phpolars

Data & Workflow

Statistics, Modeling & Visualization

phpolars

Verification

Each report compares phpolars with a reference implementation on the same inputs, at a stated tolerance.

1

report

314

comparisons

All pass

within tolerance

Agreement with py-polars

314/314 pass

Each case runs the same operation in phpolars and in py-polars 1.43.2 on the same input, from scripts/pyfixtures.py and tests/pyfixtures.php. A case passes when the column names, the data types, and every value agree. Integers, strings, booleans, dates, and nulls must be equal; floats may differ by the relative tolerance. Cases that expect an error pass when phpolars raises the same exception class. n_compared counts the values compared, and the errors are over numeric values.

Reference
py-polars 1.43.2
Tolerance
1.0e-9
Result
314 of 314 comparisons pass, across 314 cases.
✓ select_arith 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 9 columns 54 0 0 ✓
✓ select_float_specials 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ select_int_div_neg 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 3 columns 12 0 0 ✓
✓ select_literals 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 5 columns 5 0 0 ✓
✓ select_literal_broadcast 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ int32_plus_literal 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ with_columns_compare 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 13 columns 78 0 0 ✓
✓ with_columns_overwrite 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ bool_logic 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 5 columns 30 0 0 ✓
✓ horizontal_fns 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 7 columns 42 0 0 ✓
✓ filter_gt 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 2 columns 6 0 0 ✓
✓ filter_multi 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 3 columns 3 0 0 ✓
✓ filter_or_null 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 3 columns 6 0 0 ✓
✓ filter_bool_col 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 2 columns 6 0 0 ✓
✓ filter_date 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 2 columns 6 0 0 ✓
✓ filter_datetime 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 2 columns 6 0 0 ✓
✓ sort_single 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ sort_desc_nulls_last 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ sort_multi 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ sort_multi_nulls_last 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ sort_multi_mixed_nulls_last 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ sort_expr 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ sort_date_desc 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ sort_string 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ sort_bool 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ gb_sum_mean 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 5 columns 20 0 0 ✓
✓ gb_median_min_max 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 7 columns 28 0 0 ✓
✓ gb_std_var 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 4 columns 16 0 0 ✓
✓ gb_count_len 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 4 columns 16 0 0 ✓
✓ gb_n_unique_first_last 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 4 columns 12 0 0 ✓
✓ gb_quantile 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 6 columns 18 0 0 ✓
✓ gb_multi_key 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ gb_expr_key 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 3 columns 12 0 0 ✓
✓ gb_implicit_list 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 3 columns 14 0 0 ✓
✓ gb_filter_sortby 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 3 columns 12 0 0 ✓
✓ gb_len_method 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 2 columns 8 0 0 ✓
✓ gb_sum_method 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 3 columns 12 0 0 ✓
✓ gb_mean_method 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 3 columns 9 0 0 ✓
✓ gb_head 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 2 columns 8 0 0 ✓
✓ join_inner 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 5 columns 15 0 0 ✓
✓ join_left 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ join_full 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
8 rows × 5 columns 40 0 0 ✓
✓ join_full_coalesce 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
8 rows × 4 columns 32 0 0 ✓
✓ join_semi 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 3 columns 9 0 0 ✓
✓ join_anti 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 3 columns 9 0 0 ✓
✓ join_nulls_equal 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 5 columns 30 0 0 ✓
✓ join_cross 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ join_suffix 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 5 columns 15 0 0 ✓
✓ join_left_on_right_on 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 5 columns 30 0 0 ✓
✓ join_multi_key 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ unique_subset_first 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 2 columns 8 0 0 ✓
✓ unique_keep_last 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 2 columns 8 0 0 ✓
✓ unique_keep_none 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 2 columns 4 0 0 ✓
✓ unique_rows 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
5 rows × 2 columns 10 0 0 ✓
✓ fill_null_value_dataframe 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ fill_null_string 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ fill_null_strategies 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 8 columns 48 0 0 ✓
