· Running 1498 total benchmarks (2 commits * 1 environments * 749 benchmarks) [ 0.00%] · For pandas commit hash 0281886f: [ 0.00%] ·· Building for conda-py3.6-Cython-matplotlib-numexpr-numpy-openpyxl-pytables-pytest-scipy-sqlalchemy-xlrd-xlsxwriter-xlwt... [ 0.00%] ·· Benchmarking conda-py3.6-Cython-matplotlib-numexpr-numpy-openpyxl-pytables-pytest-scipy-sqlalchemy-xlrd-xlsxwriter-xlwt [ 0.07%] ··· Running algorithms.Algorithms.time_add_overflow_both_arg_nan 8.68±0.3ms [ 0.13%] ··· Running algorithms.Algorithms.time_add_overflow_first_arg_nan 8.61±0.3ms [ 0.20%] ··· Running algorithms.Algorithms.time_add_overflow_mixed_arr 8.73±0.2ms [ 0.27%] ··· Running algorithms.Algorithms.time_add_overflow_neg_arr 4.58±0.2ms [ 0.33%] ··· Running algorithms.Algorithms.time_add_overflow_neg_scalar 3.67±0.1ms [ 0.40%] ··· Running algorithms.Algorithms.time_add_overflow_pos_arr 4.54±0.3ms [ 0.47%] ··· Running algorithms.Algorithms.time_add_overflow_pos_scalar 3.69±0.1ms [ 0.53%] ··· Running algorithms.Algorithms.time_add_overflow_second_arg_nan 9.01±0.9ms [ 0.60%] ··· Running algorithms.Algorithms.time_add_overflow_zero_scalar 4.15±0.3ms [ 0.67%] ··· Running algorithms.Algorithms.time_duplicated_float 3.38±0.08ms [ 0.73%] ··· Running algorithms.Algorithms.time_duplicated_int 2.65±0.1ms [ 0.80%] ··· Running algorithms.Algorithms.time_duplicated_int_unique 16.9±0.4μs [ 0.87%] ··· Running algorithms.Algorithms.time_factorize_float 3.22±0.2ms [ 0.93%] ··· Running algorithms.Algorithms.time_factorize_int 3.19±0.2ms [ 1.00%] ··· Running algorithms.Algorithms.time_factorize_string 11.2±0.8ms [ 1.07%] ··· Running algorithms.Algorithms.time_match_strings 311±10μs [ 1.13%] ··· Running algorithms.Hashing.time_frame 16.5±0.9ms [ 1.20%] ··· Running algorithms.Hashing.time_series_categorical 3.28±0.2ms [ 1.27%] ··· Running algorithms.Hashing.time_series_int 1.51±0.06ms [ 1.34%] ··· Running algorithms.Hashing.time_series_string 8.55±0.4ms [ 1.40%] ··· Running attrs_caching.CacheReadonly.time_cache_readonly 156±7ns [ 1.47%] ··· Running attrs_caching.DataFrameAttributes.time_get_index 230±10ns [ 1.54%] ··· Running attrs_caching.DataFrameAttributes.time_set_index 2.87±0.09μs [ 1.60%] ··· Running binary_ops.Ops.time_frame_add 16.1±1ms;... [ 1.67%] ··· Running binary_ops.Ops.time_frame_comparison 16.9±0.3ms;... [ 1.74%] ··· Running binary_ops.Ops.time_frame_mult 15.9±1ms;... [ 1.80%] ··· Running binary_ops.Ops.time_frame_multi_and 50.4±0.9ms;... [ 1.87%] ··· Running binary_ops.Ops2.time_frame_float_div 32.3±0.3ms [ 1.94%] ··· Running binary_ops.Ops2.time_frame_float_div_by_zero 48.4±0.7ms [ 2.00%] ··· Running binary_ops.Ops2.time_frame_float_floor_by_zero 47.8±0.6ms [ 2.07%] ··· Running binary_ops.Ops2.time_frame_float_mod 7.30±0.3ms [ 2.14%] ··· Running binary_ops.Ops2.time_frame_int_div_by_zero 48.5±0.5ms [ 2.20%] ··· Running binary_ops.Ops2.time_frame_int_mod 7.36±0.4ms [ 2.27%] ··· Running binary_ops.Timeseries.time_series_timestamp_compare 1.47±0.08ms [ 2.34%] ··· Running binary_ops.Timeseries.time_timestamp_ops_diff1 6.72±0.2ms [ 2.40%] ··· Running binary_ops.Timeseries.time_timestamp_ops_diff2 25.5±2ms [ 2.47%] ··· Running binary_ops.Timeseries.time_timestamp_series_compare 1.31±0.04ms [ 2.54%] ··· Running binary_ops.TimeseriesTZ.time_series_timestamp_compare 1.32±0.06ms [ 2.60%] ··· Running binary_ops.TimeseriesTZ.time_timestamp_ops_diff1 11.3±1ms [ 2.67%] ··· Running binary_ops.TimeseriesTZ.time_timestamp_ops_diff2 63.9±2ms [ 2.74%] ··· Running binary_ops.TimeseriesTZ.time_timestamp_series_compare 1.35±0.03ms [ 2.80%] ··· Running categoricals.Categoricals.time_concat 1.05±0.05ms [ 2.87%] ··· Running categoricals.Categoricals.time_constructor_datetimes 777±20μs [ 2.94%] ··· Running categoricals.Categoricals.time_constructor_datetimes_with_nat 883±20μs [ 3.00%] ··· Running categoricals.Categoricals.time_constructor_fastpath 248±8μs [ 3.07%] ··· Running categoricals.Categoricals.time_constructor_regular 10.4±0.3ms [ 3.14%] ··· Running categoricals.Categoricals.time_union 8.41±2ms [ 3.20%] ··· Running categoricals.Categoricals2.time_rendering 728±10μs [ 3.27%] ··· Running categoricals.Categoricals2.time_value_counts 23.3±2ms [ 3.34%] ··· Running categoricals.Categoricals2.time_value_counts_dropna 25.3±1ms [ 3.40%] ··· Running categoricals.Categoricals3.time_rank_int 5.07±0.2ms [ 3.47%] ··· Running categoricals.Categoricals3.time_rank_int_cat 5.54±0.07ms [ 3.54%] ··· Running categoricals.Categoricals3.time_rank_int_cat_ordered 5.06±0.2ms [ 3.60%] ··· Running categoricals.Categoricals3.time_rank_string 127±4ms [ 3.67%] ··· Running categoricals.Categoricals3.time_rank_string_cat 6.54±0.2ms [ 3.74%] ··· Running categoricals.Categoricals3.time_rank_string_cat_ordered 4.95±0.05ms [ 3.81%] ··· Running ctors.Constructors.time_dtindex_from_series 10.4±0.3μs [ 3.87%] ··· Running ctors.Constructors.time_dtindex_from_series2 24.7±0.8μs [ 3.94%] ··· Running ctors.Constructors.time_frame_from_ndarray 59.1±2μs [ 4.01%] ··· Running ctors.Constructors.time_index_from_array_string 23.4±1μs [ 4.07%] ··· Running ctors.Constructors.time_series_from_ndarray 15.4±0.7μs [ 4.14%] ··· Running eval.Eval.time_add 8.43±0.05ms;... [ 4.21%] ··· Running eval.Eval.time_and 23.9±0.2ms;... [ 4.27%] ··· Running eval.Eval.time_chained_cmp 19.2±0.3ms;... [ 4.34%] ··· Running eval.Eval.time_mult 8.04±0.09ms;... [ 4.41%] ··· Running eval.Query.time_query_datetime_index 9.33±0.3ms [ 4.47%] ··· Running eval.Query.time_query_datetime_series 8.65±0.1ms [ 4.54%] ··· Running eval.Query.time_query_with_boolean_selection 14.8±0.2ms [ 4.61%] ··· Running frame_ctor.FrameConstructorDTIndexFromOffsets.time_frame_ctor 1.34±0.03ms;... [ 4.67%] ··· Running frame_ctor.FromDicts.time_frame_ctor_list_of_dict 35.0±1ms [ 4.74%] ··· Running frame_ctor.FromDicts.time_frame_ctor_nested_dict 41.1±1ms [ 4.81%] ··· Running frame_ctor.FromDicts.time_frame_ctor_nested_dict_int64 41.6±1ms [ 4.87%] ··· Running frame_ctor.FromDicts.time_series_ctor_from_dict 2.78±0.08ms [ 4.94%] ··· Running frame_ctor.frame_from_series.time_frame_from_mi_series 77.4±2μs [ 5.01%] ··· Running frame_ctor.frame_get_numeric_data.time_frame_get_numeric_data 91.6±3μs [ 5.07%] ··· Running frame_methods.Apply.time_apply_axis_1 102±3ms [ 5.14%] ··· Running frame_methods.Apply.time_apply_lambda_mean 7.34±0.3ms [ 5.21%] ··· Running frame_methods.Apply.time_apply_np_mean 7.87±0.4ms [ 5.27%] ··· Running frame_methods.Apply.time_apply_pass_thru 4.33±0.2ms [ 5.34%] ··· Running frame_methods.Apply.time_apply_ref_by_name 20.1±0.7ms [ 5.41%] ··· Running frame_methods.Apply.time_apply_user_func 377±1ms [ 5.47%] ··· Running frame_methods.Dropna.time_count_level_axis0_mixed_dtypes_multi 49.8±1ms [ 5.54%] ··· Running frame_methods.Dropna.time_count_level_axis0_multi 44.7±0.5ms [ 5.61%] ··· Running frame_methods.Dropna.time_count_level_axis1_mixed_dtypes_multi 42.4±0.8ms [ 5.67%] ··· Running frame_methods.Dropna.time_count_level_axis1_multi 42.5±0.6ms [ 5.74%] ··· Running frame_methods.Dropna.time_dropna_axis0_all 46.2±0.5ms [ 5.81%] ··· Running frame_methods.Dropna.time_dropna_axis0_all_mixed_dtypes 146±2ms [ 5.87%] ··· Running frame_methods.Dropna.time_dropna_axis0_any 21.3±0.3ms [ 5.94%] ··· Running frame_methods.Dropna.time_dropna_axis0_any_mixed_dtypes 118±0.7ms [ 6.01%] ··· Running frame_methods.Dropna.time_dropna_axis1_all 44.2±0.9ms [ 6.07%] ··· Running frame_methods.Dropna.time_dropna_axis1_all_mixed_dtypes 146±0.6ms [ 6.14%] ··· Running frame_methods.Dropna.time_dropna_axis1_any 18.7±0.3ms [ 6.21%] ··· Running frame_methods.Dropna.time_dropna_axis1_any_mixed_dtypes 123±1ms [ 6.28%] ··· Running frame_methods.Equals.time_frame_float_equal 1.68±0.06ms [ 6.34%] ··· Running frame_methods.Equals.time_frame_float_unequal 7.71±0.3μs [ 6.41%] ··· Running frame_methods.Equals.time_frame_nonunique_equal 5.46±0.06ms [ 6.48%] ··· Running frame_methods.Equals.time_frame_nonunique_unequal 8.32±0.2μs [ 6.54%] ··· Running frame_methods.Equals.time_frame_object_equal 5.44±0.08ms [ 6.61%] ··· Running frame_methods.Equals.time_frame_object_unequal 7.49±0.2μs [ 6.68%] ··· Running frame_methods.Formatting.time_frame_repr_wide 8.30±0.2ms [ 6.74%] ··· Running frame_methods.Formatting.time_html_repr_trunc_mi 17.5±0.6ms [ 6.81%] ··· Running frame_methods.Formatting.time_html_repr_trunc_si 13.1±0.5ms [ 6.88%] ··· Running frame_methods.Formatting.time_repr_tall 9.99±0.4ms [ 6.94%] ··· Running frame_methods.Formatting.time_to_html_mixed 104±2ms [ 7.01%] ··· Running frame_methods.Formatting.time_to_string_floats 11.8±0.3ms [ 7.08%] ··· Running frame_methods.FrameIsnull.time_isnull 485±30μs [ 7.14%] ··· Running frame_methods.FrameIsnull.time_isnull_floats_no_null 485±10μs [ 7.21%] ··· Running frame_methods.FrameIsnull.time_isnull_obj 43.4±2ms [ 7.28%] ··· Running frame_methods.FrameIsnull.time_isnull_strngs 39.0±1ms [ 7.34%] ··· Running frame_methods.Interpolate.time_interpolate 37.3±0.9ms [ 7.41%] ··· Running frame_methods.Interpolate.time_interpolate_some_good 936±40μs [ 7.48%] ··· Running frame_methods.Interpolate.time_interpolate_some_good_infer 2.15±0.06ms [ 7.54%] ··· Running frame_methods.Iteration.time_iteritems 28.8±0.7ms [ 7.61%] ··· Running frame_methods.Iteration.time_iteritems_cached 538±10μs [ 7.68%] ··· Running frame_methods.Iteration.time_iteritems_indexing 14.8±0.2ms [ 7.74%] ··· Running frame_methods.Iteration.time_itertuples 37.5±0.6ms [ 7.81%] ··· Running frame_methods.Reindex.time_reindex_axis0 3.26±0.05ms [ 7.88%] ··· Running frame_methods.Reindex.time_reindex_axis1 63.0±1ms [ 7.94%] ··· Running frame_methods.Reindex.time_reindex_both_axes 22.3±0.2ms [ 8.01%] ··· Running frame_methods.Reindex.time_reindex_both_axes_ix 21.9±0.5ms [ 8.08%] ··· Running frame_methods.Reindex.time_reindex_upcast 5.40±0.8ms [ 8.14%] ··· Running frame_methods.Shift.time_shift_axis0 14.0±0.4ms [ 8.21%] ··· Running frame_methods.Shift.time_shift_axis_1 15.7±0.1ms [ 8.28%] ··· Running frame_methods.frame_assign_timeseries_index.time_frame_assign_timeseries_index 1.39±0.09ms [ 8.34%] ··· Running frame_methods.frame_boolean_row_select.time_frame_boolean_row_select 191±9μs [ 8.41%] ··· Running frame_methods.frame_dtypes.time_frame_dtypes 70.7±2μs [ 8.48%] ··· Running frame_methods.frame_duplicated.time_frame_duplicated 97.0±3ms [ 8.54%] ··· Running frame_methods.frame_duplicated.time_frame_duplicated_wide 125±4ms [ 8.61%] ··· Running frame_methods.frame_fancy_lookup.time_frame_fancy_lookup 1.99±0.1ms [ 8.68%] ··· Running frame_methods.frame_fancy_lookup.time_frame_fancy_lookup_all 20.5±1ms [ 8.74%] ··· Running frame_methods.frame_fillna_inplace.time_frame_fillna_inplace 7.64±0.3ms [ 8.81%] ··· Running frame_methods.frame_fillna_many_columns_pad.time_frame_fillna_many_columns_pad 4.21±0.09ms [ 8.88%] ··· Running frame_methods.frame_from_records_generator.time_frame_from_records_generator 64.3±2ms [ 8.95%] ··· Running frame_methods.frame_from_records_generator.time_frame_from_records_generator_nrows 842±30μs [ 9.01%] ··· Running frame_methods.frame_get_dtype_counts.time_frame_get_dtype_counts 111±4μs [ 9.08%] ··· Running frame_methods.frame_getitem_single_column.time_frame_getitem_single_column 16.8±0.2ms [ 9.15%] ··· Running frame_methods.frame_getitem_single_column.time_frame_getitem_single_column2 18.4±0.1ms [ 9.21%] ··· Running frame_methods.frame_insert_100_columns_begin.time_frame_insert_100_columns_begin 29.9±1ms [ 9.28%] ··· Running frame_methods.frame_insert_100_columns_begin.time_frame_insert_500_columns_end 95.3±3ms [ 9.35%] ··· Running frame_methods.frame_mask_bools.time_frame_mask_bools 10.6±0.3ms [ 9.41%] ··· Running frame_methods.frame_mask_bools.time_frame_mask_floats 9.22±0.3ms [ 9.48%] ··· Running frame_methods.frame_nlargest.time_frame_nlargest 1.48±0.06ms [ 9.55%] ··· Running frame_methods.frame_nunique.time_frame_nunique 271±2ms [ 9.61%] ··· Running frame_methods.frame_quantile_axis1.time_frame_quantile_axis1 654±30μs [ 9.68%] ··· Running frame_methods.frame_sort_index.time_frame_sort_index 2.53±0.04ms [ 9.75%] ··· Running frame_methods.frame_sort_index_by_columns.time_frame_sort_index_by_columns 29.0±0.5ms [ 9.81%] ··· Running frame_methods.frame_xs_col.time_frame_xs_col 3.49±0.1μs [ 9.88%] ··· Running frame_methods.frame_xs_row.time_frame_xs_row 59.5±2μs [ 9.95%] ··· Running frame_methods.series_string_vector_slice.time_series_string_vector_slice 132±4ms [ 10.01%] ··· Running gil.NoGilGroupby.time_count_2 41.2±1ms [ 10.08%] ··· Running gil.NoGilGroupby.time_groups_2 341±6ms [ 10.15%] ··· Running gil.NoGilGroupby.time_groups_4 861±20ms [ 10.21%] ··· Running gil.NoGilGroupby.time_groups_8 2.70±0.02s [ 10.28%] ··· Running gil.NoGilGroupby.time_last_2 41.3±1ms [ 10.35%] ··· Running gil.NoGilGroupby.time_max_2 39.3±0.5ms [ 10.41%] ··· Running gil.NoGilGroupby.time_mean_2 38.3±0.4ms [ 10.48%] ··· Running gil.NoGilGroupby.time_min_2 39.0±0.8ms [ 10.55%] ··· Running gil.NoGilGroupby.time_prod_2 38.7±0.6ms [ 10.61%] ··· Running gil.NoGilGroupby.time_sum_2 38.5±0.09ms [ 10.68%] ··· Running gil.NoGilGroupby.time_sum_4 103±3ms [ 10.75%] ··· Running gil.NoGilGroupby.time_sum_4_notp 67.6±10ms [ 10.81%] ··· Running gil.NoGilGroupby.time_sum_8 278±10ms [ 10.88%] ··· Running gil.NoGilGroupby.time_sum_8_notp 138±20ms [ 10.95%] ··· Running gil.NoGilGroupby.time_var_2 42.7±0.2ms [ 11.01%] ··· Running gil.nogil_datetime_fields.time_datetime_field_day 5.81s [ 11.08%] ··· Running gil.nogil_datetime_fields.time_datetime_field_daysinmonth 6.09s [ 11.15%] ··· Running gil.nogil_datetime_fields.time_datetime_field_normalize 9.01s [ 11.21%] ··· Running gil.nogil_datetime_fields.time_datetime_field_year 5.80s [ 11.28%] ··· Running gil.nogil_datetime_fields.time_datetime_to_period 6.84s [ 11.35%] ··· Running gil.nogil_datetime_fields.time_period_to_datetime 12.0s [ 11.42%] ··· Running gil.nogil_factorize.time_factorize_strings 67.0±0.3ms [ 11.48%] ··· Running gil.nogil_factorize.time_factorize_strings_2 87.4±0.8ms [ 11.55%] ··· Running gil.nogil_factorize.time_factorize_strings_4 114±6ms [ 11.62%] ··· Running gil.nogil_kth_smallest.time_nogil_kth_smallest 119±2ms [ 11.68%] ··· Running gil.nogil_read_csv.time_read_csv 333ms [ 11.75%] ··· Running gil.nogil_read_csv.time_read_csv_datetime 278ms [ 11.82%] ··· Running gil.nogil_read_csv.time_read_csv_object 9.22ms [ 11.88%] ··· Running gil.nogil_rolling_algos_fast.time_nogil_rolling_kurt 76.0±0.2ms [ 11.95%] ··· Running gil.nogil_rolling_algos_fast.time_nogil_rolling_max 71.1±1ms [ 12.02%] ··· Running gil.nogil_rolling_algos_fast.time_nogil_rolling_mean 64.0±2ms [ 12.08%] ··· Running gil.nogil_rolling_algos_fast.time_nogil_rolling_min 71.8±0.7ms [ 12.15%] ··· Running gil.nogil_rolling_algos_fast.time_nogil_rolling_skew 73.0±0.8ms [ 12.22%] ··· Running gil.nogil_rolling_algos_fast.time_nogil_rolling_std 71.0±0.7ms [ 12.28%] ··· Running gil.nogil_rolling_algos_fast.time_nogil_rolling_var 64.0±1ms [ 12.35%] ··· Running