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pandas vb_suite.log (GH#6440)
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| Invoked with : | |
| --ncalls: 3 | |
| --repeats: 3 | |
| ------------------------------------------------------------------------------- | |
| Test name | head[ms] | base[ms] | ratio | | |
| ------------------------------------------------------------------------------- | |
| groupby_frame_apply_overhead | 8.4306 | 11.8597 | 0.7109 | | |
| groupby_frame_apply | 45.0277 | 60.4376 | 0.7450 | | |
| index_str_boolean_indexer | 10.9810 | 14.5193 | 0.7563 | | |
| index_str_boolean_series_indexer | 11.0783 | 14.5703 | 0.7603 | | |
| sparse_frame_constructor | 9.4010 | 10.4326 | 0.9011 | | |
| frame_reindex_upcast | 7.9040 | 8.5994 | 0.9191 | | |
| frame_iloc_dups | 0.2634 | 0.2863 | 0.9198 | | |
| strings_contains_many_noregex | 2.0440 | 2.2207 | 0.9204 | | |
| dataframe_resample_max_string | 1.3590 | 1.4630 | 0.9289 | | |
| melt_dataframe | 1.6970 | 1.8207 | 0.9320 | | |
| frame_apply_pass_thru | 5.3197 | 5.6600 | 0.9399 | | |
| datetimeindex_add_offset | 0.1707 | 0.1814 | 0.9413 | | |
| series_getitem_label_slice | 0.0560 | 0.0594 | 0.9438 | | |
| frame_iteritems | 32.2527 | 34.1230 | 0.9452 | | |
| stats_rank_pct_average | 22.3380 | 23.6020 | 0.9464 | | |
| reindex_daterange_pad | 0.5990 | 0.6327 | 0.9467 | | |
| groupby_last | 3.0060 | 3.1730 | 0.9474 | | |
| frame_iteritems_cached | 0.6007 | 0.6340 | 0.9475 | | |
| frame_drop_dup_inplace | 2.3580 | 2.4867 | 0.9482 | | |
| timeseries_asof_single | 0.0307 | 0.0323 | 0.9484 | | |
| strings_lower | 2.8447 | 2.9966 | 0.9493 | | |
| strings_slice | 2.2430 | 2.3587 | 0.9509 | | |
| read_csv_thou_vb | 13.8723 | 14.5833 | 0.9512 | | |
| timeseries_to_datetime_YYYYMMDD | 8.0737 | 8.4810 | 0.9520 | | |
| frame_xs_row | 0.0460 | 0.0483 | 0.9523 | | |
| match_strings | 0.5817 | 0.6100 | 0.9535 | | |
| dataframe_resample_mean_string | 1.7653 | 1.8500 | 0.9542 | | |
| frame_fancy_lookup | 3.5287 | 3.6941 | 0.9552 | | |
| strings_contains_many | 4.9496 | 5.1700 | 0.9574 | | |
| stat_ops_frame_mean_int_axis_1 | 5.1986 | 5.4260 | 0.9581 | | |
| timeseries_1min_5min_ohlc | 0.5724 | 0.5970 | 0.9587 | | |
| reindex_multiindex | 1.6673 | 1.7389 | 0.9588 | | |
| dti_reset_index | 0.2104 | 0.2193 | 0.9591 | | |
| strings_title | 2.8680 | 2.9897 | 0.9593 | | |
| read_csv_comment2 | 13.4323 | 13.9887 | 0.9602 | | |
| unstack_sparse_keyspace | 1.4730 | 1.5340 | 0.9603 | | |
| timeseries_to_datetime_iso8601 | 3.7263 | 3.8790 | 0.9606 | | |
| eval_frame_chained_cmp_python_one_thread | 21.9140 | 22.8076 | 0.9608 | | |
| packers_read_pack | 1.9760 | 2.0560 | 0.9611 | | |
| stat_ops_frame_sum_float_axis_0 | 4.3537 | 4.5297 | 0.9611 | | |
| join_dataframe_integer_key | 1.5333 | 1.5946 | 0.9616 | | |
| frame_drop_duplicates | 14.6640 | 15.2437 | 0.9620 | | |
| concat_empty_frames2 | 0.6463 | 0.6713 | 0.9627 | | |
| timeseries_add_irregular | 15.7180 | 16.3246 | 0.9628 | | |
| frame_get_dtype_counts | 0.0807 | 0.0837 | 0.9639 | | |
