phplyr

Verification

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

reports

346

comparisons

All pass

within tolerance

dplyr functions and helpers
tidyr functions
Later dplyr 1.1 and tidyr 1.3 functions
lubridate and stringr helpers
janitor functions
Models
PolarsTable parity

dplyr functions and helpers

79/79 pass

Single-table functions, window and summary helpers, expressions, grouping, joins, join_by() conditions, set operations, and rows_*(), compared with the same pipelines run in R by the scripts in tests/r/.

Reference: R 4.6.1 with dplyr 1.2.1, tidyr 1.3.2, lubridate 1.9.5, and stringr 1.6.0
Tolerance: Floating-point table values within 1e-9 relative; all other values equal.
Result: 79 of 79 comparisons pass, across 79 cases.

✓ Matches dplyr with dataset "windows" with data set "dataset "windows"" 1 quantity worst abs. 2.7e-15 worst rel. 1.0e-15

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	277	2.7e-15	1.0e-15	✓

✓ Matches dplyr with dataset "ntile_all" with data set "dataset "ntile_all"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	49	0	0	✓

✓ Matches dplyr with dataset "vectors" with data set "dataset "vectors"" 1 quantity worst abs. 2.7e-15 worst rel. 5.2e-16

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	145	2.7e-15	5.2e-16	✓

✓ Matches dplyr with dataset "filter_group_max" with data set "dataset "filter_group_max"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	17	0	0	✓

✓ Matches dplyr with dataset "filter_between" with data set "dataset "filter_between"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	11	0	0	✓

✓ Matches dplyr with dataset "filter_if_any" with data set "dataset "filter_if_any"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	7	0	0	✓

✓ Matches dplyr with dataset "filter_if_all" with data set "dataset "filter_if_all"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	9	0	0	✓

✓ Matches dplyr with dataset "filter_by" with data set "dataset "filter_by"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	13	0	0	✓

✓ Matches dplyr with dataset "across_mean" with data set "dataset "across_mean"" 1 quantity worst abs. 2.7e-15 worst rel. 5.4e-16

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	13	2.7e-15	5.4e-16	✓

✓ Matches dplyr with dataset "across_list" with data set "dataset "across_list"" 1 quantity worst abs. 2.7e-15 worst rel. 5.4e-16

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	19	2.7e-15	5.4e-16	✓

✓ Matches dplyr with dataset "across_names" with data set "dataset "across_names"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	13	0	0	✓

✓ Matches dplyr with dataset "across_mutate" with data set "dataset "across_mutate"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	49	0	0	✓

✓ Matches dplyr with dataset "across_mutate_window" with data set "dataset "across_mutate_window"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	49	0	0	✓

✓ Matches dplyr with dataset "transmute" with data set "dataset "transmute"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	49	0	0	✓

✓ Matches dplyr with dataset "keep_none" with data set "dataset "keep_none"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	37	0	0	✓

✓ Matches dplyr with dataset "add_count" with data set "dataset "add_count"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	37	0	0	✓

✓ Matches dplyr with dataset "tally" with data set "dataset "tally"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	10	0	0	✓

✓ Matches dplyr with dataset "count_wt" with data set "dataset "count_wt"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	10	0	0	✓

✓ Matches dplyr with dataset "add_tally" with data set "dataset "add_tally"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	37	0	0	✓

✓ Matches dplyr with dataset "slice_min" with data set "dataset "slice_min"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	11	0	0	✓

✓ Matches dplyr with dataset "slice_min_noties" with data set "dataset "slice_min_noties"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	7	0	0	✓

✓ Matches dplyr with dataset "slice_max" with data set "dataset "slice_max"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	13	0	0	✓

✓ Matches dplyr with dataset "slice_max_prop" with data set "dataset "slice_max_prop"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	7	0	0	✓

✓ Matches dplyr with dataset "slice_tail" with data set "dataset "slice_tail"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	13	0	0	✓

✓ Matches dplyr with dataset "slice_pos" with data set "dataset "slice_pos"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	13	0	0	✓

✓ Matches dplyr with dataset "slice_neg" with data set "dataset "slice_neg"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	19	0	0	✓

✓ Matches dplyr with dataset "slice_head_by" with data set "dataset "slice_head_by"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	7	0	0	✓

✓ Matches dplyr with dataset "distinct_keep_all" with data set "dataset "distinct_keep_all"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	10	0	0	✓

