Predicted match statistics
| Stat | Home | safe | safer | Away | safe | safer | Total |
|---|---|---|---|---|---|---|---|
| Goals | 1.08 | 0.11–2.04 | 0.00–2.30 | 1.43 | 0.57–2.29 | 0.32–2.53 | 2.500.17–4.83 |
| Shots on target | 4.48 | 2.63–6.34 | 2.13–6.84 | 4.44 | 2.74–6.15 | 2.27–6.62 | 8.934.40–13.46 |
| Total shots | 12.95 | 9.24–16.65 | 8.21–17.68 | 12.31 | 8.93–15.69 | 8.00–16.62 | 25.2616.22–34.30 |
| Shots in box | 8.21 | 5.70–10.73 | 4.83–11.60 | 7.91 | 5.61–10.21 | 4.81–11.01 | 16.129.64–22.60 |
| Blocked shots | 3.42 | 1.84–5.01 | 1.30–5.54 | 3.56 | 2.15–4.98 | 1.66–5.46 | 6.982.96–11.00 |
| Corners | 4.47 | 2.27–6.68 | 1.67–7.27 | 4.79 | 2.81–6.77 | 2.27–7.30 | 9.263.94–14.58 |
| Possession % | 38.90 | 32.58–45.21 | 30.98–46.81 | 60.87 | 54.55–67.19 | 52.96–68.79 | — |
| Passes | 338 | 273–403 | 255–421 | 558 | 494–623 | 476–640 | 896731–1061 |
| Pass accuracy % | 65.84 | 61.62–70.05 | 60.32–71.35 | 79.33 | 74.82–83.84 | 73.49–85.17 | — |
| Fouls | 12.01 | 9.15–14.87 | 8.27–15.75 | 10.99 | 8.04–13.93 | 7.13–14.85 | 23.0015.40–30.61 |
| Offsides | 2.09 | 0.89–3.30 | 0.54–3.65 | 1.71 | 0.55–2.87 | 0.21–3.20 | 3.800.75–6.85 |
| Yellow cards | 1.94 | 0.88–3.00 | 0.61–3.27 | 1.91 | 0.79–3.03 | 0.50–3.32 | 3.861.12–6.59 |
| Red cards | 0.05 | 0.00–0.21 | 0.00–0.36 | 0.06 | 0.00–0.25 | 0.00–0.39 | 0.110.00–0.75 |
| GK saves | 2.48 | 1.06–3.89 | 0.67–4.28 | 2.80 | 1.25–4.36 | 0.82–4.79 | 5.281.49–9.07 |
safe = prediction ± MAE · safer = ± RMSE of the serving model for that statistic
Who wins each stat?
home draw away
Goals
28%
26%
45%
Shots on target
44%
14%
43%
Total shots
51%
41%
Shots in box
48%
42%
Blocked shots
40%
15%
44%
Corners
39%
13%
47%
Fouls
54%
38%
Offsides
47%
21%
32%
Yellow cards
40%
21%
39%
Red cards
90%
GK saves
36%
18%
47%
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+