| frame_getitem_single_column | 26.4710 | 27.4610 | 0.9639 | | |
| frame_xs_col | 0.0280 | 0.0290 | 0.9644 | | |
| frame_dtypes | 0.2010 | 0.2084 | 0.9645 | | |
| reindex_fillna_pad_float32 | 0.4174 | 0.4327 | 0.9647 | | |
| stat_ops_level_series_sum | 2.3533 | 2.4377 | 0.9654 | | |
| frame_html_repr_trunc_si | 33.0547 | 34.2180 | 0.9660 | | |
| stat_ops_level_frame_sum | 2.9990 | 3.1041 | 0.9662 | | |
| groupby_pivot_table | 23.1097 | 23.9184 | 0.9662 | | |
| frame_drop_dup_na_inplace | 2.1950 | 2.2693 | 0.9673 | | |
| strings_lstrip | 2.9006 | 2.9957 | 0.9682 | | |
| reshape_unstack_simple | 2.7817 | 2.8727 | 0.9683 | | |
| stat_ops_series_std | 0.9093 | 0.9383 | 0.9691 | | |
| reindex_fillna_backfill | 0.5280 | 0.5447 | 0.9694 | | |
| stat_ops_frame_mean_int_axis_0 | 4.7020 | 4.8443 | 0.9706 | | |
| frame_isnull | 2.9597 | 3.0490 | 0.9707 | | |
| dti_reset_index_tz | 10.8054 | 11.1310 | 0.9707 | | |
| read_table_multiple_date_baseline | 69.8160 | 71.8346 | 0.9719 | | |
| strings_contains_few_noregex | 1.9764 | 2.0283 | 0.9744 | | |
| packers_write_json_date_index | 26.5869 | 27.2790 | 0.9746 | | |
| strings_len | 1.9689 | 2.0200 | 0.9747 | | |
| stat_ops_level_series_sum_multiple | 6.6330 | 6.8014 | 0.9752 | | |
| read_csv_infer_datetime_format_iso8601 | 1.5810 | 1.6210 | 0.9753 | | |
| frame_apply_np_mean | 5.6887 | 5.8303 | 0.9757 | | |
| timeseries_timestamp_tzinfo_cons | 0.0130 | 0.0133 | 0.9760 | | |
| strings_count | 5.7907 | 5.9313 | 0.9763 | | |
| indexing_panel_subset | 0.9297 | 0.9520 | 0.9765 | | |
| lib_fast_zip | 7.0137 | 7.1820 | 0.9766 | | |
| datetimeindex_unique | 0.0863 | 0.0884 | 0.9766 | | |
| datetime_index_union | 0.0667 | 0.0683 | 0.9767 | | |
| frame_dropna_axis0_all | 67.0017 | 68.5587 | 0.9773 | | |
| frame_loc_dups | 0.6786 | 0.6944 | 0.9773 | | |
| groupby_multi_different_numpy_functions | 15.0154 | 15.3607 | 0.9775 | | |
| strings_endswith | 3.0714 | 3.1420 | 0.9775 | | |
| frame_assign_timeseries_index | 0.5523 | 0.5650 | 0.9776 | | |
| timeseries_asof_nan | 5.9847 | 6.1193 | 0.9780 | | |
| series_drop_duplicates_string | 0.4283 | 0.4377 | 0.9786 | | |
| append_frame_single_mixed | 1.0614 | 1.0840 | 0.9791 | | |
| merge_2intkey_nosort | 15.9943 | 16.3270 | 0.9796 | | |
| packers_read_pickle | 0.5300 | 0.5410 | 0.9797 | | |
| strings_join_split | 30.7586 | 31.3940 | 0.9798 | | |
| timeseries_asof | 6.6346 | 6.7687 | 0.9802 | | |
| strings_center | 3.3107 | 3.3766 | 0.9805 | | |
| frame_apply_axis_1 | 86.4073 | 88.0937 | 0.9809 | | |
| frame_sort_index_by_columns | 36.0547 | 36.7576 | 0.9809 | | |
| concat_series_axis1 | 82.8404 | 84.4327 | 0.9811 | | |
| read_csv_infer_datetime_format_custom | 8.8870 | 9.0450 | 0.9825 | | |
| eval_frame_chained_cmp_python_one_thread | 21.9843 | 22.3567 | 0.9833 | | |
| lib_fast_zip_fillna | 9.4976 | 9.6543 | 0.9838 | | |
| indexing_dataframe_boolean_st | 6.3871 | 6.4917 | 0.9839 | | |
| eval_frame_and_python_one_thread | 40.7006 | 41.3570 | 0.9841 | | |
