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Atalanta BC 3–2 Bologna FC 1909

← Serie A 2016-17 · Sat, Apr 22, 02:00 PM UTC · ref: Carmine Russo, Italy

The betting picturemarket vs our model, market by market

“Market” = what bookmaker prices imply after removing their margin — the world's best guess. “Model” = 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) — it's never about picking the winner.

Who wins? (90 minutes)

OutcomeMarket saysModel saysBest priceVerdict
Atalanta BC win71%68%1.38fair
Draw19%18%5.29fair
Bologna FC 1909 win10%14%9.60value: +35%

across 1 bookmaker · probabilities de-vigged (bookmaker margin removed)

Timeline

3'⚽Andrea Conti · Atalanta BC
14'⚽Remo Freuler · Atalanta BC
16'⚽Mattia Destro · Bologna FC 1909
43'🟨Mattia Caldara · Atalanta BC
44'🟨Blerim Džemaili · Bologna FC 1909
51'🟨Daniele Gastaldello · Bologna FC 1909
57'🟨Ibrahima Mbaye · Bologna FC 1909
61'⚽Federico Di Francesco · Bologna FC 1909
75'⚽Mattia Caldara · Atalanta BC
78'🟨Andrea Masiello · Atalanta BC

from ESPN event data · goals, cards and shootout kicks

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

Match stats

2Half-time score1
5Shots11
3On target6
3Corners3
17Fouls19
2Yellow cards3
0Red cards0

Pre-match form

What each side looked like walking in — computed only from games before this one.

MetricAtalanta BCBologna FC 1909
accuracy ratio (last 10)0.350.26
accuracy ratio (last 3)0.380.32
accuracy ratio (last 5)0.370.26
blown lead rate (last 20)0.050.05
box share (last 5)0.690.57
cards avg (last 5)2.60
Everything else we hold on this match · 1 more recorded fact — tap to expand
venueStadio Atleti Azzurri d'Italia
3.00
coach days325.00569.00
comeback rate (last 20)0.050.05
congestion 21d3.003.00
conversion (last 5)0.140.06
corner diff avg (last 5)1.60-0.40
corners against avg (last 5)5.405.80
corners for avg (last 5)7.005.40
corners volatility (last 10)2.792.78
defensive leak (last 5)0.180.08
dominance (last 5)0.600.43
elo1645.291484.51
elo momentum (last 5)2.3317.50
eye test v10.77-0.49
eye trend v10.170.14
first sub minute (last 10)65.5054.80
form points (last 5)8.007.00
goal diff avg (last 5)0.400.00
goals against avg (last 5)1.801.00
goals for avg (last 5)2.201.00
goals volatility (last 10)1.451.25
h2 goals (last 10)0.900.60
h2h win rate (last 5)0.800.20
ht lead rate (last 20)0.400.15
keeper form v1—0.70
league points60.0035.00
league rank5.0015.00
matches since blank5.000.00
matches since clean sheet2.000.00
matches since win2.003.00
pass acc avg (last 5)79.8079.60
possession avg (last 5)51.6041.80
rest days7.007.00
scorer concentration0.250.29
season ppg1.881.09
shot diff avg (last 5)4.60-3.00
shots for avg (last 5)14.8010.80
skill v10.51-0.19
sot against avg (last 5)4.004.20
sot for avg (last 10)5.303.00
sot for avg (last 3)7.003.00
sot for avg (last 5)6.203.00
state index0.50-0.20
sterile dominance v1-0.06-0.52
threat rate (last 10)0.280.25
threat rate (last 3)0.280.22
threat rate (last 5)0.280.26
venue ppg (last 5)2.201.00