Predicted match statistics
| Stat | Home | safe | safer | Away | safe | safer | Total |
|---|---|---|---|---|---|---|---|
| Goals | 1.58 | 0.62–2.54 | 0.36–2.80 | 1.26 | 0.40–2.12 | 0.15–2.36 | 2.840.51–5.17 |
| Shots on target | 4.55 | 2.70–6.41 | 2.20–6.91 | 4.09 | 2.39–5.80 | 1.92–6.27 | 8.654.11–13.18 |
| Total shots | 13.89 | 10.18–17.59 | 9.15–18.62 | 12.24 | 8.86–15.61 | 7.93–16.55 | 26.1217.08–35.17 |
| Shots in box | 9.92 | 7.41–12.44 | 6.54–13.30 | 7.75 | 5.45–10.05 | 4.65–10.85 | 17.6711.20–24.15 |
| Blocked shots | 3.66 | 2.08–5.25 | 1.55–5.78 | 3.16 | 1.75–4.58 | 1.26–5.06 | 6.832.81–10.85 |
| Corners | 5.29 | 3.09–7.50 | 2.49–8.10 | 4.37 | 2.39–6.35 | 1.85–6.88 | 9.664.35–14.98 |
| Possession % | 55.91 | 49.59–62.23 | 47.99–63.82 | 44.77 | 38.45–51.08 | 36.85–52.68 | — |
| Passes | 496 | 431–562 | 413–579 | 407 | 342–472 | 325–489 | 903738–1068 |
| Pass accuracy % | 70.91 | 66.70–75.13 | 65.40–76.43 | 68.39 | 63.88–72.89 | 62.55–74.22 | — |
| Fouls | 11.97 | 9.11–14.83 | 8.23–15.71 | 12.04 | 9.09–14.99 | 8.18–15.90 | 24.0116.41–31.62 |
| Offsides | 1.59 | 0.38–2.80 | 0.04–3.15 | 1.77 | 0.61–2.94 | 0.28–3.27 | 3.370.32–6.42 |
| Yellow cards | 1.49 | 0.44–2.55 | 0.17–2.82 | 1.80 | 0.68–2.92 | 0.39–3.21 | 3.290.55–6.03 |
| Red cards | 0.03 | 0.00–0.19 | 0.00–0.34 | 0.08 | 0.00–0.27 | 0.00–0.42 | 0.110.00–0.76 |
| GK saves | 2.63 | 1.22–4.05 | 0.83–4.44 | 3.03 | 1.47–4.58 | 1.04–5.01 | 5.661.87–9.45 |
safe = prediction ± MAE · safer = ± RMSE of the serving model for that statistic
Who wins each stat?
home draw away
Goals
45%
25%
30%
Shots on target
49%
14%
37%
Total shots
59%
34%
Shots in box
65%
26%
Blocked shots
50%
15%
35%
Corners
55%
32%
Fouls
45%
46%
Offsides
35%
23%
42%
Yellow cards
32%
23%
45%
Red cards
89%
GK saves
35%
17%
48%
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+