| groupby_frame_cython_many_columns | 2.6449 | 2.6857 | 0.9848 | | |
| groupby_first | 3.0157 | 3.0613 | 0.9851 | | |
| groupby_apply_dict_return | 32.3750 | 32.8544 | 0.9854 | | |
| timeseries_infer_freq | 6.0247 | 6.1130 | 0.9856 | | |
| read_csv_infer_datetime_format_ymd | 1.9166 | 1.9440 | 0.9859 | | |
| reindex_fillna_backfill_float32 | 0.4407 | 0.4467 | 0.9865 | | |
| dataframe_resample_mean_numpy | 1.7760 | 1.8003 | 0.9865 | | |
| strings_startswith | 3.0986 | 3.1406 | 0.9866 | | |
| stats_rank2d_axis1_average | 10.1054 | 10.2403 | 0.9868 | | |
| strings_findall | 7.5386 | 7.6390 | 0.9869 | | |
| packers_write_pickle | 3.8214 | 3.8717 | 0.9870 | | |
| panel_from_dict_all_different_indexes | 56.3741 | 57.1004 | 0.9873 | | |
| frame_get_numeric_data | 0.0823 | 0.0834 | 0.9876 | | |
| frame_to_csv_date_formatting | 14.7340 | 14.9171 | 0.9877 | | |
| frame_to_csv_mixed | 263.6193 | 266.8490 | 0.9879 | | |
| eval_frame_add_one_thread | 8.3980 | 8.4987 | 0.9882 | | |
| series_string_vector_slice | 147.2307 | 148.9460 | 0.9885 | | |
| timeseries_timestamp_downsample_mean | 3.6530 | 3.6953 | 0.9885 | | |
| frame_to_string_floats | 32.5206 | 32.8879 | 0.9888 | | |
| reshape_pivot_time_series | 127.8047 | 129.2307 | 0.9890 | | |
| panel_from_dict_equiv_indexes | 32.1933 | 32.5520 | 0.9890 | | |
| timeseries_slice_minutely | 0.0583 | 0.0590 | 0.9892 | | |
| dataframe_resample_max_numpy | 1.4283 | 1.4427 | 0.9900 | | |
| timeseries_1min_5min_mean | 0.5383 | 0.5433 | 0.9909 | | |
| datetime_index_intersection | 0.2537 | 0.2560 | 0.9910 | | |
| groupby_multi_series_op | 17.1954 | 17.3310 | 0.9922 | | |
| series_align_int64_index | 22.5294 | 22.7020 | 0.9924 | | |
| groupby_first_float32 | 2.9660 | 2.9887 | 0.9924 | | |
| read_table_multiple_date | 156.2394 | 157.4024 | 0.9926 | | |
| groupby_sum_booleans | 0.9983 | 1.0056 | 0.9927 | | |
| frame_insert_100_columns_begin | 19.7816 | 19.9260 | 0.9928 | | |
| join_dataframe_index_multi | 19.7660 | 19.9093 | 0.9928 | | |
| eval_frame_mult_all_threads | 8.4147 | 8.4693 | 0.9935 | | |
| series_value_counts_int64 | 1.8244 | 1.8350 | 0.9942 | | |
| timeseries_period_downsample_mean | 9.9620 | 10.0200 | 0.9942 | | |
| frame_getitem_single_column2 | 25.8966 | 26.0441 | 0.9943 | | |
| frame_html_repr_trunc_mi | 42.5767 | 42.8147 | 0.9944 | | |
| frame_boolean_row_select | 0.2427 | 0.2440 | 0.9948 | | |
| frame_reindex_axis0 | 72.8873 | 73.2560 | 0.9950 | | |
| stat_ops_frame_sum_float_axis_1 | 4.3827 | 4.4040 | 0.9952 | | |
| panel_from_dict_same_index | 31.6130 | 31.7654 | 0.9952 | | |
| frame_insert_500_columns_end | 97.7487 | 98.2190 | 0.9952 | | |
| strings_strip | 3.2147 | 3.2299 | 0.9953 | | |
| packers_write_pack | 2.2267 | 2.2370 | 0.9954 | | |
| reindex_frame_level_reindex | 0.5020 | 0.5043 | 0.9954 | | |
| frame_float_equal | 9.4324 | 9.4753 | 0.9955 | | |
| groupby_transform | 194.6470 | 195.5296 | 0.9955 | | |
| datetimeindex_normalize | 2.0830 | 2.0924 | 0.9955 | | |
| series_timestamp_compare | 2.5577 | 2.5690 | 0.9956 | | |
