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Bristol City 1–1 Luton

← EFL Championship 2021-22 Β· Wed, Sep 15, 06:45 PM UTC Β· ref: J. Simpson

The betting picturemarket vs our model, market by market

β€œMarket” = what bookmaker prices imply after removing their margin β€” the world's best guess. β€œModel” = what our machine-learning model said BEFORE this game, replayed honestly (it never saw the result). A bet is only interesting when the model sees something meaningfully more likely than the market does (the edge) β€” it's never about picking the winner.

Who wins? (90 minutes)

OutcomeMarket saysModel saysBest priceVerdict
Bristol City win41%44%2.37value: +5%
Draw30%27%3.24fair
Luton win29%29%3.40fair

across 3 bookmakers Β· probabilities de-vigged (bookmaker margin removed)

Asian handicap

OutcomeMarket saysBest price
Luton βˆ’0.2551%1.90
Bristol City βˆ’0.2549%2.01

across 2 bookmakers Β· probabilities de-vigged (bookmaker margin removed)

Will there be 3 or more goals?

OutcomeMarket saysBest price
Under60%1.60
Over40%2.45

across 2 bookmakers Β· probabilities de-vigged (bookmaker margin removed)

Timeline

37'🟨Cameron Pring · Bristol City
57'⚽Nathan Baker · Bristol City
84'🟨Henri Lansbury · Luton
88'🟨James Bree · Luton
90'⚽Danny Hylton · Luton

from ESPN event data Β· goals, cards and shootout kicks

The match in numberswhat happened + what each side looked like walking in

Match stats

0Half-time score0
13Shots19
2On target4
7Corners9
10Fouls17
1Yellow cards2
0Red cards0

Pre-match form

What each side looked like walking in β€” computed only from games before this one.

MetricBristol CityLuton
accuracy ratio (last 10)0.390.33
accuracy ratio (last 3)0.400.26
accuracy ratio (last 5)0.400.36
blown lead rate (last 20)0.150.00
box share (last 5)0.740.69
cards avg (last 5)1.602.60
Everything else we hold on this match Β· 1 more recorded fact β€” tap to expand
venueAshton Gate
coach days226.00502.00
comeback rate (last 20)0.000.10
congestion 21d2.002.00
conversion (last 5)0.140.10
corner diff avg (last 5)-0.60-1.00
corners against avg (last 5)3.604.80
corners for avg (last 5)3.003.80
corners volatility (last 10)2.272.16
defensive leak (last 5)0.110.12
dominance (last 5)0.490.43
elo1500.031570.64
elo momentum (last 5)18.80-17.40
eye test v1-0.28-0.75
eye trend v10.32-0.20
first sub minute (last 10)56.1055.00
form points (last 5)7.005.00
goal diff avg (last 5)0.00-1.00
goals against avg (last 5)1.202.00
goals for avg (last 5)1.201.00
goals volatility (last 10)0.921.16
h2 goals (last 10)0.400.90
h2h win rate (last 5)0.200.80
ht lead rate (last 20)0.300.15
keeper form v10.640.57
league points8.008.00
league rank13.0012.00
matches since blank0.001.00
matches since clean sheet0.001.00
matches since win1.003.00
pass acc avg (last 5)66.6059.00
possession avg (last 5)45.6043.20
rest days4.204.20
scorer concentration0.570.25
season ppg1.331.33
shot diff avg (last 5)-0.40-3.80
shots for avg (last 5)10.409.60
skill v1-1.20-2.05
sot against avg (last 5)4.204.80
sot for avg (last 10)3.303.70
sot for avg (last 3)4.332.67
sot for avg (last 5)4.003.40
squad age26.5727.51
state index-0.07-0.31
sterile dominance v1-0.56-0.94
threat rate (last 10)0.200.24
threat rate (last 3)0.250.23
threat rate (last 5)0.230.23
venue ppg (last 5)0.401.40