Predicted match statistics
| Stat | Home | safe | safer | Away | safe | safer | Total |
|---|---|---|---|---|---|---|---|
| Goals | 1.40 | 0.44–2.36 | 0.18–2.62 | 1.48 | 0.62–2.34 | 0.38–2.59 | 2.880.55–5.21 |
| Shots on target | 4.18 | 2.32–6.03 | 1.82–6.53 | 4.00 | 2.29–5.71 | 1.82–6.18 | 8.183.64–12.71 |
| Total shots | 12.69 | 8.98–16.39 | 7.95–17.42 | 13.23 | 9.86–16.61 | 8.92–17.54 | 25.9216.88–34.97 |
| Shots in box | 9.93 | 7.41–12.45 | 6.55–13.31 | 9.30 | 7.00–11.60 | 6.20–12.40 | 19.2312.75–25.71 |
| Blocked shots | 4.50 | 2.92–6.09 | 2.39–6.62 | 3.37 | 1.95–4.78 | 1.47–5.27 | 7.873.85–11.89 |
| Corners | 4.52 | 2.31–6.72 | 1.72–7.32 | 4.45 | 2.47–6.43 | 1.94–6.97 | 8.973.65–14.28 |
| Possession % | 53.13 | 46.81–59.44 | 45.21–61.04 | 45.18 | 38.86–51.49 | 37.26–53.09 | — |
| Passes | 508 | 443–573 | 425–591 | 408 | 344–473 | 326–491 | 916751–1081 |
| Pass accuracy % | 77.10 | 72.89–81.32 | 71.59–82.62 | 70.85 | 66.35–75.36 | 65.02–76.69 | — |
| Fouls | 9.95 | 7.10–12.81 | 6.21–13.70 | 10.72 | 7.77–13.66 | 6.86–14.58 | 20.6713.07–28.28 |
| Offsides | 2.03 | 0.83–3.24 | 0.48–3.59 | 1.75 | 0.59–2.91 | 0.25–3.24 | 3.780.74–6.83 |
| Yellow cards | 1.50 | 0.45–2.56 | 0.18–2.83 | 1.49 | 0.37–2.61 | 0.08–2.90 | 2.990.25–5.73 |
| Red cards | 0.03 | 0.00–0.19 | 0.00–0.34 | 0.05 | 0.00–0.25 | 0.00–0.39 | 0.090.00–0.73 |
| GK saves | 2.42 | 1.01–3.84 | 0.62–4.23 | 2.85 | 1.29–4.40 | 0.86–4.83 | 5.271.48–9.06 |
safe = prediction ± MAE · safer = ± RMSE of the serving model for that statistic
Who wins each stat?
home draw away
Goals
36%
25%
39%
Shots on target
45%
14%
41%
Total shots
42%
50%
Shots in box
51%
40%
Blocked shots
59%
13%
28%
Corners
44%
14%
42%
Fouls
39%
52%
Offsides
45%
21%
34%
Yellow cards
38%
24%
37%
Red cards
92%
GK saves
34%
18%
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+