plt.title(\"Formula 1 - 2020 Season - Points Progression for Teams\", fontsize=20)\n", "plt.axis([-0.2,16.4,-5,600])\n", "plt.xlabel('Tracks', fontsize=14)\n", "plt.xticks(range(17), trackOrder, rotation=70, fontsize=13)\n", "plt.ylabel('Points', fontsize=14)\n", "plt.yticks(fontsize=13)\n", "plt.legend(fontsize=13)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is no doubt to say that **Mercedes** team dominated the 2020 Season since the first race! Plus, the gap between them and **Red Bull Racing** have generally been extended after each race. Besides, they have guaranteed to take the Constructors' championship title by **4 races remaining**!\n", "\n", "Speaking of **Red Bull**, thanks to the major contribution from **Verstappen**, they have stayed in the 2nd place (except for the first two races).\n", "\n", "But, the real competition happened for the **3rd place**! We can tell there are lots of changes in the standings between **Racing Point**, **McLaren**, and **Renault**. (**Ferrari** could have been added, but they seem to be dropped out in the second half of the season). In the end, the papaya orange **McLaren** has claimed to become the 3rd best team, which is a great result for them, thinking about their last 5-6 years!\n", "\n", "_As a side note, Racing Point has their points been deducted by 15 points in August, which was applied at 70th Anniversary GP in the above visualization. Hence, they could've taken the 3rd place if this deduction wasn't carried out!_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In case you wondered, how many times and which races _Mercedes_ team has accomplished to **gain the maximum points** (i.e. 25 points for 1st place finish, 18 points for 2nd place finish and +1 point for fastest lap), just read the statement below!" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mercedes has accomplished to earn the maximum points in 3 different Grands Prix!\n", "These GPs are: ['Emilia Romagna', 'Portugal', 'Tuscany']\n" ] } ], "source": [ "print(\"Mercedes has accomplished to earn the maximum points in {} different Grands Prix!\"\n", " .format((trackTeamPts.loc[(slice(None),'Mercedes')] == 44).sum()))\n", "print(\"These GPs are: {}\".format( \\\n", " trackTeamPts.loc[(slice(None),'Mercedes')].reset_index().query('Points == 44')['Track'].tolist()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Drivers in Top 10 - Race Finish Positions in 2020 Season\n", "\n", "All right, we'd seen the points progression of the drivers finished in top 10 of Drivers Standings above. In order to support the situation, however, it could be nice to add a different perspective. So, how about **the finish positions of each race** for top ten drivers this season?\n", "\n", "Yep, you may find it _too complex_ at first when examined, but just focus on _the same line_ for each driver to clearly see the finish places. There are two additional notes I have to explain:\n", "\n", "* _Any involved driver who was DNF in any race was considered to finish in the 20th place._\n", "* _For **Hamilton** and **Perez**, their absence in the corresponding Grands Prix have been greyed out due to being tested positive for Covid-19 in those race weekends._" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "finishPos = raceResults[['Track','Driver','Position']].copy()\n", "finishPos['Position'].replace('NC','20',inplace=True)\n", "finishPos['Position'] = finishPos['Position'].astype(float)\n", "driverOrder = driversSt['Driver'].unique()[:10]\n", "color = assign_color('drivers',driverOrder)\n", "plt.figure(figsize=(16,7))\n", "plt.axis([-0.2,18.7,20.2,0.75])\n", "plt.plot([2,5], [7,5], color='#555555', linewidth=10)\n", "plt.plot([14,16], [1,3], color='#555555', linewidth=10)\n", "for i in range(len(driverOrder)):\n", " driverPos = finishPos[finishPos['Driver'] == driverOrder[i]]['Position'].values\n", " abbr = driverOrder[i].split()[1].upper()[0:3]\n", " if abbr == 'HAM': driverPos = np.insert(driverPos, 15, np.nan)\n", " if abbr == 'PER': driverPos = np.insert(driverPos, 3, [np.nan,np.nan])\n", " if abbr in ['BOT','ALB','NOR']: ls = '--'\n", " else: ls = '-'\n", " plt.plot(trackOrder, driverPos, color=color[i], marker='o', markersize=9, linestyle=ls, label=driverOrder[i].split()[1])\n", "plt.title(\"Formula 1 - 2020 Season - Race Finish Positions by Drivers in Top 10\", fontsize=20)\n", "plt.xlabel('Tracks', fontsize=14)\n", "plt.xticks(rotation=75, fontsize=13)\n", "plt.ylabel('Finish Position', fontsize=14)\n", "plt.yticks(range(1,21),range(1,21), fontsize=12)\n", "plt.legend(fontsize=12)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This advanced plot chart definitely **proves the outcomes** we've extracted in above analyses. Moreover, from this point of view, we are able to count the drivers' _wins_ (i.e. just examine the line that indicates finish position of 1), _podiums_ (i.e. the first three lines altogether), the top 10 finishes, even the DNFs and any other questions in mind that we can find the answer quickly.