| timestamp_ops_diff1 | 6.3350 | 6.3623 | 0.9957 | | |
| sparse_series_to_frame | 116.6233 | 117.1080 | 0.9959 | | |
| series_align_irregular_string | 54.1747 | 54.3961 | 0.9959 | | |
| stat_ops_level_frame_sum_multiple | 7.2254 | 7.2547 | 0.9960 | | |
| frame_ctor_nested_dict_int64 | 72.3004 | 72.5837 | 0.9961 | | |
| frame_apply_ref_by_name | 12.1360 | 12.1797 | 0.9964 | | |
| join_dataframe_index_single_key_bigger_sort | 14.8803 | 14.9323 | 0.9965 | | |
| frame_multi_and_no_ne | 73.9597 | 74.1913 | 0.9969 | | |
| groupby_indices | 6.6500 | 6.6697 | 0.9970 | | |
| packers_read_csv | 35.5353 | 35.6287 | 0.9974 | | |
| frame_dropna_axis1_any | 137.5093 | 137.8390 | 0.9976 | | |
| frame_ctor_nested_dict | 62.1953 | 62.3333 | 0.9978 | | |
| frame_drop_duplicates_na | 14.7754 | 14.8036 | 0.9981 | | |
| frame_reindex_axis1 | 445.6700 | 446.4629 | 0.9982 | | |
| timeseries_sort_index | 17.5053 | 17.5343 | 0.9983 | | |
| panel_from_dict_two_different_indexes | 44.9417 | 45.0130 | 0.9984 | | |
| packers_read_json_date_index | 38.2320 | 38.2806 | 0.9987 | | |
| packers_write_json | 20.2564 | 20.2793 | 0.9989 | | |
| eval_frame_and_all_threads | 26.2047 | 26.2320 | 0.9990 | | |
| frame_object_equal | 4.9090 | 4.9133 | 0.9991 | | |
| dataframe_resample_min_numpy | 1.4273 | 1.4284 | 0.9993 | | |
| frame_multi_and | 31.1107 | 31.1283 | 0.9994 | | |
| write_csv_standard | 33.6550 | 33.6740 | 0.9994 | | |
| merge_2intkey_sort | 33.7876 | 33.8034 | 0.9995 | | |
| index_int64_intersection | 21.5933 | 21.5990 | 0.9997 | | |
| stats_corr_spearman | 69.9307 | 69.9379 | 0.9999 | | |
| frame_from_series | 0.0610 | 0.0610 | 1.0000 | | |
| index_int64_union | 63.0270 | 63.0207 | 1.0001 | | |
| frame_dropna_axis0_any | 47.2134 | 47.2010 | 1.0003 | | |
| frame_add | 3.8000 | 3.7990 | 1.0003 | | |
| replace_fillna | 3.6394 | 3.6383 | 1.0003 | | |
| groupby_multi_python | 114.5957 | 114.5540 | 1.0004 | | |
| append_frame_single_homogenous | 0.7613 | 0.7610 | 1.0005 | | |
| index_datetime_intersection | 10.4020 | 10.3957 | 1.0006 | | |
| frame_apply_user_func | 130.3403 | 130.2123 | 1.0010 | | |
| groupby_frame_singlekey_integer | 2.0497 | 2.0474 | 1.0011 | | |
| indexing_dataframe_boolean | 6.4119 | 6.4010 | 1.0017 | | |
| frame_dropna_axis1_all | 245.7627 | 245.3360 | 1.0017 | | |
| series_ctor_from_dict | 2.3593 | 2.3540 | 1.0023 | | |
| frame_ctor_list_of_dict | 70.2610 | 70.0980 | 1.0023 | | |
| replace_replacena | 3.7206 | 3.7111 | 1.0026 | | |
| frame_reindex_columns | 0.3286 | 0.3277 | 1.0029 | | |
| eval_frame_and_python_one_thread | 40.7206 | 40.5737 | 1.0036 | | |
| frame_to_csv2 | 89.1623 | 88.8263 | 1.0038 | | |
| frame_mult | 3.8033 | 3.7854 | 1.0047 | | |
| frame_to_html_mixed | 257.4004 | 256.1517 | 1.0049 | | |
| strings_get | 2.5533 | 2.5400 | 1.0052 | | |
| reshape_stack_simple | 3.4456 | 3.4277 | 1.0052 | | |
| strings_pad | 3.3663 | 3.3464 | 1.0060 | | |
| eval_frame_add_python | 11.9377 | 11.8653 | 1.0061 | | |
| concat_small_frames | 17.9710 | 17.8617 | 1.0061 | | |
