Craig Edwards @UnderthePitch Twitter profile

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@SukaIbuIbuTua2

Craig Edwards

@UnderthePitch

8 months

The #Bundesliga simulated 2500 times! - @bayer04_en win the league 84% of the time - @VfB miss out on European football in just one simulation - @Mainz05en and @fckoeln fighting to avoid the automatic drop - @borussia_en are automatically relegated in 6% of simulations

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Craig Edwards

@UnderthePitch

2 years

The rest of the Premier League season simulated 800 times (27/02). - @Arsenal still favourites for the league - @WestHam looking much better after this weekend - @SouthamptonFC and @afcbournemouth relegated 70% of the time Here's the full table - find the breakdown below.

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Craig Edwards

@UnderthePitch

1 year

I have recently taken part in the MCWFC x Hays hackathon – tasked with creating a web-tool for coaches to use, using @StatsBomb and @SecondSpectrum data. My team and I created kicksmarter. – a web-tool with two functions: - Post-match analysis - In-game observations

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Craig Edwards

@UnderthePitch

8 months

#Ligue1UberEats simulated 2700 times! - @PSG lose the league in 1.5% of simulations - The battle for Top 4 is very tight between @RCLens , @AS_Monaco , @losclive , @ogcnice , @SB29 and @staderennais - @ClermontFoot are automatically relegated 81% of the time

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Craig Edwards

@UnderthePitch

8 months

The Croatian #HNL simulated 1800 times! - @NKRijeka are champions 63% of the time - @gnkdinamo sneak the top spot in 21% of simulations - @nkosijek have a 3% chance of getting European football - @NKRudes are doomed

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Craig Edwards

@UnderthePitch

6 months

Here’s the results for my 10,000 EURO 2024 simulations (seen on @jamesallcott ’s recent video). - Portugal are favourites, winning almost 15% of the time - England in 2nd and are champions in 11.5% of simulations - Scotland with a 50/50 chance of getting out the group 🧵👇

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Craig Edwards

@UnderthePitch

8 months

Simulating the rest of the EFL Championship season 2000 times! - @IpswichTown now only have a 13% chance of getting automatic promotion - @QPR with a 66% chance of staying up - @HullCity are in the play-offs in 18% of simulations with a tough run-in

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Craig Edwards

@UnderthePitch

2 years

The rest of the Scottish League One season simulated 745 times. - @officialdafc top the table 63.2% of the time - @MontroseFC make the play-offs in 9.1% of simulations - @pfcofficial stay up 25% of the time Here's the full table - find the breakdown below.

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Craig Edwards

@UnderthePitch

2 years

Following on from my results of the Premier League simulation yesterday, here is the same but for the Scottish Premier League. Simulations are generated using deep neural networks, which use over 10 years of football data to predict results of games.

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Craig Edwards

@UnderthePitch

6 months

Back in early March I simulated League Two 2550 times, and Doncaster Rovers did not reach the Play-Offs in a single simulation. What they have done since then is truly remarkable - full credit to them for absolutely smashing my model's expectations. @drfc_official #DRFC

Craig Edwards

@UnderthePitch

7 months

The #SkyBetChampionship , #SkyBetLeagueOne and #SkyBetLeagueTwo simulated 2550 times each! Find a breakdown of the simulation results, along with the difficulty of each team's remains games below 👇

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Craig Edwards

@UnderthePitch

8 months

I'm back doing my simulations! Here's the rest of the Scottish Premier League season simulated 2500 times. - @CelticFC are still favourites for the league - @LiviFCOfficial avoid the automatic drop only 13% of the time - @DundeeFC get European football in 6.5% of simulations

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Craig Edwards

@UnderthePitch

8 months

Here's the updated Scottish Premier League simulations! - @RangersFC now (just) favourites for the title - @KilmarnockFC lead the way for the last European spot - @StJohnstone are in the bottom two in 23% of simulations - @LiviFCOfficial giving themselves a chance of survival

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Craig Edwards

@UnderthePitch

8 months

The Premier League simulated 4000 times (as seen on @jamesallcott 's recent video). - @LFC are still favourites - @Everton are relegated only 14% of the time - @SpursOfficial get Top 4 in 59% of simulations

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Craig Edwards

@UnderthePitch

1 year

My presentation from the #StatsBombConference is now live on YouTube. Feel free to watch! Any feedback is much appreciated. Many thanks to @StatsBomb for the amazing opportunity - it was a truly surreal experience.