\n", "\n", "Well, as you can see easily, **Hamilton** achieved a 5-win streak this season, from **Eifel** to **Bahrain GP**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Laps and Distances Driven by Drivers\n", "\n", "Now, let's turn our attention to one more aspect that could be somewhat interesting: **The total laps driven by drivers.** Here, only the _full laps_ driven in **race sessions** are taken into account. In other words, there's nothing about the laps driven in all practice and qualifying sessions. Furthermore, formation laps and any partial distance gone for any laps in races are ignored.\n", "\n", "Despite with these strict restrictions, it is intriguing to point out how **any driver or team's endurances** are (affected with error-free driving and durable car parts) throughout the season by looking at these numbers no matter where they finished...\n", "\n", "_Note that the reserved drivers (Hulkenberg, Fittipaldi, Aitken) are not included in this visualization below._" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "driverLaps = raceResults.groupby(['Driver'])['Laps'].sum().sort_values().tail(20)\n", "c = assign_color('drivers',driverLaps.index)\n", "abbr = [driver.split()[1] for driver in driverLaps.index]\n", "plt.figure(figsize=(13,8.5))\n", "plt.barh(driverLaps.index, driverLaps, color=c)\n", "plt.axis([700,1030,-0.6,19.5])\n", "for i in range(len(driverLaps)):\n", " plt.text(driverLaps[i]-15, i-0.15, driverLaps[i], fontsize=13, color='k')\n", "plt.text(940, 0.4, \"*Reserve Drivers Not Included\", fontsize=14)\n", "plt.title(\"Formula 1 - 2020 Season - Total Laps Driven by Drivers (Race Session Only)\", fontsize=18)\n", "plt.xlabel('Laps Driven', fontsize=14)\n", "plt.xticks(fontsize=13)\n", "plt.ylabel('Drivers', fontsize=14)\n", "plt.yticks(range(20), abbr, fontsize=13)\n", "plt.grid(axis='y')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oh, the graph above tell us many things... Here, it is revealed that **Norris** did the most laps than anybody else! That's more than 1000! The Iceman **Raikkönen** also earned the same achievement, only 6 laps behind the leader in this measurement.\n", "\n", "We should not forget that **Lewis Hamilton** could have taken the top step here if he was able to race in **Sakhir GP**; thus he could have taken the number up to **1037**. _(remember that the Sakhir GP was organized over 87 laps)_\n", "\n", "On the other hand, it is sad to see **Lance Stroll** driving the least laps in races (less than 800); so, almost the same for **Max Verstappen** although he completed **3rd** in Drivers Standings. Similarly, we observe that **both Haas drivers** and **Leclerc**'s lap counts were not high." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Well, counting the laps for each driver may not be enough because total laps and circuit lengths in each race are **always different** (except the races organized twice). That's why, let's also get **kilometres driven for each driver** this season to grab additional insights.\n", "\n", "For this purpose, the same restrictions as in the analyses above were applied here. That's why, it is considered as **estimated distance driven.** Will we be able to see any differences?\n", "\n", "_Again, the reserve drivers are not included in the visualization below._" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "circuitLenOrder = calendar['Circuit Length(km)'].values\n", "driverLaps = raceResults.groupby(['Driver','Track'])['Laps'].sum().reset_index()\n", "driverOrder = driversSt['Driver'].unique()\n", "driverOrder = np.delete(driverOrder, [14,21,22])\n", "driverTotDist = np.array([])\n", "for i in range(len(driverOrder)):\n", " dlaps = np.array([])\n", " for j in range(len(trackOrder)):\n", " dl = driverLaps.loc[(driverLaps['Driver'] == driverOrder[i]) & \n", " (driverLaps['Track'] == trackOrder[j])]['Laps'].tolist()\n", " if len(dl) == 0: dlaps = np.append(dlaps, 0)\n", " else: dlaps = np.append(dlaps, dl[0])\n", " driverTotDist = np.append(driverTotDist, sum(dlaps * circuitLenOrder))\n", "driverTotDist = pd.Series(driverTotDist, index=driverOrder).sort_values()\n", "c = assign_color('drivers',driverTotDist.index)\n", "plt.figure(figsize=(13,8.5))\n", "plt.axis([3500,5200,-0.6,19.5])\n", "plt.barh([driver.split()[1] for driver in driverTotDist.index], driverTotDist, color=c)\n", "for i in range(len(driverTotDist)):\n", " plt.text(driverTotDist[i]-120, i-0.15, \"{:6.2f}\".format(driverTotDist[i]), color='k', fontsize=13)\n", "plt.text(4700, 0.4, \"*Reserve Drivers Not Included\", fontsize=14)\n", "plt.title(\"Formula 1 - 2020 Season - Estimated Distance Driven by Drivers (Race Session Only)\", fontsize=18)\n", "plt.xlabel('Est. Distance Driven (km)', fontsize=14)\n", "plt.xticks(fontsize=13)\n", "plt.ylabel('Drivers', fontsize=14)\n", "plt.yticks(fontsize=13)\n", "plt.grid(axis='y')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ah, **Norris** again took the top step! Throughout the season, thanks to his driving and the durability provided by McLaren, he drove **5119 km**! And again, **Raikkönen** became the runner-up in this measurement, driving approximately 18 km less. **Albon** and **Bottas** are the other drivers who achieved going **more than 5000 km**!