✓ Matches dplyr with dataset "distinct_computed" with data set "dataset "distinct_computed"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	5	0	0	✓

✓ Matches dplyr with dataset "reframe" with data set "dataset "reframe"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	25	0	0	✓

✓ Matches dplyr with dataset "summarise_by" with data set "dataset "summarise_by"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	13	0	0	✓

✓ Matches dplyr with dataset "arrange_expr" with data set "dataset "arrange_expr"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	25	0	0	✓

✓ Matches dplyr with dataset "arrange_by_group" with data set "dataset "arrange_by_group"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	25	0	0	✓

✓ Matches dplyr on output that depends on sorted group keys 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	90	0	0	✓

✓ Selects columns like tidyselect 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	15	0	0	✓

✓ Reports groups like dplyr 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	4	0	0	✓

✓ Matches dplyr for a grouped summary 1 quantity worst abs. 5.7e-14 worst rel. 9.4e-16

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	242	5.7e-14	9.4e-16	✓

✓ Matches dplyr count with sort 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	8	0	0	✓

✓ Matches dplyr for a grouped mutate 1 quantity worst abs. 4.6e-14 worst rel. 4.6e-15

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	153	4.6e-14	4.6e-15	✓

✓ Matches dplyr for mutate, rename, select and arrange 1 quantity worst abs. 3.9e-14 worst rel. 1.5e-15

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	33	3.9e-14	1.5e-15	✓

✓ Matches dplyr distinct 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	7	0	0	✓

✓ Matches dplyr for mutate keep used and unused 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	209	0	0	✓

✓ Matches R for scalar expression helpers 1 quantity worst abs. 4.9e-15 worst rel. 2.7e-15

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	97	4.9e-15	2.7e-15	✓

✓ Matches dplyr for equality join_by() 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	43	0	0	✓

✓ Matches dplyr inequality, rolling and overlap joins with dataset "ineq" with data set "dataset "ineq"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	29	0	0	✓

✓ Matches dplyr inequality, rolling and overlap joins with dataset "ineq_left" with data set "dataset "ineq_left"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	36	0	0	✓

✓ Matches dplyr inequality, rolling and overlap joins with dataset "between" with data set "dataset "between"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	36	0	0	✓

✓ Matches dplyr inequality, rolling and overlap joins with dataset "closest" with data set "dataset "closest"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	36	0	0	✓

✓ Matches dplyr inequality, rolling and overlap joins with dataset "closest_lt" with data set "dataset "closest_lt"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	41	0	0	✓

✓ Matches dplyr inequality, rolling and overlap joins with dataset "within" with data set "dataset "within"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	91	0	0	✓

✓ Matches dplyr inequality, rolling and overlap joins with dataset "overlaps" with data set "dataset "overlaps"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	208	0	0	✓

✓ Matches dplyr inequality, rolling and overlap joins with dataset "semi" with data set "dataset "semi"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	13	0	0	✓

✓ Matches dplyr inequality, rolling and overlap joins with dataset "anti" with data set "dataset "anti"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	9	0	0	✓

✓ Matches dplyr inequality, rolling and overlap joins with dataset "keep_true" with data set "dataset "keep_true"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	41	0	0	✓

✓ Matches dplyr joins with dataset "left" with data set "dataset "left"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	43	0	0	✓

✓ Matches dplyr joins with dataset "inner" with data set "dataset "inner"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	37	0	0	✓

✓ Matches dplyr joins with dataset "right" with data set "dataset "right"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	43	0	0	✓

✓ Matches dplyr joins with dataset "full" with data set "dataset "full"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	49	0	0	✓

✓ Matches dplyr joins with dataset "keep" with data set "dataset "keep"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	50	0	0	✓

✓ Matches dplyr joins with dataset "first" with data set "dataset "first"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	31	0	0	✓

✓ Matches dplyr joins with dataset "last" with data set "dataset "last"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	31	0	0	✓

✓ Matches dplyr joins with dataset "never" with data set "dataset "never"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	43	0	0	✓

✓ Matches dplyr joins with dataset "semi" with data set "dataset "semi"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	17	0	0	✓

✓ Matches dplyr joins with dataset "anti" with data set "dataset "anti"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	5	0	0	✓

✓ Matches dplyr joins with dataset "anti_never" with data set "dataset "anti_never"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	9	0	0	✓

✓ Matches dplyr joins with dataset "cross" with data set "dataset "cross"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	76	0	0	✓

