Datasets:
match_id null | sport large_string | match_date large_string | home_elo float64 | away_elo float64 | elo_diff float64 | home_form_last_5 float64 | away_form_last_5 float64 | home_form_last_10 float64 | away_form_last_10 float64 | home_goals_for_last_5 float64 | away_goals_for_last_5 float64 | home_goals_against_last_5 float64 | away_goals_against_last_5 float64 | home_rest_days int64 | away_rest_days int64 | home_advantage float64 | h2h_home_wins int64 | h2h_draws int64 | h2h_away_wins int64 | league_importance_score int64 | social_interest_score int64 | target int64 | home_win int64 | away_win int64 | total_points float64 | point_difference float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
null | basketball | 2026-06-29 | 1,494.887415 | 1,505.112585 | -10.225171 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 42 | 0 | 42 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-06-30 | 1,494.818366 | 1,505.181634 | -10.363267 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 42 | 0 | 43 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-07-01 | 1,505.116557 | 1,494.883443 | 10.233113 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 43 | 0 | 43 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-07-02 | 1,505.177891 | 1,494.822109 | 10.355782 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 44 | 0 | 43 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-07-03 | 1,494.883443 | 1,505.116557 | -10.233113 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 43 | 0 | 43 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-07-04 | 1,494.822109 | 1,505.177891 | -10.355782 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 43 | 0 | 44 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-07-05 | 1,505.120084 | 1,494.879916 | 10.240168 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 44 | 0 | 44 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-07-06 | 1,505.174566 | 1,494.825434 | 10.349132 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 45 | 0 | 44 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-07-07 | 1,494.879916 | 1,505.120084 | -10.240168 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 44 | 0 | 44 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-07-08 | 1,494.825434 | 1,505.174566 | -10.349132 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 44 | 0 | 45 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-07-09 | 1,505.123218 | 1,494.876782 | 10.246435 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 45 | 0 | 45 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-07-10 | 1,505.171613 | 1,494.828387 | 10.343226 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 46 | 0 | 45 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-07-11 | 1,494.876782 | 1,505.123218 | -10.246435 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 45 | 0 | 45 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-07-12 | 1,494.828387 | 1,505.171613 | -10.343226 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 45 | 0 | 46 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-07-13 | 1,505.126001 | 1,494.873999 | 10.252002 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 46 | 0 | 46 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-07-14 | 1,505.16899 | 1,494.83101 | 10.337979 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 47 | 0 | 46 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-07-15 | 1,494.873999 | 1,505.126001 | -10.252002 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 46 | 0 | 46 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-07-16 | 1,494.83101 | 1,505.16899 | -10.337979 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 46 | 0 | 47 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-07-17 | 1,505.128474 | 1,494.871526 | 10.256947 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 47 | 0 | 47 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-07-18 | 1,505.166659 | 1,494.833341 | 10.333319 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 48 | 0 | 47 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-07-19 | 1,494.871526 | 1,505.128474 | -10.256947 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 47 | 0 | 47 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-07-20 | 1,494.833341 | 1,505.166659 | -10.333319 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 47 | 0 | 48 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-07-21 | 1,505.13067 | 1,494.86933 | 10.26134 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 48 | 0 | 48 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-07-22 | 1,505.164589 | 1,494.835411 | 10.329179 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 49 | 0 | 48 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-07-23 | 1,494.86933 | 1,505.13067 | -10.26134 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 48 | 0 | 48 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-07-24 | 1,494.835411 | 1,505.164589 | -10.329179 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 48 | 0 | 49 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-07-25 | 1,505.132621 | 1,494.867379 | 10.265241 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 49 | 0 | 49 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-07-26 | 1,505.162751 | 1,494.837249 | 10.325502 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 50 | 0 | 49 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-07-27 | 1,494.867379 | 1,505.132621 | -10.265241 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 49 | 0 | 49 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-07-28 | 1,494.837249 | 1,505.162751 | -10.325502 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 49 | 0 | 50 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-01-10 | 1,500 | 1,500 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 14 | 14 | 0.1 | 0 | 0 | 0 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-01-11 | 1,510 | 1,490 | 20 | 1 | 0 | 1 | 0 | 2 | 1 | 1 | 2 | 1 | 1 | 0.1 | 1 | 0 | 0 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-01-12 | 1,500 | 1,500 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 14 | 14 | 0.1 | 0 | 0 | 0 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-01-13 | 1,490 | 1,510 | -20 | 0 | 1 | 0 | 1 | 0 | 3 | 3 | 0 | 1 | 1 | 0.1 | 0 | 0 | 1 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-01-14 | 1,500.575011 | 1,499.424989 | 1.150023 | 0.5 | 0.5 | 0.5 | 0.5 | 2 | 1 | 1 | 2 | 3 | 3 | 0.1 | 1 | 0 | 1 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-01-15 | 1,509.458089 | 1,490.541911 | 18.916178 | 0.6667 | 0.3333 | 0.6667 | 0.3333 | 1.333 | 1.667 | 1.667 | 1.333 | 1 | 1 | 0.1 | 2 | 0 | 1 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-01-16 | 1,499.424989 | 1,500.575011 | -1.150023 | 0.5 | 0.5 | 0.5 | 0.5 | 2 | 1 | 1 | 2 | 3 | 3 | 0.1 | 1 | 0 | 1 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-01-17 | 1,490.541911 | 1,509.458089 | -18.916178 | 0.3333 | 0.6667 | 0.3333 | 0.6667 | 0.667 | 2.333 | 2.333 | 0.667 | 1 | 1 | 0.1 | 1 | 0 | 2 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-01-18 | 1,501.085825 | 1,498.914175 | 2.17165 | 0.5 | 0.5 | 0.5 | 0.5 | 2 | 1 | 1 | 2 | 3 | 3 | 0.1 | 2 | 0 | 2 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-01-19 | 1,508.976679 | 1,491.023321 | 17.953358 | 0.6 | 0.4 | 0.6 | 0.4 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 3 | 0 | 2 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-01-20 | 1,498.914175 | 1,501.085825 | -2.17165 | 0.5 | 0.5 | 0.5 | 0.5 | 2 | 1 | 1 | 2 | 3 | 3 | 0.1 | 2 | 0 | 2 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-01-21 | 1,491.023321 | 1,508.976679 | -17.953358 | 0.4 | 0.6 | 0.4 | 0.6 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 2 | 0 | 3 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-01-22 | 1,501.539601 | 1,498.460399 | 3.079201 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 3 | 0 | 3 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-01-23 | 1,508.549024 | 1,491.450976 | 17.098047 | 0.6 | 0.4 | 0.5714 | 0.4286 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 4 | 0 | 3 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-01-24 | 1,498.460399 | 1,501.539601 | -3.079201 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 3 | 0 | 3 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-01-25 | 1,491.450976 | 1,508.549024 | -17.098047 | 0.4 | 0.6 | 0.4286 | 0.5714 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 3 | 0 | 4 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-01-26 | 1,501.942701 | 1,498.057299 | 3.885402 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 4 | 0 | 4 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-01-27 | 1,508.169125 | 1,491.830875 | 16.338251 | 0.6 | 0.4 | 0.5556 | 0.4444 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 5 | 0 | 4 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-01-28 | 1,498.057299 | 1,501.942701 | -3.885402 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 4 | 0 | 4 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-01-29 | 1,491.830875 | 1,508.169125 | -16.338251 | 0.4 | 0.6 | 0.4444 | 0.5556 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 4 | 0 | 5 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-01-30 | 1,502.300781 | 1,497.699219 | 4.601562 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 5 | 0 | 5 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-01-31 | 1,507.831655 | 1,492.168345 | 15.66331 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 6 | 0 | 5 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-02-01 | 1,497.699219 | 1,502.300781 | -4.601562 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 5 | 0 | 5 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-02-02 | 1,492.168345 | 1,507.831655 | -15.66331 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 5 | 0 | 6 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-02-03 | 1,502.618866 | 1,497.381134 | 5.237732 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 6 | 0 | 6 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-02-04 | 1,507.531876 | 1,492.468124 | 15.063753 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 7 | 0 | 6 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-02-05 | 1,497.381134 | 1,502.618866 | -5.237732 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 6 | 0 | 6 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-02-06 | 1,492.468124 | 1,507.531876 | -15.063753 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 6 | 0 | 7 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-02-07 | 1,502.901422 | 1,497.098578 | 5.802844 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 7 | 0 | 7 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-02-08 | 1,507.265582 | 1,492.734418 | 14.531164 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 8 | 0 | 7 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-02-09 | 1,497.098578 | 1,502.901422 | -5.802844 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 7 | 0 | 7 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-02-10 | 1,492.734418 | 1,507.265582 | -14.531164 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 7 | 0 | 8 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-02-11 | 1,503.152415 | 1,496.847585 | 6.30483 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 8 | 0 | 8 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-02-12 | 1,507.029033 | 1,492.970967 | 14.058066 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 9 | 0 | 8 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-02-13 | 1,496.847585 | 1,503.152415 | -6.30483 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 8 | 0 | 8 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-02-14 | 1,492.970967 | 1,507.029033 | -14.058066 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 8 | 0 | 9 