Premier League predictions
Future goals
| Team | GW12 | GW13 | GW14 | GW15 | GW16 | GW17 | GW18 | GW19 | GW20 | GW21 |
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| Arsenal | 2.18 | 1.41 | 1.79 | 1.51 | 2.07 | 1.43 | 1.76 | 1.85 | 1.45 | 1.57 |
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| Aston Villa | 1.06 | 1.51 | 1.04 | 0.75 | 1.27 | 1.44 | 1.02 | 0.61 | 1.40 | 1.00 |
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| Bournemouth | 1.85 | 1.51 | 1.52 | 1.49 | 1.39 | 2.19 | 1.25 | 1.21 | 0.89 | 1.87 |
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| Brentford | 1.32 | 2.36 | 0.78 | 1.64 | 1.67 | 1.56 | 1.65 | 2.01 | 1.33 | 1.99 |
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| Brighton | 1.61 | 1.41 | 1.67 | 1.93 | 1.15 | 1.94 | 0.76 | 1.57 | 2.30 | 1.10 |
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| Burnley | 0.87 | 0.74 | 0.85 | 0.68 | 0.90 | 0.73 | 0.89 | 0.84 | 0.72 | 1.00 |
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| Chelsea | 2.17 | 1.08 | 1.53 | 1.51 | 1.84 | 1.41 | 1.93 | 1.86 | 1.27 | 1.52 |
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| Crystal Palace | 1.69 | 1.99 | 2.08 | 1.46 | 1.50 | 1.47 | 2.18 | 1.79 | 1.35 | 1.86 |
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| Everton | 1.18 | 1.21 | 1.06 | 1.41 | 1.03 | 0.76 | 1.52 | 1.15 | 1.31 | 1.52 |
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| Fulham | 1.53 | 1.26 | 1.06 | 1.20 | 1.48 | 1.37 | 1.24 | 0.97 | 1.12 | 1.23 |
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| Leeds United | 1.37 | 0.90 | 1.28 | 1.16 | 1.08 | 1.25 | 1.29 | 0.95 | 1.47 | 1.00 |
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| Liverpool | 2.31 | 2.09 | 2.58 | 1.75 | 2.11 | 2.12 | 2.48 | 2.15 | 1.74 | 1.00 |
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| Manchester City | 1.43 | 1.91 | 1.54 | 2.28 | 1.45 | 2.28 | 1.66 | 1.86 | 1.83 | 1.87 |
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| Manchester Utd | 1.60 | 1.24 | 1.95 | 1.53 | 1.62 | 1.37 | 1.50 | 1.88 | 1.33 | 1.88 |
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| Newcastle Utd | 1.39 | 1.33 | 2.01 | 2.36 | 1.62 | 1.60 | 1.49 | 1.92 | 1.56 | 1.67 |
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| Nott'ham Forest | 0.93 | 1.29 | 1.23 | 1.05 | 1.59 | 1.06 | 1.09 | 1.29 | 1.10 | 1.27 |
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| Sunderland | 0.72 | 0.88 | 0.63 | 0.60 | 0.82 | 0.71 | 0.89 | 0.74 | 0.87 | 0.72 |
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| Tottenham | 0.64 | 1.36 | 1.02 | 1.36 | 1.19 | 1.19 | 1.04 | 1.11 | 1.64 | 1.10 |
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| West Ham | 1.05 | 1.15 | 1.18 | 1.04 | 1.35 | 0.89 | 1.30 | 1.28 | 1.23 | 1.41 |
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| Wolves | 1.04 | 0.93 | 1.19 | 1.22 | 0.52 | 1.10 | 0.79 | 0.99 | 1.32 | 0.88 |
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Clean sheet probabilities
| Team | GW12 | GW13 | GW14 | GW15 | GW16 | GW17 | GW18 | GW19 | GW20 | GW21 |
|---|
| Arsenal | 53% | 34% | 46% | 47% | 60% | 47% | 47% | 54% | 41% | 37% |
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| Aston Villa | 25% | 40% | 19% | 22% | 26% | 25% | 14% | 16% | 33% | 16% |
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| Bournemouth | 35% | 41% | 35% | 22% | 20% | 48% | 19% | 16% | 24% | 33% |
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| Brentford | 20% | 48% | 17% | 26% | 34% | 33% | 29% | 33% | 27% | 49% |
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| Brighton | 27% | 28% | 35% | 35% | 12% | 49% | 17% | 28% | 48% | 15% |
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| Burnley | 11% | 9% | 12% | 9% | 23% | 11% | 22% | 15% | 10% | 15% |
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| Chelsea | 42% | 25% | 28% | 23% | 36% | 20% | 36% | 30% | 16% | 29% |
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| Crystal Palace | 35% | 29% | 43% | 30% | 23% | 29% | 35% | 38% | 21% | 37% |
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| Everton | 20% | 27% | 22% | 35% | 16% | 24% | 41% | 28% | 27% | 41% |
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| Fulham | 49% | 26% | 21% | 23% | 41% | 35% | 27% | 17% | 18% | 22% |
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| Leeds United | 35% | 15% | 22% | 17% | 19% | 23% | 41% | 12% | 26% | 19% |
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| Liverpool | 39% | 32% | 53% | 31% | 32% | 30% | 45% | 39% | 33% | 21% |
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| Manchester City | 25% | 41% | 35% | 55% | 22% | 41% | 34% | 48% | 28% | 33% |
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| Manchester Utd | 31% | 14% | 31% | 29% | 25% | 24% | 22% | 37% | 23% | 37% |
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| Newcastle Utd | 24% | 30% | 36% | 51% | 44% | 25% | 22% | 43% | 26% | 37% |
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| Nott'ham Forest | 10% | 24% | 30% | 24% | 30% | 25% | 19% | 32% | 25% | 24% |
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| Sunderland | 22% | 22% | 8% | 10% | 20% | 14% | 27% | 16% | 19% | 14% |
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| Tottenham | 11% | 28% | 13% | 19% | 20% | 12% | 11% | 13% | 42% | 15% |
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| West Ham | 16% | 12% | 14% | 14% | 28% | 10% | 29% | 21% | 27% | 28% |
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| Wolves | 18% | 22% | 29% | 22% | 13% | 21% | 8% | 15% | 29% | 22% |
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Team strength
| Team | Attack | Defence | Goal difference |
|---|
| Arsenal | 1.34 | 0.63 | 0.72 |
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| Liverpool | 1.61 | 0.95 | 0.65 |