✓ fill_null_limit 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ fill_null_dataframe_forward 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ drop_nulls_all 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 4 columns 12 0 0 ✓
✓ drop_nulls_subset 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 4 columns 16 0 0 ✓
✓ null_count 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 10 columns 10 0 0 ✓
✓ interpolate 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
5 rows × 2 columns 10 0 0 ✓
✓ unpivot 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
12 rows × 3 columns 36 0 0 ✓
✓ unpivot_mixed_names 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
12 rows × 3 columns 36 0 0 ✓
✓ pivot_first 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 3 columns 9 0 0 ✓
✓ pivot_sum 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 3 columns 9 0 0 ✓
✓ pivot_mean 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 3 columns 9 0 0 ✓
✓ pivot_len 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 3 columns 9 0 0 ✓
✓ explode_single 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
10 rows × 2 columns 20 0 0 ✓
✓ explode_two 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 3 columns 9 0 0 ✓
✓ transpose 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 4 columns 8 0 0 ✓
✓ with_row_index 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ concat_vertical 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 2 columns 6 0 0 ✓
✓ concat_horizontal 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 4 columns 8 0 0 ✓
✓ concat_diagonal 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 3 columns 9 0 0 ✓
✓ concat_vertical_relaxed 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 2 columns 6 0 0 ✓
✓ concat_diagonal_relaxed 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 3 columns 9 0 0 ✓
✓ describe_numeric 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
9 rows × 3 columns 27 0 0 ✓
✓ describe_mixed 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
9 rows × 5 columns 45 0 0 ✓
✓ describe_percentiles 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
8 rows × 2 columns 16 0 0 ✓
✓ dataframe_sum 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 4 columns 4 0 0 ✓
✓ dataframe_mean 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 3 columns 3 0 0 ✓
✓ dataframe_min_max 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 4 columns 8 0 0 ✓
✓ dataframe_std_var 1 quantity worst abs. 8.9e-16 worst rel. 1.9e-16
Quantity Values Max abs. error Max rel. error Pass
2 rows × 2 columns 4 8.9e-16 1.9e-16 ✓
✓ dataframe_median 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 2 columns 2 0 0 ✓
✓ dataframe_n_unique 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 3 columns 3 0 0 ✓
✓ over_sum 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ over_multi 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ over_order_by 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ over_order_by_desc 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ over_rank 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ cum_fns 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 6 columns 36 0 0 ✓
✓ shift 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ diff 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ pct_change 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 6 0 0 ✓
✓ rank_methods 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 7 columns 42 0 0 ✓
✓ rolling 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 7 columns 42 0 0 ✓
✓ when_basic 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ when_chain 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ when_no_otherwise 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ when_multi_cond 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ when_supertype 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ str_contains 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 5 columns 30 0 0 ✓
✓ str_replace 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 5 columns 30 0 0 ✓
✓ str_slice 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ str_split 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 19 0 0 ✓
✓ str_strip 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ str_case 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ str_len 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ str_pad 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ str_extract 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 25 0 0 ✓
✓ str_count_matches 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ str_starts_ends 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ str_to_integer 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 6 0 0 ✓
✓ str_to_integer_base 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 1 columns 3 0 0 ✓
✓ str_find_reverse 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ str_join_agg 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 2 columns 2 0 0 ✓
✓ str_to_date_datetime 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 2 columns 4 0 0 ✓
✓ dt_parts 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 10 columns 60 0 0 ✓
✓ date_parts 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 5 columns 30 0 0 ✓
✓ dt_strftime 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ dt_truncate 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 5 columns 30 0 0 ✓
✓ dt_round 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 6 0 0 ✓