Kicksmarter: Simple post/live game-analysis: Craig Edwards | StatsB...

Craig is part of the winning team from the 2023 Hays x Manchester City Women's Hackathon, which is where this work was originally presented. The StatsBomb Co...

www.youtube.com

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Craig Edwards

@UnderthePitch

8 months

Here’s the updated #cinchPrem simulations! - @RangersFC title chances now up to 56% - @KilmarnockFC get European football in 50% of simulations - @AberdeenFC still get Top 6 9% of the time - @LiviFCOfficial are relegated in 91% of simulations

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Craig Edwards

@UnderthePitch

8 months

The Serie A simulated 2500 times! - @Inter win the title in 95% of simulations - @BolognaFC1909en 's European dream could be a reality - @EmpoliFC , @SassuoloUS and @CagliariCalcio all with essentially a 50/50 chance of staying up

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Craig Edwards

@UnderthePitch

2 years

Here's descriptions on how the machine learning simulations take place. I have included a brief shortened version, and a longer in-depth description. If there are any questions, feel free to ask!

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Craig Edwards

@UnderthePitch

2 years

Here is the updated machine-learning based simulations of the rest of the Premier League season, following this weekends results.

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Craig Edwards

@UnderthePitch

2 years

The rest of the Scottish Premier League season simulated 531 times. - @Celtic win the league 96.6% of the time - @Aberdeen reach the Top 6 51.2% of the time - @dundeeunitedfc and @KilmarnockFC trading the bottom two spots. Here's the full table - find the breakdown below.

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Craig Edwards

@UnderthePitch

2 years

The Bundesliga Simulated. Here is where each team finished in 600 separate simulations of the rest of the Bundesliga season.

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Craig Edwards

@UnderthePitch

2 years

The grouped breakdown: I am assuming that 6th place will get the Conference League spot, as Manchester United have won the EFL Cup and will most likely finish in the Top 5.

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Craig Edwards

@UnderthePitch

2 years

A rough look at the difficulty of each teams remaining opponents. Take this with a pinch of salt - this is a just a quick index I created based off of current league positions of opponents (the machine learning will teach itself this). @Everton with a tough run-in.

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Craig Edwards

@UnderthePitch

8 months

The #cinchL1 simulated 1500 times! - @acciesfc with a 0.2% chance of the title - @KeltyHeartsFC reach the play-offs in 16% of simulations - @AnnanAthleticFC avoid the relegation play-offs 16% of the time - @EdinburghCityFC avoid the drop in only 0.33% of simulations

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Craig Edwards

@UnderthePitch

7 months

The #SkyBetChampionship , #SkyBetLeagueOne and #SkyBetLeagueTwo simulated 2550 times each! Find a breakdown of the simulation results, along with the difficulty of each team's remains games below 👇

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Craig Edwards

@UnderthePitch

2 years

Currently running updated simulations for the Scottish Championship, League One and League Two. Will be ready tonight! Will be surprised if @officialdafc don’t finish top 100% of the time after yesterday…

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Craig Edwards

@UnderthePitch

8 months

@gcfscot @RangersFC @KilmarnockFC @AberdeenFC @LiviFCOfficial Here you go! I didn’t include it originally as there isn’t too many games to go (and this doesn’t include post-split fixtures).

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Craig Edwards

@UnderthePitch

2 years

The rest of the @SerieA_EN season simulated 600 times. - @en_sscnapoli won the league 599/600 times - @HellasVeronaFC and @acspezia_en fighting with one-another to stay up - @juventusfcen make the CL spots 3.67% of the time Here's the full table - find the breakdown below.

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Craig Edwards

@UnderthePitch

1 year

Was an amazing experience to present kicksmarter. at @ManCity today! It’s even more amazing to win the hackathon - all the presentations were so impressive. The future of football data is in good hands. Check out kicksmarter. in the tweet below: #ManCityHaysHack

Hays Worldwide

@HaysWorldwide

1 year

🙌Big congrats to Kick Smarter for winning what was a hugely competitive hackathon at @ManCity today! Thank you to @StatsBomb , @ShowcodeHQ and @klbardsley for all of your support 🔥 #ManCityHaysHack

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Craig Edwards

@UnderthePitch

2 years

Inspired by the fantastic @OptaAnalyst , here is the result of 103 separate simulations, predicting the final positions of The Premier League. Simulations are generated using deep neural networks, which use over 10 years of Premier League data to predict results of games.