gil.nogil_rolling_algos_slow.time_nogil_rolling_median 111±0.6ms [ 12.42%] ··· Running gil.nogil_take1d_float64.time_nogil_take1d_float64 81.0±1ms [ 12.48%] ··· Running gil.nogil_take1d_int64.time_nogil_take1d_int64 63.9±1ms [ 12.55%] ··· Running groupby.FirstLast.time_groupby_first 3.74±0.2ms;... [ 12.62%] ··· Running groupby.FirstLast.time_groupby_last 3.67±0.2ms;... [ 12.68%] ··· Running groupby.FirstLast.time_groupby_nth_any 18.1±0.8ms;... [ 12.75%] ··· Running groupby.FirstLast.time_groupby_nth_none 9.26±0.3ms;... [ 12.82%] ··· Running groupby.GroupBySuite.time_all 9.23±0.4ms;... [ 12.88%] ··· Running groupby.GroupBySuite.time_any 9.12±0.2ms;... [ 12.95%] ··· Running groupby.GroupBySuite.time_count 281±7μs;... [ 13.02%] ··· Running groupby.GroupBySuite.time_cumcount 321±7μs;... [ 13.08%] ··· Running groupby.GroupBySuite.time_cummax 334±8μs;... [ 13.15%] ··· Running groupby.GroupBySuite.time_cummin 332±7μs;... [ 13.22%] ··· Running groupby.GroupBySuite.time_cumprod 468±9μs;... [ 13.28%] ··· Running groupby.GroupBySuite.time_cumsum 357±8μs;... [ 13.35%] ··· Running groupby.GroupBySuite.time_describe 123±3ms;... [ 13.42%] ··· Running groupby.GroupBySuite.time_diff 12.5±0.3ms;... [ 13.48%] ··· Running groupby.GroupBySuite.time_first 343±8μs;... [ 13.55%] ··· Running groupby.GroupBySuite.time_head 529±6μs;... [ 13.62%] ··· Running groupby.GroupBySuite.time_last 332±10μs;... [ 13.68%] ··· Running groupby.GroupBySuite.time_mad 47.0±1ms;... [ 13.75%] ··· Running groupby.GroupBySuite.time_max 343±7μs;... [ 13.82%] ··· Running groupby.GroupBySuite.time_mean 403±10μs;... [ 13.89%] ··· Running groupby.GroupBySuite.time_median 416±9μs;... [ 13.95%] ··· Running groupby.GroupBySuite.time_min 348±10μs;... [ 14.02%] ··· Running groupby.GroupBySuite.time_nunique 322±9μs;... [ 14.09%] ··· Running groupby.GroupBySuite.time_pct_change 42.8±1ms;... [ 14.15%] ··· Running groupby.GroupBySuite.time_prod 471±10μs;... [ 14.22%] ··· Running groupby.GroupBySuite.time_rank 13.9±0.5ms;... [ 14.29%] ··· Running groupby.GroupBySuite.time_sem 651±20μs;... [ 14.35%] ··· Running groupby.GroupBySuite.time_size 260±7μs;... [ 14.42%] ··· Running groupby.GroupBySuite.time_skew 15.3±0.3ms;... [ 14.49%] ··· Running groupby.GroupBySuite.time_std 455±10μs;... [ 14.55%] ··· Running groupby.GroupBySuite.time_sum 483±10μs;... [ 14.62%] ··· Running groupby.GroupBySuite.time_tail 540±10μs;... [ 14.69%] ··· Running groupby.GroupBySuite.time_unique 8.48±0.3ms;... [ 14.75%] ··· Running groupby.GroupBySuite.time_value_counts 543±9μs;... [ 14.82%] ··· Running groupby.GroupBySuite.time_var 403±8μs;... [ 14.89%] ··· Running groupby.Groups.time_groupby_groups 150±0.4ms;... [ 14.95%] ··· Running groupby.Transform.time_transform_func 118±3ms [ 15.02%] ··· Running groupby.Transform.time_transform_multi_key1 6.07±0.2ms [ 15.09%] ··· Running groupby.Transform.time_transform_multi_key2 5.14±0.2ms [ 15.15%] ··· Running groupby.Transform.time_transform_multi_key3 4.57±0.2ms [ 15.22%] ··· Running groupby.Transform.time_transform_multi_key4 2.22±0.09ms [ 15.29%] ··· Running groupby.Transform.time_transform_ufunc 5.19±0.2ms [ 15.35%] ··· Running groupby.groupby_agg_builtins.time_groupby_agg_builtins1 6.09±0.2ms [ 15.42%] ··· Running groupby.groupby_agg_builtins.time_groupby_agg_builtins2 24.4±0.8ms [ 15.49%] ··· Running groupby.groupby_agg_multi.time_groupby_multi_different_functions 6.56±0.2ms [ 15.55%] ··· Running groupby.groupby_agg_multi.time_groupby_multi_different_numpy_functions 6.53±0.2ms [ 15.62%] ··· Running groupby.groupby_apply_dict_return.time_groupby_apply_dict_return 26.9±0.7ms [ 15.69%] ··· Running groupby.groupby_categorical.time_groupby_extra_cat_nosort 7.57±0.7ms [ 15.75%] ··· Running groupby.groupby_categorical.time_groupby_extra_cat_sort 1.23±0.03ms [ 15.82%] ··· Running groupby.groupby_categorical.time_groupby_nosort 8.57±0.5ms [ 15.89%] ··· Running groupby.groupby_categorical.time_groupby_ordered_nosort 12.9±0.6ms [ 15.95%] ··· Running groupby.groupby_categorical.time_groupby_ordered_sort 1.24±0.07ms [ 16.02%] ··· Running groupby.groupby_categorical.time_groupby_sort 1.25±0.03ms [ 16.09%] ··· Running groupby.groupby_datetime.time_groupby_sum 1.35±0.05ms [ 16.15%] ··· Running groupby.groupby_datetimetz.time_groupby_sum 2.33±0.07ms [ 16.22%] ··· Running groupby.groupby_float32.time_groupby_sum 6.43±0.2ms [ 16.29%] ··· Running groupby.groupby_frame_apply.time_groupby_frame_apply_df_copy_overhead 381±4ms [ 16.36%] ··· Running groupby.groupby_frame_apply.time_groupby_frame_apply_scalar_function 20.5±0.5ms [ 16.42%] ··· Running groupby.groupby_frame_apply.time_groupby_frame_apply_scalar_function_overhead 4.61±0.2ms [ 16.49%] ··· Running groupby.groupby_frame_apply.time_groupby_frame_df_copy_function 961±7ms [ 16.56%] ··· Running groupby.groupby_frame_cython_many_columns.time_sum 3.06±0.1ms [ 16.62%] ··· Running groupby.groupby_frame_singlekey_integer.time_sum 2.16±0.1ms [ 16.69%] ··· Running groupby.groupby_indices.time_groupby_indices 112±5ms [ 16.76%] ··· Running groupby.groupby_int64_overflow.time_groupby_int64_overflow 202±8ms [ 16.82%] ··· Running groupby.groupby_int_count.time_groupby_int_count 2.31±0.07ms [ 16.89%] ··· Running groupby.groupby_multi.time_groupby_multi_cython 10.5±0.6ms [ 16.96%] ··· Running groupby.groupby_multi.time_groupby_multi_python 68.3±1ms [ 17.02%] ··· Running groupby.groupby_multi.time_groupby_multi_series_op 9.14±0.7ms [ 17.09%] ··· Running groupby.groupby_multi.time_groupby_series_simple_cython 4.96±0.2ms [ 17.16%] ··· Running groupby.groupby_multi.time_groupby_series_simple_rank 172±2ms [ 17.22%] ··· Running groupby.groupby_multi_count.time_groupby_multi_count 3.30±0.09ms [ 17.29%] ··· Running groupby.groupby_multi_index.time_groupby_multi_index 660ms [ 17.36%] ··· Running groupby.groupby_nth.time_groupby_frame_nth_any 3.52±0.2ms [ 17.42%] ··· Running groupby.groupby_nth.time_groupby_frame_nth_none 1.63±0.05ms [ 17.49%] ··· Running groupby.groupby_nth.time_groupby_series_nth_any 4.18±0.2ms [ 17.56%] ··· Running groupby.groupby_nth.time_groupby_series_nth_none 2.19±0.06ms [ 17.62%] ··· Running groupby.groupby_nunique.time_groupby_nunique 7.15±0.02ms [ 17.69%] ··· Running groupby.groupby_period.time_groupby_sum 19.6±0.3ms [ 17.76%] ··· Running groupby.groupby_pivot_table.time_groupby_pivot_table 12.1±0.6ms [ 17.82%] ··· Running groupby.groupby_size.time_groupby_dt_size 7.23±0.3ms [ 17.89%] ··· Running groupby.groupby_size.time_groupby_dt_timegrouper_size 23.2±0.3ms [ 17.96%] ··· Running groupby.groupby_size.time_groupby_multi_size 9.03±0.3ms [ 18.02%] ··· Running groupby.groupby_size.time_groupby_size 6.55±0.2ms [ 18.09%] ··· Running groupby.groupby_sum_booleans.time_groupby_sum_booleans 1.11±0.05ms [ 18.16%] ··· Running groupby.groupby_sum_multiindex.time_groupby_sum_multiindex 945±30μs [ 18.22%] ··· Running groupby.groupby_transform_series.time_groupby_transform_series 3.05±0.04ms [ 18.29%] ··· Running groupby.groupby_transform_series2.time_cumprod 2.90±0.3ms [ 18.36%] ··· Running groupby.groupby_transform_series2.time_cumsum 2.84±0.1ms [ 18.42%] ··· Running groupby.groupby_transform_series2.time_shift 3.34±0.2ms [ 18.49%] ··· Running groupby.groupby_transform_series2.time_transform_dataframe 2.01±0.09ms [ 18.56%] ··· Running groupby.groupby_transform_series2.time_transform_series2 3.61±0.3ms [ 18.62%] ··· Running groupby.series_value_counts.time_value_counts_float64 2.47±0.08ms [ 18.69%] ··· Running groupby.series_value_counts.time_value_counts_int64 1.26±0.06ms [ 18.76%] ··· Running groupby.series_value_counts.time_value_counts_strings 1.23±0.05ms [ 18.83%] ··· Running hdfstore_bench.HDF5.time_query_store_table 4.16±0.02ms [ 18.89%] ··· Running hdfstore_bench.HDF5.time_query_store_table_wide failed [ 18.96%] ··· Running hdfstore_bench.HDF5.time_read_store 16.0±0.1ms [ 19.03%] ··· Running hdfstore_bench.HDF5.time_read_store_mixed 18.5±0.04ms [ 19.09%] ··· Running hdfstore_bench.HDF5.time_read_store_table 2.17±0.01ms [ 19.16%] ··· Running hdfstore_bench.HDF5.time_read_store_table_mixed 35.7±2ms [ 19.23%] ··· Running hdfstore_bench.HDF5.time_read_store_table_wide 11.0±0.04ms [ 19.29%] ··· Running hdfstore_bench.HDF5.time_store_info 2.70±0.03ms [ 19.36%] ··· Running hdfstore_bench.HDF5.time_store_repr 4.09±0.1μs [ 19.43%] ··· Running hdfstore_bench.HDF5.time_store_str 4.05±0.05μs [ 19.49%] ··· Running hdfstore_bench.HDF5.time_write_store 15.5±2ms [ 19.56%] ··· Running hdfstore_bench.HDF5.time_write_store_mixed 18.4±0.4ms [ 19.63%] ··· Running hdfstore_bench.HDF5.time_write_store_table 41.7±0.4ms [ 19.69%] ··· Running hdfstore_bench.HDF5.time_write_store_table_dc 93.3±0.4ms [ 19.76%] ··· Running hdfstore_bench.HDF5.time_write_store_table_mixed 52.2±0.8ms [ 19.83%] ··· Running hdfstore_bench.HDF5.time_write_store_table_wide 51.8±2ms [ 19.89%] ··· Running hdfstore_bench.HDF5Panel.time_read_store_table_panel 24.6±1ms [ 19.96%] ··· Running hdfstore_bench.HDF5Panel.time_write_store_table_panel 38.8±1ms [ 20.03%] ··· Running index_object.Datetime.time_is_dates_only 155±3ns [ 20.09%] ··· Running index_object.Float64.time_boolean_indexer 2.24±0.01ms [ 20.16%] ··· Running index_object.Float64.time_boolean_series_indexer 2.34±0.06ms [ 20.23%] ··· Running index_object.Float64.time_construct 18.5±0.1μs [ 20.29%] ··· Running index_object.Float64.time_div 770±20μs [ 20.36%] ··· Running index_object.Float64.time_get 566±6ns [ 20.43%] ··· Running index_object.Float64.time_mul 941±20μs [ 20.49%] ··· Running index_object.Float64.time_slice_indexer_basic 4.33±0.03μs [ 20.56%] ··· Running index_object.Float64.time_slice_indexer_even 4.43±0.01μs [ 20.63%] ··· Running index_object.Multi1.time_duplicated 70.6±3ms [ 20.69%] ··· Running index_object.Multi1.time_from_product 10.8±0.2ms [ 20.76%] ··· Running index_object.Multi2.time_sortlevel_int64 296±4ms [ 20.83%] ··· Running index_object.Multi2.time_sortlevel_one 8.92±0.1ms [ 20.89%] ··· Running index_object.Multi2.time_sortlevel_zero 8.75±0.2ms [ 20.96%] ··· Running index_object.Multi3.time_datetime_level_values_full 8.95±0.2ms [ 21.03%] ··· Running index_object.Multi3.time_datetime_level_values_sliced 186±5μs [ 21.09%] ··· Running index_object.SetOperations.time_datetime_difference 2.93±0.04ms [ 21.16%] ··· Running index_object.SetOperations.time_datetime_difference_disjoint 1.31±0.06ms [ 21.23%] ··· Running index_object.SetOperations.time_datetime_intersection 390±10μs [ 21.30%] ··· Running index_object.SetOperations.time_datetime_symmetric_difference 3.52±0.2ms [ 21.36%] ··· Running index_object.SetOperations.time_datetime_union 117±4μs [ 21.43%] ··· Running index_object.SetOperations.time_index_datetime_intersection 4.81±0.2ms [ 21.50%] ··· Running index_object.SetOperations.time_index_datetime_union 4.80±0.02ms [ 21.56%] ··· Running index_object.SetOperations.time_int64_difference 81.9±2ms [ 21.63%] ··· Running index_object.SetOperations.time_int64_intersection 38.1±2ms [ 21.70%] ··· Running index_object.SetOperations.time_int64_symmetric_difference 132±2ms [ 21.76%] ··· Running index_object.SetOperations.time_int64_union 66.0±2ms [ 21.83%] ··· Running index_object.SetOperations.time_str_difference 2.62±0.02ms [ 21.90%] ··· Running index_object.SetOperations.time_str_symmetric_difference 5.78±0.1ms [ 21.96%] ··· Running index_object.StringIndex.time_boolean_indexer 11.1±0.3ms [ 22.03%] ··· Running index_object.StringIndex.time_boolean_series_indexer 11.0±0.2ms [ 22.10%] ··· Running index_object.StringIndex.time_slice_indexer_basic 4.11±0.2μs [ 22.16%] ··· Running index_object.StringIndex.time_slice_indexer_even 4.32±0.1μs [ 22.23%] ··· Running indexing.DataFrameIndexing.time_boolean_rows 259±8μs [ 22.30%] ··· Running indexing.DataFrameIndexing.time_boolean_rows_object 413±10μs [ 22.36%] ··· Running indexing.DataFrameIndexing.time_get_value 2.21±0.06μs [ 22.43%] ··· Running indexing.DataFrameIndexing.time_get_value_ix 4.63±0.2μs [ 22.50%] ··· Running indexing.DataFrameIndexing.time_getitem_scalar 9.20±0.2μs [ 22.56%] ··· Running indexing.DataFrameIndexing.time_iloc_big 99.9±4μs [ 22.63%] ··· Running indexing.DataFrameIndexing.time_iloc_dups 178±9μs [ 22.70%] ··· Running indexing.DataFrameIndexing.time_loc_dups 1.05±0.03ms [ 22.76%] ··· Running indexing.DatetimeIndexing.time_getitem_scalar 3.86±0.1μs [ 22.83%] ··· Running indexing.IndexingMethods.time_get_loc_float 7.26±0.3μs [ 22.90%] ··· Running indexing.IndexingMethods.time_take_dtindex 2.28±0.1ms [ 22.96%] ··· Running indexing.IndexingMethods.time_take_intindex 2.21±0.2ms [ 23.03%] ··· Running indexing.Int64Indexing.time_getitem_array 404±10μs [ 23.10%] ··· Running indexing.Int64Indexing.time_getitem_list_like 221±7μs [ 23.16%] ··· Running indexing.Int64Indexing.time_getitem_lists 2.58±0.07ms [ 23.23%] ··· Running indexing.Int64Indexing.time_getitem_scalar 14.9±0.4μs [ 23.30%] ··· Running indexing.Int64Indexing.time_getitem_slice 46.3±2μs [ 23.36%] ··· Running indexing.Int64Indexing.time_iloc_array 60.4±0.7μs [ 23.43%] ··· Running indexing.Int64Indexing.time_iloc_list_like 30.3±0.3μs [ 23.50%] ··· Running indexing.Int64Indexing.time_iloc_scalar 9.18±0.2μs [ 23.56%] ··· Running indexing.Int64Indexing.time_iloc_slice 32.1±1μs [ 23.63%] ··· Running indexing.Int64Indexing.time_ix_array 657±20μs [ 23.70%] ··· Running indexing.Int64Indexing.time_ix_list_like 226±3μs [ 23.77%] ··· Running indexing.Int64Indexing.time_ix_scalar 28.1±0.7μs [ 23.83%] ··· Running indexing.Int64Indexing.time_ix_slice 47.7±1μs [ 23.90%] ··· Running indexing.Int64Indexing.time_loc_array 810±20μs [ 23.97%] ··· Running indexing.Int64Indexing.time_loc_list_like 312±6μs [ 24.03%] ··· Running indexing.Int64Indexing.time_loc_scalar 32.6±0.9μs [ 24.10%] ··· Running indexing.Int64Indexing.time_loc_slice 44.4±0.9μs [ 24.17%] ··· Running indexing.IntervalIndexing.time_getitem_list 71.9±1μs [ 24.23%] ··· Running indexing.IntervalIndexing.time_getitem_scalar 34.8±2μs [ 24.30%] ··· Running indexing.IntervalIndexing.time_loc_list 65.8±2μs [ 24.37%] ··· Running indexing.IntervalIndexing.time_loc_scalar 55.1±1μs [ 24.43%] ··· Running indexing.MultiIndexing.time_frame_xs_mi_ix 246±3μs [ 24.50%] ··· Running indexing.MultiIndexing.time_is_monotonic 190±1ns [ 24.57%] ··· Running indexing.MultiIndexing.time_multiindex_get_indexer 1.43±0.03ms [ 24.63%] ··· Running indexing.MultiIndexing.time_multiindex_large_get_loc 218±2μs [ 24.70%] ··· Running indexing.MultiIndexing.time_multiindex_large_get_loc_warm 270±10ms [ 24.77%] ··· Running indexing.MultiIndexing.time_multiindex_med_get_loc 4.12±0.07μs [ 24.83%] ··· Running indexing.MultiIndexing.time_multiindex_med_get_loc_warm 4.11±0.09ms [ 24.90%] ··· Running indexing.MultiIndexing.time_multiindex_slicers 3.46±0.1ms [ 24.97%] ··· Running indexing.MultiIndexing.time_multiindex_small_get_loc_warm 4.11±0.02ms [ 25.03%] ··· Running indexing.MultiIndexing.time_multiindex_string_get_loc 3.96±0.2μs [ 25.10%] ··· Running indexing.MultiIndexing.time_remove_unused_levels 320±10μs [ 25.17%] ··· Running indexing.MultiIndexing.time_series_xs_mi_ix 209±5μs [ 25.23%] ··· Running indexing.PanelIndexing.time_subset 1.20±0.06ms [ 25.30%] ··· Running indexing.StringIndexing.time_get_value 387±1ms [ 25.37%] ··· Running indexing.StringIndexing.time_getitem_label_slice 393±0.9ms [ 25.43%] ··· Running indexing.StringIndexing.time_getitem_pos_slice 46.2±2μs [ 25.50%] ··· Running inference.DtypeInfer.time_datetime64 10.2±0.09ms [ 25.57%] ··· Running inference.DtypeInfer.time_float32 634±5μs [ 25.63%] ··· Running inference.DtypeInfer.time_float64 2.61±0.03ms [ 25.70%] ··· Running inference.DtypeInfer.time_int32 644±10μs [ 25.77%] ··· Running inference.DtypeInfer.time_int64 2.70±0.06ms [ 25.83%] ··· Running inference.DtypeInfer.time_timedelta64_1 52.7±1ms [ 25.90%] ··· Running inference.DtypeInfer.time_timedelta64_2 11.5±0.05ms [ 25.97%] ··· Running inference.DtypeInfer.time_uint32 238±20μs [ 26.03%] ··· Running inference.MaybeConvertNumeric.time_convert 434ms [ 26.10%] ··· Running inference.to_numeric.time_from_float 20.8±0.5μs [ 26.17%] ··· Running inference.to_numeric.time_from_numeric_str 274±5ms [ 26.23%] ··· Running inference.to_numeric.time_from_str_coerce 8.71±0.2ms [ 26.30%] ··· Running inference.to_numeric.time_from_str_ignore 65.4±1μs [ 26.37%] ··· Running inference.to_numeric_downcast.time_downcast 100±4ms;... [ 26.44%] ··· Running io_bench.frame_to_csv.time_frame_to_csv 114±2ms [ 26.50%] ··· Running io_bench.frame_to_csv2.time_frame_to_csv2 145±1ms [ 26.57%] ··· Running io_bench.frame_to_csv_date_formatting.time_frame_to_csv_date_formatting 7.98±0.2ms [ 26.64%] ··· Running io_bench.frame_to_csv_mixed.time_frame_to_csv_mixed 156±2ms [ 26.70%] ··· Running io_bench.read_csv_from_s3.time_read_nrows n/a;... [ 26.77%] ··· Running io_bench.read_csv_infer_datetime_format_custom.time_read_csv_infer_datetime_format_custom 5.30±0.1ms [ 26.84%] ··· Running io_bench.read_csv_infer_datetime_format_iso8601.time_read_csv_infer_datetime_format_iso8601 1.55±0.03ms [ 26.90%] ··· Running io_bench.read_csv_infer_datetime_format_ymd.time_read_csv_infer_datetime_format_ymd 1.57±0.04ms [ 26.97%] ··· Running io_bench.read_csv_skiprows.time_read_csv_skiprows 9.25±0.1ms [ 27.04%] ··· Running io_bench.read_csv_standard.time_read_csv_standard 8.37±0.2ms [ 27.10%] ··· Running io_bench.read_parse_dates_iso8601.time_read_parse_dates_iso8601 1.14±0.03ms [ 27.17%] ··· Running io_bench.read_uint64_integers.time_read_uint64 2.61±0.1ms [ 27.24%] ··· Running io_bench.read_uint64_integers.time_read_uint64_na_values 4.54±0.1ms [ 27.30%] ··· Running io_bench.read_uint64_integers.time_read_uint64_neg_values 4.43±0.1ms [ 27.37%] ··· Running io_bench.write_csv_standard.time_write_csv_standard 40.1±0.4ms [ 27.44%] ··· Running io_sql.ReadSQL.time_read_query_fallback 16.9±0.3ms [ 27.50%] ··· Running io_sql.ReadSQL.time_read_query_sqlalchemy 20.8±0.3ms [ 27.57%] ··· Running io_sql.ReadSQL.time_read_table_sqlalchemy 23.6±0.6ms [ 27.64%] ··· Running io_sql.ReadSQLTypes.time_datetime_read_and_parse_sqlalchemy 12.3±0.2ms [ 27.70%] ··· Running io_sql.ReadSQLTypes.time_datetime_read_as_native_sqlalchemy 15.1±0.3ms [ 27.77%] ··· Running io_sql.ReadSQLTypes.time_float_read_query_fallback 4.74±0.06ms [ 27.84%] ··· Running io_sql.ReadSQLTypes.time_float_read_query_sqlalchemy 7.82±0.2ms [ 27.90%] ··· Running io_sql.ReadSQLTypes.time_float_read_table_sqlalchemy 9.51±0.2ms [ 27.97%] ··· Running io_sql.WriteSQL.time_fallback 38.5±1ms [ 28.04%] ··· Running io_sql.WriteSQL.time_sqlalchemy 85.6±2ms [ 28.10%] ··· Running io_sql.WriteSQLTypes.time_datetime_sqlalchemy 67.0±1ms [ 28.17%] ··· Running io_sql.WriteSQLTypes.time_float_fallback 16.9±0.4ms [ 28.24%] ··· Running io_sql.WriteSQLTypes.time_float_sqlalchemy 46.7±1ms [ 28.30%] ··· Running io_sql.WriteSQLTypes.time_string_fallback 15.3±0.3ms [ 28.37%] ··· Running io_sql.WriteSQLTypes.time_string_sqlalchemy 47.7±1ms [ 28.44%] ··· Running join_merge.Align.time_series_align_int64_index 36.9±2ms [ 28.50%] ··· Running join_merge.Align.time_series_align_left_monotonic 12.0±0.2ms [ 28.57%] ··· Running join_merge.Append.time_append_homogenous 349±10μs [ 28.64%] ··· Running join_merge.Append.time_append_mixed 800±20μs [ 28.70%] ··· Running join_merge.Concat.time_concat_empty_frames1 153±4μs [ 28.77%] ··· Running join_merge.Concat.time_concat_empty_frames2 157±2μs [ 28.84%] ··· Running join_merge.Concat.time_concat_series_axis1 84.8±3ms [ 28.91%] ··· Running join_merge.Concat.time_concat_small_frames 51.9±0.9ms [ 28.97%] ··· Running join_merge.ConcatFrames.time_c_ordered_axis0 14.2±20ms [ 29.04%] ··· Running join_merge.ConcatFrames.time_c_ordered_axis1 97.9±20ms [ 29.11%] ··· Running join_merge.ConcatFrames.time_f_ordered_axis0 19.5±20ms [ 29.17%] ··· Running join_merge.ConcatFrames.time_f_ordered_axis1 14.9±20ms [ 29.24%] ··· Running join_merge.ConcatPanels.time_c_ordered_axis0 29.9±30ms [ 29.31%] ··· Running join_merge.ConcatPanels.time_c_ordered_axis1 54.7±40ms [ 29.37%] ··· Running join_merge.ConcatPanels.time_c_ordered_axis2 375±30ms [ 29.44%] ··· Running join_merge.ConcatPanels.time_f_ordered_axis0 197±40ms [ 29.51%] ··· Running join_merge.ConcatPanels.time_f_ordered_axis1 28.4±30ms [ 29.57%] ··· Running join_merge.ConcatPanels.time_f_ordered_axis2 28.1±30ms [ 29.64%] ··· Running join_merge.Join.time_join_dataframe_index_multi 13.1±0.3ms [ 29.71%] ··· Running join_merge.Join.time_join_dataframe_index_single_key_bigger 9.02±0.1ms [ 29.77%] ··· Running join_merge.Join.time_join_dataframe_index_single_key_bigger_sort 10.2±0.2ms [ 29.84%] ··· Running join_merge.Join.time_join_dataframe_index_single_key_small 8.62±0.2ms [ 29.91%] ··· Running join_merge.JoinIndex.time_left_outer_join_index 1.20±0s [ 29.97%] ··· Running join_merge.Merge.time_merge_2intkey_nosort 10.5±0.5ms [ 30.04%] ··· Running join_merge.Merge.time_merge_2intkey_sort 29.4±0.5ms [ 30.11%] ··· Running join_merge.Merge.time_merge_dataframe_integer_2key 5.17±0.3ms [ 30.17%] ··· Running join_merge.Merge.time_merge_dataframe_integer_key 1.42±0.04ms [ 30.24%] ··· Running join_merge.MergeAsof.time_by_int 18.4±0.1ms [ 30.31%] ··· Running join_merge.MergeAsof.time_by_object 35.3±0.8ms [ 30.37%] ··· Running join_merge.MergeAsof.time_multiby 488±4ms [ 30.44%] ··· Running join_merge.MergeAsof.time_noby 8.22±0.1ms [ 30.51%] ··· Running join_merge.MergeAsof.time_on_int32 9.88±0.5ms [ 30.57%] ··· Running join_merge.MergeCategoricals.time_merge_cat 261±5ms [ 30.64%] ··· Running join_merge.MergeCategoricals.time_merge_object 526±10ms [ 30.71%] ··· Running join_merge.MergeOrdered.time_merge_ordered 66.3±2ms [ 30.77%] ··· Running join_merge.i8merge.time_i8merge 686±3ms [ 30.84%] ··· Running join_merge.join_non_unique_equal.time_join_non_unique_equal 576±6μs [ 30.91%] ··· Running packers.CSV.time_write_csv 860±10ms [ 30.97%] ··· Running packers.Excel.time_write_excel_openpyxl 438±5ms [ 31.04%] ··· Running packers.Excel.time_write_excel_xlsxwriter 253±7ms [ 31.11%] ··· Running packers.Excel.time_write_excel_xlwt 199±5ms [ 31.17%] ··· Running packers.HDF.time_write_hdf_store 19.7±0.6ms [ 31.24%] ··· Running packers.HDF.time_write_hdf_table 19.6±0.5ms [ 31.31%] ··· Running packers.JSON.time_write_json 54.2ms [ 31.38%] ··· Running packers.JSON.time_write_json_T 57.0ms [ 31.44%] ··· Running packers.JSON.time_write_json_date_index 62.3ms [ 31.51%] ··· Running packers.JSON.time_write_json_lines 100ms [ 31.58%] ··· Running packers.JSON.time_write_json_mixed_delta_int_tstamp 72.4ms [ 31.64%] ··· Running packers.JSON.time_write_json_mixed_float_int 79.1ms [ 31.71%] ··· Running packers.JSON.time_write_json_mixed_float_int_T 61.9ms [ 31.78%] ··· Running packers.JSON.time_write_json_mixed_float_int_str 66.0ms [ 31.84%] ··· Running packers.MsgPack.time_write_msgpack 13.6±2ms [ 31.91%] ··· Running packers.Packers.time_packers_read_csv 118±1ms [ 31.98%] ··· Running packers.Pickle.time_write_pickle 14.8±0.5ms [ 32.04%] ··· Running packers.SQL.time_write_sql 1.18±0.02s [ 32.11%] ··· Running packers.STATA.time_write_stata 19.6±0.5ms [ 32.18%] ··· Running packers.STATA.time_write_stata_with_validation 28.8±0.3ms [ 32.24%] ··· Running packers.packers_read_excel.time_packers_read_excel 93.7±1ms [ 32.31%] ··· Running packers.packers_read_hdf_store.time_packers_read_hdf_store 15.7±0.5ms [ 32.38%] ··· Running packers.packers_read_hdf_table.time_packers_read_hdf_table 72.4±2ms [ 32.44%] ··· Running packers.packers_read_json.time_packers_read_json 85.5±0.2ms [ 32.51%] ··· Running packers.packers_read_json_date_index.time_packers_read_json_date_index 88.9±1ms [ 32.58%] ··· Running packers.packers_read_pack.time_packers_read_pack 12.2±1ms [ 32.64%] ··· Running packers.packers_read_pickle.time_packers_read_pickle 11.1±0.2ms [ 32.71%] ··· Running packers.packers_read_sas.time_read_sas7bdat 65.5±2ms [ 32.78%] ··· Running packers.packers_read_sas.time_read_xport 3.34±0.06ms [ 32.84%] ··· Running packers.packers_read_sql.time_packers_read_sql 296±4ms [ 32.91%] ··· Running packers.packers_read_stata.time_packers_read_stata 27.5±0.3ms [ 32.98%] ··· Running packers.packers_read_stata_with_validation.time_packers_read_stata_with_validation 33.1ms [ 33.04%] ··· Running panel_ctor.Constructors1.time_panel_from_dict_all_different_indexes 71.8±1ms [ 33.11%] ··· Running panel_ctor.Constructors2.time_panel_from_dict_equiv_indexes 28.6±0.05ms [ 33.18%] ··· Running panel_ctor.Constructors3.time_panel_from_dict_same_index 30.0±0.2ms [ 33.24%] ··· Running panel_ctor.Constructors4.time_panel_from_dict_two_different_indexes 49.9±0.3ms [ 33.31%] ··· Running panel_methods.PanelMethods.time_pct_change_items 4.26s [ 33.38%] ··· Running panel_methods.PanelMethods.time_pct_change_major 3.72s [ 33.44%] ··· Running panel_methods.PanelMethods.time_pct_change_minor 3.71s [ 33.51%] ··· Running panel_methods.PanelMethods.time_shift 77.9μs [ 33.58%] ··· Running panel_methods.PanelMethods.time_shift_minor 75.4μs [ 33.64%] ··· Running parser_vb.read_csv1.time_sep 12.9±0.1ms [ 33.71%] ··· Running parser_vb.read_csv1.time_thousands 13.2±0.1ms [ 33.78%] ··· Running parser_vb.read_csv2.time_comment 13.6±0.4ms [ 33.85%] ··· Running parser_vb.read_csv3.time_default_converter 1.47±0.04ms [ 33.91%] ··· Running parser_vb.read_csv3.time_default_converter_python_engine 3.92±0.1ms [ 33.98%] ··· Running parser_vb.read_csv3.time_default_converter_with_decimal 1.42±0.04ms [ 34.05%] ··· Running parser_vb.read_csv3.time_default_converter_with_decimal_python_engine 8.31±0.2ms [ 34.11%] ··· Running parser_vb.read_csv3.time_precise_converter 1.29±0.03ms [ 34.18%] ··· Running parser_vb.read_csv3.time_roundtrip_converter 2.09±0.05ms [ 34.25%] ··· Running parser_vb.read_csv_categorical.time_convert_direct 30.0±0.2ms [ 34.31%] ··· Running parser_vb.read_csv_categorical.time_convert_post 44.2±0.3ms [ 34.38%] ··· Running parser_vb.read_csv_dateparsing.time_baseline 2.29±0.05ms [ 34.45%] ··· Running parser_vb.read_csv_dateparsing.time_multiple_date 196±3ms [ 34.51%] ··· Running period.Algorithms.time_drop_duplicates_pindex 10.5±0.3μs [ 34.58%] ··· Running period.Algorithms.time_drop_duplicates_pseries 1.68±0.05ms [ 34.65%] ··· Running period.Algorithms.time_value_counts_pindex 353±10μs [ 34.71%] ··· Running period.Algorithms.time_value_counts_pseries 2.21±0.05ms [ 34.78%] ··· Running period.Constructor.time_from_date_range 111±2μs [ 34.85%] ··· Running period.Constructor.time_from_pydatetime 4.70±0.07ms [ 34.91%] ··· Running period.DataFrame.time_setitem_period_column 28.8±0.3ms [ 34.98%] ··· Running period.period_standard_indexing.time_align 849±20μs [ 35.05%] ··· Running period.period_standard_indexing.time_get_loc 12.0±0.3μs [ 35.11%] ··· Running period.period_standard_indexing.time_intersection 157±5μs [ 35.18%] ··· Running period.period_standard_indexing.time_series_loc 62.0±2μs [ 35.25%] ··· Running period.period_standard_indexing.time_shallow_copy 8.30±0.2μs [ 35.31%] ··· Running period.period_standard_indexing.time_shape 378±10ns [ 35.38%] ··· Running plotting.Misc.time_plot_andrews_curves 1.25±0.3s [ 35.45%] ··· Running plotting.TimeseriesPlotting.time_plot_regular 104±3ms [ 35.51%] ··· Running plotting.TimeseriesPlotting.time_plot_regular_compat 73.7±2ms [ 35.58%] ··· Running reindex.Align.time_align_series_irregular_string 59.7±2ms [ 35.65%] ··· Running reindex.Duplicates.time_frame_drop_dups 6.75±0.09ms [ 35.71%] ··· Running reindex.Duplicates.time_frame_drop_dups_bool 1.50±0.05ms [ 35.78%] ··· Running reindex.Duplicates.time_frame_drop_dups_inplace 2.05±0.03ms [ 35.85%] ··· Running reindex.Duplicates.time_frame_drop_dups_int 20.2±1ms [ 35.91%] ··· Running reindex.Duplicates.time_frame_drop_dups_na 8.83±0.3ms [ 35.98%] ··· Running reindex.Duplicates.time_frame_drop_dups_na_inplace 2.47±0.07ms [ 36.05%] ··· Running reindex.Duplicates.time_series_drop_dups_int 300±8μs [ 36.11%] ··· Running reindex.Duplicates.time_series_drop_dups_string 349±10μs [ 36.18%] ··· Running reindex.FillMethod.time_backfill 188±7μs [ 36.25%] ··· Running reindex.FillMethod.time_backfill_dates 364±30μs [ 36.32%] ··· Running reindex.FillMethod.time_backfill_float32 158±5μs [ 36.38%] ··· Running reindex.FillMethod.time_pad 182±5μs [ 36.45%] ··· Running reindex.FillMethod.time_pad_daterange 402±20μs [ 36.52%] ··· Running reindex.FillMethod.time_pad_float32 167±5μs [ 36.58%] ··· Running reindex.LevelAlign.time_align_level 556±30μs [ 36.65%] ··· Running reindex.LevelAlign.time_reindex_level 482±20μs [ 36.72%] ··· Running reindex.LibFastZip.time_lib_fast_zip 6.94±0.1ms [ 36.78%] ··· Running reindex.LibFastZip.time_lib_fast_zip_fillna 9.47±0.3ms [ 36.85%] ··· Running reindex.Reindexing.time_reindex_columns 393±20μs [ 36.92%] ··· Running reindex.Reindexing.time_reindex_dates 269±10μs [ 36.98%] ··· Running reindex.Reindexing.time_reindex_multiindex 72.4±1ms [ 37.05%] ··· Running replace.replace_convert.time_replace_frame_timedelta 493±5ms [ 37.12%] ··· Running replace.replace_convert.time_replace_frame_timestamp 517±1ms [ 37.18%] ··· Running replace.replace_convert.time_replace_series_timedelta 297±2ms [ 37.25%] ··· Running replace.replace_convert.time_replace_series_timestamp 296±2ms [ 37.32%] ··· Running replace.replace_fillna.time_replace_fillna 1.01±0.02ms [ 37.38%] ··· Running replace.replace_large_dict.time_replace_large_dict 20.1s [ 37.45%] ··· Running replace.replace_replacena.time_replace_replacena 1.48±0.03ms [ 37.52%] ··· Running reshape.melt_dataframe.time_melt_dataframe 1.67±0.07ms [ 37.58%] ··· Running reshape.reshape_pivot_time_series.time_reshape_pivot_time_series 103±1ms [ 37.65%] ··· Running reshape.reshape_stack_simple.time_reshape_stack_simple 1.91±0.05ms [ 37.72%] ··· Running reshape.reshape_unstack_large_single_dtype.time_unstack_full_product 65.6±0.8ms [ 37.78%] ··· Running reshape.reshape_unstack_large_single_dtype.time_unstack_with_mask 141±2ms [ 37.85%] ··· Running reshape.reshape_unstack_simple.time_reshape_unstack_simple 1.68±0.09ms [ 37.92%] ··· Running