Spaces:
Sleeping
Sleeping
Evgueni Poloukarov
revert: remove hour-aware adaptive quantile selection (61% MAE degradation)
ff9fbcf
| === DATA STRUCTURE === | |
| Shape: (17544, 199) | |
| Directional columns (e.g., CZ>PL): 132 | |
| Border_ columns (e.g., border_CZ_PL): 38 | |
| === SAMPLE VALUES === | |
| shape: (5, 5) | |
| ┌────────────────────────────────┬────────┬────────┬──────────────┬──────────────┐ | |
| │ mtu ┆ CZ>PL ┆ PL>CZ ┆ border_CZ_PL ┆ border_PL_CZ │ | |
| │ --- ┆ --- ┆ --- ┆ --- ┆ --- │ | |
| │ datetime[ns, Europe/Amsterdam] ┆ f64 ┆ f64 ┆ i64 ┆ i64 │ | |
| ╞════════════════════════════════╪════════╪════════╪══════════════╪══════════════╡ | |
| │ 2023-10-01 02:00:00 CEST ┆ 2785.0 ┆ 3883.0 ┆ 0 ┆ 0 │ | |
| │ 2023-10-01 03:00:00 CEST ┆ 2711.0 ┆ 3775.0 ┆ 0 ┆ 0 │ | |
| │ 2023-10-01 04:00:00 CEST ┆ 2831.0 ┆ 3787.0 ┆ 0 ┆ 0 │ | |
| │ 2023-10-01 05:00:00 CEST ┆ 2778.0 ┆ 3361.0 ┆ 0 ┆ 0 │ | |
| │ 2023-10-01 06:00:00 CEST ┆ 2744.0 ┆ 3057.0 ┆ 0 ┆ 0 │ | |
| └────────────────────────────────┴────────┴────────┴──────────────┴──────────────┘ | |
| === STATISTICS === | |
| shape: (1, 4) | |
| ┌─────────────┬─────────────┬───────────────────┬───────────────────┐ | |
| │ CZ>PL_mean ┆ PL>CZ_mean ┆ border_CZ_PL_mean ┆ border_PL_CZ_mean │ | |
| │ --- ┆ --- ┆ --- ┆ --- │ | |
| │ f64 ┆ f64 ┆ f64 ┆ f64 │ | |
| ╞═════════════╪═════════════╪═══════════════════╪═══════════════════╡ | |
| │ 3481.789045 ┆ 2697.566404 ┆ 0.0 ┆ 9.573358 │ | |
| └─────────────┴─────────────┴───────────────────┴───────────────────┘ | |
| === ARE THEY THE SAME? === | |
| shape: (1, 2) | |
| ┌───────────────────────┬───────────────────────┐ | |
| │ CZ>PL == border_CZ_PL ┆ PL>CZ == border_PL_CZ │ | |
| │ --- ┆ --- │ | |
| │ bool ┆ bool │ | |
| ╞═══════════════════════╪═══════════════════════╡ | |
| │ false ┆ false │ | |
| └───────────────────────┴───────────────────────┘ | |
| === CHECKING IF BORDER COLUMNS ARE MAX OF BOTH DIRECTIONS === | |
| shape: (10, 4) | |
| ┌─────────────────────────────────┬────────┬────────┬──────────────┐ | |
| │ border_CZ_PL == max(CZ>PL, PL>… ┆ CZ>PL ┆ PL>CZ ┆ border_CZ_PL │ | |
| │ --- ┆ --- ┆ --- ┆ --- │ | |
| │ bool ┆ f64 ┆ f64 ┆ i64 │ | |
| ╞═════════════════════════════════╪════════╪════════╪══════════════╡ | |
| │ false ┆ 2785.0 ┆ 3883.0 ┆ 0 │ | |
| │ false ┆ 2711.0 ┆ 3775.0 ┆ 0 │ | |
| │ false ┆ 2831.0 ┆ 3787.0 ┆ 0 │ | |
| │ false ┆ 2778.0 ┆ 3361.0 ┆ 0 │ | |
| │ false ┆ 2744.0 ┆ 3057.0 ┆ 0 │ | |
| │ false ┆ 2838.0 ┆ 2574.0 ┆ 0 │ | |
| │ false ┆ 2941.0 ┆ 2660.0 ┆ 0 │ | |
| │ false ┆ 3364.0 ┆ 2545.0 ┆ 0 │ | |
| │ false ┆ 3762.0 ┆ 2438.0 ┆ 0 │ | |
| │ false ┆ 3731.0 ┆ 3120.0 ┆ 0 │ | |
| └─────────────────────────────────┴────────┴────────┴──────────────┘ | |