✓ dt_epoch 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 5 columns 30 0 0 ✓
✓ dt_date_time 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ dt_offset_by 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ dt_duration 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ dt_cast_time_unit 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 6 0 0 ✓
✓ dt_time_zone 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ list_aggs 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 5 columns 30 0 0 ✓
✓ list_get 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ list_contains 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ list_join 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 6 0 0 ✓
✓ list_eval 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 18 0 0 ✓
✓ list_sort_unique 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 28 0 0 ✓
✓ list_unique 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 2 columns 6 0 0 ✓
✓ list_concat_list 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 12 0 0 ✓
✓ cast_numeric 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 5 columns 30 0 0 ✓
✓ cast_to_string 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 5 columns 30 0 0 ✓
✓ cast_temporal 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ cast_strict_fails 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
raises InvalidOperationError 1 0 0 ✓
✓ cast_non_strict 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ cast_overflow_strict_fails 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
raises InvalidOperationError 1 0 0 ✓
✓ cast_string_to_float 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
5 rows × 1 columns 5 0 0 ✓
✓ cast_dataframe_map 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ is_in 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ is_between 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 5 columns 30 0 0 ✓
✓ is_between_dates 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 6 0 0 ✓
✓ clip 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ round 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
8 rows × 6 columns 48 0 0 ✓
✓ math 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 6 columns 36 0 0 ✓
✓ value_counts_expr 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 2 columns 8 0 0 ✓
✓ value_counts_series 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 2 columns 8 0 0 ✓
✓ value_counts_normalize 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 2 columns 6 0 0 ✓
✓ series_int_aggs 1 quantity worst abs. 8.9e-16 worst rel. 1.5e-16
Quantity Values Max abs. error Max rel. error Pass
16 scalar values 16 8.9e-16 1.5e-16 ✓
✓ series_float_aggs 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
14 scalar values 14 0 0 ✓
✓ series_quantile_int_arg 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 scalar values 2 0 0 ✓
✓ series_str_aggs 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 scalar values 6 0 0 ✓
✓ series_bool_aggs 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
5 scalar values 5 0 0 ✓
✓ series_ops 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 8 columns 48 0 0 ✓
✓ series_sort 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 6 0 0 ✓
✓ series_unique 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 1 columns 4 0 0 ✓
✓ series_empty_aggs 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
5 scalar values 5 0 0 ✓
✓ head_tail_slice 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
5 rows × 1 columns 5 0 0 ✓
✓ rename_drop_reverse 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ struct_pack_field 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 18 0 0 ✓
✓ unique_counts_mode 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 1 columns 2 0 0 ✓
✓ top_bottom_k 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 2 columns 4 0 0 ✓
✓ join_asof_backward 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 6 columns 36 0 0 ✓
✓ join_asof_forward_by 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 5 columns 30 0 0 ✓
✓ join_asof_nearest_tolerance 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 6 columns 36 0 0 ✓
✓ join_asof_int_tolerance 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 2 columns 6 0 0 ✓
✓ group_by_dynamic_day 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 3 columns 9 0 0 ✓
✓ group_by_dynamic_by_bounds 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
9 rows × 5 columns 45 0 0 ✓
✓ group_by_dynamic_label_offset 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 2 columns 6 0 0 ✓
✓ rolling_dataframe 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ rolling_dataframe_by 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ rolling_by_exprs 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 9 columns 54 0 0 ✓
✓ rolling_quantile_skew 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ ewm 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ ewm_mean_by 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 6 0 0 ✓
✓ ewm_no_alpha 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
raises ValueError 1 0 0 ✓
✓ cut_qcut 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 5 columns 30 0 0 ✓
✓ cut_include_breaks 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ rle 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 2 columns 8 0 0 ✓
✓ rle_id 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
8 rows × 1 columns 8 0 0 ✓
✓ search_sorted 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 4 columns 4 0 0 ✓