reshape.unstack_sparse_keyspace.time_unstack_sparse_keyspace 988±20μs [ 37.98%] ··· Running reshape.wide_to_long_big.time_wide_to_long_big 88.2±2ms [ 38.05%] ··· Running series_methods.series_clip.time_series_dropna_datetime 77.2±2μs [ 38.12%] ··· Running series_methods.series_constructor_dict_data_datetime_index.time_series_constructor_no_data_datetime_index 444±2ms [ 38.18%] ··· Running series_methods.series_constructor_no_data_datetime_index.time_series_constructor_no_data_datetime_index 77.6±2μs [ 38.25%] ··· Running series_methods.series_dropna_datetime.time_series_dropna_datetime 7.18±0.1ms [ 38.32%] ··· Running series_methods.series_dropna_int64.time_series_dropna_int64 495±20μs [ 38.38%] ··· Running series_methods.series_isin_int64.time_series_isin_int64 1.19±0.01ms [ 38.45%] ··· Running series_methods.series_isin_int64.time_series_isin_int64_large 19.5±0.3ms [ 38.52%] ··· Running series_methods.series_isin_object.time_series_isin_object 2.13±0.02ms [ 38.58%] ··· Running series_methods.series_nlargest1.time_series_nlargest1 687±20μs [ 38.65%] ··· Running series_methods.series_nlargest2.time_series_nlargest2 529±30μs [ 38.72%] ··· Running series_methods.series_nsmallest2.time_series_nsmallest2 526±30μs [ 38.79%] ··· Running sparse.sparse_arithmetic_block.time_sparse_addition 3.84±0.07ms [ 38.85%] ··· Running sparse.sparse_arithmetic_block.time_sparse_addition_zero 3.74±0.04ms [ 38.92%] ··· Running sparse.sparse_arithmetic_block.time_sparse_division 3.73±0.05ms [ 38.99%] ··· Running sparse.sparse_arithmetic_block.time_sparse_division_zero 3.74±0.05ms [ 39.05%] ··· Running sparse.sparse_arithmetic_block.time_sparse_intersect 59.4±0.8μs [ 39.12%] ··· Running sparse.sparse_arithmetic_block.time_sparse_make_union 3.61±0.05ms [ 39.19%] ··· Running sparse.sparse_arithmetic_int.time_sparse_addition_10percent 37.7±0.01ms [ 39.25%] ··· Running sparse.sparse_arithmetic_int.time_sparse_addition_10percent_zero 36.5±0.02ms [ 39.32%] ··· Running sparse.sparse_arithmetic_int.time_sparse_addition_1percent 3.97±0.04ms [ 39.39%] ··· Running sparse.sparse_arithmetic_int.time_sparse_division_10percent 39.4±0.3ms [ 39.45%] ··· Running sparse.sparse_arithmetic_int.time_sparse_division_10percent_zero 38.3±0.3ms [ 39.52%] ··· Running sparse.sparse_arithmetic_int.time_sparse_division_1percent 4.23±0.06ms [ 39.59%] ··· Running sparse.sparse_arithmetic_int.time_sparse_intersect 2.51±0.04ms [ 39.65%] ··· Running sparse.sparse_arithmetic_int.time_sparse_make_union 38.3±0.4ms [ 39.72%] ··· Running sparse.sparse_frame_constructor.time_sparse_frame_constructor 30.7±1ms [ 39.79%] ··· Running sparse.sparse_series_from_coo.time_sparse_series_from_coo 1.17±0.05ms [ 39.85%] ··· Running sparse.sparse_series_to_coo.time_sparse_series_to_coo 24.3±1ms [ 39.92%] ··· Running sparse.sparse_series_to_frame.time_sparse_series_to_frame 222±4ms [ 39.99%] ··· Running stat_ops.stat_ops_frame_mean_float_axis_0.time_stat_ops_frame_mean_float_axis_0 3.78±0.1ms [ 40.05%] ··· Running stat_ops.stat_ops_frame_mean_float_axis_1.time_stat_ops_frame_mean_float_axis_1 3.61±0.08ms [ 40.12%] ··· Running stat_ops.stat_ops_frame_mean_int_axis_0.time_stat_ops_frame_mean_int_axis_0 4.48±0.1ms [ 40.19%] ··· Running stat_ops.stat_ops_frame_mean_int_axis_1.time_stat_ops_frame_mean_int_axis_1 4.39±0.1ms [ 40.25%] ··· Running stat_ops.stat_ops_frame_sum_float_axis_0.time_stat_ops_frame_sum_float_axis_0 3.91±0.09ms [ 40.32%] ··· Running stat_ops.stat_ops_frame_sum_float_axis_1.time_stat_ops_frame_sum_float_axis_1 3.46±0.08ms [ 40.39%] ··· Running stat_ops.stat_ops_frame_sum_int_axis_0.time_stat_ops_frame_sum_int_axis_0 3.26±0.08ms [ 40.45%] ··· Running stat_ops.stat_ops_frame_sum_int_axis_1.time_stat_ops_frame_sum_int_axis_1 3.45±0.2ms [ 40.52%] ··· Running stat_ops.stat_ops_level_frame_sum.time_stat_ops_level_frame_sum 2.05±0.07ms [ 40.59%] ··· Running stat_ops.stat_ops_level_frame_sum_multiple.time_stat_ops_level_frame_sum_multiple 4.14±0.2ms [ 40.65%] ··· Running stat_ops.stat_ops_level_series_sum.time_stat_ops_level_series_sum 1.52±0.04ms [ 40.72%] ··· Running stat_ops.stat_ops_level_series_sum_multiple.time_stat_ops_level_series_sum_multiple 3.94±0.3ms [ 40.79%] ··· Running stat_ops.stat_ops_series_std.time_stat_ops_series_std 846±30μs [ 40.85%] ··· Running stat_ops.stats_corr_spearman.time_stats_corr_spearman 60.2±0.9ms [ 40.92%] ··· Running stat_ops.stats_rank2d_axis0_average.time_stats_rank2d_axis0_average 17.5±0.4ms [ 40.99%] ··· Running stat_ops.stats_rank2d_axis1_average.time_stats_rank2d_axis1_average 9.49±0.7ms [ 41.05%] ··· Running stat_ops.stats_rank_average.time_stats_rank_average 23.1±0.7ms [ 41.12%] ··· Running stat_ops.stats_rank_average_int.time_stats_rank_average_int 18.1±0.3ms [ 41.19%] ··· Running stat_ops.stats_rank_pct_average.time_stats_rank_pct_average 24.3±0.7ms [ 41.26%] ··· Running stat_ops.stats_rank_pct_average_old.time_stats_rank_pct_average_old 25.1±0.9ms [ 41.32%] ··· Running stat_ops.stats_rolling_mean.time_rolling_kurt 3.45±0.07ms [ 41.39%] ··· Running stat_ops.stats_rolling_mean.time_rolling_max 3.36±0.08ms [ 41.46%] ··· Running stat_ops.stats_rolling_mean.time_rolling_mean 2.90±0.1ms [ 41.52%] ··· Running stat_ops.stats_rolling_mean.time_rolling_median 50.2±0.6ms [ 41.59%] ··· Running stat_ops.stats_rolling_mean.time_rolling_min 3.38±0.08ms [ 41.66%] ··· Running stat_ops.stats_rolling_mean.time_rolling_skew 3.29±0.08ms [ 41.72%] ··· Running stat_ops.stats_rolling_mean.time_rolling_std 3.22±0.1ms [ 41.79%] ··· Running stat_ops.stats_rolling_mean.time_rolling_sum 2.61±0.1ms [ 41.86%] ··· Running stat_ops.stats_rolling_mean.time_rolling_var 2.74±0.1ms [ 41.92%] ··· Running strings.StringEncode.time_encode_decode 209±7μs [ 41.99%] ··· Running strings.StringMethods.time_cat 608±10μs [ 42.06%] ··· Running strings.StringMethods.time_center 3.23±0.07ms [ 42.12%] ··· Running strings.StringMethods.time_contains_few 4.41±0.1ms [ 42.19%] ··· Running strings.StringMethods.time_contains_few_noregex 1.81±0.04ms [ 42.26%] ··· Running strings.StringMethods.time_contains_many 4.64±0.09ms [ 42.32%] ··· Running strings.StringMethods.time_contains_many_noregex 2.04±0.05ms [ 42.39%] ··· Running strings.StringMethods.time_count 5.54±0.1ms [ 42.46%] ··· Running strings.StringMethods.time_endswith 2.92±0.1ms [ 42.52%] ··· Running strings.StringMethods.time_extract 31.9±0.9ms [ 42.59%] ··· Running strings.StringMethods.time_findall 7.17±0.3ms [ 42.66%] ··· Running strings.StringMethods.time_get 2.29±0.07ms [ 42.72%] ··· Running strings.StringMethods.time_get_dummies 139±4ms [ 42.79%] ··· Running strings.StringMethods.time_join_split 21.7±0.4ms [ 42.86%] ··· Running strings.StringMethods.time_join_split_expand 30.1±0.7ms [ 42.92%] ··· Running strings.StringMethods.time_len 2.01±0.06ms [ 42.99%] ··· Running strings.StringMethods.time_lower 2.15±0.09ms [ 43.06%] ··· Running strings.StringMethods.time_lstrip 2.67±0.08ms [ 43.12%] ··· Running strings.StringMethods.time_match 5.97±0.2ms [ 43.19%] ··· Running strings.StringMethods.time_pad 3.46±0.07ms [ 43.26%] ··· Running strings.StringMethods.time_repeat 10.5±0.4ms [ 43.32%] ··· Running strings.StringMethods.time_replace 7.38±0.3ms [ 43.39%] ··· Running strings.StringMethods.time_rstrip 2.66±0.05ms [ 43.46%] ··· Running strings.StringMethods.time_slice 2.24±0.06ms [ 43.52%] ··· Running strings.StringMethods.time_startswith 2.84±0.1ms [ 43.59%] ··· Running strings.StringMethods.time_strip 2.63±0.07ms [ 43.66%] ··· Running strings.StringMethods.time_title 3.80±0.1ms [ 43.72%] ··· Running strings.StringMethods.time_upper 2.05±0.06ms [ 43.79%] ··· Running timedelta.ToTimedelta.time_convert_coerce 59.9±1ms [ 43.86%] ··· Running timedelta.ToTimedelta.time_convert_ignore 58.2±1ms [ 43.93%] ··· Running timedelta.ToTimedelta.time_convert_int 108±1μs [ 43.99%] ··· Running timedelta.ToTimedelta.time_convert_string 17.0±0.4ms [ 44.06%] ··· Running timedelta.ToTimedelta.time_convert_string_seconds 9.43±0.2ms [ 44.13%] ··· Running timeseries.AsOf.time_asof 3.03±0.2ms [ 44.19%] ··· Running timeseries.AsOf.time_asof_nan 2.97±0.07ms [ 44.26%] ··· Running timeseries.AsOf.time_asof_nan_single 2.87±0.06ms [ 44.33%] ··· Running timeseries.AsOf.time_asof_single 27.1±0.4μs [ 44.39%] ··· Running timeseries.AsOf.time_asof_single_early 20.3±0.4μs [ 44.46%] ··· Running timeseries.AsOfDataFrame.time_asof 28.2±0.6ms [ 44.53%] ··· Running timeseries.AsOfDataFrame.time_asof_nan 34.1±0.2ms [ 44.59%] ··· Running timeseries.AsOfDataFrame.time_asof_nan_single 10.2±0.3ms [ 44.66%] ··· Running timeseries.AsOfDataFrame.time_asof_single 9.97±0.2ms [ 44.73%] ··· Running timeseries.AsOfDataFrame.time_asof_single_early 78.6±2μs [ 44.79%] ··· Running timeseries.DatetimeIndex.time_add_offset_delta 1.63±0.03ms [ 44.86%] ··· Running timeseries.DatetimeIndex.time_add_offset_fast 6.34±0.09ms [ 44.93%] ··· Running timeseries.DatetimeIndex.time_add_offset_slow 438±3ms [ 44.99%] ··· Running timeseries.DatetimeIndex.time_add_timedelta 1.58±0.02ms [ 45.06%] ··· Running timeseries.DatetimeIndex.time_dti_factorize 6.28±0.8ms [ 45.13%] ··· Running timeseries.DatetimeIndex.time_dti_tz_factorize 5.39±1ms [ 45.19%] ··· Running timeseries.DatetimeIndex.time_infer_dst 3.44±0.03ms [ 45.26%] ··· Running timeseries.DatetimeIndex.time_infer_freq 4.76±0.06ms [ 45.33%] ··· Running timeseries.DatetimeIndex.time_normalize 3.02±0.03ms [ 45.39%] ··· Running timeseries.DatetimeIndex.time_reset_index 335±10μs [ 45.46%] ··· Running timeseries.DatetimeIndex.time_reset_index_tz 413±5μs [ 45.53%] ··· Running timeseries.DatetimeIndex.time_timeseries_is_month_start 2.67±0.05ms [ 45.59%] ··· Running timeseries.DatetimeIndex.time_timestamp_tzinfo_cons 7.83±0.2μs [ 45.66%] ··· Running timeseries.DatetimeIndex.time_unique 92.5±3μs [ 45.73%] ··· Running timeseries.Iteration.time_iter_datetimeindex 594±4ms [ 45.79%] ··· Running timeseries.Iteration.time_iter_datetimeindex_preexit 10.9±0.3ms [ 45.86%] ··· Running timeseries.Iteration.time_iter_periodindex 1.75s [ 45.93%] ··· Running timeseries.Iteration.time_iter_periodindex_preexit 18.6±0.7ms [ 45.99%] ··· Running timeseries.Offsets.time_custom_bday_apply 22.4±0.8μs [ 46.06%] ··· Running timeseries.Offsets.time_custom_bday_apply_dt64 23.6±0.7μs [ 46.13%] ··· Running timeseries.Offsets.time_custom_bday_cal_decr 35.7±1μs [ 46.19%] ··· Running timeseries.Offsets.time_custom_bday_cal_incr 32.5±1μs [ 46.26%] ··· Running timeseries.Offsets.time_custom_bday_cal_incr_n 30.0±0.6μs [ 46.33%] ··· Running timeseries.Offsets.time_custom_bday_cal_incr_neg_n 35.9±0.5μs [ 46.40%] ··· Running timeseries.Offsets.time_custom_bday_decr 34.8±0.4μs [ 46.46%] ··· Running timeseries.Offsets.time_custom_bday_incr 25.2±0.2μs [ 46.53%] ··· Running timeseries.Offsets.time_custom_bmonthbegin_decr_n 239±3μs [ 46.60%] ··· Running timeseries.Offsets.time_custom_bmonthbegin_incr_n 232±0.8μs [ 46.66%] ··· Running timeseries.Offsets.time_custom_bmonthend_decr_n 262±3μs [ 46.73%] ··· Running timeseries.Offsets.time_custom_bmonthend_incr 188±0.9μs [ 46.80%] ··· Running timeseries.Offsets.time_custom_bmonthend_incr_n 229±3μs [ 46.86%] ··· Running timeseries.Offsets.time_timeseries_day_apply 28.7±0.6μs [ 46.93%] ··· Running timeseries.Offsets.time_timeseries_day_incr 31.8±2μs [ 47.00%] ··· Running timeseries.Offsets.time_timeseries_year_apply 21.5±0.8μs [ 47.06%] ··· Running timeseries.Offsets.time_timeseries_year_incr 25.0±0.6μs [ 47.13%] ··· Running timeseries.ResampleDataFrame.time_max_numpy 1.88±0.07ms [ 47.20%] ··· Running timeseries.ResampleDataFrame.time_max_string 1.88±0.06ms [ 47.26%] ··· Running timeseries.ResampleDataFrame.time_mean_numpy 1.63±0.05ms [ 47.33%] ··· Running timeseries.ResampleDataFrame.time_mean_string 1.61±0.05ms [ 47.40%] ··· Running timeseries.ResampleDataFrame.time_min_numpy 1.89±0.06ms [ 47.46%] ··· Running timeseries.ResampleDataFrame.time_min_string 1.91±0.05ms [ 47.53%] ··· Running timeseries.ResampleSeries.time_1min_5min_mean 930±9μs [ 47.60%] ··· Running timeseries.ResampleSeries.time_1min_5min_ohlc 1.01±0.01ms [ 47.66%] ··· Running timeseries.ResampleSeries.time_period_downsample_mean 7.84±0.05ms [ 47.73%] ··· Running timeseries.ResampleSeries.time_resample_datetime64 1.41±0.03ms [ 47.80%] ··· Running timeseries.ResampleSeries.time_timestamp_downsample_mean 3.53±0.1ms [ 47.86%] ··· Running timeseries.SemiMonthOffset.time_begin_apply 49.2±0.8μs [ 47.93%] ··· Running timeseries.SemiMonthOffset.time_begin_apply_index 430±3ms [ 48.00%] ··· Running timeseries.SemiMonthOffset.time_begin_decr 59.0±1μs [ 48.06%] ··· Running timeseries.SemiMonthOffset.time_begin_decr_n 58.4±0.8μs [ 48.13%] ··· Running timeseries.SemiMonthOffset.time_begin_decr_rng 436±3ms [ 48.20%] ··· Running timeseries.SemiMonthOffset.time_begin_incr 53.1±1μs [ 48.26%] ··· Running timeseries.SemiMonthOffset.time_begin_incr_n 56.1±0.8μs [ 48.33%] ··· Running timeseries.SemiMonthOffset.time_begin_incr_rng 422±0.4ms [ 48.40%] ··· Running timeseries.SemiMonthOffset.time_end_apply 49.8±2μs [ 48.46%] ··· Running timeseries.SemiMonthOffset.time_end_apply_index 419±5ms [ 48.53%] ··· Running timeseries.SemiMonthOffset.time_end_decr 59.1±2μs [ 48.60%] ··· Running timeseries.SemiMonthOffset.time_end_decr_n 62.2±2μs [ 48.66%] ··· Running timeseries.SemiMonthOffset.time_end_decr_rng 439±7ms [ 48.73%] ··· Running timeseries.SemiMonthOffset.time_end_incr 56.0±3μs [ 48.80%] ··· Running timeseries.SemiMonthOffset.time_end_incr_n 58.0±2μs [ 48.87%] ··· Running timeseries.SemiMonthOffset.time_end_incr_rng 445±10ms [ 48.93%] ··· Running timeseries.SeriesArithmetic.time_add_offset_delta 4.07±0.04ms [ 49.00%] ··· Running timeseries.SeriesArithmetic.time_add_offset_fast 8.23±0.1ms [ 49.07%] ··· Running timeseries.SeriesArithmetic.time_add_offset_slow 427±5ms [ 49.13%] ··· Running timeseries.TimeDatetimeConverter.time_convert 4.90±0.1ms [ 49.20%] ··· Running timeseries.TimeSeries.time_add_irregular 9.55±0.1ms [ 49.27%] ··· Running timeseries.TimeSeries.time_large_lookup_value 1.49±0.01ms [ 49.33%] ··· Running timeseries.TimeSeries.time_sort_index_monotonic 63.2±1μs [ 49.40%] ··· Running timeseries.TimeSeries.time_sort_index_non_monotonic 7.99±0.2ms [ 49.47%] ··· Running timeseries.TimeSeries.time_timeseries_slice_minutely 61.1±1μs [ 49.53%] ··· Running timeseries.ToDatetime.time_format_YYYYMMDD 4.66±0.04ms [ 49.60%] ··· Running timeseries.ToDatetime.time_format_exact 552±3ms [ 49.67%] ··· Running timeseries.ToDatetime.time_format_no_exact 530±2ms [ 49.73%] ··· Running timeseries.ToDatetime.time_iso8601 3.76±0.08ms [ 49.80%] ··· Running timeseries.ToDatetime.time_iso8601_format 3.56±0.2ms [ 49.87%] ··· Running timeseries.ToDatetime.time_iso8601_format_no_sep 3.93±0.05ms [ 49.93%] ··· Running timeseries.ToDatetime.time_iso8601_nosep 3.73±0.1ms [ 50.00%] ··· Running timeseries.ToDatetime.time_iso8601_tz_spaceformat 202±4ms [ 50.00%] · For pandas commit hash 0281886f: [ 50.00%] ·· Building for