Datasets:
id stringclasses 6 values | match_id stringclasses 6 values | team stringclasses 6 values | player stringclasses 6 values | minute int64 12 80 | shot_xG float64 0.05 0.22 | best_option_xG float64 0.12 0.24 | delta_expected_goals float64 0 0.13 | pressure_context stringclasses 6 values | selection_integrity_label stringclasses 3 values | rationale stringclasses 6 values | coaching_recommendation stringclasses 6 values | constraints stringclasses 1 value | gold_checklist stringclasses 1 value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
SSI-PL-001 | 2025_10_Arsenal_vs_ManU | Arsenal | Saka | 78 | 0.08 | 0.18 | 0.1 | down 1; late_clock | integrity_low | Chose low xG shot vs open wing pass with higher xG | work wide option scanning under pressure | Under 220 words. | label+delta+context+action |
SSI-PL-002 | 2025_08_Chelsea_vs_Brighton | Chelsea | Pulisic | 65 | 0.22 | 0.24 | 0.02 | medium_pressure | integrity_medium | Shot had slightly lower xG than best option but not forced | rotations to seek final pass option | Under 220 words. | label+delta+context+action |
SSI-PL-003 | 2025_11_Liverpool_vs_Everton | Liverpool | Mane | 12 | 0.15 | 0.15 | 0 | low_pressure | integrity_high | No clear better option; delta near zero | keep existing patterns | Under 220 words. | label+delta+context+action |
SSI-PL-004 | 2025_09_Leeds_vs_Tottenham | Leeds | Son | 80 | 0.07 | 0.2 | 0.13 | late_game; close_score | integrity_low | Rejected higher xG pass into penalty area for poor angle shot | develop penalty area decision drills | Under 220 words. | label+delta+context+action |
SSI-PL-005 | 2025_07_WestHam_vs_Bournemouth | WestHam | Bowen | 31 | 0.12 | 0.12 | 0 | standard | integrity_high | Delta small; choice acceptable | no change | Under 220 words. | label+delta+context+action |
SSI-PL-006 | 2025_12_Everton_vs_Chelsea | Everton | Palace | 55 | 0.05 | 0.16 | 0.11 | pressure_high | integrity_low | Contested wide shot chosen instead of layoff for higher xG chance | decision cues for layoff reads | Under 220 words. | label+delta+context+action |
What this dataset tests
Shot decisions in Premier League football using expected goals as the value benchmark. :contentReference[oaicite:3]{index=3}
Do not judge who misses.
Judge decision quality:
was a better option (higher xG) available?
If yes — did the player take it?
Required outputs
- integrity label
- expected goals delta
- pressure context
- coaching action
Use of xG models is standard in modern football analytics to quantify shot quality. :contentReference[oaicite:4]{index=4}
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