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| Manchester City | 1.42 | 0.91 | 0.52 |
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| Chelsea | 1.40 | 1.05 | 0.35 |
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| Crystal Palace | 1.35 | 1.02 | 0.33 |
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| Newcastle Utd | 1.24 | 1.00 | 0.24 |
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| Brentford | 1.24 | 1.08 | 0.16 |
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| Brighton | 1.21 | 1.07 | 0.14 |
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| Bournemouth | 1.15 | 1.08 | 0.08 |
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| Manchester Utd | 1.22 | 1.20 | 0.02 |
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| Everton | 0.98 | 1.07 | -0.09 |
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| Leeds United | 0.99 | 1.09 | -0.10 |
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| Fulham | 0.95 | 1.08 | -0.13 |
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| Aston Villa | 0.98 | 1.12 | -0.15 |
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| Nott'ham Forest | 0.98 | 1.17 | -0.19 |
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| Tottenham | 1.02 | 1.32 | -0.30 |
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| West Ham | 0.98 | 1.30 | -0.32 |
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| Wolves | 0.83 | 1.26 | -0.43 |
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| Sunderland | 0.66 | 1.30 | -0.64 |
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| Burnley | 0.68 | 1.55 | -0.87 |
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Predicted table
| # | Team | xGD | xP |
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| 1 | Arsenal | 40.4 | 80.4 |
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| 2 | Liverpool | 26.7 | 71.0 |
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| 3 | Manchester City | 33.1 | 71.0 |
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| 4 | Chelsea | 21.5 | 64.5 |
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| 5 | Crystal Palace | 17.3 | 62.2 |
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| 6 | Bournemouth | 2.9 | 57.7 |
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| 7 | Brighton | 8.1 | 57.2 |
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| 8 | Brentford | 6.1 | 57.2 |
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| 9 | Manchester Utd | 2.6 | 56.5 |
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| 10 | Newcastle Utd | 6.6 | 55.5 |
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| 11 | Aston Villa | -2.5 | 51.5 |
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| 12 | Everton | -4.8 | 49.5 |
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| 13 | Tottenham | -3.1 | 47.9 |
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| 14 | Fulham | -7.3 | 46.0 |
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| 15 | Leeds United | -14.7 | 45.1 |
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| 16 | Nott'ham Forest | -17.1 | 41.5 |
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| 17 | Sunderland | -19.7 | 40.6 |
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| 18 | West Ham | -22.6 | 39.5 |
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| 19 | Wolves | -34.1 | 28.7 |
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| 20 | Burnley | -39.2 | 28.5 |
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Fair table
The table is a summary of win/draw/loss probabilities given the per shot xG of past games.
| # | Team | MP | GD | xGD | Pts | xPts |
|---|
| 1 | Arsenal | 11 | 15 | 12.90 | 26 | 24.01 |
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| 2 | Manchester City | 11 | 15 | 9.10 | 22 | 21.36 |
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| 3 | Crystal Palace | 11 | 5 | 6.40 | 17 | 19.36 |
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| 4 | Chelsea | 11 | 10 | 7.20 | 20 | 18.20 |
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| 5 | Liverpool | 11 | 1 | 3.80 | 18 | 17.60 |
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| 6 | Brighton | 11 | 2 | 3.60 | 16 | 17.17 |
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| 7 | Brentford | 11 | 0 | 2.80 | 16 | 16.71 |
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| 8 | Manchester Utd | 11 | 1 | 1.80 | 18 | 16.55 |
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| 9 | Newcastle Utd | 11 | -3 | 1.80 | 12 | 15.50 |
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| 10 | Leeds United | 11 | -10 | -1.80 | 11 | 15.16 |
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| 11 | Everton | 11 | -1 | -0.30 | 15 | 14.90 |
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| 12 | Bournemouth | 11 | -1 | -2.00 | 18 | 14.81 |
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| 13 | Nott'ham Forest | 11 | -10 | -3.10 | 9 | 13.55 |
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| 14 | West Ham | 11 | -10 | -4.10 | 10 | 13.39 |
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| 15 | Tottenham | 11 | 9 | -4.10 | 18 | 12.83 |
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| 16 | Sunderland | 11 | 4 | -3.20 | 19 | 12.77 |
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| 17 | Fulham | 11 | -4 | -3.80 | 11 | 12.33 |
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| 18 | Wolves | 11 | -18 | -6.20 | 2 | 11.13 |
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| 19 | Aston Villa | 11 | 3 | -5.50 | 18 | 10.52 |
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| 20 | Burnley | 11 | -8 | -15.30 | 10 | 5.76 |
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