| groupby_multi_cython | 18.8224 | 18.7043 | 1.0063 | | |
| frame_mult_no_ne | 3.5837 | 3.5594 | 1.0068 | | |
| stat_ops_frame_mean_float_axis_1 | 4.9197 | 4.8853 | 1.0070 | | |
| reindex_fillna_pad | 0.5223 | 0.5186 | 1.0070 | | |
| frame_fillna_inplace | 10.0083 | 9.9380 | 1.0071 | | |
| strings_extract | 38.0734 | 37.7673 | 1.0081 | | |
| frame_to_csv | 110.3377 | 109.4490 | 1.0081 | | |
| groupby_multi_different_functions | 14.7960 | 14.6720 | 1.0084 | | |
| groupby_multi_size | 21.2184 | 21.0350 | 1.0087 | | |
| read_parse_dates_iso8601 | 1.2027 | 1.1920 | 1.0089 | | |
| stat_ops_frame_mean_float_axis_0 | 4.5083 | 4.4680 | 1.0090 | | |
| datetimeindex_infer_dst | 2.9250 | 2.8967 | 1.0098 | | |
| strings_rstrip | 2.9600 | 2.9306 | 1.0100 | | |
| groupby_simple_compress_timing | 28.6307 | 28.3300 | 1.0106 | | |
| frame_interpolate | 73.3613 | 72.5457 | 1.0112 | | |
| series_value_counts_strings | 6.4789 | 6.4003 | 1.0123 | | |
| timeseries_large_lookup_value | 0.0254 | 0.0250 | 1.0127 | | |
| series_xs_mi_ix | 0.3070 | 0.3030 | 1.0131 | | |
| sort_level_one | 4.1966 | 4.1420 | 1.0132 | | |
| frame_repr_wide | 15.5721 | 15.3670 | 1.0133 | | |
| join_dataframe_integer_2key | 4.5456 | 4.4823 | 1.0141 | | |
| concat_empty_frames1 | 0.6827 | 0.6730 | 1.0144 | | |
| frame_fancy_lookup_all | 15.8000 | 15.5746 | 1.0145 | | |
| eval_frame_mult_python_one_thread | 17.0910 | 16.8180 | 1.0162 | | |
| read_csv_standard | 9.3410 | 9.1917 | 1.0162 | | |
| packers_read_json | 39.1860 | 38.5590 | 1.0163 | | |
| frame_add_no_ne | 3.6056 | 3.5477 | 1.0163 | | |
| frame_reindex_both_axes | 28.5046 | 28.0226 | 1.0172 | | |
| indexing_dataframe_boolean_rows | 0.3717 | 0.3650 | 1.0183 | | |
| period_setitem | 117.7503 | 115.6313 | 1.0183 | | |
| frame_repr_tall | 22.8090 | 22.3846 | 1.0190 | | |
| join_dataframe_index_single_key_small | 7.6986 | 7.5547 | 1.0191 | | |
| frame_apply_lambda_mean | 5.3030 | 5.2033 | 1.0192 | | |
| stats_rank_average_int | 18.0557 | 17.7160 | 1.0192 | | |
| eval_frame_add_python_one_thread | 12.1257 | 11.8957 | 1.0193 | | |
| packers_write_csv | 506.3513 | 496.7446 | 1.0193 | | |
| frame_multi_and_st | 31.5437 | 30.9150 | 1.0203 | | |
| series_align_left_monotonic | 10.7467 | 10.5300 | 1.0206 | | |
| eval_frame_mult_one_thread | 8.5643 | 8.3817 | 1.0218 | | |
| dataframe_resample_min_string | 1.3893 | 1.3596 | 1.0219 | | |
| stats_rank2d_axis0_average | 17.9303 | 17.5347 | 1.0226 | | |
| frame_interpolate_some_good_infer | 3.2841 | 3.2103 | 1.0230 | | |
| eval_frame_chained_cmp_all_threads | 21.0197 | 20.5460 | 1.0231 | | |
| stat_ops_frame_sum_int_axis_0 | 4.8437 | 4.7340 | 1.0232 | | |
| frame_reindex_both_axes_ix | 28.6113 | 27.9587 | 1.0233 | | |
| groupby_frame_median | 5.8304 | 5.6957 | 1.0237 | | |
| series_getitem_pos_slice | 0.0503 | 0.0490 | 1.0259 | | |
| frame_fillna_many_columns_pad | 12.2783 | 11.9654 | 1.0262 | | |
| series_drop_duplicates_int | 0.6236 | 0.6076 | 1.0263 | | |
| read_csv_vb | 16.8937 | 16.4557 | 1.0266 | | |
| eval_frame_add_all_threads | 8.6237 | 8.3884 | 1.0281 | | |