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Craig Edwards

@UnderthePitch

2 years

The rest of the @EredivisieEN season simulated 1319 times. - @Feyenoord are champions in 71.1% of simulations - @SCCambuurLwd & @FCGroningen_EN relegated more than 50% of the time - @RKCWAALWIJK with a 19.7% chance of reaching the play-offs Find the breakdown below.

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Craig Edwards

@UnderthePitch

2 years

The rest of the @LaLigaEN season simulated 800 times. - @FCBarcelona win the league 76.75% of the time - @Elchecf_en might be going down... - @RealBetis_en , @RayoVallecano , @atletienglish and @RealSociedadEN fighting for the CL Here's the full table - find the breakdown below.

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Craig Edwards

@UnderthePitch

8 months

Here is my model simulating the Premier League season 5300 times! I'll try and give a quick explanation below on why different models have different probabilities 👇

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Craig Edwards

@UnderthePitch

2 years

The rest of the Scottish Championship season simulated 600 times. - @queensparkfc gain automatic promotion 67% of the time - @PartickThistle reach the play-offs in 57% of simulations after yesterdays win - @CoveRangersFC & @acciesfc trading 9th place Find the breakdown below.

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Craig Edwards

@UnderthePitch

2 years

How the simulations are created:

Craig Edwards

@UnderthePitch

2 years

Here's descriptions on how the machine learning simulations take place. I have included a brief shortened version, and a longer in-depth description. If there are any questions, feel free to ask!

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Craig Edwards

@UnderthePitch

9 months

I had the idea yesterday to quantify the 'Player Openness' tool that we created last year for the hackathon I took part in. So here are the results! I'm calling it 'Pitch Tightness' for now - any feedback would be appreciated! I'll describe the process of making this below 👇

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Craig Edwards

@UnderthePitch

8 months

Today I'll be simulating a few leagues people have requested: - Serie B - Croatian League (HNL) - Ligue 1 - Undecided (if anyone has suggestions let me know!)

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Craig Edwards

@UnderthePitch

2 years

The rest of the SPL season simulated 585 times. - @StJohnstone 's top six hopes are slipping - @dundeeunitedfc are automatically relegated 63.8% of the time - @AberdeenFC 's chances of Europe have more than doubled since last week Here's the full table - find the breakdown below.

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Craig Edwards

@UnderthePitch

1 year

First I will show-off the post-match analysis. By using player tracking data, we have created a tool which replays a full match from start to finish on 2D tactics board. This allows coaches to have a simple and digestible overview on player performance and team tactics.

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Craig Edwards

@UnderthePitch

2 years

I’m thinking of making a video on the different football predictor models out there and how they compare. So far I’ve got: - @FiveThirtyEight - @OptaAnalyst - @CannonStats - My own model Am I missing any others?

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Craig Edwards

@UnderthePitch

2 years

The rest of the @Bundesliga_EN season simulated 827 times. - @FCBayernEN are champions in 57.9% of simulations - @fcunion_en make the CL 65.5% of the time - @s04_en with a 75.3% chance of getting relegated Here's the full table - find the breakdown below.

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Craig Edwards

@UnderthePitch

1 year

Going to presenting kicksmarter. at the 2023 #StatsBombConference on the Research Stage at 16:20! Feel free to come along! @StatsBomb

Hudl Statsbomb

@Statsbomb

1 year

Just one week left to buy tickets to the 2023 #StatsBombConference There are a limited number left, going off sale at the end of Friday 6th October The only conference dedicated to the Pro Analytics industry. Secure your place today:

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Craig Edwards

@UnderthePitch

2 years

Back on the simulations today. Will be doing an updated Scottish Premier League run, as well as the Eredivisie for the first time later on.

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Craig Edwards

@UnderthePitch

2 years

Here are the above results grouped. Heartbreak in the 2% of simulations were Union Berlin don't get Europe...

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Craig Edwards

@UnderthePitch

1 year

Secondly, the in-game tool observations gives the coaches an extra pair of eyes, using data live from the game. A live-feed will make data-led observations every minute, that may be hard to see with the human eye. The feed posts the most anomalous observation every minute.

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Craig Edwards

@UnderthePitch

2 years

The rest of the Scottish Championship, League One and League Two seasons simulated 640 times. - @acciesfc favourite for the drop - @officialdafc promoted in 90% of sims - @EastFifeFC with a 37% chance of reaching the play-offs Find the grouped breakdown of the positions below.