✓ Matches dplyr joins with dataset "suffix" with data set "dataset "suffix"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	37	0	0	✓

✓ Matches dplyr joins with dataset "by_k" with data set "dataset "by_k"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	25	0	0	✓

✓ Matches dplyr joins with dataset "natural" with data set "dataset "natural"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	16	0	0	✓

✓ Matches dplyr joins with dataset "two_keys" with data set "dataset "two_keys"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	26	0	0	✓

✓ Matches dplyr joins with dataset "key_clash" with data set "dataset "key_clash"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	36	0	0	✓

✓ Matches dplyr joins with dataset "rowwise_sum" with data set "dataset "rowwise_sum"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	13	0	0	✓

✓ Matches dplyr joins with dataset "rowwise_mutate" with data set "dataset "rowwise_mutate"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	13	0	0	✓

✓ Matches dplyr cur_group_id() and cur_group_rows() 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	134	0	0	✓

✓ Keeps empty factor-level groups with _drop: false 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	41	0	0	✓

✓ Matches dplyr set operations 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	67	0	0	✓

✓ Matches dplyr rows_*() 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	92	0	0	✓

✓ Matches case_match and group_cols 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	38	0	0	✓

✓ Matches dplyr 1.2 additions 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	189	0	0	✓

tidyr functions

36/36 pass

Pivoting, completing, filling, separating, nesting, and unnesting, compared with tidyr in R.

Reference: R 4.6.1 with dplyr 1.2.1, tidyr 1.3.2, lubridate 1.9.5, and stringr 1.6.0
Tolerance: Floating-point table values within 1e-9 relative; all other values equal.
Result: 36 of 36 comparisons pass, across 36 cases.

✓ Matches tidyr with dataset "longer" with data set "dataset "longer"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	46	0	0	✓

✓ Matches tidyr with dataset "longer_drop" with data set "dataset "longer_drop"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	31	0	0	✓

✓ Matches tidyr with dataset "longer_sep" with data set "dataset "longer_sep"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	31	0	0	✓

✓ Matches tidyr with dataset "longer_pattern" with data set "dataset "longer_pattern"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	37	0	0	✓

✓ Matches tidyr with dataset "longer_value" with data set "dataset "longer_value"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	26	0	0	✓

✓ Matches tidyr with dataset "wider" with data set "dataset "wider"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	13	0	0	✓

✓ Matches tidyr with dataset "wider_fill" with data set "dataset "wider_fill"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	13	0	0	✓

✓ Matches tidyr with dataset "wider_fn" with data set "dataset "wider_fn"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	16	0	0	✓

✓ Matches tidyr with dataset "wider_multi" with data set "dataset "wider_multi"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	19	0	0	✓

✓ Matches tidyr with dataset "wider_sort" with data set "dataset "wider_sort"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	13	0	0	✓

✓ Matches tidyr with dataset "wider_glue" with data set "dataset "wider_glue"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	13	0	0	✓

✓ Matches tidyr with dataset "complete" with data set "dataset "complete"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	37	0	0	✓

✓ Matches tidyr with dataset "complete_fill" with data set "dataset "complete_fill"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	37	0	0	✓

✓ Matches tidyr with dataset "complete_nesting" with data set "dataset "complete_nesting"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	33	0	0	✓

✓ Matches tidyr with dataset "complete_grouped" with data set "dataset "complete_grouped"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	29	0	0	✓

✓ Matches tidyr with dataset "expand" with data set "dataset "expand"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	28	0	0	✓

✓ Matches tidyr with dataset "expand_nesting" with data set "dataset "expand_nesting"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	16	0	0	✓

✓ Matches tidyr with dataset "crossing" with data set "dataset "crossing"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	13	0	0	✓

✓ Matches tidyr with dataset "fill_down" with data set "dataset "fill_down"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	19	0	0	✓

✓ Matches tidyr with dataset "fill_up" with data set "dataset "fill_up"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	19	0	0	✓

✓ Matches tidyr with dataset "fill_grouped" with data set "dataset "fill_grouped"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	49	0	0	✓

✓ Matches tidyr with dataset "drop_na_all" with data set "dataset "drop_na_all"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	7	0	0	✓

✓ Matches tidyr with dataset "drop_na_col" with data set "dataset "drop_na_col"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	13	0	0	✓

✓ Matches tidyr with dataset "replace_na" with data set "dataset "replace_na"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	19	0	0	✓