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-02-15 | 1,503.37537 | 1,496.62463 | 6.75074 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 9 | 0 | 9 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-02-16 | 1,506.818907 | 1,493.181093 | 13.637815 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 10 | 0 | 9 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-02-17 | 1,496.62463 | 1,503.37537 | -6.75074 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 9 | 0 | 9 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-02-18 | 1,493.181093 | 1,506.818907 | -13.637815 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 9 | 0 | 10 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-02-19 | 1,503.573419 | 1,496.426581 | 7.146838 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 10 | 0 | 10 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-02-20 | 1,506.632254 | 1,493.367746 | 13.264509 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 11 | 0 | 10 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-02-21 | 1,496.426581 | 1,503.573419 | -7.146838 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 10 | 0 | 10 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-02-22 | 1,493.367746 | 1,506.632254 | -13.264509 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 10 | 0 | 11 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-02-23 | 1,503.749343 | 1,496.250657 | 7.498687 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 11 | 0 | 11 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-02-24 | 1,506.466453 | 1,493.533547 | 12.932905 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 12 | 0 | 11 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-02-25 | 1,496.250657 | 1,503.749343 | -7.498687 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 11 | 0 | 11 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-02-26 | 1,493.533547 | 1,506.466453 | -12.932905 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 11 | 0 | 12 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-02-27 | 1,503.905614 | 1,496.094386 | 7.811229 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 12 | 0 | 12 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-02-28 | 1,506.319173 | 1,493.680827 | 12.638346 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 13 | 0 | 12 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-03-01 | 1,496.094386 | 1,503.905614 | -7.811229 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 12 | 0 | 12 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-03-02 | 1,493.680827 | 1,506.319173 | -12.638346 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 12 | 0 | 13 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-03-03 | 1,504.044428 | 1,495.955572 | 8.088855 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 13 | 0 | 13 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-03-04 | 1,506.188346 | 1,493.811654 | 12.376693 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 14 | 0 | 13 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-03-05 | 1,495.955572 | 1,504.044428 | -8.088855 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 13 | 0 | 13 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-03-06 | 1,493.811654 | 1,506.188346 | -12.376693 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 13 | 0 | 14 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-03-07 | 1,504.167733 | 1,495.832267 | 8.335466 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 14 | 0 | 14 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-03-08 | 1,506.072135 | 1,493.927865 | 12.14427 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 15 | 0 | 14 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-03-09 | 1,495.832267 | 1,504.167733 | -8.335466 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 14 | 0 | 14 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-03-10 | 1,493.927865 | 1,506.072135 | -12.14427 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 14 | 0 | 15 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-03-11 | 1,504.277263 | 1,495.722737 | 8.554526 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 15 | 0 | 15 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-03-12 | 1,505.968906 | 1,494.031094 | 11.937813 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 16 | 0 | 15 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-03-13 | 1,495.722737 | 1,504.277263 | -8.554526 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 15 | 0 | 15 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-03-14 | 1,494.031094 | 1,505.968906 | -11.937813 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 15 | 0 | 16 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-03-15 | 1,504.374556 | 1,495.625444 | 8.749113 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 16 | 0 | 16 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-03-16 | 1,505.87721 | 1,494.12279 | 11.75442 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 17 | 0 | 16 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
null | basketball | 2026-03-17 | 1,495.625444 | 1,504.374556 | -8.749113 | 0.4 | 0.6 | 0.5 | 0.5 | 1.8 | 1.2 | 1.2 | 1.8 | 3 | 3 | 0.1 | 16 | 0 | 16 | 60 | 60 | 0 | 1 | 0 | 3 | 3 |
null | basketball | 2026-03-18 | 1,494.12279 | 1,505.87721 | -11.75442 | 0.4 | 0.6 | 0.5 | 0.5 | 0.8 | 2.2 | 2.2 | 0.8 | 1 | 1 | 0.1 | 16 | 0 | 17 | 60 | 60 | 0 | 1 | 0 | 3 | 1 |
null | basketball | 2026-03-19 | 1,504.46098 | 1,495.53902 | 8.92196 | 0.6 | 0.4 | 0.5 | 0.5 | 2.2 | 0.8 | 0.8 | 2.2 | 3 | 3 | 0.1 | 17 | 0 | 17 | 60 | 60 | 1 | 0 | 1 | 3 | -1 |
null | basketball | 2026-03-20 | 1,505.795758 | 1,494.204242 | 11.591516 | 0.6 | 0.4 | 0.5 | 0.5 | 1.2 | 1.8 | 1.8 | 1.2 | 1 | 1 | 0.1 | 18 | 0 | 17 | 60 | 60 | 1 | 0 | 1 | 3 | -3 |
End of preview. Expand in Data Studio
⚽🏀🎾🏏 Sports-Trends Dataset
A leakage-safe, multi-sport match data lake — raw fixtures → engineered features → training splits.