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Craig Edwards

@UnderthePitch

1 year

You can move to any point of the game using a scroll bar, or by clicking on any key event. Furthermore, there are three extra features: - A live 'openness' circle showing player space - The ability to drag-and-drop players - A simple drawing tool

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Craig Edwards

@UnderthePitch

8 months

Here's how the simulations are created! (Don't take the results too seriously - it's just a bit of fun).

Craig Edwards

@UnderthePitch

2 years

Here's descriptions on how the machine learning simulations take place. I have included a brief shortened version, and a longer in-depth description. If there are any questions, feel free to ask!

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Craig Edwards

@UnderthePitch

2 years

UPDATE: 19/02 After a weekend of results, along with the @MotherwellFC win midweek, here is the updated SPL simulations for the rest of the season, created using Deep Neural Networks (AI). There are a few significant changes compared to last weeks simulations (see below).

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Craig Edwards

@UnderthePitch

2 years

Explanation of how this works:

Craig Edwards

@UnderthePitch

2 years

Here's descriptions on how the machine learning simulations take place. I have included a brief shortened version, and a longer in-depth description. If there are any questions, feel free to ask!

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Craig Edwards

@UnderthePitch

2 years

Genuine question: If Szczęsny isn’t the player of the tournament so far - what more does he have to do? #POLARG

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Craig Edwards

@UnderthePitch

7 months

Here's the position breakdown for each league:

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Craig Edwards

@UnderthePitch

1 year

Also a special thank you to @klbardsley , @BrianPrestidge and @Banouby on the judging panel, as well as @HaysWorldwide , @ShowcodeHQ , @StatsBomb and @SecondSpectrum for setting up the hackathon in the first place.

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Craig Edwards

@UnderthePitch

8 months

A thread of all my up-to-date simulations. 🧵 Make sure to keep an eye on the date the simulations were made - any matches played since then could alter the results. If you have any league suggestions, let me know!

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Craig Edwards

@UnderthePitch

2 years

A rough look at the difficulty of each teams remaining opponents. Take this with a pinch of salt - this is a just a quick index I created based off of current league positions of opponents (the machine learning will teach itself this).

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Craig Edwards

@UnderthePitch

2 years

The rest of the Premier League season simulated 1000 times - 07/03 - @Arsenal are champions 68.1% of the time - @OfficialBHAFC finish in the Top 4 in 19.4% of simulations - @LCFC are relegated in almost 20% of runs. Here's the full table, find the breakdown below.

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Craig Edwards

@UnderthePitch

2 years

Here's the grouped breakdown:

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Craig Edwards

@UnderthePitch

2 years

The rest of the Ligue 1 season simulated 700 times. - @PSG_English are champions 82.3% of the time - @AS_Monaco_EN and @RCLens fighting for that last CL spot - @RCSA_English relegated 31.1% of the time Here's the full table - find the breakdown below.

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Craig Edwards

@UnderthePitch

7 months

How the simulations are created:

Craig Edwards

@UnderthePitch

2 years

Here's descriptions on how the machine learning simulations take place. I have included a brief shortened version, and a longer in-depth description. If there are any questions, feel free to ask!

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Craig Edwards

@UnderthePitch

2 years

Grouped breakdown for each team.

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Craig Edwards

@UnderthePitch

2 years

Here's the grouped breakdown:

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Craig Edwards

@UnderthePitch

8 months

And here's the simulation of the Championship! - @RaithRovers pip Dundee United to the title in almost 21% of simulations - @Morton_FC make the promotion play-offs 67% of the time - The relegation play-off is shared across @queensparkfc , @officialdafc , @ICTFC and @AyrUnitedFC

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Craig Edwards

@UnderthePitch

2 years

@james_a_leonard Never realised that 538 have all that accessible data! Cheers for the heads-up on all of this - I'll take a look.

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Craig Edwards

@UnderthePitch

2 years

The Championship simulated. See where each team finished in 287 separate simulations of the rest of the season.

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Craig Edwards

@UnderthePitch

8 months

@SRFootball_ @CelticFC @LiviFCOfficial @DundeeFC Last year I was in the process of comparing this to the Opta and FiveThiryEight simulations for last season, however got side tracked. I think I remember the models being somewhat similar, however their models were less certain and had a more general spread.