✓ Matches tidyr with dataset "uncount" with data set "dataset "uncount"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	19	0	0	✓

✓ Matches tidyr with dataset "unite" with data set "dataset "unite"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	19	0	0	✓

✓ Matches tidyr with dataset "unite_keep" with data set "dataset "unite_keep"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	25	0	0	✓

✓ Matches tidyr with dataset "separate" with data set "dataset "separate"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	17	0	0	✓

✓ Matches tidyr with dataset "separate_merge" with data set "dataset "separate_merge"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	17	0	0	✓

✓ Matches tidyr with dataset "separate_pos" with data set "dataset "separate_pos"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	17	0	0	✓

✓ Matches tidyr with dataset "wider_delim" with data set "dataset "wider_delim"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	21	0	0	✓

✓ Matches tidyr with dataset "wider_delim_sep" with data set "dataset "wider_delim_sep"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	21	0	0	✓

✓ Matches tidyr with dataset "wider_position" with data set "dataset "wider_position"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	17	0	0	✓

✓ Matches tidyr with dataset "wider_regex" with data set "dataset "wider_regex"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	17	0	0	✓

✓ Matches tidyr with dataset "longer_delim" with data set "dataset "longer_delim"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	22	0	0	✓

✓ Matches tidyr with dataset "longer_position" with data set "dataset "longer_position"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	34	0	0	✓

Later dplyr 1.1 and tidyr 1.3 functions

26/26 pass

across() edge cases, group helpers, superseded functions, pivot options and specs, rectangling, and other functions added in phplyr 0.2, compared with R.

Reference: R 4.6.1 with dplyr 1.2.1, tidyr 1.3.2, lubridate 1.9.5, and stringr 1.6.0
Tolerance: Floating-point table values within 1e-9 relative; all other values equal.
Result: 26 of 26 comparisons pass, across 26 cases.

✓ Names several functions with {.fn} and {.col}, and resolves helpers called on the values 1 quantity worst abs. 2.7e-15 worst rel. 5.4e-16

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	7	2.7e-15	5.4e-16	✓

✓ Gives cur_column() inside across() 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	30	0	0	✓

✓ Filters and mutates with if_any() and if_all(), with R NA logic 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	81	0	0	✓

✓ Treats an empty selection as FALSE for if_any() and TRUE for if_all() 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	40	0	0	✓

✓ Lists group rows and group data 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	3	0	0	✓

✓ Gives each row its group key with cur_group() 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	49	0	0	✓

✓ Sums across columns in a rowwise table with c_across() 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	49	0	0	✓

✓ Nests groups with group_nest() and nest_by() 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	12	0	0	✓

✓ Runs a function under other groups with with_groups() 1 quantity worst abs. 2.7e-15 worst rel. 6.1e-16

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	26	2.7e-15	6.1e-16	✓

✓ Keeps the top rows in table order with top_n() and top_frac() 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	45	0	0	✓

✓ Recodes values by name 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	3	0	0	✓

✓ Evaluates a window function in another order with order_by() 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	82	0	0	✓

✓ Adds rows with add_row() 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	24	0	0	✓

✓ Nests matching rows with nest_join() 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	19	0	0	✓

✓ Transforms names and values, and varies columns slowest 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	78	0	0	✓

✓ Varies names slowest, summarises unused columns, and expands names and ids 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	72	0	0	✓

✓ Builds specs and pivots with them 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	61	0	0	✓

✓ Gathers and spreads 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	103	0	0	✓

✓ Widens named and unnamed elements 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	34	0	0	✓

✓ Lengthens elements with indices 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	43	0	0	✓

✓ Hoists components by name, position, and path 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	14	0	0	✓

✓ Chops and unchops 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	27	0	0	✓

✓ Packs and unpacks 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	16	0	0	✓

✓ Extracts regex groups 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	19	0	0	✓

✓ Separates rows on a regex 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	13	0	0	✓

✓ Fills a sequence with full_seq() 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	3	0	0	✓

lubridate and stringr helpers

65/65 pass

Date parsing, date parts, rounding, periods, time zones, and string functions, compared with lubridate and stringr in R.

Reference: R 4.6.1 with dplyr 1.2.1, tidyr 1.3.2, lubridate 1.9.5, and stringr 1.6.0
Tolerance: All values equal.
Result: 65 of 65 comparisons pass, across 65 cases.