conda-py3.6-Cython-matplotlib-numexpr-numpy-openpyxl-pytables-pytest-scipy-sqlalchemy-xlrd-xlsxwriter-xlwt.... [ 50.00%] ·· Benchmarking conda-py3.6-Cython-matplotlib-numexpr-numpy-openpyxl-pytables-pytest-scipy-sqlalchemy-xlrd-xlsxwriter-xlwt [ 50.07%] ··· Running algorithms.Algorithms.time_add_overflow_both_arg_nan 8.37±0.4ms [ 50.13%] ··· Running algorithms.Algorithms.time_add_overflow_first_arg_nan 8.45±0.2ms [ 50.20%] ··· Running algorithms.Algorithms.time_add_overflow_mixed_arr 8.38±0.3ms [ 50.27%] ··· Running algorithms.Algorithms.time_add_overflow_neg_arr 4.26±0.1ms [ 50.33%] ··· Running algorithms.Algorithms.time_add_overflow_neg_scalar 4.70±0.2ms [ 50.40%] ··· Running algorithms.Algorithms.time_add_overflow_pos_arr 4.34±0.1ms [ 50.47%] ··· Running algorithms.Algorithms.time_add_overflow_pos_scalar 3.66±0.1ms [ 50.53%] ··· Running algorithms.Algorithms.time_add_overflow_second_arg_nan 8.09±0.2ms [ 50.60%] ··· Running algorithms.Algorithms.time_add_overflow_zero_scalar 3.65±0.1ms [ 50.67%] ··· Running algorithms.Algorithms.time_duplicated_float 3.39±0.2ms [ 50.73%] ··· Running algorithms.Algorithms.time_duplicated_int 2.73±0.1ms [ 50.80%] ··· Running algorithms.Algorithms.time_duplicated_int_unique 17.2±0.4μs [ 50.87%] ··· Running algorithms.Algorithms.time_factorize_float 3.25±0.1ms [ 50.93%] ··· Running algorithms.Algorithms.time_factorize_int 3.34±0.2ms [ 51.00%] ··· Running algorithms.Algorithms.time_factorize_string 8.93±0.5ms [ 51.07%] ··· Running algorithms.Algorithms.time_match_strings 297±8μs [ 51.13%] ··· Running algorithms.Hashing.time_frame 16.0±0.5ms [ 51.20%] ··· Running algorithms.Hashing.time_series_categorical 2.95±0.1ms [ 51.27%] ··· Running algorithms.Hashing.time_series_int 1.38±0.01ms [ 51.34%] ··· Running algorithms.Hashing.time_series_string 7.90±0.2ms [ 51.40%] ··· Running attrs_caching.CacheReadonly.time_cache_readonly 152±4ns [ 51.47%] ··· Running attrs_caching.DataFrameAttributes.time_get_index 219±4ns [ 51.54%] ··· Running attrs_caching.DataFrameAttributes.time_set_index 2.88±0.09μs [ 51.60%] ··· Running binary_ops.Ops.time_frame_add 16.1±0.7ms;... [ 51.67%] ··· Running binary_ops.Ops.time_frame_comparison 16.9±0.3ms;... [ 51.74%] ··· Running binary_ops.Ops.time_frame_mult 16.1±0.3ms;... [ 51.80%] ··· Running binary_ops.Ops.time_frame_multi_and 50.0±0.4ms;... [ 51.87%] ··· Running binary_ops.Ops2.time_frame_float_div 32.2±0.2ms [ 51.94%] ··· Running binary_ops.Ops2.time_frame_float_div_by_zero 49.6±0.8ms [ 52.00%] ··· Running binary_ops.Ops2.time_frame_float_floor_by_zero 46.8±0.6ms [ 52.07%] ··· Running binary_ops.Ops2.time_frame_float_mod 7.33±0.2ms [ 52.14%] ··· Running binary_ops.Ops2.time_frame_int_div_by_zero 50.3±0.7ms [ 52.20%] ··· Running binary_ops.Ops2.time_frame_int_mod 7.37±0.2ms [ 52.27%] ··· Running binary_ops.Timeseries.time_series_timestamp_compare 1.32±0.02ms [ 52.34%] ··· Running binary_ops.Timeseries.time_timestamp_ops_diff1 6.51±0.05ms [ 52.40%] ··· Running binary_ops.Timeseries.time_timestamp_ops_diff2 26.4±2ms [ 52.47%] ··· Running binary_ops.Timeseries.time_timestamp_series_compare 1.29±0.03ms [ 52.54%] ··· Running binary_ops.TimeseriesTZ.time_series_timestamp_compare 1.34±0.02ms [ 52.60%] ··· Running binary_ops.TimeseriesTZ.time_timestamp_ops_diff1 11.8±0.7ms [ 52.67%] ··· Running binary_ops.TimeseriesTZ.time_timestamp_ops_diff2 66.5±0.5ms [ 52.74%] ··· Running binary_ops.TimeseriesTZ.time_timestamp_series_compare 1.37±0.03ms [ 52.80%] ··· Running categoricals.Categoricals.time_concat 1.03±0.05ms [ 52.87%] ··· Running categoricals.Categoricals.time_constructor_datetimes 762±20μs [ 52.94%] ··· Running categoricals.Categoricals.time_constructor_datetimes_with_nat 871±10μs [ 53.00%] ··· Running categoricals.Categoricals.time_constructor_fastpath 249±4μs [ 53.07%] ··· Running categoricals.Categoricals.time_constructor_regular 10.5±0.2ms [ 53.14%] ··· Running categoricals.Categoricals.time_union 5.95±3ms [ 53.20%] ··· Running categoricals.Categoricals2.time_rendering 728±2μs [ 53.27%] ··· Running categoricals.Categoricals2.time_value_counts 21.1±0.5ms [ 53.34%] ··· Running categoricals.Categoricals2.time_value_counts_dropna 23.9±0.05ms [ 53.40%] ··· Running categoricals.Categoricals3.time_rank_int 4.71±0.2ms [ 53.47%] ··· Running categoricals.Categoricals3.time_rank_int_cat 5.15±0.09ms [ 53.54%] ··· Running categoricals.Categoricals3.time_rank_int_cat_ordered 5.13±0.1ms [ 53.60%] ··· Running categoricals.Categoricals3.time_rank_string 125±1ms [ 53.67%] ··· Running categoricals.Categoricals3.time_rank_string_cat 6.24±0.08ms [ 53.74%] ··· Running categoricals.Categoricals3.time_rank_string_cat_ordered 4.97±0.1ms [ 53.81%] ··· Running ctors.Constructors.time_dtindex_from_series 10.6±0.1μs [ 53.87%] ··· Running ctors.Constructors.time_dtindex_from_series2 24.5±0.4μs [ 53.94%] ··· Running ctors.Constructors.time_frame_from_ndarray 57.9±0.8μs [ 54.01%] ··· Running ctors.Constructors.time_index_from_array_string 23.0±0.3μs [ 54.07%] ··· Running ctors.Constructors.time_series_from_ndarray 13.7±0.2μs [ 54.14%] ··· Running eval.Eval.time_add 7.86±0.03ms;... [ 54.21%] ··· Running eval.Eval.time_and 24.3±0.2ms;... [ 54.27%] ··· Running eval.Eval.time_chained_cmp 18.9±0.09ms;... [ 54.34%] ··· Running eval.Eval.time_mult 7.73±0.1ms;... [ 54.41%] ··· Running eval.Query.time_query_datetime_index 9.51±0.4ms [ 54.47%] ··· Running eval.Query.time_query_datetime_series 8.78±0.08ms [ 54.54%] ··· Running eval.Query.time_query_with_boolean_selection 14.7±0.4ms [ 54.61%] ··· Running frame_ctor.FrameConstructorDTIndexFromOffsets.time_frame_ctor 1.40±0.03ms;... [ 54.67%] ··· Running frame_ctor.FromDicts.time_frame_ctor_list_of_dict 35.0±0.7ms [ 54.74%] ··· Running frame_ctor.FromDicts.time_frame_ctor_nested_dict 40.8±0.5ms [ 54.81%] ··· Running frame_ctor.FromDicts.time_frame_ctor_nested_dict_int64 41.1±0.7ms [ 54.87%] ··· Running frame_ctor.FromDicts.time_series_ctor_from_dict 2.64±0.03ms [ 54.94%] ··· Running frame_ctor.frame_from_series.time_frame_from_mi_series 72.9±1μs [ 55.01%] ··· Running frame_ctor.frame_get_numeric_data.time_frame_get_numeric_data 86.4±1μs [ 55.07%] ··· Running frame_methods.Apply.time_apply_axis_1 98.4±1ms [ 55.14%] ··· Running frame_methods.Apply.time_apply_lambda_mean 6.87±0.06ms [ 55.21%] ··· Running frame_methods.Apply.time_apply_np_mean 7.55±0.08ms [ 55.27%] ··· Running frame_methods.Apply.time_apply_pass_thru 3.89±0.02ms [ 55.34%] ··· Running frame_methods.Apply.time_apply_ref_by_name 18.9±0.3ms [ 55.41%] ··· Running frame_methods.Apply.time_apply_user_func 383±20ms [ 55.47%] ··· Running frame_methods.Dropna.time_count_level_axis0_mixed_dtypes_multi 49.5±2ms [ 55.54%] ··· Running frame_methods.Dropna.time_count_level_axis0_multi 44.7±1ms [ 55.61%] ··· Running frame_methods.Dropna.time_count_level_axis1_mixed_dtypes_multi 40.7±1ms [ 55.67%] ··· Running frame_methods.Dropna.time_count_level_axis1_multi 36.3±0.4ms [ 55.74%] ··· Running frame_methods.Dropna.time_dropna_axis0_all 45.4±0.4ms [ 55.81%] ··· Running frame_methods.Dropna.time_dropna_axis0_all_mixed_dtypes 147±0.7ms [ 55.87%] ··· Running frame_methods.Dropna.time_dropna_axis0_any 21.2±0.2ms [ 55.94%] ··· Running frame_methods.Dropna.time_dropna_axis0_any_mixed_dtypes 122±1ms [ 56.01%] ··· Running frame_methods.Dropna.time_dropna_axis1_all 44.9±0.3ms [ 56.07%] ··· Running frame_methods.Dropna.time_dropna_axis1_all_mixed_dtypes 144±1ms [ 56.14%] ··· Running frame_methods.Dropna.time_dropna_axis1_any 18.6±0.2ms [ 56.21%] ··· Running frame_methods.Dropna.time_dropna_axis1_any_mixed_dtypes 118±1ms [ 56.28%] ··· Running frame_methods.Equals.time_frame_float_equal 1.71±0.03ms [ 56.34%] ··· Running frame_methods.Equals.time_frame_float_unequal 7.40±0.1μs [ 56.41%] ··· Running frame_methods.Equals.time_frame_nonunique_equal 5.36±0.05ms [ 56.48%] ··· Running frame_methods.Equals.time_frame_nonunique_unequal 7.99±0.1μs [ 56.54%] ··· Running frame_methods.Equals.time_frame_object_equal 5.42±0.03ms [ 56.61%] ··· Running frame_methods.Equals.time_frame_object_unequal 7.75±0.1μs [ 56.68%] ··· Running frame_methods.Formatting.time_frame_repr_wide 8.26±0.3ms [ 56.74%] ··· Running frame_methods.Formatting.time_html_repr_trunc_mi 18.0±0.4ms [ 56.81%] ··· Running frame_methods.Formatting.time_html_repr_trunc_si 13.3±0.4ms [ 56.88%] ··· Running frame_methods.Formatting.time_repr_tall 9.59±0.2ms [ 56.94%] ··· Running frame_methods.Formatting.time_to_html_mixed 103±3ms [ 57.01%] ··· Running frame_methods.Formatting.time_to_string_floats 12.1±0.3ms [ 57.08%] ··· Running frame_methods.FrameIsnull.time_isnull 489±30μs [ 57.14%] ··· Running frame_methods.FrameIsnull.time_isnull_floats_no_null 473±20μs [ 57.21%] ··· Running frame_methods.FrameIsnull.time_isnull_obj 40.5±0.5ms [ 57.28%] ··· Running frame_methods.FrameIsnull.time_isnull_strngs 37.1±0.7ms [ 57.34%] ··· Running frame_methods.Interpolate.time_interpolate 36.6±1ms [ 57.41%] ··· Running frame_methods.Interpolate.time_interpolate_some_good 946±20μs [ 57.48%] ··· Running frame_methods.Interpolate.time_interpolate_some_good_infer 2.19±0.1ms [ 57.54%] ··· Running frame_methods.Iteration.time_iteritems 27.7±0.3ms [ 57.61%] ··· Running frame_methods.Iteration.time_iteritems_cached 519±10μs [ 57.68%] ··· Running frame_methods.Iteration.time_iteritems_indexing 14.0±0.08ms [ 57.74%] ··· Running frame_methods.Iteration.time_itertuples 36.9±0.5ms [ 57.81%] ··· Running frame_methods.Reindex.time_reindex_axis0 2.94±0.1ms [ 57.88%] ··· Running frame_methods.Reindex.time_reindex_axis1 63.3±0.3ms [ 57.94%] ··· Running frame_methods.Reindex.time_reindex_both_axes 24.2±1ms [ 58.01%] ··· Running frame_methods.Reindex.time_reindex_both_axes_ix 21.8±0.2ms [ 58.08%] ··· Running frame_methods.Reindex.time_reindex_upcast 5.64±0.7ms [ 58.14%] ··· Running frame_methods.Shift.time_shift_axis0 14.7±0.4ms [ 58.21%] ··· Running frame_methods.Shift.time_shift_axis_1 15.6±0.3ms [ 58.28%] ··· Running frame_methods.frame_assign_timeseries_index.time_frame_assign_timeseries_index 1.44±0.03ms [ 58.34%] ··· Running frame_methods.frame_boolean_row_select.time_frame_boolean_row_select 187±5μs [ 58.41%] ··· Running frame_methods.frame_dtypes.time_frame_dtypes 69.8±1μs [ 58.48%] ··· Running frame_methods.frame_duplicated.time_frame_duplicated 91.1±3ms [ 58.54%] ··· Running frame_methods.frame_duplicated.time_frame_duplicated_wide 135±0.1ms [ 58.61%] ··· Running frame_methods.frame_fancy_lookup.time_frame_fancy_lookup 2.08±0.05ms [ 58.68%] ··· Running frame_methods.frame_fancy_lookup.time_frame_fancy_lookup_all 19.2±0.7ms [ 58.74%] ··· Running frame_methods.frame_fillna_inplace.time_frame_fillna_inplace 7.27±0.2ms [ 58.81%] ··· Running frame_methods.frame_fillna_many_columns_pad.time_frame_fillna_many_columns_pad 4.02±0.06ms [ 58.88%] ··· Running frame_methods.frame_from_records_generator.time_frame_from_records_generator 60.6±0.6ms [ 58.95%] ··· Running frame_methods.frame_from_records_generator.time_frame_from_records_generator_nrows 795±10μs [ 59.01%] ··· Running frame_methods.frame_get_dtype_counts.time_frame_get_dtype_counts 106±1μs [ 59.08%] ··· Running frame_methods.frame_getitem_single_column.time_frame_getitem_single_column 16.9±0.09ms [ 59.15%] ··· Running frame_methods.frame_getitem_single_column.time_frame_getitem_single_column2 18.1±0.4ms [ 59.21%] ··· Running frame_methods.frame_insert_100_columns_begin.time_frame_insert_100_columns_begin 33.0±0.8ms [ 59.28%] ··· Running frame_methods.frame_insert_100_columns_begin.time_frame_insert_500_columns_end 95.8±2ms [ 59.35%] ··· Running frame_methods.frame_mask_bools.time_frame_mask_bools 10.6±0.2ms [ 59.41%] ··· Running frame_methods.frame_mask_bools.time_frame_mask_floats 9.52±0.2ms [ 59.48%] ··· Running frame_methods.frame_nlargest.time_frame_nlargest 1.48±0.05ms [ 59.55%] ··· Running frame_methods.frame_nunique.time_frame_nunique 283±0.8ms [ 59.61%] ··· Running frame_methods.frame_quantile_axis1.time_frame_quantile_axis1 625±10μs [ 59.68%] ··· Running frame_methods.frame_sort_index.time_frame_sort_index 2.57±0.09ms [ 59.75%] ··· Running frame_methods.frame_sort_index_by_columns.time_frame_sort_index_by_columns 30.4±0.7ms [ 59.81%] ··· Running frame_methods.frame_xs_col.time_frame_xs_col 3.58±0.05μs [ 59.88%] ··· Running frame_methods.frame_xs_row.time_frame_xs_row 58.3±0.9μs [ 59.95%] ··· Running frame_methods.series_string_vector_slice.time_series_string_vector_slice 140±2ms [ 60.01%] ··· Running gil.NoGilGroupby.time_count_2 40.4±0.6ms [ 60.08%] ··· Running gil.NoGilGroupby.time_groups_2 335±10ms [ 60.15%] ··· Running gil.NoGilGroupby.time_groups_4 872±20ms [ 60.21%] ··· Running gil.NoGilGroupby.time_groups_8 2.71±0.02s [ 60.28%] ··· Running gil.NoGilGroupby.time_last_2 42.2±2ms [ 60.35%] ··· Running gil.NoGilGroupby.time_max_2 38.9±1ms [ 60.41%] ··· Running gil.NoGilGroupby.time_mean_2 38.3±0.6ms [ 60.48%] ··· Running gil.NoGilGroupby.time_min_2 39.2±2ms [ 60.55%] ··· Running gil.NoGilGroupby.time_prod_2 42.3±2ms [ 60.61%] ··· Running gil.NoGilGroupby.time_sum_2 38.7±2ms [ 60.68%] ··· Running gil.NoGilGroupby.time_sum_4 106±7ms [ 60.75%] ··· Running gil.NoGilGroupby.time_sum_4_notp 67.5±8ms [ 60.81%] ··· Running gil.NoGilGroupby.time_sum_8 281±20ms [ 60.88%] ··· Running gil.NoGilGroupby.time_sum_8_notp 138±20ms [ 60.95%] ··· Running gil.NoGilGroupby.time_var_2 43.3±0.7ms [ 61.01%] ··· Running gil.nogil_datetime_fields.time_datetime_field_day 6.05s [ 61.08%] ··· Running gil.nogil_datetime_fields.time_datetime_field_daysinmonth 6.35s [ 61.15%] ··· Running gil.nogil_datetime_fields.time_datetime_field_normalize 9.51s [ 61.21%] ··· Running gil.nogil_datetime_fields.time_datetime_field_year 5.91s [ 61.28%] ··· Running gil.nogil_datetime_fields.time_datetime_to_period 6.96s [ 61.35%] ··· Running gil.nogil_datetime_fields.time_period_to_datetime 12.2s [ 61.42%] ··· Running gil.nogil_factorize.time_factorize_strings 72.5±2ms [ 61.48%] ··· Running gil.nogil_factorize.time_factorize_strings_2 87.8±2ms [ 61.55%] ··· Running gil.nogil_factorize.time_factorize_strings_4 121±4ms [ 61.62%] ··· Running gil.nogil_kth_smallest.time_nogil_kth_smallest 116±0.2ms [ 61.68%] ··· Running gil.nogil_read_csv.time_read_csv 333ms [ 61.75%] ··· Running gil.nogil_read_csv.time_read_csv_datetime 291ms [ 61.82%] ··· Running gil.nogil_read_csv.time_read_csv_object 9.10ms [ 61.88%] ··· Running gil.nogil_rolling_algos_fast.time_nogil_rolling_kurt 76.6±0.4ms [ 61.95%] ··· Running gil.nogil_rolling_algos_fast.time_nogil_rolling_max 74.5±2ms [ 62.02%] ··· Running gil.nogil_rolling_algos_fast.time_nogil_rolling_mean 63.7±2ms [ 62.08%] ··· Running gil.nogil_rolling_algos_fast.time_nogil_rolling_min 75.8±2ms [ 62.15%] ··· Running gil.nogil_rolling_algos_fast.time_nogil_rolling_skew 73.5±0.6ms [ 62.22%] ··· Running gil.nogil_rolling_algos_fast.time_nogil_rolling_std 73.3±0.9ms [ 62.28%] ··· Running gil.nogil_rolling_algos_fast.time_nogil_rolling_var 65.0±3ms [ 62.35%] ··· Running