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Craig Edwards

@UnderthePitch

8 months

The Polish #Ekstraklasa simulated 2535 times! - 5 teams with a 6%+ chance of winning the title - @LegiaWarsawEN get European football in only 13% of simulations - @ZaglebieLubin 's poor form has them slipping into the relegation zone 16% of the time It's a tight league!

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Craig Edwards

@UnderthePitch

8 months

How the simulation are created (This is a bit of fun - don't take the results too seriously!):

Craig Edwards

@UnderthePitch

2 years

Here's descriptions on how the machine learning simulations take place. I have included a brief shortened version, and a longer in-depth description. If there are any questions, feel free to ask!

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Craig Edwards

@UnderthePitch

8 months

How the simulations are created:

Craig Edwards

@UnderthePitch

2 years

Here's descriptions on how the machine learning simulations take place. I have included a brief shortened version, and a longer in-depth description. If there are any questions, feel free to ask!

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Craig Edwards

@UnderthePitch

2 years

Think he must have seen my machine learning model’s prediction from yesterday…😉

Sky Sports Scotland

@ScotlandSky

2 years

🔵 "The probability is low because the games are running out..." Michael Beale admits Rangers are running out of time to catch "outstanding" Celtic in title race 🔽

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Craig Edwards

@UnderthePitch

2 years

The above results are based on a number of different factors - one being the difficulty of remaining opponents. I assume that it is this factor that makes the simulations give Bochum and Hertha the edge over Hoffenheim in the relegation battle.

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Craig Edwards

@UnderthePitch

8 months

@PoesieVelo @bayer04_en @VfB @Mainz05en @fckoeln @borussia_en Sure! If I get time tomorrow I’ll do it :)

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Craig Edwards

@UnderthePitch

2 years

Here's the grouped breakdown:

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Craig Edwards

@UnderthePitch

2 years

The grouped breakdown for each league.

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Craig Edwards

@UnderthePitch

2 years

@paddypower Not really true - if they concede/Mexico score they go out….

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Craig Edwards

@UnderthePitch

8 months

The #SerieB simulated 2000 times! - @1913parmacalcio top the table in 95% of simulations - @Palermofficial get automatic promotion 28% of the time - @sampdoria_en sneak into the play-offs in 8% of simulations - @feralpisalo with a 24% chance of the avoiding the automatic drop

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Craig Edwards

@UnderthePitch

8 months

What I'm trying to say, is that we should all models with a pinch of salt - they are just a bit of fun. They all use different data and methods, and it's interesting to compare them and see why they may differ. No model can be inherently 'right or wrong'.

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Craig Edwards

@UnderthePitch

2 years

@JM_Devine Poland have 4 yellow cards, Mexico have 7

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Craig Edwards

@UnderthePitch

8 months

Today I’ll be simulating: - #LaLiga - #SuperLeagueGreece - #ScottishLeagueOne Any suggestions for tomorrow are welcome!

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Craig Edwards

@UnderthePitch

8 months

@SRFootball_ @CelticFC @LiviFCOfficial @DundeeFC It would be interesting to compare the models! I kept this model simple (no xG, etc) in order to allow me to run it on smaller leagues where I don't have xG data - I would expect the NP xG model to outperform this.

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Craig Edwards

@UnderthePitch

8 months

And here's how the simulations are created:

Craig Edwards

@UnderthePitch

2 years

Here's descriptions on how the machine learning simulations take place. I have included a brief shortened version, and a longer in-depth description. If there are any questions, feel free to ask!

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Craig Edwards

@UnderthePitch

8 months

@TPE_Desi Here’s the Serie A!

Craig Edwards

@UnderthePitch

8 months

The Serie A simulated 2500 times! - @Inter win the title in 95% of simulations - @BolognaFC1909en 's European dream could be a reality - @EmpoliFC , @SassuoloUS and @CagliariCalcio all with essentially a 50/50 chance of staying up

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Craig Edwards

@UnderthePitch

8 months

How the simulations are created:

Craig Edwards

@UnderthePitch

2 years

Here's descriptions on how the machine learning simulations take place. I have included a brief shortened version, and a longer in-depth description. If there are any questions, feel free to ask!

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Craig Edwards

@UnderthePitch

2 years

David Wotherspoon is my hero @Spoony_10

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Craig Edwards

@UnderthePitch

8 months

How the simulations are created:

Craig Edwards

@UnderthePitch

2 years

Here's descriptions on how the machine learning simulations take place. I have included a brief shortened version, and a longer in-depth description. If there are any questions, feel free to ask!