✓ Matches lubridate and stringr through phplyr with dataset "ymd" with data set "dataset "ymd"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "ymd_hms" with data set "dataset "ymd_hms"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "dmy" with data set "dataset "dmy"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "mdy" with data set "dataset "mdy"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "parse_dt" with data set "dataset "parse_dt"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "year" with data set "dataset "year"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "month" with data set "dataset "month"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "day" with data set "dataset "day"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "wday" with data set "dataset "wday"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "wday_mon" with data set "dataset "wday_mon"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "yday" with data set "dataset "yday"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "quarter" with data set "dataset "quarter"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "hour" with data set "dataset "hour"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "minute" with data set "dataset "minute"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "second" with data set "dataset "second"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "year_t" with data set "dataset "year_t"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "floor_hour" with data set "dataset "floor_hour"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "floor_15min" with data set "dataset "floor_15min"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "floor_week" with data set "dataset "floor_week"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "floor_month_d" with data set "dataset "floor_month_d"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "floor_quarter_d" with data set "dataset "floor_quarter_d"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "floor_year_d" with data set "dataset "floor_year_d"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "ceiling_month_d" with data set "dataset "ceiling_month_d"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "ceiling_hour" with data set "dataset "ceiling_hour"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "round_day" with data set "dataset "round_day"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "round_month_d" with data set "dataset "round_month_d"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "plus_days" with data set "dataset "plus_days"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "plus_months" with data set "dataset "plus_months"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "plus_years" with data set "dataset "plus_years"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "minus_weeks" with data set "dataset "minus_weeks"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "plus_hours" with data set "dataset "plus_hours"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "plus_minutes" with data set "dataset "plus_minutes"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "diff_days" with data set "dataset "diff_days"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "difftime_hours" with data set "dataset "difftime_hours"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "difftime_weeks" with data set "dataset "difftime_weeks"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "with_tz" with data set "dataset "with_tz"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "force_tz" with data set "dataset "force_tz"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_detect" with data set "dataset "str_detect"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_detect_fixed" with data set "dataset "str_detect_fixed"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_detect_ic" with data set "dataset "str_detect_ic"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_detect_negate" with data set "dataset "str_detect_negate"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_starts" with data set "dataset "str_starts"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_ends" with data set "dataset "str_ends"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_count" with data set "dataset "str_count"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_count_fixed" with data set "dataset "str_count_fixed"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_count_class" with data set "dataset "str_count_class"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_extract" with data set "dataset "str_extract"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_extract_all" with data set "dataset "str_extract_all"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_split" with data set "dataset "str_split"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_split_i" with data set "dataset "str_split_i"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_split_i_neg" with data set "dataset "str_split_i_neg"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_replace" with data set "dataset "str_replace"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_replace_all" with data set "dataset "str_replace_all"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_replace_all_fixed" with data set "dataset "str_replace_all_fixed"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_replace_na" with data set "dataset "str_replace_na"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_pad" with data set "dataset "str_pad"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_pad_right" with data set "dataset "str_pad_right"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_pad_both" with data set "dataset "str_pad_both"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_trunc" with data set "dataset "str_trunc"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_trunc_left" with data set "dataset "str_trunc_left"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_trunc_center" with data set "dataset "str_trunc_center"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_to_title" with data set "dataset "str_to_title"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_to_upper" with data set "dataset "str_to_upper"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_squish" with data set "dataset "str_squish"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

✓ Matches lubridate and stringr through phplyr with dataset "str_length" with data set "dataset "str_length"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	2	0	0	✓

janitor functions

21/21 pass

make_clean_names(), clean_names(), remove_empty(), get_dupes(), and one- and two-way tabyl(), compared with janitor in R.

Reference: R 4.6.1 with janitor 2.2.1 and dplyr 1.2.1
Tolerance: Floating-point table values within 1e-9 relative; all other values equal.
Result: 21 of 21 comparisons pass, across 21 cases.

