Predicted match statistics
| Stat | Home | safe | safer | Away | safe | safer | Total |
|---|---|---|---|---|---|---|---|
| Goals | 1.40 | 0.44–2.36 | 0.18–2.62 | 1.40 | 0.54–2.26 | 0.29–2.51 | 2.800.47–5.13 |
| Shots on target | 4.39 | 2.54–6.25 | 2.04–6.75 | 4.08 | 2.37–5.78 | 1.90–6.25 | 8.473.94–13.00 |
| Total shots | 13.67 | 9.96–17.37 | 8.93–18.40 | 10.83 | 7.45–14.21 | 6.52–15.14 | 24.5015.45–33.54 |
| Shots in box | 8.73 | 6.22–11.25 | 5.35–12.11 | 7.67 | 5.37–9.97 | 4.57–10.77 | 16.409.92–22.88 |
| Blocked shots | 3.90 | 2.32–5.48 | 1.78–6.02 | 2.83 | 1.42–4.25 | 0.93–4.73 | 6.732.71–10.75 |
| Corners | 5.04 | 2.84–7.25 | 2.24–7.84 | 4.61 | 2.64–6.59 | 2.10–7.13 | 9.664.34–14.97 |
| Possession % | 47.48 | 41.16–53.79 | 39.56–55.39 | 52.61 | 46.29–58.93 | 44.70–60.53 | — |
| Passes | 362 | 296–427 | 279–445 | 431 | 366–495 | 348–513 | 792627–957 |
| Pass accuracy % | 70.46 | 66.24–74.67 | 64.94–75.97 | 72.94 | 68.44–77.45 | 67.11–78.78 | — |
| Fouls | 14.87 | 12.01–17.72 | 11.12–18.61 | 13.55 | 10.60–16.49 | 9.69–17.41 | 28.4220.81–36.02 |
| Offsides | 1.82 | 0.62–3.03 | 0.27–3.38 | 2.82 | 1.65–3.98 | 1.32–4.31 | 4.641.59–7.69 |
| Yellow cards | 2.60 | 1.54–3.65 | 1.27–3.93 | 2.33 | 1.21–3.45 | 0.92–3.74 | 4.932.19–7.67 |
| Red cards | 0.15 | 0.00–0.31 | 0.00–0.46 | 0.10 | 0.00–0.29 | 0.00–0.43 | 0.250.00–0.89 |
| GK saves | 2.40 | 0.98–3.81 | 0.59–4.20 | 2.85 | 1.29–4.40 | 0.86–4.83 | 5.241.45–9.03 |
safe = prediction ± MAE · safer = ± RMSE of the serving model for that statistic
Who wins each stat?
home draw away
Goals
37%
25%
37%
Shots on target
47%
14%
39%
Total shots
68%
25%
Shots in box
56%
35%
Blocked shots
58%
15%
27%
Corners
49%
38%
Fouls
56%
37%
Offsides
24%
17%
59%
Yellow cards
45%
18%
36%
Red cards
13%
79%
GK saves
34%
18%
49%
Model-implied probabilities from the predicted rates (Poisson approximation, teams treated as independent).
Model details — best model per statistic (lgbm, lstm_mlp_multi, lstm_mlp_single, xgb) · snapshot 2b4a317d · computed
| Target | Model / policy | Variant | PCA | MAE | RMSE |
|---|---|---|---|---|---|
| AWAY_BLOCKED_SHOTS | xgb | cform_coach_mean_rest | none | 1.415 | 1.901 |
| AWAY_CORNERS | xgb | cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 1.978 | 2.516 |
| AWAY_FOULS | lstm_mlp_single | cards_cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | full | 2.945 | 3.863 |
| AWAY_GK_SAVES | lstm_mlp_multi | cform_coach_form_mean_rest | none | 1.554 | 1.986 |
| AWAY_GOALS | lgbm | cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 0.860 | 1.106 |
| AWAY_OFFSIDES | lstm_mlp_multi | cform_coach_mean_rest | none | 1.163 | 1.495 |
| AWAY_PASSES | lgbm | cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 64.581 | 82.146 |
| AWAY_PASS_ACC | lgbm | cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 4.507 | 5.837 |
| AWAY_POSSESSION | lgbm | cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 6.319 | 7.916 |
| AWAY_REDCARDS | lstm_mlp_single | cards_cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | full | 0.193 | 0.337 |
| AWAY_SHOTS_IN_BOX | xgb | cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 2.301 | 3.098 |
| AWAY_SHOTS_ON_TARGET | lstm_mlp_single | cards_cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 1.707 | 2.176 |
| AWAY_TOTAL_SHOTS | lstm_mlp_single | cards_cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 3.378 | 4.309 |
| AWAY_YELLOWCARDS | lgbm | cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 1.120 | 1.410 |
| HOME_BLOCKED_SHOTS | xgb | cards_cform_coach_form_mean_rest | none | 1.584 | 2.119 |
| HOME_CORNERS | lstm_mlp_single | cards_cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 2.205 | 2.800 |
| HOME_FOULS | lstm_mlp_single | cards_cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | full | 2.857 | 3.742 |
| HOME_GK_SAVES | lstm_mlp_multi | cform_coach_form_mean_rest | none | 1.414 | 1.804 |
| HOME_GOALS | lgbm | cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 0.963 | 1.223 |
| HOME_OFFSIDES | lstm_mlp_multi | cform_coach_form_mean_rest | none | 1.209 | 1.554 |
| HOME_PASSES | lgbm | cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 65.331 | 82.955 |
| HOME_PASS_ACC | lgbm | cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 4.216 | 5.517 |
| HOME_POSSESSION | lgbm | cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 6.318 | 7.914 |
| HOME_REDCARDS | lstm_mlp_single | cards_cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 0.153 | 0.306 |
| HOME_SHOTS_IN_BOX | lgbm | cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 2.516 | 3.381 |
| HOME_SHOTS_ON_TARGET | lstm_mlp_single | cards_cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 1.856 | 2.355 |
| HOME_TOTAL_SHOTS | lstm_mlp_single | cards_cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 3.703 | 4.734 |
| HOME_YELLOWCARDS | lgbm | cform_coach_diffmean_diffsum_form_h2h_mean_nplayers_referee_rest_stage_sum | none | 1.056 | 1.328 |
Statistical estimates for information & entertainment only — not betting advice.18+