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Craig Edwards

@UnderthePitch

2 years

Goal contributions at the World Cup by club (Premier League Top 8): Manchester United - 10 Tottenham - 7 Chelsea - 4 Manchester City - 4 Arsenal - 2 (Melbourne City - 2) Newcastle United - 1 Brighton - 1 Liverpool - 0 #WorldCup

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Craig Edwards

@UnderthePitch

2 years

Currently running updated La Liga simulations. Spoiler; Barcelona and Madrid are favourites 😮 If anyone has any requests for leagues let me know! The nice thing about this model is that it works on any league out there.

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Craig Edwards

@UnderthePitch

1 year

And of course shoutout to the team who this wouldn’t have been possible with! @chloe_shek @hellonicoro Monty Jethier

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Craig Edwards

@UnderthePitch

2 years

Most recent simulations (thread):

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Craig Edwards

@UnderthePitch

2 years

Nobody: SofaScore picture of Alex Gogic with hair can’t hurt you. SofaScore picture of Alex Gogic with hair:

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Craig Edwards

@UnderthePitch

8 months

Messed up the y-axis on the Difficulty plot...

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Craig Edwards

@UnderthePitch

2 years

Chucked in this weekends SPL games into my machine learning model, here are its predictions: Celtic v Aberdeen — 3-0 Hibs v Kilmarnock — 1-1 Dundee United v St Johnstone — 2-2 Livingston v Rangers — 1-1 St Mirren v Ross County — 1-0 Motherwell v Hearts — 0-1

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Craig Edwards

@UnderthePitch

2 years

Interesting to see that these results are somewhat similar to mine, even though I use a very alternative method to @FiveThirtyEight . The main difference is their probability for West Ham - this will mostly likely be because they use the SPI index in their simulations.

Mark Carey

@MarkCarey93

2 years

Who are your tips to beat relegation this season? Using @FiveThirtyEight 's model, I looked at each side's form to see who should be worried, and who might have some hope. For @TheAthleticFC :

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Craig Edwards

@UnderthePitch

2 years

Poland now only ahead on conduct! (They currently have 4 yellow cards, Mexico have 7) #MEXKSA #POLARG

Craig Edwards

@UnderthePitch

2 years

Commentators again getting it wrong, saying “If Argentina score one more, Poland drop to 3rd”. This isn’t true, as the goals scored will be equal, as well as the head to head - it then comes down to least number of yellow/red cards, which Poland are winning. #POLARG #MEXKSA

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Craig Edwards

@UnderthePitch

2 years

@SleepyTt95 @EredivisieEN @Feyenoord @SCCambuurLwd @FCGroningen_EN @RKCWAALWIJK (For weird reasons) I use this website for my raw data, so it just takes most of their formatting (with a couple changes). I’ll change this stuff up for the next Eredivisie simulations - cheers for pointing this out!

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Craig Edwards

@UnderthePitch

2 years

Update: In future models, only one model will be created and used in all simulations. This significantly reduces the time-per-simulation, and gives very similar results.

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Craig Edwards

@UnderthePitch

2 years

2. Bournemouth are looking a lot safer - with only a 33% chance of going down compared to 61% last week. Weirdly, they came 6th in one simulation, by winning 13 of their last 15 games... technically possible, but very very unlikely. Especially with their tough run-in.

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Craig Edwards

@UnderthePitch

8 months

#LaLiga simulated 2550 times! - @GironaFC still win the title in 14% of simulations - @AthleticClub break into the Top 4 42% of the time - @RCCelta look likely to avoid relegation - @UDAlmeria_Eng only stay up in a one single simulation

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Craig Edwards

@UnderthePitch

2 years

Today is the day of @spfl . Will be uploading results of simulations for: - Scottish Premier League - Scottish Championship - Scottish League One - Scottish League Two

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Craig Edwards

@UnderthePitch

8 months

@AntoineMara14 Sure! It should be ready later today

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Craig Edwards

@UnderthePitch

2 years

As per @Jon_Mackenzie 's idea a couple days ago, here are two identical simulations of the remaining SPL season with ONE difference: - The first one uses a model trained solely on SPL data - The second uses a model trained on EPL and SPL data 'Model' = Deep Neural Network (AI)

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Craig Edwards

@UnderthePitch

2 years

A rough look at the difficulty of each teams remaining opponents. Take this with a pinch of salt - this is a just a quick index I created based off of current league positions of opponents (the machine learning will teach itself this).

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