✓ Matches janitor on names with case, punctuation, unicode, leading digits, and repeats 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	1	0	0	✓

✓ Matches janitor with dataset "rows and cols" with data set "dataset "rows and cols"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	13	0	0	✓

✓ Matches janitor with dataset "rows" with data set "dataset "rows"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	16	0	0	✓

✓ Matches janitor with dataset "cols" with data set "dataset "cols"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	21	0	0	✓

✓ Matches janitor with dataset "rows with a cutoff" with data set "dataset "rows with a cutoff"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	6	0	0	✓

✓ Matches janitor with dataset "cols with a cutoff" with data set "dataset "cols with a cutoff"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	16	0	0	✓

✓ Matches janitor with dataset "all columns" with data set "dataset "all columns"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	17	0	0	✓

✓ Matches janitor with dataset "one column" with data set "dataset "one column"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	31	0	0	✓

✓ Matches janitor with dataset "two columns" with data set "dataset "two columns"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	21	0	0	✓

✓ Matches janitor with dataset "a numeric column" with data set "dataset "a numeric column"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	26	0	0	✓

✓ Matches janitor with dataset "characters with NA" with data set "dataset "characters with NA"" 1 quantity worst abs. 4.4e-16 worst rel. 1.0e-15

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	21	4.4e-16	1.0e-15	✓

✓ Matches janitor with dataset "characters without NA" with data set "dataset "characters without NA"" 1 quantity worst abs. 4.4e-16 worst rel. 1.0e-15

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	13	4.4e-16	1.0e-15	✓

✓ Matches janitor with dataset "numbers" with data set "dataset "numbers"" 1 quantity worst abs. 4.4e-16 worst rel. 1.0e-15

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	21	4.4e-16	1.0e-15	✓

✓ Matches janitor with dataset "logicals" with data set "dataset "logicals"" 1 quantity worst abs. 3.3e-16 worst rel. 9.7e-16

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	16	3.3e-16	9.7e-16	✓

✓ Matches janitor with dataset "a factor with an unused level" with data set "dataset "a factor with an unused level"" 1 quantity worst abs. 4.4e-16 worst rel. 1.0e-15

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	21	4.4e-16	1.0e-15	✓

✓ Matches janitor with dataset "a factor without unused levels" with data set "dataset "a factor without unused levels"" 1 quantity worst abs. 4.4e-16 worst rel. 1.0e-15

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	16	4.4e-16	1.0e-15	✓

✓ Matches janitor with dataset "an empty string" with data set "dataset "an empty string"" 1 quantity worst abs. 4.4e-16 worst rel. 9.7e-16

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	13	4.4e-16	9.7e-16	✓

✓ Matches janitor with dataset "two ways" with data set "dataset "two ways"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	25	0	0	✓

✓ Matches janitor with dataset "two ways without NA" with data set "dataset "two ways without NA"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	16	0	0	✓

✓ Matches janitor with dataset "two ways by a number" with data set "dataset "two ways by a number"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	25	0	0	✓

✓ Matches janitor with dataset "two ways by factor and logical" with data set "dataset "two ways by factor and logical"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	21	0	0	✓

Models

2/2 pass

lm(), glm(), and lmer() through the phit extension, compared with the coefficients and residual standard deviation from R's lm(), glm(), and lme4's lmer().

Reference: R 4.6.1 lm() and glm(), and lme4 2.0.6 lmer()
Tolerance: lm() and glm() coefficients within 1e-6 relative; lmer() fixed effects within 1e-6 relative and sigma within 1e-5.
Result: 2 of 2 comparisons pass, across 2 cases.

✓ Fits mixed models like lme4 1 quantity worst abs. 2.0e-8 worst rel. 4.0e-9

Quantity	Values	Max abs. error	Max rel. error	Pass
coefficients	5	2.0e-8	4.0e-9	✓

✓ Fits models like R 1 quantity worst abs. 3.3e-12 worst rel. 1.2e-12

Quantity	Values	Max abs. error	Max rel. error	Pass
coefficients	22	3.3e-12	1.2e-12	✓

PolarsTable parity

117/117 pass

About 120 pipelines run on phibble's in-memory DataFrame and on its Polars backend, PolarsTable, which must give the same columns, types, groups, and rows.

Reference: phplyr on DataFrame
Tolerance: Floating-point values within 1e-9 relative; all other values equal.
Result: 117 of 117 comparisons pass, across 117 cases.