The data backbone of Ruslan Magana Sports Intelligence — refreshed automatically every day.
TL;DR — A continuously-updated, medallion-architecture data lake for football, basketball, tennis and cricket: immutable raw ingests, cleaned/standardized layers, an engineered feature store, and ready-to-train chronological splits in partitioned Parquet. Built to be leakage-safe and reproducible.
🤝 Pairs with the sports-trends-models repo.
🗂️ What's inside (medallion layout)
Large data never lives in GitHub — it lives here, partitioned by sport / date / layer.
raw/<sport>/provider=<p>/date=YYYY-MM-DD/fixtures.json # immutable ingest (source of truth)
bronze/ silver/ # cleaned + standardized records
gold/
features/<feature>/sport=<sport>/date=.../part.parquet # engineered feature store
training/<sport>/{train,validation,test}.parquet # chronological, leakage-safe splits
inference/tomorrow/date=YYYY-MM-DD/inference_input.parquet
quality/{leakage_report,schema_validation,...}.json # automated data-quality reports
registry/{dataset_manifest,latest_versions}.json # versioning + production pointers
- Raw is append-only and immutable — full provenance back to the source API.
- Bronze/Silver normalize to one canonical schema with stable IDs and de-duplication.
- Gold is analytics/ML-ready: a feature store plus train/validation/test splits.
- ML data is partitioned Parquet (by sport/date/layer) — never one giant CSV.
🧮 Engineered features (gold)
Every feature is computed leakage-safely — for a given fixture, only matches with
date < fixture.match_date are used:
| Feature | Description |
|---|---|
| Elo rating | Self-correcting team/player strength, updated after each result. |
| Recent form | Rolling performance over the last N matches. |
| Head-to-head | Historical record between the two sides. |
| Rest days | Fatigue / fixture congestion. |
| Home advantage | Venue effect (+ host-nation & neutral-venue handling for the World Cup). |
| League / tournament strength | Competition-level context weighting. |
| Stage importance | Group → knockout → final weighting for tournaments. |
| Social interest | Popularity signal (used for ranking, not core outcome). |
The prediction label is the realized match outcome (home/draw/away or 2-way per sport).
✅ Data quality & leakage prevention
- Chronological splits. Training data is ordered by time — train precedes validation precedes test. No random shuffling across the time boundary.
- Leakage assertions. Automated checks (
quality/leakage_report.json) verify feature/label disjointness and chronological ordering; a regression test plants a future blowout and confirms pre-match features are unchanged. - Schema validation. Records are validated against the canonical schema
(
quality/schema_validation.json). - Versioned manifests.
registry/dataset_manifest.jsonrecords version, timestamp, sports covered, layers present, and quality counts.
🚀 Load the data
import pandas as pd
from huggingface_hub import hf_hub_download
REPO = "ruslanmv/sports-trends-dataset"
# Ready-to-train football split (chronological, leakage-safe)
train = pd.read_parquet(hf_hub_download(REPO, "gold/training/football/train.parquet", repo_type="dataset"))
print(train.shape)
print(train.head())
Or stream everything for a sport with the 🤗 datasets library:
from datasets import load_dataset
ds = load_dataset("ruslanmv/sports-trends-dataset", data_files="gold/training/football/*.parquet")
🔄 Update cadence
| Cadence | What refreshes |
|---|---|
| Every 30 min | Live/today fixtures + raw partitions. |
| Daily | Inference window, regenerated features, tomorrow's predictions. |
| Weekly | Rebuilt training datasets feeding model retraining. |
All updates run automatically via GitHub Actions.
⚖️ Sources, license & intended use
- Sources. Aggregated from free sports APIs and public-domain feeds (e.g. OpenFootball for World Cup data), normalized into a common schema. Raw partitions retain provider provenance.
- License. MIT for this dataset's structure, schema, and engineered features. Please respect the terms of the underlying upstream providers for the raw factual data.
- Intended use. Sports analytics, ML research, education, and powering the ruslanmv.com/sports-trends dashboard.
- 🚫 Not betting advice. Provided for information and entertainment only.
🧾 Citation
@dataset{magana_sports_trends_dataset_2026,
author = {Ruslan Magana Vsevolodovna},
title = {Sports-Trends: A leakage-safe multi-sport match data lake},
year = {2026},
url = {https://huggingface.co/datasets/ruslanmv/sports-trends-dataset},
note = {Live dashboard: https://ruslanmv.com/sports-trends/}
}
Built and maintained by Ruslan Magana Vsevolodovna — AI / ML engineer.
🌐 ruslanmv.com · 📊 Live dashboard · 🤗 Models · 💻 GitHub
Powered by Hugging Face 🤗 + GitHub Actions ⚙️ · Licensed MIT · Not betting advice.
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