\n", "\n", "Similarly above, **Hamilton** could be in the first place here if he did not miss the Sakhir GP. Knowing that any F1 race are organized to have distance of **at least 305 km**, he could bring the number up to around **5220 km**.\n", "\n", "And again, it is disappointing to see **Stroll** going the least distance; the only driver with **less than 4000 km**. As with the total laps, we can see **Verstappen**, **Grosjean**, and **Magnussen** sharing the bottom rows. But, **Leclerc** this time had a distance between Perez and Sainz." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conclusion & Expectations for Next Season\n", "\n", "**All right, everyone! We are coming to the end of data analyses of 2020 Season of Formula 1. I hope you've gained lots of insights that are interesting and remarkable; those outcomes and visualizations clearly showed us how the season has been concluded.** \n", "\n", "However, there are several questions that came to our mind to discuss and make predictions in advance, for 2021 Season:\n", "\n", "* It's been confirmed that **Lewis Hamilton** and **Mercedes** will be together for one more year; that's **the 9th consecutive season** in the same team. The crucial question is whether or not the Briton take the championship title total of **8th time** to surpass the legendary **Michael Schumacher** and become the greatest of all time in F1 history!\n", "* About **Red Bull Racing Honda**, can the team and **Max Verstappen** challenge harder against Mercedes and their drivers? Now with the Mexican **Sergio Perez** as new teammate and promising performance in the last few races, more competitive races at the front awaits...\n", "* We've seen in the analyses above that **Scuderia Ferrari** had one of the worst seasons in their history. With **Charles Leclerc** and new teammate **Carlos Sainz**, the fans expect that they need to turn the tides to get back the racing performance where they deserved to be.\n", "* For **McLaren**, they switched to **Mercedes** engine for racing like in the previous eras, such as between **late 90s and early 2000s**. Because of that switch, certainly, they're required build up a new car from scratch. They should keep up with the strong position as they finished high in 2020 Season. Plus, we can't wait for the humors created by **Daniel Ricciardo** and **Lando Norris** together!\n", "* The two-time world champion **Fernando Alonso** is coming back to F1, with **Alpine** (yes, that's the re-branded name of **Renault** and the team where he clinched the championship titles from). Despite getting old, he's still pursuing success and want to be competitive and we'll observe how his performance will roll out. Moreover, can his teammate **Esteban Ocon** find the opportunities to force him as much as possible?\n", "* For **Haas Ferrari**, both **Romain Grosjean** and **Kevin Magnussen** left the team at the end of 2020 Season. That means the American team will continue with new drivers, chosen from Formula 2: **Nikita Mazepin** and **Mick Schumacher**. Yep, it is great to see Schumacher name again in F1 and we wonder how well he will do in his rookie season.\n", "* We know that **Sebastian Vettel** has parted from Ferrari as he had a tough 2020 Season with them. Now, the multi-time world champion German driver will continue his journey with **Aston Martin** (the new name of **Racing Point**, but now with a green-ish color). We believe that he will regain his strength and gain success like in the old days.\n", "* There will be another debutant, **Yuki Tsunoda** who will be racing for **AlphaTauri Honda**. Well, let's not underestimate the Japanese although he's the shortest in terms of height and we'll be watching his racecrafting each Grand Prix.\n", "* **Saudi Arabia** will be the newest country to organize a F1 race. Still, we don't know how the track layout will look like but the only information is that it is going to be another street circuit.\n", "* Last but not the least, what if the effects of **Covid-19 outbreak** continues that might cause some races to be postponed or cancelled completely; when happened, thus other race tracks might find their chances to be included in the calendar, including **Turkish GP** once more.\n", "\n", "Well, these are the key questions to be answered, but new ones could appear throughout the next season. In the month of February, all we have to do is to wait for **car reveals** by the teams' fascinating introductions to observe what their competitors' liveries look like. Then, in the next month, **some Winter tests** being carried out in **Bahrain**. And, of course, the first race of the season in the same location afterwards.\n", "\n", "Moreover, it should be worth watching **Formula 1 - Drive To Survive** documentary in Netflix (available on **19th March**) to re-live how 2020 season progressed for all drivers and teams, including the moments behind the scenes!\n", "\n", "We, the fans from all over the world, are counting the days to see the F1 actions back. When the day comes, that's the statement we'd like to scream out:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## It's lights out and away we go for 2021 Season!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 4 }