✓ Gives the same result on PolarsTable for with dataset "filter expr" with data set "dataset "filter expr"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	33	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "filter closure" with data set "dataset "filter closure"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	61	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "filter grouped" with data set "dataset "filter grouped"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	47	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "filter_out" with data set "dataset "filter_out"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	54	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "filter if_any" with data set "dataset "filter if_any"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	61	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "filter if_all" with data set "dataset "filter if_all"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	47	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "arrange" with data set "dataset "arrange"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	89	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "arrange by group" with data set "dataset "arrange by group"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	89	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "distinct" with data set "dataset "distinct"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	32	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "distinct keep all" with data set "dataset "distinct keep all"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	26	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "slice" with data set "dataset "slice"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	26	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "slice_head grouped" with data set "dataset "slice_head grouped"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	47	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "slice_tail" with data set "dataset "slice_tail"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	26	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "slice_min ties" with data set "dataset "slice_min ties"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	40	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "slice_max prop" with data set "dataset "slice_max prop"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	26	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "top_n" with data set "dataset "top_n"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	47	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "head" with data set "dataset "head"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	26	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "drop_na" with data set "dataset "drop_na"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	75	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "select helpers" with data set "dataset "select helpers"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	53	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "select where" with data set "dataset "select where"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	65	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "select rename" with data set "dataset "select rename"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	41	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "rename" with data set "dataset "rename"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	89	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "rename_with" with data set "dataset "rename_with"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	89	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "relocate" with data set "dataset "relocate"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	89	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "mutate expr" with data set "dataset "mutate expr"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	113	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "mutate closure" with data set "dataset "mutate closure"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	101	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "mutate grouped" with data set "dataset "mutate grouped"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	125	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "mutate keep used" with data set "dataset "mutate keep used"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	41	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "mutate before" with data set "dataset "mutate before"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	101	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "mutate by" with data set "dataset "mutate by"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	101	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "transmute" with data set "dataset "transmute"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	41	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "if_else and case_when" with data set "dataset "if_else and case_when"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	113	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "coalesce na_if between" with data set "dataset "coalesce na_if between"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	125	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "recode_values" with data set "dataset "recode_values"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	101	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "windows" with data set "dataset "windows"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	221	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "lag order_by" with data set "dataset "lag order_by"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	101	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "consecutive_id" with data set "dataset "consecutive_id"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	101	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "across mutate" with data set "dataset "across mutate"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	89	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "across helpers" with data set "dataset "across helpers"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	137	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "str helpers" with data set "dataset "str helpers"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	113	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "cur_group_id" with data set "dataset "cur_group_id"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	101	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "summarise" with data set "dataset "summarise"" 1 quantity worst abs. 4.4e-16 worst rel. 1.2e-16

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	29	4.4e-16	1.2e-16	✓

✓ Gives the same result on PolarsTable for with dataset "summarise first last nth" with data set "dataset "summarise first last nth"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	23	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "summarise closure" with data set "dataset "summarise closure"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	14	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "summarise groups keep" with data set "dataset "summarise groups keep"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	41	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "summarise by" with data set "dataset "summarise by"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	41	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "summarise across" with data set "dataset "summarise across"" 1 quantity worst abs. 2.8e-14 worst rel. 3.9e-16

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	77	2.8e-14	3.9e-16	✓

✓ Gives the same result on PolarsTable for with dataset "summarise pick" with data set "dataset "summarise pick"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	14	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "reframe" with data set "dataset "reframe"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	32	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "count" with data set "dataset "count"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	41	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "count wt" with data set "dataset "count wt"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	14	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "tally" with data set "dataset "tally"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	14	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "add_count" with data set "dataset "add_count"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	101	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "add_tally" with data set "dataset "add_tally"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	101	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "rowwise" with data set "dataset "rowwise"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	101	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "ungroup" with data set "dataset "ungroup"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	101	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "group_modify" with data set "dataset "group_modify"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	26	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "pull" with data set "dataset "pull"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	1	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "add_row" with data set "dataset "add_row"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	26	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "big pipeline" with data set "dataset "big pipeline"" 1 quantity worst abs. 5.3e-15 worst rel. 4.5e-16