✓ search_sorted_many 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 1 columns 3 0 0 ✓
✓ peaks_entropy 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ hist_bins 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 1 columns 3 0 0 ✓
✓ hist_count_breaks 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 3 columns 6 0 0 ✓
✓ interpolate_by 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
7 rows × 1 columns 7 0 0 ✓
✓ is_close_index_of 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 5 columns 20 0 0 ✓
✓ arg_unique_bounds 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 3 columns 5 0 0 ✓
✓ trig_extra 1 quantity worst abs. 2.2e-16 worst rel. 1.4e-16
Quantity Values Max abs. error Max rel. error Pass
8 rows × 9 columns 72 2.2e-16 1.4e-16 ✓
✓ dataframe_shift 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ dataframe_shift_fill 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ dataframe_interpolate 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ dataframe_quantile_product 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 3 columns 6 0 0 ✓
✓ dataframe_top_bottom_k 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
7 rows × 4 columns 28 0 0 ✓
✓ dataframe_gather_every 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 2 columns 6 0 0 ✓
✓ dataframe_drop_nans 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
5 rows × 4 columns 20 0 0 ✓
✓ dataframe_drop_nans_subset 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
5 rows × 5 columns 25 0 0 ✓
✓ dataframe_is_duplicated 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ dataframe_upsample 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ dataframe_corr 1 quantity worst abs. 5.0e-16 worst rel. 2.4e-15
Quantity Values Max abs. error Max rel. error Pass
3 rows × 3 columns 9 5.0e-16 2.4e-15 ✓
✓ dataframe_insert_to_struct 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 3 columns 9 0 0 ✓
✓ dataframe_approx_n_unique 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 2 columns 2 0 0 ✓
✓ fn_date_range 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 1 columns 4 0 0 ✓
✓ fn_date_range_closed 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 1 columns 3 0 0 ✓
✓ fn_datetime_range 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
5 rows × 1 columns 5 0 0 ✓
✓ fn_date_ranges 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 1 columns 6 0 0 ✓
✓ fn_int_ranges 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
5 rows × 2 columns 17 0 0 ✓
✓ fn_date_datetime 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
5 rows × 2 columns 10 0 0 ✓
✓ fn_duration 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
5 rows × 2 columns 10 0 0 ✓
✓ fn_from_epoch 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 3 columns 6 0 0 ✓
✓ fn_arg_where 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 1 columns 3 0 0 ✓
✓ fn_corr_cov 1 quantity worst abs. 2.2e-16 worst rel. 2.0e-16
Quantity Values Max abs. error Max rel. error Pass
1 rows × 4 columns 4 2.2e-16 2.0e-16 ✓
✓ fn_nth 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ fn_repeat_linear_space 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 2 columns 6 0 0 ✓
✓ fn_select 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 2 columns 2 0 0 ✓
✓ fn_stat_shorthands 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 5 columns 10 0 0 ✓
✓ str_many 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 6 columns 36 0 0 ✓
✓ str_extract_groups 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 2 columns 6 0 0 ✓
✓ str_split_exact 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 4 columns 12 0 0 ✓
✓ str_encode_decode 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 3 columns 9 0 0 ✓
✓ str_to_decimal 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 1 columns 3 0 0 ✓
✓ str_normalize_escape 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ str_json 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 3 columns 9 0 0 ✓
✓ dt_parts_extra 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 3 columns 12 0 0 ✓
✓ dt_business 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 5 columns 20 0 0 ✓
✓ dt_combine_replace 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 3 columns 12 0 0 ✓
✓ dt_time_unit 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ list_more 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 5 columns 30 0 0 ✓
✓ list_to_array 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 3 columns 8 0 0 ✓
✓ arr_aggs 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 9 columns 27 0 0 ✓
✓ arr_ops 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 13 columns 62 0 0 ✓
✓ arr_explode_struct 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 3 columns 6 0 0 ✓
✓ cat_ns 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 5 columns 20 0 0 ✓
✓ cat_categories 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
9 rows × 1 columns 9 0 0 ✓
✓ bin_ns 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 8 columns 24 0 0 ✓
✓ series_mirrors_expr 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 5 columns 30 0 0 ✓
✓ series_scalar_reductions 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
7 scalar values 7 0 0 ✓
✓ selectors 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
40 scalar values 40 0 0 ✓
✓ multi_col_logic_is_boolean 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
8 rows × 2 columns 16 0 0 ✓
✓ selectors_in_ops 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ sql_dataframe 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 3 columns 12 0 0 ✓
