Predicted match statistics
| Stat | Home | safe | safer | Away | safe | safer | Total |
|---|---|---|---|---|---|---|---|
| Goals | 1.45 | 0.49–2.41 | 0.23–2.67 | 1.27 | 0.41–2.13 | 0.16–2.38 | 2.720.39–5.05 |
| Shots on target | 4.93 | 3.08–6.79 | 2.58–7.29 | 4.51 | 2.80–6.22 | 2.34–6.69 | 9.454.91–13.98 |
| Total shots | 15.42 | 11.72–19.13 | 10.69–20.16 | 13.76 | 10.39–17.14 | 9.46–18.07 | 29.1920.15–38.23 |
| Shots in box | 10.56 | 8.05–13.08 | 7.18–13.94 | 6.80 | 4.50–9.10 | 3.70–9.90 | 17.3610.88–23.84 |
| Blocked shots | 4.28 | 2.70–5.87 | 2.16–6.40 | 3.35 | 1.93–4.76 | 1.45–5.25 | 7.633.61–11.65 |
| Corners | 5.39 | 3.18–7.59 | 2.59–8.19 | 4.39 | 2.41–6.37 | 1.88–6.91 | 9.784.46–15.09 |
| Possession % | 49.74 | 43.42–56.06 | 41.83–57.65 | 50.28 | 43.96–56.60 | 42.37–58.20 | — |
| Passes | 456 | 390–521 | 373–539 | 457 | 392–521 | 375–539 | 913748–1078 |
| Pass accuracy % | 83.47 | 79.25–87.68 | 77.95–88.98 | 86.21 | 81.70–90.71 | 80.37–92.04 | — |
| Fouls | 12.18 | 9.32–15.04 | 8.44–15.92 | 12.04 | 9.10–14.99 | 8.18–15.91 | 24.2316.62–31.83 |
| Offsides | 1.48 | 0.28–2.69 | 0.00–3.04 | 1.23 | 0.07–2.39 | 0.00–2.73 | 2.720.00–5.77 |
| Yellow cards | 1.48 | 0.42–2.53 | 0.15–2.81 | 1.69 | 0.57–2.81 | 0.28–3.10 | 3.170.43–5.91 |
| Red cards | 0.04 | 0.00–0.20 | 0.00–0.35 | 0.07 | 0.00–0.27 | 0.00–0.41 | 0.120.00–0.76 |
| GK saves | 2.79 | 1.38–4.20 | 0.99–4.59 | 3.07 | 1.52–4.62 | 1.08–5.05 | 5.862.07–9.65 |
safe = prediction ± MAE · safer = ± RMSE of the serving model for that statistic
Who wins each stat?
home draw away
Goals
41%
26%
33%
Shots on target
49%
13%
38%
Total shots
58%
34%
Shots in box
78%
15%
Blocked shots
56%
14%
30%
Corners
56%
32%
Fouls
47%
45%
Offsides
43%
25%
31%
Yellow cards
34%
23%
43%
Red cards
89%
GK saves
37%
17%
46%
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+