gil.nogil_rolling_algos_slow.time_nogil_rolling_median 113±0.8ms [ 62.42%] ··· Running gil.nogil_take1d_float64.time_nogil_take1d_float64 80.8±2ms [ 62.48%] ··· Running gil.nogil_take1d_int64.time_nogil_take1d_int64 62.9±1ms [ 62.55%] ··· Running groupby.FirstLast.time_groupby_first 3.84±0.1ms;... [ 62.62%] ··· Running groupby.FirstLast.time_groupby_last 3.76±0.1ms;... [ 62.68%] ··· Running groupby.FirstLast.time_groupby_nth_any 19.1±1ms;... [ 62.75%] ··· Running groupby.FirstLast.time_groupby_nth_none 9.55±0.5ms;... [ 62.82%] ··· Running groupby.GroupBySuite.time_all 9.70±0.1ms;... [ 62.88%] ··· Running groupby.GroupBySuite.time_any 9.61±0.3ms;... [ 62.95%] ··· Running groupby.GroupBySuite.time_count 295±5μs;... [ 63.02%] ··· Running groupby.GroupBySuite.time_cumcount 339±5μs;... [ 63.08%] ··· Running groupby.GroupBySuite.time_cummax 338±5μs;... [ 63.15%] ··· Running groupby.GroupBySuite.time_cummin 334±4μs;... [ 63.22%] ··· Running groupby.GroupBySuite.time_cumprod 495±10μs;... [ 63.28%] ··· Running groupby.GroupBySuite.time_cumsum 350±6μs;... [ 63.35%] ··· Running groupby.GroupBySuite.time_describe 125±3ms;... [ 63.42%] ··· Running groupby.GroupBySuite.time_diff 12.5±0.3ms;... [ 63.48%] ··· Running groupby.GroupBySuite.time_first 351±7μs;... [ 63.55%] ··· Running groupby.GroupBySuite.time_head 533±10μs;... [ 63.62%] ··· Running groupby.GroupBySuite.time_last 341±6μs;... [ 63.68%] ··· Running groupby.GroupBySuite.time_mad 48.5±0.9ms;... [ 63.75%] ··· Running groupby.GroupBySuite.time_max 360±5μs;... [ 63.82%] ··· Running groupby.GroupBySuite.time_mean 400±7μs;... [ 63.89%] ··· Running groupby.GroupBySuite.time_median 427±6μs;... [ 63.95%] ··· Running groupby.GroupBySuite.time_min 348±4μs;... [ 64.02%] ··· Running groupby.GroupBySuite.time_nunique 328±5μs;... [ 64.09%] ··· Running groupby.GroupBySuite.time_pct_change 45.3±0.6ms;... [ 64.15%] ··· Running groupby.GroupBySuite.time_prod 493±10μs;... [ 64.22%] ··· Running groupby.GroupBySuite.time_rank 14.6±0.4ms;... [ 64.29%] ··· Running groupby.GroupBySuite.time_sem 714±20μs;... [ 64.35%] ··· Running groupby.GroupBySuite.time_size 259±5μs;... [ 64.42%] ··· Running groupby.GroupBySuite.time_skew 16.0±0.2ms;... [ 64.49%] ··· Running groupby.GroupBySuite.time_std 469±10μs;... [ 64.55%] ··· Running groupby.GroupBySuite.time_sum 487±10μs;... [ 64.62%] ··· Running groupby.GroupBySuite.time_tail 554±10μs;... [ 64.69%] ··· Running groupby.GroupBySuite.time_unique 9.17±0.2ms;... [ 64.75%] ··· Running groupby.GroupBySuite.time_value_counts 545±10μs;... [ 64.82%] ··· Running groupby.GroupBySuite.time_var 406±10μs;... [ 64.89%] ··· Running groupby.Groups.time_groupby_groups 150±0.8ms;... [ 64.95%] ··· Running groupby.Transform.time_transform_func 115±1ms [ 65.02%] ··· Running groupby.Transform.time_transform_multi_key1 6.26±0.1ms [ 65.09%] ··· Running groupby.Transform.time_transform_multi_key2 5.29±0.1ms [ 65.15%] ··· Running groupby.Transform.time_transform_multi_key3 4.61±0.1ms [ 65.22%] ··· Running groupby.Transform.time_transform_multi_key4 2.25±0.06ms [ 65.29%] ··· Running groupby.Transform.time_transform_ufunc 5.23±0.1ms [ 65.35%] ··· Running groupby.groupby_agg_builtins.time_groupby_agg_builtins1 6.98±0.2ms [ 65.42%] ··· Running groupby.groupby_agg_builtins.time_groupby_agg_builtins2 25.8±1ms [ 65.49%] ··· Running groupby.groupby_agg_multi.time_groupby_multi_different_functions 6.76±0.2ms [ 65.55%] ··· Running groupby.groupby_agg_multi.time_groupby_multi_different_numpy_functions 7.35±0.4ms [ 65.62%] ··· Running groupby.groupby_apply_dict_return.time_groupby_apply_dict_return 27.5±0.6ms [ 65.69%] ··· Running groupby.groupby_categorical.time_groupby_extra_cat_nosort 7.13±0.6ms [ 65.75%] ··· Running groupby.groupby_categorical.time_groupby_extra_cat_sort 1.30±0.04ms [ 65.82%] ··· Running groupby.groupby_categorical.time_groupby_nosort 8.76±0.5ms [ 65.89%] ··· Running groupby.groupby_categorical.time_groupby_ordered_nosort 13.0±0.8ms [ 65.95%] ··· Running groupby.groupby_categorical.time_groupby_ordered_sort 1.30±0.02ms [ 66.02%] ··· Running groupby.groupby_categorical.time_groupby_sort 1.31±0.03ms [ 66.09%] ··· Running groupby.groupby_datetime.time_groupby_sum 1.37±0.03ms [ 66.15%] ··· Running groupby.groupby_datetimetz.time_groupby_sum 2.30±0.04ms [ 66.22%] ··· Running groupby.groupby_float32.time_groupby_sum 6.38±0.2ms [ 66.29%] ··· Running groupby.groupby_frame_apply.time_groupby_frame_apply_df_copy_overhead 394±10ms [ 66.36%] ··· Running groupby.groupby_frame_apply.time_groupby_frame_apply_scalar_function 21.2±0.9ms [ 66.42%] ··· Running groupby.groupby_frame_apply.time_groupby_frame_apply_scalar_function_overhead 4.85±0.1ms [ 66.49%] ··· Running groupby.groupby_frame_apply.time_groupby_frame_df_copy_function 983±0.6ms [ 66.56%] ··· Running groupby.groupby_frame_cython_many_columns.time_sum 3.19±0.07ms [ 66.62%] ··· Running groupby.groupby_frame_singlekey_integer.time_sum 2.15±0.05ms [ 66.69%] ··· Running groupby.groupby_indices.time_groupby_indices 116±3ms [ 66.76%] ··· Running groupby.groupby_int64_overflow.time_groupby_int64_overflow 197±10ms [ 66.82%] ··· Running groupby.groupby_int_count.time_groupby_int_count 2.36±0.06ms [ 66.89%] ··· Running groupby.groupby_multi.time_groupby_multi_cython 10.7±0.7ms [ 66.96%] ··· Running groupby.groupby_multi.time_groupby_multi_python 69.7±0.5ms [ 67.02%] ··· Running groupby.groupby_multi.time_groupby_multi_series_op 9.54±0.5ms [ 67.09%] ··· Running groupby.groupby_multi.time_groupby_series_simple_cython 4.71±0.1ms [ 67.16%] ··· Running groupby.groupby_multi.time_groupby_series_simple_rank 166±0.9ms [ 67.22%] ··· Running groupby.groupby_multi_count.time_groupby_multi_count 3.46±0.1ms [ 67.29%] ··· Running groupby.groupby_multi_index.time_groupby_multi_index 661ms [ 67.36%] ··· Running groupby.groupby_nth.time_groupby_frame_nth_any 3.37±0.04ms [ 67.42%] ··· Running groupby.groupby_nth.time_groupby_frame_nth_none 1.64±0.03ms [ 67.49%] ··· Running groupby.groupby_nth.time_groupby_series_nth_any 4.18±0.09ms [ 67.56%] ··· Running groupby.groupby_nth.time_groupby_series_nth_none 2.26±0.07ms [ 67.62%] ··· Running groupby.groupby_nunique.time_groupby_nunique 7.23±0.1ms [ 67.69%] ··· Running groupby.groupby_period.time_groupby_sum 20.2±0.5ms [ 67.76%] ··· Running groupby.groupby_pivot_table.time_groupby_pivot_table 12.6±0.5ms [ 67.82%] ··· Running groupby.groupby_size.time_groupby_dt_size 7.38±0.2ms [ 67.89%] ··· Running groupby.groupby_size.time_groupby_dt_timegrouper_size 24.1±0.4ms [ 67.96%] ··· Running groupby.groupby_size.time_groupby_multi_size 9.11±0.1ms [ 68.02%] ··· Running groupby.groupby_size.time_groupby_size 6.54±0.1ms [ 68.09%] ··· Running groupby.groupby_sum_booleans.time_groupby_sum_booleans 1.14±0.03ms [ 68.16%] ··· Running groupby.groupby_sum_multiindex.time_groupby_sum_multiindex 940±20μs [ 68.22%] ··· Running groupby.groupby_transform_series.time_groupby_transform_series 2.92±0.06ms [ 68.29%] ··· Running groupby.groupby_transform_series2.time_cumprod 2.86±0.3ms [ 68.36%] ··· Running groupby.groupby_transform_series2.time_cumsum 2.85±0.3ms [ 68.42%] ··· Running groupby.groupby_transform_series2.time_shift 3.44±0.2ms [ 68.49%] ··· Running groupby.groupby_transform_series2.time_transform_dataframe 2.06±0.06ms [ 68.56%] ··· Running groupby.groupby_transform_series2.time_transform_series2 3.63±0.3ms [ 68.62%] ··· Running groupby.series_value_counts.time_value_counts_float64 2.56±0.06ms [ 68.69%] ··· Running groupby.series_value_counts.time_value_counts_int64 1.25±0.03ms [ 68.76%] ··· Running groupby.series_value_counts.time_value_counts_strings 1.17±0.04ms [ 68.83%] ··· Running hdfstore_bench.HDF5.time_query_store_table 4.16±0.02ms [ 68.89%] ··· Running hdfstore_bench.HDF5.time_query_store_table_wide failed [ 68.96%] ··· Running hdfstore_bench.HDF5.time_read_store 15.2±0.1ms [ 69.03%] ··· Running hdfstore_bench.HDF5.time_read_store_mixed 18.0±0.1ms [ 69.09%] ··· Running hdfstore_bench.HDF5.time_read_store_table 2.13±0.02ms [ 69.16%] ··· Running hdfstore_bench.HDF5.time_read_store_table_mixed 36.4±0.2ms [ 69.23%] ··· Running hdfstore_bench.HDF5.time_read_store_table_wide 10.7±0.3ms [ 69.29%] ··· Running hdfstore_bench.HDF5.time_store_info 2.71±0.01ms [ 69.36%] ··· Running hdfstore_bench.HDF5.time_store_repr 4.14±0.03μs [ 69.43%] ··· Running hdfstore_bench.HDF5.time_store_str 3.93±0.01μs [ 69.49%] ··· Running hdfstore_bench.HDF5.time_write_store 13.4±0.06ms [ 69.56%] ··· Running hdfstore_bench.HDF5.time_write_store_mixed 17.8±0.09ms [ 69.63%] ··· Running hdfstore_bench.HDF5.time_write_store_table 41.8±0.1ms [ 69.69%] ··· Running hdfstore_bench.HDF5.time_write_store_table_dc 88.9±0.8ms [ 69.76%] ··· Running hdfstore_bench.HDF5.time_write_store_table_mixed 51.4±0.07ms [ 69.83%] ··· Running hdfstore_bench.HDF5.time_write_store_table_wide 50.8±2ms [ 69.89%] ··· Running hdfstore_bench.HDF5Panel.time_read_store_table_panel 22.8±0.4ms [ 69.96%] ··· Running hdfstore_bench.HDF5Panel.time_write_store_table_panel 37.0±1ms [ 70.03%] ··· Running index_object.Datetime.time_is_dates_only 154±4ns [ 70.09%] ··· Running index_object.Float64.time_boolean_indexer 2.32±0.01ms [ 70.16%] ··· Running index_object.Float64.time_boolean_series_indexer 2.23±0ms [ 70.23%] ··· Running index_object.Float64.time_construct 19.5±0.08μs [ 70.29%] ··· Running index_object.Float64.time_div 834±10μs [ 70.36%] ··· Running index_object.Float64.time_get 562±1ns [ 70.43%] ··· Running index_object.Float64.time_mul 870±20μs [ 70.49%] ··· Running index_object.Float64.time_slice_indexer_basic 4.62±0.03μs [ 70.56%] ··· Running index_object.Float64.time_slice_indexer_even 4.57±0.01μs [ 70.63%] ··· Running index_object.Multi1.time_duplicated 68.0±5ms [ 70.69%] ··· Running index_object.Multi1.time_from_product 10.3±0.2ms [ 70.76%] ··· Running index_object.Multi2.time_sortlevel_int64 282±7ms [ 70.83%] ··· Running index_object.Multi2.time_sortlevel_one 8.71±0.07ms [ 70.89%] ··· Running index_object.Multi2.time_sortlevel_zero 8.59±0.2ms [ 70.96%] ··· Running index_object.Multi3.time_datetime_level_values_full 8.83±0.1ms [ 71.03%] ··· Running index_object.Multi3.time_datetime_level_values_sliced 184±2μs [ 71.09%] ··· Running index_object.SetOperations.time_datetime_difference 2.89±0.07ms [ 71.16%] ··· Running index_object.SetOperations.time_datetime_difference_disjoint 1.26±0.04ms [ 71.23%] ··· Running index_object.SetOperations.time_datetime_intersection 377±8μs [ 71.30%] ··· Running index_object.SetOperations.time_datetime_symmetric_difference 3.56±0.2ms [ 71.36%] ··· Running index_object.SetOperations.time_datetime_union 117±3μs [ 71.43%] ··· Running index_object.SetOperations.time_index_datetime_intersection 4.91±0.09ms [ 71.50%] ··· Running index_object.SetOperations.time_index_datetime_union 5.00±0.06ms [ 71.56%] ··· Running index_object.SetOperations.time_int64_difference 83.1±1ms [ 71.63%] ··· Running index_object.SetOperations.time_int64_intersection 38.1±0.9ms [ 71.70%] ··· Running index_object.SetOperations.time_int64_symmetric_difference 128±2ms [ 71.76%] ··· Running index_object.SetOperations.time_int64_union 66.4±0.7ms [ 71.83%] ··· Running index_object.SetOperations.time_str_difference 2.65±0.04ms [ 71.90%] ··· Running index_object.SetOperations.time_str_symmetric_difference 5.40±0.1ms [ 71.96%] ··· Running index_object.StringIndex.time_boolean_indexer 10.7±0.2ms [ 72.03%] ··· Running index_object.StringIndex.time_boolean_series_indexer 10.8±0.2ms [ 72.10%] ··· Running index_object.StringIndex.time_slice_indexer_basic 4.26±0.08μs [ 72.16%] ··· Running index_object.StringIndex.time_slice_indexer_even 4.26±0.1μs [ 72.23%] ··· Running indexing.DataFrameIndexing.time_boolean_rows 249±6μs [ 72.30%] ··· Running indexing.DataFrameIndexing.time_boolean_rows_object 422±8μs [ 72.36%] ··· Running indexing.DataFrameIndexing.time_get_value 2.15±0.05μs [ 72.43%] ··· Running indexing.DataFrameIndexing.time_get_value_ix 4.52±0.08μs [ 72.50%] ··· Running indexing.DataFrameIndexing.time_getitem_scalar 9.37±0.1μs [ 72.56%] ··· Running indexing.DataFrameIndexing.time_iloc_big 106±5μs [ 72.63%] ··· Running indexing.DataFrameIndexing.time_iloc_dups 186±5μs [ 72.70%] ··· Running indexing.DataFrameIndexing.time_loc_dups 1.08±0.02ms [ 72.76%] ··· Running indexing.DatetimeIndexing.time_getitem_scalar 3.79±0.07μs [ 72.83%] ··· Running indexing.IndexingMethods.time_get_loc_float 7.05±0.1μs [ 72.90%] ··· Running indexing.IndexingMethods.time_take_dtindex 2.29±0.1ms [ 72.96%] ··· Running indexing.IndexingMethods.time_take_intindex 2.20±0.1ms [ 73.03%] ··· Running indexing.Int64Indexing.time_getitem_array 407±5μs [ 73.10%] ··· Running indexing.Int64Indexing.time_getitem_list_like 220±4μs [ 73.16%] ··· Running indexing.Int64Indexing.time_getitem_lists 2.56±0.05ms [ 73.23%] ··· Running indexing.Int64Indexing.time_getitem_scalar 14.5±0.2μs [ 73.30%] ··· Running indexing.Int64Indexing.time_getitem_slice 45.5±0.5μs [ 73.36%] ··· Running indexing.Int64Indexing.time_iloc_array 59.6±0.6μs [ 73.43%] ··· Running indexing.Int64Indexing.time_iloc_list_like 31.5±0.7μs [ 73.50%] ··· Running indexing.Int64Indexing.time_iloc_scalar 9.47±0.2μs [ 73.56%] ··· Running indexing.Int64Indexing.time_iloc_slice 32.6±0.8μs [ 73.63%] ··· Running indexing.Int64Indexing.time_ix_array 656±5μs [ 73.70%] ··· Running indexing.Int64Indexing.time_ix_list_like 227±2μs [ 73.77%] ··· Running indexing.Int64Indexing.time_ix_scalar 29.1±0.6μs [ 73.83%] ··· Running indexing.Int64Indexing.time_ix_slice 48.4±1μs [ 73.90%] ··· Running indexing.Int64Indexing.time_loc_array 864±20μs [ 73.97%] ··· Running indexing.Int64Indexing.time_loc_list_like 319±10μs [ 74.03%] ··· Running indexing.Int64Indexing.time_loc_scalar 33.5±0.5μs [ 74.10%] ··· Running indexing.Int64Indexing.time_loc_slice 46.4±0.5μs [ 74.17%] ··· Running indexing.IntervalIndexing.time_getitem_list 76.6±1μs [ 74.23%] ··· Running indexing.IntervalIndexing.time_getitem_scalar 35.2±1μs [ 74.30%] ··· Running indexing.IntervalIndexing.time_loc_list 63.8±0.8μs [ 74.37%] ··· Running indexing.IntervalIndexing.time_loc_scalar 55.5±1μs [ 74.43%] ··· Running indexing.MultiIndexing.time_frame_xs_mi_ix 256±6μs [ 74.50%] ··· Running indexing.MultiIndexing.time_is_monotonic 193±2ns [ 74.57%] ··· Running indexing.MultiIndexing.time_multiindex_get_indexer 1.39±0.02ms [ 74.63%] ··· Running indexing.MultiIndexing.time_multiindex_large_get_loc 210±2μs [ 74.70%] ··· Running indexing.MultiIndexing.time_multiindex_large_get_loc_warm 247±8ms [ 74.77%] ··· Running indexing.MultiIndexing.time_multiindex_med_get_loc 4.06±0.09μs [ 74.83%] ··· Running indexing.MultiIndexing.time_multiindex_med_get_loc_warm 4.17±0.1ms [ 74.90%] ··· Running indexing.MultiIndexing.time_multiindex_slicers 3.60±0.06ms [ 74.97%] ··· Running indexing.MultiIndexing.time_multiindex_small_get_loc_warm 4.09±0.1ms [ 75.03%] ··· Running indexing.MultiIndexing.time_multiindex_string_get_loc 4.21±0.1μs [ 75.10%] ··· Running