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	77	5.3e-15	4.5e-16	✓

✓ Gives the same result on PolarsTable for with dataset "pivot_longer" with data set "dataset "pivot_longer"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	35	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "pivot_longer sep" with data set "dataset "pivot_longer sep"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	35	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "pivot_longer slowest" with data set "dataset "pivot_longer slowest"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	50	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "pivot_wider" with data set "dataset "pivot_wider"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	17	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "pivot_wider multi" with data set "dataset "pivot_wider multi"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	23	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "pivot_wider values_fn" with data set "dataset "pivot_wider values_fn"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	20	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "complete" with data set "dataset "complete"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	45	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "expand nesting" with data set "dataset "expand nesting"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	149	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "fill" with data set "dataset "fill"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	89	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "replace_na" with data set "dataset "replace_na"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	89	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "uncount" with data set "dataset "uncount"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	23	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "unite" with data set "dataset "unite"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	77	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "separate" with data set "dataset "separate"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	21	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "separate_wider_delim" with data set "dataset "separate_wider_delim"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	25	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "separate_longer_delim" with data set "dataset "separate_longer_delim"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	26	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "separate_rows" with data set "dataset "separate_rows"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	26	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "extract" with data set "dataset "extract"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	21	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "nest" with data set "dataset "nest"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	41	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "group_nest sizes" with data set "dataset "group_nest sizes"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	14	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "unnest" with data set "dataset "unnest"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	89	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "cur_group" with data set "dataset "cur_group"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	101	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "c_across" with data set "dataset "c_across"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	101	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "order_by" with data set "dataset "order_by"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	101	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "with_groups" with data set "dataset "with_groups"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	101	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "recode" with data set "dataset "recode"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	101	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "group_data" with data set "dataset "group_data"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	14	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "top_frac" with data set "dataset "top_frac"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	26	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "pivot names_transform" with data set "dataset "pivot names_transform"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	50	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "pivot unused_fn" with data set "dataset "pivot unused_fn"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	20	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "pivot id_expand" with data set "dataset "pivot id_expand"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	17	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "pivot specs" with data set "dataset "pivot specs"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	17	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "gather" with data set "dataset "gather"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	35	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "spread" with data set "dataset "spread"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	17	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "chop unchop" with data set "dataset "chop unchop"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	53	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "chop" with data set "dataset "chop"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	14	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "pack unpack" with data set "dataset "pack unpack"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
table values	89	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "unnest_wider" with data set "dataset "unnest_wider"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	77	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "unnest_longer" with data set "dataset "unnest_longer"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	115	0	0	✓

✓ Gives the same result on PolarsTable for with dataset "hoist" with data set "dataset "hoist"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	77	0	0	✓

✓ Joins and binds the same on PolarsTable with with dataset "inner_join" with data set "dataset "inner_join"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	41	0	0	✓

✓ Joins and binds the same on PolarsTable with with dataset "left_join suffix" with data set "dataset "left_join suffix"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	47	0	0	✓

✓ Joins and binds the same on PolarsTable with with dataset "right_join" with data set "dataset "right_join"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	35	0	0	✓

✓ Joins and binds the same on PolarsTable with with dataset "full_join" with data set "dataset "full_join"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	40	0	0	✓

✓ Joins and binds the same on PolarsTable with with dataset "semi_join" with data set "dataset "semi_join"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	21	0	0	✓

✓ Joins and binds the same on PolarsTable with with dataset "anti_join" with data set "dataset "anti_join"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	9	0	0	✓

✓ Joins and binds the same on PolarsTable with with dataset "cross_join" with data set "dataset "cross_join"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	33	0	0	✓

✓ Joins and binds the same on PolarsTable with with dataset "join_by inequality" with data set "dataset "join_by inequality"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	47	0	0	✓

✓ Joins and binds the same on PolarsTable with with dataset "bind_rows" with data set "dataset "bind_rows"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	75	0	0	✓

✓ Joins and binds the same on PolarsTable with with dataset "bind_cols" with data set "dataset "bind_cols"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	20	0	0	✓

✓ Joins and binds the same on PolarsTable with with dataset "union" with data set "dataset "union"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	17	0	0	✓

✓ Joins and binds the same on PolarsTable with with dataset "union_all" with data set "dataset "union_all"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	25	0	0	✓

✓ Joins and binds the same on PolarsTable with with dataset "intersect" with data set "dataset "intersect"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	13	0	0	✓

✓ Joins and binds the same on PolarsTable with with dataset "setdiff" with data set "dataset "setdiff"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	7	0	0	✓

✓ Joins and binds the same on PolarsTable with with dataset "symdiff" with data set "dataset "symdiff"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	9	0	0	✓

✓ Joins and binds the same on PolarsTable with with dataset "rows_update" with data set "dataset "rows_update"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	25	0	0	✓

✓ Joins and binds the same on PolarsTable with with dataset "rows_upsert" with data set "dataset "rows_upsert"" 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	23	0	0	✓

✓ Runs rolling and overlap joins the same on PolarsTable 1 quantity worst abs. 0 worst rel. 0

Quantity	Values	Max abs. error	Max rel. error	Pass
values	66	0	0	✓