✓ sql_context_join 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ sql_expressions 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 6 columns 36 0 0 ✓
✓ sql_window_cte 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
5 rows × 4 columns 20 0 0 ✓
✓ sql_table_name 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 1 columns 1 0 0 ✓
✓ sql_function 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 2 columns 4 0 0 ✓
✓ sql_error 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
raises ColumnNotFoundError 1 0 0 ✓
✓ dataframe_to_dummies 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 9 columns 54 0 0 ✓
✓ dataframe_to_dummies_opts 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ series_to_dummies 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ dataframe_horizontal 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ dataframe_clear 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 2 columns 4 0 0 ✓
✓ dataframe_replace_column 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 2 columns 4 0 0 ✓
✓ dataframe_column_index 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 scalar values 1 0 0 ✓
✓ group_by_quantile 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 3 columns 12 0 0 ✓
✓ min_max_by 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 2 columns 2 0 0 ✓
✓ first_last_non_null 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 2 columns 2 0 0 ✓
✓ expr_item 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 1 columns 1 0 0 ✓
✓ cumulative_eval 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 6 0 0 ✓
✓ bitwise 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 6 columns 18 0 0 ✓
✓ struct_with_fields 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ fn_business_day_count 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
4 rows × 1 columns 4 0 0 ✓
✓ fn_format 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 6 0 0 ✓
✓ fn_arg_sort_by 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 6 0 0 ✓
✓ fn_concat_arr 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 6 0 0 ✓
✓ group_by_iter 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 4 columns 24 0 0 ✓
✓ top_k_by 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 2 columns 6 0 0 ✓
✓ ewm_sum 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ ewm_sum_by 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 6 0 0 ✓
✓ extend_constant 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
8 rows × 1 columns 8 0 0 ✓
✓ reshape 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 1 columns 2 0 0 ✓
✓ rolling_rank 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ rolling_rank_by 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 6 0 0 ✓
✓ expr_rolling 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ reinterpret 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 1 columns 2 0 0 ✓
✓ is_empty_arg_true 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 rows × 4 columns 15 0 0 ✓
✓ meta 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
8 scalar values 8 0 0 ✓
✓ ns_extras 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ list_item 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 1 columns 3 0 0 ✓
✓ struct_unnest 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ bin_reinterpret 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 2 columns 4 0 0 ✓
✓ dataframe_remove 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 2 columns 6 0 0 ✓
✓ dataframe_gather 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 2 columns 6 0 0 ✓
✓ dataframe_merge_sorted 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ dataframe_update 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ dataframe_update_nulls_full 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
7 rows × 3 columns 21 0 0 ✓
✓ dataframe_update_by_row 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ dataframe_iter_slices 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ dataframe_map_rows 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ dataframe_map_rows_scalar 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 6 0 0 ✓
✓ group_by_having 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 2 columns 4 0 0 ✓
✓ series_describe 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
9 rows × 2 columns 18 0 0 ✓
✓ series_scatter 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ series_set 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 6 0 0 ✓
✓ fn_more 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 7 columns 42 0 0 ✓
✓ fn_cum_sum_horizontal 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ fn_head_tail 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 2 columns 4 0 0 ✓
✓ fn_linear_spaces 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
2 rows × 2 columns 10 0 0 ✓
✓ fn_time 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 1 columns 6 0 0 ✓
✓ fn_time_range 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 1 columns 3 0 0 ✓
✓ fn_rolling_corr_cov 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ fn_escape_regex 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
1 scalar values 1 0 0 ✓
✓ json_normalize 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 6 columns 19 0 0 ✓
✓ json_normalize_level 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 5 columns 16 0 0 ✓
✓ sql_expr 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 2 columns 12 0 0 ✓
✓ melt 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
6 rows × 3 columns 18 0 0 ✓
✓ arange 1 quantity worst abs. 0 worst rel. 0
Quantity Values Max abs. error Max rel. error Pass
3 rows × 1 columns 3 0 0 ✓