indexing.MultiIndexing.time_remove_unused_levels 322±5μs [ 75.17%] ··· Running indexing.MultiIndexing.time_series_xs_mi_ix 209±2μs [ 75.23%] ··· Running indexing.PanelIndexing.time_subset 1.25±0.03ms [ 75.30%] ··· Running indexing.StringIndexing.time_get_value 387±1ms [ 75.37%] ··· Running indexing.StringIndexing.time_getitem_label_slice 397±0.7ms [ 75.43%] ··· Running indexing.StringIndexing.time_getitem_pos_slice 46.3±1μs [ 75.50%] ··· Running inference.DtypeInfer.time_datetime64 10.3±0.1ms [ 75.57%] ··· Running inference.DtypeInfer.time_float32 672±40μs [ 75.63%] ··· Running inference.DtypeInfer.time_float64 2.64±0.02ms [ 75.70%] ··· Running inference.DtypeInfer.time_int32 667±30μs [ 75.77%] ··· Running inference.DtypeInfer.time_int64 2.75±0.02ms [ 75.83%] ··· Running inference.DtypeInfer.time_timedelta64_1 52.6±0.5ms [ 75.90%] ··· Running inference.DtypeInfer.time_timedelta64_2 11.5±0.09ms [ 75.97%] ··· Running inference.DtypeInfer.time_uint32 251±20μs [ 76.03%] ··· Running inference.MaybeConvertNumeric.time_convert 421ms [ 76.10%] ··· Running inference.to_numeric.time_from_float 19.6±0.2μs [ 76.17%] ··· Running inference.to_numeric.time_from_numeric_str 275±3ms [ 76.23%] ··· Running inference.to_numeric.time_from_str_coerce 7.88±0.1ms [ 76.30%] ··· Running inference.to_numeric.time_from_str_ignore 66.6±0.6μs [ 76.37%] ··· Running inference.to_numeric_downcast.time_downcast 96.4±0.5ms;... [ 76.44%] ··· Running io_bench.frame_to_csv.time_frame_to_csv 117±2ms [ 76.50%] ··· Running io_bench.frame_to_csv2.time_frame_to_csv2 147±2ms [ 76.57%] ··· Running io_bench.frame_to_csv_date_formatting.time_frame_to_csv_date_formatting 8.15±0.3ms [ 76.64%] ··· Running io_bench.frame_to_csv_mixed.time_frame_to_csv_mixed 152±2ms [ 76.70%] ··· Running io_bench.read_csv_from_s3.time_read_nrows n/a;... [ 76.77%] ··· Running io_bench.read_csv_infer_datetime_format_custom.time_read_csv_infer_datetime_format_custom 5.39±0.1ms [ 76.84%] ··· Running io_bench.read_csv_infer_datetime_format_iso8601.time_read_csv_infer_datetime_format_iso8601 1.57±0.04ms [ 76.90%] ··· Running io_bench.read_csv_infer_datetime_format_ymd.time_read_csv_infer_datetime_format_ymd 1.60±0.03ms [ 76.97%] ··· Running io_bench.read_csv_skiprows.time_read_csv_skiprows 9.65±0.2ms [ 77.04%] ··· Running io_bench.read_csv_standard.time_read_csv_standard 8.56±0.1ms [ 77.10%] ··· Running io_bench.read_parse_dates_iso8601.time_read_parse_dates_iso8601 1.15±0.02ms [ 77.17%] ··· Running io_bench.read_uint64_integers.time_read_uint64 2.58±0.05ms [ 77.24%] ··· Running io_bench.read_uint64_integers.time_read_uint64_na_values 4.67±0.08ms [ 77.30%] ··· Running io_bench.read_uint64_integers.time_read_uint64_neg_values 4.53±0.08ms [ 77.37%] ··· Running io_bench.write_csv_standard.time_write_csv_standard 42.2±2ms [ 77.44%] ··· Running io_sql.ReadSQL.time_read_query_fallback 18.0±0.2ms [ 77.50%] ··· Running io_sql.ReadSQL.time_read_query_sqlalchemy 21.8±0.2ms [ 77.57%] ··· Running io_sql.ReadSQL.time_read_table_sqlalchemy 25.8±2ms [ 77.64%] ··· Running io_sql.ReadSQLTypes.time_datetime_read_and_parse_sqlalchemy 12.8±0.2ms [ 77.70%] ··· Running io_sql.ReadSQLTypes.time_datetime_read_as_native_sqlalchemy 16.4±0.4ms [ 77.77%] ··· Running io_sql.ReadSQLTypes.time_float_read_query_fallback 4.80±0.08ms [ 77.84%] ··· Running io_sql.ReadSQLTypes.time_float_read_query_sqlalchemy 8.03±0.2ms [ 77.90%] ··· Running io_sql.ReadSQLTypes.time_float_read_table_sqlalchemy 9.82±0.1ms [ 77.97%] ··· Running io_sql.WriteSQL.time_fallback 37.8±0.6ms [ 78.04%] ··· Running io_sql.WriteSQL.time_sqlalchemy 85.9±1ms [ 78.10%] ··· Running io_sql.WriteSQLTypes.time_datetime_sqlalchemy 68.1±1ms [ 78.17%] ··· Running io_sql.WriteSQLTypes.time_float_fallback 17.3±0.4ms [ 78.24%] ··· Running io_sql.WriteSQLTypes.time_float_sqlalchemy 47.3±0.9ms [ 78.30%] ··· Running io_sql.WriteSQLTypes.time_string_fallback 15.6±0.3ms [ 78.37%] ··· Running io_sql.WriteSQLTypes.time_string_sqlalchemy 45.2±0.9ms [ 78.44%] ··· Running join_merge.Align.time_series_align_int64_index 36.7±1ms [ 78.50%] ··· Running join_merge.Align.time_series_align_left_monotonic 11.8±0.06ms [ 78.57%] ··· Running join_merge.Append.time_append_homogenous 352±5μs [ 78.64%] ··· Running join_merge.Append.time_append_mixed 811±30μs [ 78.70%] ··· Running join_merge.Concat.time_concat_empty_frames1 153±4μs [ 78.77%] ··· Running join_merge.Concat.time_concat_empty_frames2 149±3μs [ 78.84%] ··· Running join_merge.Concat.time_concat_series_axis1 83.0±1ms [ 78.91%] ··· Running join_merge.Concat.time_concat_small_frames 50.9±1ms [ 78.97%] ··· Running join_merge.ConcatFrames.time_c_ordered_axis0 15.5±20ms [ 79.04%] ··· Running join_merge.ConcatFrames.time_c_ordered_axis1 105±20ms [ 79.11%] ··· Running join_merge.ConcatFrames.time_f_ordered_axis0 19.4±20ms [ 79.17%] ··· Running join_merge.ConcatFrames.time_f_ordered_axis1 15.4±20ms [ 79.24%] ··· Running join_merge.ConcatPanels.time_c_ordered_axis0 30.2±30ms [ 79.31%] ··· Running join_merge.ConcatPanels.time_c_ordered_axis1 56.0±40ms [ 79.37%] ··· Running join_merge.ConcatPanels.time_c_ordered_axis2 371±30ms [ 79.44%] ··· Running join_merge.ConcatPanels.time_f_ordered_axis0 201±30ms [ 79.51%] ··· Running join_merge.ConcatPanels.time_f_ordered_axis1 29.9±40ms [ 79.57%] ··· Running join_merge.ConcatPanels.time_f_ordered_axis2 28.9±30ms [ 79.64%] ··· Running join_merge.Join.time_join_dataframe_index_multi 13.2±0.2ms [ 79.71%] ··· Running join_merge.Join.time_join_dataframe_index_single_key_bigger 8.95±0.1ms [ 79.77%] ··· Running join_merge.Join.time_join_dataframe_index_single_key_bigger_sort 10.4±0.2ms [ 79.84%] ··· Running join_merge.Join.time_join_dataframe_index_single_key_small 8.37±0.1ms [ 79.91%] ··· Running join_merge.JoinIndex.time_left_outer_join_index 1.20±0s [ 79.97%] ··· Running join_merge.Merge.time_merge_2intkey_nosort 10.6±0.3ms [ 80.04%] ··· Running join_merge.Merge.time_merge_2intkey_sort 30.7±0.6ms [ 80.11%] ··· Running join_merge.Merge.time_merge_dataframe_integer_2key 5.13±0.1ms [ 80.17%] ··· Running join_merge.Merge.time_merge_dataframe_integer_key 1.48±0.04ms [ 80.24%] ··· Running join_merge.MergeAsof.time_by_int 19.0±0.5ms [ 80.31%] ··· Running join_merge.MergeAsof.time_by_object 33.2±0.5ms [ 80.37%] ··· Running join_merge.MergeAsof.time_multiby 483±5ms [ 80.44%] ··· Running join_merge.MergeAsof.time_noby 8.06±0.2ms [ 80.51%] ··· Running join_merge.MergeAsof.time_on_int32 9.61±0.2ms [ 80.57%] ··· Running join_merge.MergeCategoricals.time_merge_cat 258±3ms [ 80.64%] ··· Running join_merge.MergeCategoricals.time_merge_object 512±1ms [ 80.71%] ··· Running join_merge.MergeOrdered.time_merge_ordered 57.7±0.8ms [ 80.77%] ··· Running join_merge.i8merge.time_i8merge 622±1ms [ 80.84%] ··· Running join_merge.join_non_unique_equal.time_join_non_unique_equal 538±10μs [ 80.91%] ··· Running packers.CSV.time_write_csv 807±4ms [ 80.97%] ··· Running packers.Excel.time_write_excel_openpyxl 430±2ms [ 81.04%] ··· Running packers.Excel.time_write_excel_xlsxwriter 242±5ms [ 81.11%] ··· Running packers.Excel.time_write_excel_xlwt 204±3ms [ 81.17%] ··· Running packers.HDF.time_write_hdf_store 20.5±0.4ms [ 81.24%] ··· Running packers.HDF.time_write_hdf_table 20.4±0.7ms [ 81.31%] ··· Running packers.JSON.time_write_json 56.0ms [ 81.38%] ··· Running packers.JSON.time_write_json_T 55.1ms [ 81.44%] ··· Running packers.JSON.time_write_json_date_index 64.0ms [ 81.51%] ··· Running packers.JSON.time_write_json_lines 107ms [ 81.58%] ··· Running packers.JSON.time_write_json_mixed_delta_int_tstamp 71.4ms [ 81.64%] ··· Running packers.JSON.time_write_json_mixed_float_int 75.7ms [ 81.71%] ··· Running packers.JSON.time_write_json_mixed_float_int_T 59.0ms [ 81.78%] ··· Running packers.JSON.time_write_json_mixed_float_int_str 68.1ms [ 81.84%] ··· Running packers.MsgPack.time_write_msgpack 13.4±0.4ms [ 81.91%] ··· Running packers.Packers.time_packers_read_csv 120±1ms [ 81.98%] ··· Running packers.Pickle.time_write_pickle 15.4±0.3ms [ 82.04%] ··· Running packers.SQL.time_write_sql 1.15±0.01s [ 82.11%] ··· Running packers.STATA.time_write_stata 20.8ms [ 82.18%] ··· Running packers.STATA.time_write_stata_with_validation 29.6±0.4ms [ 82.24%] ··· Running packers.packers_read_excel.time_packers_read_excel 92.4±1ms [ 82.31%] ··· Running packers.packers_read_hdf_store.time_packers_read_hdf_store 16.3±0.4ms [ 82.38%] ··· Running packers.packers_read_hdf_table.time_packers_read_hdf_table 71.9±1ms [ 82.44%] ··· Running packers.packers_read_json.time_packers_read_json 87.7±0.3ms [ 82.51%] ··· Running packers.packers_read_json_date_index.time_packers_read_json_date_index 86.6±0.1ms [ 82.58%] ··· Running packers.packers_read_pack.time_packers_read_pack 12.5±1ms [ 82.64%] ··· Running packers.packers_read_pickle.time_packers_read_pickle 11.2±0.5ms [ 82.71%] ··· Running packers.packers_read_sas.time_read_sas7bdat 64.8±1ms [ 82.78%] ··· Running packers.packers_read_sas.time_read_xport 3.45±0.05ms [ 82.84%] ··· Running packers.packers_read_sql.time_packers_read_sql 296±0.8ms [ 82.91%] ··· Running packers.packers_read_stata.time_packers_read_stata 28.2±0.6ms [ 82.98%] ··· Running packers.packers_read_stata_with_validation.time_packers_read_stata_with_validation 35.4±0.6ms [ 83.04%] ··· Running panel_ctor.Constructors1.time_panel_from_dict_all_different_indexes 73.6±0.7ms [ 83.11%] ··· Running panel_ctor.Constructors2.time_panel_from_dict_equiv_indexes 30.7±0.1ms [ 83.18%] ··· Running panel_ctor.Constructors3.time_panel_from_dict_same_index 28.7±0.4ms [ 83.24%] ··· Running panel_ctor.Constructors4.time_panel_from_dict_two_different_indexes 50.1±0.1ms [ 83.31%] ··· Running panel_methods.PanelMethods.time_pct_change_items 4.25s [ 83.38%] ··· Running panel_methods.PanelMethods.time_pct_change_major 3.72s [ 83.44%] ··· Running panel_methods.PanelMethods.time_pct_change_minor 3.74s [ 83.51%] ··· Running panel_methods.PanelMethods.time_shift 81.1μs [ 83.58%] ··· Running panel_methods.PanelMethods.time_shift_minor 77.1μs [ 83.64%] ··· Running parser_vb.read_csv1.time_sep 13.0±0.2ms [ 83.71%] ··· Running parser_vb.read_csv1.time_thousands 13.3±0.1ms [ 83.78%] ··· Running parser_vb.read_csv2.time_comment 13.9±0.1ms [ 83.85%] ··· Running parser_vb.read_csv3.time_default_converter 1.41±0.03ms [ 83.91%] ··· Running parser_vb.read_csv3.time_default_converter_python_engine 3.87±0.08ms [ 83.98%] ··· Running parser_vb.read_csv3.time_default_converter_with_decimal 1.43±0.03ms [ 84.05%] ··· Running parser_vb.read_csv3.time_default_converter_with_decimal_python_engine 8.08±0.2ms [ 84.11%] ··· Running parser_vb.read_csv3.time_precise_converter 1.38±0.04ms [ 84.18%] ··· Running parser_vb.read_csv3.time_roundtrip_converter 2.12±0.05ms [ 84.25%] ··· Running parser_vb.read_csv_categorical.time_convert_direct 29.1±0.2ms [ 84.31%] ··· Running parser_vb.read_csv_categorical.time_convert_post 46.2±0.6ms [ 84.38%] ··· Running parser_vb.read_csv_dateparsing.time_baseline 2.06±0.06ms [ 84.45%] ··· Running parser_vb.read_csv_dateparsing.time_multiple_date 205±6ms [ 84.51%] ··· Running period.Algorithms.time_drop_duplicates_pindex 10.6±0.4μs [ 84.58%] ··· Running period.Algorithms.time_drop_duplicates_pseries 1.79±0.02ms [ 84.65%] ··· Running period.Algorithms.time_value_counts_pindex 354±7μs [ 84.71%] ··· Running period.Algorithms.time_value_counts_pseries 2.15±0.05ms [ 84.78%] ··· Running period.Constructor.time_from_date_range 114±2μs [ 84.85%] ··· Running period.Constructor.time_from_pydatetime 4.76±0.09ms [ 84.91%] ··· Running period.DataFrame.time_setitem_period_column 27.0±0.5ms [ 84.98%] ··· Running period.period_standard_indexing.time_align 877±20μs [ 85.05%] ··· Running period.period_standard_indexing.time_get_loc 11.4±0.2μs [ 85.11%] ··· Running period.period_standard_indexing.time_intersection 165±8μs [ 85.18%] ··· Running period.period_standard_indexing.time_series_loc 64.4±2μs [ 85.25%] ··· Running period.period_standard_indexing.time_shallow_copy 8.57±0.2μs [ 85.31%] ··· Running period.period_standard_indexing.time_shape 392±7ns [ 85.38%] ··· Running plotting.Misc.time_plot_andrews_curves 1.08±0.3s [ 85.45%] ··· Running plotting.TimeseriesPlotting.time_plot_regular 119±8ms [ 85.51%] ··· Running plotting.TimeseriesPlotting.time_plot_regular_compat 75.8±1ms [ 85.58%] ··· Running reindex.Align.time_align_series_irregular_string 66.8±3ms [ 85.65%] ··· Running reindex.Duplicates.time_frame_drop_dups 6.88±0.3ms [ 85.71%] ··· Running reindex.Duplicates.time_frame_drop_dups_bool 1.55±0.06ms [ 85.78%] ··· Running reindex.Duplicates.time_frame_drop_dups_inplace 2.12±0.08ms [ 85.85%] ··· Running reindex.Duplicates.time_frame_drop_dups_int 20.5±1ms [ 85.91%] ··· Running reindex.Duplicates.time_frame_drop_dups_na 9.15±0.2ms [ 85.98%] ··· Running reindex.Duplicates.time_frame_drop_dups_na_inplace 2.57±0.08ms [ 86.05%] ··· Running reindex.Duplicates.time_series_drop_dups_int 301±10μs [ 86.11%] ··· Running reindex.Duplicates.time_series_drop_dups_string 371±10μs [ 86.18%] ··· Running reindex.FillMethod.time_backfill 186±5μs [ 86.25%] ··· Running reindex.FillMethod.time_backfill_dates 375±20μs [ 86.32%] ··· Running reindex.FillMethod.time_backfill_float32 161±4μs [ 86.38%] ··· Running reindex.FillMethod.time_pad 186±6μs [ 86.45%] ··· Running reindex.FillMethod.time_pad_daterange 405±30μs [ 86.52%] ··· Running reindex.FillMethod.time_pad_float32 174±4μs [ 86.58%] ··· Running reindex.LevelAlign.time_align_level 501±30μs [ 86.65%] ··· Running reindex.LevelAlign.time_reindex_level 478±20μs [ 86.72%] ··· Running reindex.LibFastZip.time_lib_fast_zip 6.96±0.1ms [ 86.78%] ··· Running reindex.LibFastZip.time_lib_fast_zip_fillna 9.18±0.1ms [ 86.85%] ··· Running reindex.Reindexing.time_reindex_columns 399±10μs [ 86.92%] ··· Running reindex.Reindexing.time_reindex_dates 266±4μs [ 86.98%] ··· Running reindex.Reindexing.time_reindex_multiindex 68.2±0.7ms [ 87.05%] ··· Running replace.replace_convert.time_replace_frame_timedelta 507±2ms [ 87.12%] ··· Running replace.replace_convert.time_replace_frame_timestamp 493±0.7ms [ 87.18%] ··· Running replace.replace_convert.time_replace_series_timedelta 297±1ms [ 87.25%] ··· Running replace.replace_convert.time_replace_series_timestamp 298±1ms [ 87.32%] ··· Running replace.replace_fillna.time_replace_fillna 1.01±0.02ms [ 87.38%] ··· Running replace.replace_large_dict.time_replace_large_dict 20.2s [ 87.45%] ··· Running replace.replace_replacena.time_replace_replacena 1.47±0.03ms [ 87.52%] ··· Running reshape.melt_dataframe.time_melt_dataframe 1.68±0.05ms [ 87.58%] ··· Running reshape.reshape_pivot_time_series.time_reshape_pivot_time_series 101±0.7ms [ 87.65%] ··· Running reshape.reshape_stack_simple.time_reshape_stack_simple 1.92±0.05ms [ 87.72%] ··· Running reshape.reshape_unstack_large_single_dtype.time_unstack_full_product 58.7±0.5ms [ 87.78%] ··· Running reshape.reshape_unstack_large_single_dtype.time_unstack_with_mask 131±2ms [ 87.85%] ··· Running reshape.reshape_unstack_simple.time_reshape_unstack_simple 