Predicted match statistics
| Stat | Home | safe | safer | Away | safe | safer | Total |
|---|---|---|---|---|---|---|---|
| Goals | 1.65 | 0.68–2.61 | 0.42–2.87 | 1.35 | 0.49–2.21 | 0.25–2.46 | 3.000.67–5.33 |
| Shots on target | 5.07 | 3.21–6.92 | 2.71–7.42 | 4.08 | 2.37–5.78 | 1.90–6.25 | 9.144.61–13.67 |
| Total shots | 13.97 | 10.27–17.67 | 9.24–18.70 | 12.08 | 8.70–15.46 | 7.77–16.39 | 26.0517.01–35.09 |
| Shots in box | 9.75 | 7.23–12.27 | 6.37–13.13 | 7.89 | 5.58–10.19 | 4.79–10.98 | 17.6411.16–24.12 |
| Blocked shots | 3.97 | 2.38–5.55 | 1.85–6.08 | 2.72 | 1.31–4.14 | 0.82–4.62 | 6.692.67–10.71 |
| Corners | 5.52 | 3.31–7.72 | 2.72–8.32 | 4.80 | 2.83–6.78 | 2.29–7.32 | 10.325.01–15.64 |
| Possession % | 51.01 | 44.70–57.33 | 43.10–58.93 | 48.98 | 42.67–55.30 | 41.07–56.90 | — |
| Passes | 436 | 371–501 | 353–519 | 433 | 369–498 | 351–515 | 869704–1034 |
| Pass accuracy % | 72.05 | 67.83–76.26 | 66.53–77.56 | 70.32 | 65.81–74.82 | 64.48–76.15 | — |
| Fouls | 11.24 | 8.39–14.10 | 7.50–14.99 | 10.26 | 7.31–13.21 | 6.40–14.12 | 21.5013.90–29.11 |
| Offsides | 1.85 | 0.64–3.06 | 0.29–3.40 | 1.66 | 0.49–2.82 | 0.16–3.15 | 3.500.46–6.55 |
| Yellow cards | 1.58 | 0.52–2.63 | 0.25–2.90 | 1.79 | 0.67–2.91 | 0.38–3.20 | 3.370.63–6.10 |
| Red cards | 0.04 | 0.00–0.20 | 0.00–0.35 | 0.07 | 0.00–0.26 | 0.00–0.41 | 0.110.00–0.75 |
| GK saves | 2.70 | 1.29–4.12 | 0.90–4.51 | 3.24 | 1.68–4.79 | 1.25–5.22 | 5.942.15–9.73 |
safe = prediction ± MAE · safer = ± RMSE of the serving model for that statistic
Who wins each stat?
home draw away
Goals
44%
24%
32%
Shots on target
56%
31%
Total shots
61%
32%
Shots in box
63%
29%
Blocked shots
61%
14%
25%
Corners
53%
35%
Fouls
54%
37%
Offsides
43%
22%
35%
Yellow cards
34%
23%
43%
Red cards
90%
GK saves
33%
16%
50%
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+