1.70±0.1ms [ 87.92%] ··· Running reshape.unstack_sparse_keyspace.time_unstack_sparse_keyspace 1.00±0.02ms [ 87.98%] ··· Running reshape.wide_to_long_big.time_wide_to_long_big 90.0±2ms [ 88.05%] ··· Running series_methods.series_clip.time_series_dropna_datetime 75.3±2μs [ 88.12%] ··· Running series_methods.series_constructor_dict_data_datetime_index.time_series_constructor_no_data_datetime_index 439±6ms [ 88.18%] ··· Running series_methods.series_constructor_no_data_datetime_index.time_series_constructor_no_data_datetime_index 75.2±0.8μs [ 88.25%] ··· Running series_methods.series_dropna_datetime.time_series_dropna_datetime 6.79±0.06ms [ 88.32%] ··· Running series_methods.series_dropna_int64.time_series_dropna_int64 523±20μs [ 88.38%] ··· Running series_methods.series_isin_int64.time_series_isin_int64 1.20±0.03ms [ 88.45%] ··· Running series_methods.series_isin_int64.time_series_isin_int64_large 21.2±2ms [ 88.52%] ··· Running series_methods.series_isin_object.time_series_isin_object 2.54±0.2ms [ 88.58%] ··· Running series_methods.series_nlargest1.time_series_nlargest1 693±20μs [ 88.65%] ··· Running series_methods.series_nlargest2.time_series_nlargest2 530±30μs [ 88.72%] ··· Running series_methods.series_nsmallest2.time_series_nsmallest2 548±30μs [ 88.79%] ··· Running sparse.sparse_arithmetic_block.time_sparse_addition 4.12±0.1ms [ 88.85%] ··· Running sparse.sparse_arithmetic_block.time_sparse_addition_zero 3.91±0.07ms [ 88.92%] ··· Running sparse.sparse_arithmetic_block.time_sparse_division 3.96±0.1ms [ 88.99%] ··· Running sparse.sparse_arithmetic_block.time_sparse_division_zero 3.77±0.06ms [ 89.05%] ··· Running sparse.sparse_arithmetic_block.time_sparse_intersect 60.0±2μs [ 89.12%] ··· Running sparse.sparse_arithmetic_block.time_sparse_make_union 3.71±0.05ms [ 89.19%] ··· Running sparse.sparse_arithmetic_int.time_sparse_addition_10percent 39.5±0.6ms [ 89.25%] ··· Running sparse.sparse_arithmetic_int.time_sparse_addition_10percent_zero 37.0±0.3ms [ 89.32%] ··· Running sparse.sparse_arithmetic_int.time_sparse_addition_1percent 4.02±0.01ms [ 89.39%] ··· Running sparse.sparse_arithmetic_int.time_sparse_division_10percent 38.5±0.2ms [ 89.45%] ··· Running sparse.sparse_arithmetic_int.time_sparse_division_10percent_zero 37.0±0.3ms [ 89.52%] ··· Running sparse.sparse_arithmetic_int.time_sparse_division_1percent 4.10±0.08ms [ 89.59%] ··· Running sparse.sparse_arithmetic_int.time_sparse_intersect 2.42±0.03ms [ 89.65%] ··· Running sparse.sparse_arithmetic_int.time_sparse_make_union 37.6±0.7ms [ 89.72%] ··· Running sparse.sparse_frame_constructor.time_sparse_frame_constructor 31.3±0.4ms [ 89.79%] ··· Running sparse.sparse_series_from_coo.time_sparse_series_from_coo 1.11±0.03ms [ 89.85%] ··· Running sparse.sparse_series_to_coo.time_sparse_series_to_coo 22.6±0.7ms [ 89.92%] ··· Running sparse.sparse_series_to_frame.time_sparse_series_to_frame 221±3ms [ 89.99%] ··· Running stat_ops.stat_ops_frame_mean_float_axis_0.time_stat_ops_frame_mean_float_axis_0 3.74±0.04ms [ 90.05%] ··· Running stat_ops.stat_ops_frame_mean_float_axis_1.time_stat_ops_frame_mean_float_axis_1 3.52±0.04ms [ 90.12%] ··· Running stat_ops.stat_ops_frame_mean_int_axis_0.time_stat_ops_frame_mean_int_axis_0 4.37±0.06ms [ 90.19%] ··· Running stat_ops.stat_ops_frame_mean_int_axis_1.time_stat_ops_frame_mean_int_axis_1 4.20±0.06ms [ 90.25%] ··· Running stat_ops.stat_ops_frame_sum_float_axis_0.time_stat_ops_frame_sum_float_axis_0 3.84±0.1ms [ 90.32%] ··· Running stat_ops.stat_ops_frame_sum_float_axis_1.time_stat_ops_frame_sum_float_axis_1 3.48±0.09ms [ 90.39%] ··· Running stat_ops.stat_ops_frame_sum_int_axis_0.time_stat_ops_frame_sum_int_axis_0 3.30±0.1ms [ 90.45%] ··· Running stat_ops.stat_ops_frame_sum_int_axis_1.time_stat_ops_frame_sum_int_axis_1 3.16±0.05ms [ 90.52%] ··· Running stat_ops.stat_ops_level_frame_sum.time_stat_ops_level_frame_sum 1.88±0.03ms [ 90.59%] ··· Running stat_ops.stat_ops_level_frame_sum_multiple.time_stat_ops_level_frame_sum_multiple 4.00±0.05ms [ 90.65%] ··· Running stat_ops.stat_ops_level_series_sum.time_stat_ops_level_series_sum 1.43±0.02ms [ 90.72%] ··· Running stat_ops.stat_ops_level_series_sum_multiple.time_stat_ops_level_series_sum_multiple 3.55±0.1ms [ 90.79%] ··· Running stat_ops.stat_ops_series_std.time_stat_ops_series_std 773±20μs [ 90.85%] ··· Running stat_ops.stats_corr_spearman.time_stats_corr_spearman 56.3±0.8ms [ 90.92%] ··· Running stat_ops.stats_rank2d_axis0_average.time_stats_rank2d_axis0_average 17.3±0.5ms [ 90.99%] ··· Running stat_ops.stats_rank2d_axis1_average.time_stats_rank2d_axis1_average 9.87±0.4ms [ 91.05%] ··· Running stat_ops.stats_rank_average.time_stats_rank_average 23.9±0.8ms [ 91.12%] ··· Running stat_ops.stats_rank_average_int.time_stats_rank_average_int 18.3±0.2ms [ 91.19%] ··· Running stat_ops.stats_rank_pct_average.time_stats_rank_pct_average 23.9±0.6ms [ 91.26%] ··· Running stat_ops.stats_rank_pct_average_old.time_stats_rank_pct_average_old 25.0±1ms [ 91.32%] ··· Running stat_ops.stats_rolling_mean.time_rolling_kurt 3.49±0.09ms [ 91.39%] ··· Running stat_ops.stats_rolling_mean.time_rolling_max 3.48±0.08ms [ 91.46%] ··· Running stat_ops.stats_rolling_mean.time_rolling_mean 2.78±0.09ms [ 91.52%] ··· Running stat_ops.stats_rolling_mean.time_rolling_median 49.8±0.9ms [ 91.59%] ··· Running stat_ops.stats_rolling_mean.time_rolling_min 3.38±0.04ms [ 91.66%] ··· Running stat_ops.stats_rolling_mean.time_rolling_skew 3.41±0.1ms [ 91.72%] ··· Running stat_ops.stats_rolling_mean.time_rolling_std 3.23±0.1ms [ 91.79%] ··· Running stat_ops.stats_rolling_mean.time_rolling_sum 2.67±0.1ms [ 91.86%] ··· Running stat_ops.stats_rolling_mean.time_rolling_var 2.76±0.08ms [ 91.92%] ··· Running strings.StringEncode.time_encode_decode 220±4μs [ 91.99%] ··· Running strings.StringMethods.time_cat 623±10μs [ 92.06%] ··· Running strings.StringMethods.time_center 3.56±0.3ms [ 92.12%] ··· Running strings.StringMethods.time_contains_few 4.77±0.3ms [ 92.19%] ··· Running strings.StringMethods.time_contains_few_noregex 1.93±0.2ms [ 92.26%] ··· Running strings.StringMethods.time_contains_many 4.97±0.5ms [ 92.32%] ··· Running strings.StringMethods.time_contains_many_noregex 2.25±0.2ms [ 92.39%] ··· Running strings.StringMethods.time_count 6.00±0.7ms [ 92.46%] ··· Running strings.StringMethods.time_endswith 3.25±0.2ms [ 92.52%] ··· Running strings.StringMethods.time_extract 33.6±2ms [ 92.59%] ··· Running strings.StringMethods.time_findall 8.37±0.6ms [ 92.66%] ··· Running strings.StringMethods.time_get 2.33±0.05ms [ 92.72%] ··· Running strings.StringMethods.time_get_dummies 140±3ms [ 92.79%] ··· Running strings.StringMethods.time_join_split 21.9±0.5ms [ 92.86%] ··· Running strings.StringMethods.time_join_split_expand 30.2±0.5ms [ 92.92%] ··· Running strings.StringMethods.time_len 1.95±0.06ms [ 92.99%] ··· Running strings.StringMethods.time_lower 2.34±0.06ms [ 93.06%] ··· Running strings.StringMethods.time_lstrip 2.59±0.09ms [ 93.12%] ··· Running strings.StringMethods.time_match 5.71±0.1ms [ 93.19%] ··· Running strings.StringMethods.time_pad 3.24±0.09ms [ 93.26%] ··· Running strings.StringMethods.time_repeat 9.68±0.1ms [ 93.32%] ··· Running strings.StringMethods.time_replace 7.06±0.2ms [ 93.39%] ··· Running strings.StringMethods.time_rstrip 2.55±0.06ms [ 93.46%] ··· Running strings.StringMethods.time_slice 2.19±0.06ms [ 93.52%] ··· Running strings.StringMethods.time_startswith 2.86±0.06ms [ 93.59%] ··· Running strings.StringMethods.time_strip 2.64±0.06ms [ 93.66%] ··· Running strings.StringMethods.time_title 3.81±0.04ms [ 93.72%] ··· Running strings.StringMethods.time_upper 2.02±0.02ms [ 93.79%] ··· Running timedelta.ToTimedelta.time_convert_coerce 58.6±1ms [ 93.86%] ··· Running timedelta.ToTimedelta.time_convert_ignore 59.7±1ms [ 93.93%] ··· Running timedelta.ToTimedelta.time_convert_int 108±3μs [ 93.99%] ··· Running timedelta.ToTimedelta.time_convert_string 16.3±0.4ms [ 94.06%] ··· Running timedelta.ToTimedelta.time_convert_string_seconds 8.98±0.2ms [ 94.13%] ··· Running timeseries.AsOf.time_asof 2.89±0.06ms [ 94.19%] ··· Running timeseries.AsOf.time_asof_nan 2.81±0.02ms [ 94.26%] ··· Running timeseries.AsOf.time_asof_nan_single 3.03±0.05ms [ 94.33%] ··· Running timeseries.AsOf.time_asof_single 26.2±0.6μs [ 94.39%] ··· Running timeseries.AsOf.time_asof_single_early 20.1±0.6μs [ 94.46%] ··· Running timeseries.AsOfDataFrame.time_asof 28.5±0.7ms [ 94.53%] ··· Running timeseries.AsOfDataFrame.time_asof_nan 33.2±0.6ms [ 94.59%] ··· Running timeseries.AsOfDataFrame.time_asof_nan_single 10.6±0.2ms [ 94.66%] ··· Running timeseries.AsOfDataFrame.time_asof_single 10.1±0.2ms [ 94.73%] ··· Running timeseries.AsOfDataFrame.time_asof_single_early 83.1±2μs [ 94.79%] ··· Running timeseries.DatetimeIndex.time_add_offset_delta 1.59±0.02ms [ 94.86%] ··· Running timeseries.DatetimeIndex.time_add_offset_fast 6.33±0.07ms [ 94.93%] ··· Running timeseries.DatetimeIndex.time_add_offset_slow 432±1ms [ 94.99%] ··· Running timeseries.DatetimeIndex.time_add_timedelta 1.58±0.03ms [ 95.06%] ··· Running timeseries.DatetimeIndex.time_dti_factorize 6.73±1ms [ 95.13%] ··· Running timeseries.DatetimeIndex.time_dti_tz_factorize 6.90±2ms [ 95.19%] ··· Running timeseries.DatetimeIndex.time_infer_dst 3.46±0.06ms [ 95.26%] ··· Running timeseries.DatetimeIndex.time_infer_freq 5.08±0.1ms [ 95.33%] ··· Running timeseries.DatetimeIndex.time_normalize 3.27±0.04ms [ 95.39%] ··· Running timeseries.DatetimeIndex.time_reset_index 342±7μs [ 95.46%] ··· Running timeseries.DatetimeIndex.time_reset_index_tz 418±9μs [ 95.53%] ··· Running timeseries.DatetimeIndex.time_timeseries_is_month_start 2.73±0.07ms [ 95.59%] ··· Running timeseries.DatetimeIndex.time_timestamp_tzinfo_cons 7.91±0.2μs [ 95.66%] ··· Running timeseries.DatetimeIndex.time_unique 88.9±1μs [ 95.73%] ··· Running timeseries.Iteration.time_iter_datetimeindex 601±2ms [ 95.79%] ··· Running timeseries.Iteration.time_iter_datetimeindex_preexit 10.9±0.2ms [ 95.86%] ··· Running timeseries.Iteration.time_iter_periodindex 1.78s [ 95.93%] ··· Running timeseries.Iteration.time_iter_periodindex_preexit 18.8±0.3ms [ 95.99%] ··· Running timeseries.Offsets.time_custom_bday_apply 21.4±0.1μs [ 96.06%] ··· Running timeseries.Offsets.time_custom_bday_apply_dt64 24.2±0.1μs [ 96.13%] ··· Running timeseries.Offsets.time_custom_bday_cal_decr 35.2±0.6μs [ 96.19%] ··· Running timeseries.Offsets.time_custom_bday_cal_incr 30.4±0.6μs [ 96.26%] ··· Running timeseries.Offsets.time_custom_bday_cal_incr_n 32.7±0.8μs [ 96.33%] ··· Running timeseries.Offsets.time_custom_bday_cal_incr_neg_n 38.4±0.9μs [ 96.40%] ··· Running timeseries.Offsets.time_custom_bday_decr 36.5±0.5μs [ 96.46%] ··· Running timeseries.Offsets.time_custom_bday_incr 24.7±0.3μs [ 96.53%] ··· Running timeseries.Offsets.time_custom_bmonthbegin_decr_n 247±6μs [ 96.60%] ··· Running timeseries.Offsets.time_custom_bmonthbegin_incr_n 240±7μs [ 96.66%] ··· Running timeseries.Offsets.time_custom_bmonthend_decr_n 271±8μs [ 96.73%] ··· Running timeseries.Offsets.time_custom_bmonthend_incr 195±6μs [ 96.80%] ··· Running timeseries.Offsets.time_custom_bmonthend_incr_n 233±3μs [ 96.86%] ··· Running timeseries.Offsets.time_timeseries_day_apply 28.4±0.7μs [ 96.93%] ··· Running timeseries.Offsets.time_timeseries_day_incr 31.1±0.4μs [ 97.00%] ··· Running timeseries.Offsets.time_timeseries_year_apply 20.9±0.5μs [ 97.06%] ··· Running timeseries.Offsets.time_timeseries_year_incr 25.0±0.8μs [ 97.13%] ··· Running timeseries.ResampleDataFrame.time_max_numpy 1.95±0.05ms [ 97.20%] ··· Running timeseries.ResampleDataFrame.time_max_string 1.91±0.06ms [ 97.26%] ··· Running timeseries.ResampleDataFrame.time_mean_numpy 1.66±0.04ms [ 97.33%] ··· Running timeseries.ResampleDataFrame.time_mean_string 1.67±0.02ms [ 97.40%] ··· Running timeseries.ResampleDataFrame.time_min_numpy 2.00±0.07ms [ 97.46%] ··· Running timeseries.ResampleDataFrame.time_min_string 1.94±0.06ms [ 97.53%] ··· Running timeseries.ResampleSeries.time_1min_5min_mean 953±20μs [ 97.60%] ··· Running timeseries.ResampleSeries.time_1min_5min_ohlc 1.03±0.03ms [ 97.66%] ··· Running timeseries.ResampleSeries.time_period_downsample_mean 8.06±0.2ms [ 97.73%] ··· Running timeseries.ResampleSeries.time_resample_datetime64 1.44±0.05ms [ 97.80%] ··· Running timeseries.ResampleSeries.time_timestamp_downsample_mean 3.53±0.05ms [ 97.86%] ··· Running timeseries.SemiMonthOffset.time_begin_apply 52.3±2μs [ 97.93%] ··· Running timeseries.SemiMonthOffset.time_begin_apply_index 428±4ms [ 98.00%] ··· Running timeseries.SemiMonthOffset.time_begin_decr 56.6±1μs [ 98.06%] ··· Running timeseries.SemiMonthOffset.time_begin_decr_n 59.9±0.9μs [ 98.13%] ··· Running timeseries.SemiMonthOffset.time_begin_decr_rng 427±3ms [ 98.20%] ··· Running timeseries.SemiMonthOffset.time_begin_incr 54.0±1μs [ 98.26%] ··· Running timeseries.SemiMonthOffset.time_begin_incr_n 56.2±1μs [ 98.33%] ··· Running timeseries.SemiMonthOffset.time_begin_incr_rng 424±4ms [ 98.40%] ··· Running timeseries.SemiMonthOffset.time_end_apply 49.0±0.9μs [ 98.46%] ··· Running timeseries.SemiMonthOffset.time_end_apply_index 435±8ms [ 98.53%] ··· Running timeseries.SemiMonthOffset.time_end_decr 67.4±3μs [ 98.60%] ··· Running timeseries.SemiMonthOffset.time_end_decr_n 63.6±0.9μs [ 98.66%] ··· Running timeseries.SemiMonthOffset.time_end_decr_rng 444±5ms [ 98.73%] ··· Running timeseries.SemiMonthOffset.time_end_incr 52.6±1μs [ 98.80%] ··· Running timeseries.SemiMonthOffset.time_end_incr_n 57.5±1μs [ 98.87%] ··· Running timeseries.SemiMonthOffset.time_end_incr_rng 434±10ms [ 98.93%] ··· Running timeseries.SeriesArithmetic.time_add_offset_delta 4.10±0.2ms [ 99.00%] ··· Running timeseries.SeriesArithmetic.time_add_offset_fast 8.43±0.2ms [ 99.07%] ··· Running timeseries.SeriesArithmetic.time_add_offset_slow 430±1ms [ 99.13%] ··· Running timeseries.TimeDatetimeConverter.time_convert 5.00±0.2ms [ 99.20%] ··· Running timeseries.TimeSeries.time_add_irregular 9.57±0.2ms [ 99.27%] ··· Running timeseries.TimeSeries.time_large_lookup_value 1.50±0.04ms [ 99.33%] ··· Running timeseries.TimeSeries.time_sort_index_monotonic 62.0±1μs [ 99.40%] ··· Running timeseries.TimeSeries.time_sort_index_non_monotonic 8.07±0.1ms [ 99.47%] ··· Running timeseries.TimeSeries.time_timeseries_slice_minutely 61.1±1μs [ 99.53%] ··· Running timeseries.ToDatetime.time_format_YYYYMMDD 4.61±0.06ms [ 99.60%] ··· Running timeseries.ToDatetime.time_format_exact 551±2ms [ 99.67%] ··· Running timeseries.ToDatetime.time_format_no_exact 536±2ms [ 99.73%] ··· Running timeseries.ToDatetime.time_iso8601 3.65±0.1ms [ 99.80%] ··· Running timeseries.ToDatetime.time_iso8601_format 3.73±0.08ms [ 99.87%] ··· Running timeseries.ToDatetime.time_iso8601_format_no_sep 3.61±0.1ms [ 99.93%] ··· Running timeseries.ToDatetime.time_iso8601_nosep 3.62±0.06ms [100.00%] ··· Running timeseries.ToDatetime.time_iso8601_tz_spaceformat 205±2ms BENCHMARKS NOT SIGNIFICANTLY CHANGED.