| frame_interpolate_some_good | 1.8127 | 1.7623 | 1.0286 | | |
| timestamp_ops_diff2 | 17.8034 | 17.2890 | 1.0298 | | |
| frame_mask_floats | 4.7336 | 4.5957 | 1.0300 | | |
| groupby_last_float32 | 3.1544 | 3.0620 | 1.0302 | | |
| stats_rolling_mean | 0.9650 | 0.9363 | 1.0306 | | |
| indexing_dataframe_boolean_rows_object | 0.5704 | 0.5533 | 1.0309 | | |
| frame_iloc_big | 0.1984 | 0.1923 | 1.0314 | | |
| reindex_daterange_backfill | 0.6169 | 0.5977 | 1.0322 | | |
| strings_match | 5.6147 | 5.4383 | 1.0324 | | |
| frame_xs_mi_ix | 0.2720 | 0.2633 | 1.0329 | | |
| index_from_series_ctor | 0.0217 | 0.0210 | 1.0341 | | |
| strings_replace | 14.7673 | 14.2367 | 1.0373 | | |
| strings_contains_few | 4.8906 | 4.7140 | 1.0375 | | |
| strings_upper | 2.7530 | 2.6530 | 1.0377 | | |
| index_datetime_union | 10.9947 | 10.5920 | 1.0380 | | |
| frame_mult_st | 3.9314 | 3.7757 | 1.0412 | | |
| join_dataframe_index_single_key_bigger | 8.2520 | 7.9071 | 1.0436 | | |
| frame_nonunique_equal | 5.1579 | 4.9383 | 1.0445 | | |
| timestamp_series_compare | 2.7007 | 2.5800 | 1.0468 | | |
| dataframe_reindex | 0.3293 | 0.3134 | 1.0510 | | |
| strings_repeat | 4.4310 | 4.2160 | 1.0510 | | |
| stat_ops_frame_sum_int_axis_1 | 4.9917 | 4.7423 | 1.0526 | | |
| frame_constructor_ndarray | 0.0500 | 0.0474 | 1.0554 | | |
| sort_level_zero | 4.3180 | 4.0776 | 1.0590 | | |
| strings_cat | 0.7957 | 0.7493 | 1.0619 | | |
| series_constructor_ndarray | 0.0173 | 0.0163 | 1.0634 | | |
| ctor_index_array_string | 0.0207 | 0.0194 | 1.0656 | | |
| indexing_dataframe_boolean_no_ne | 68.9367 | 64.5133 | 1.0686 | | |
| reindex_frame_level_align | 0.5616 | 0.5220 | 1.0760 | | |
| dtindex_from_series_ctor | 0.0133 | 0.0123 | 1.0774 | | |
| stats_rank_average | 23.3680 | 21.5350 | 1.0851 | | |
| frame_add_st | 4.0963 | 3.7546 | 1.0910 | | |
| frame_mask_bools | 14.3187 | 12.2263 | 1.1711 | | |
| datamatrix_getitem_scalar | 0.0110 | 0.0083 | 1.3269 | | |
| ------------------------------------------------------------------------------- | |
| Test name | head[ms] | base[ms] | ratio | | |
| ------------------------------------------------------------------------------- | |
| Ratio < 1.0 means the target commit is faster then the baseline. | |
| Seed used: 1234 | |
| Target [bc810f0] : PERF: optimize index.__getitem__ for slice & boolean mask indexers | |
| Base [af63b99] : API: concat will now concatenate mixed Series and DataFrames using the Series name | |
| or numbering columns as needed (GH2385) |
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| ------------------------------------------------------------------------------- | |
| Test name | head[ms] | base[ms] | ratio | | |
| ------------------------------------------------------------------------------- | |
| indexing__dataframe_slice_pos_100000sx10s | 0.0497 | 0.7517 | 0.0661 | | |
| indexing__dataframe_slice_label_100000sx10s | 0.0557 | 0.7760 | 0.0718 | | |
| indexing__dataframe_slice_pos_100000sx10s_ax0| 0.0750 | 0.7904 | 0.0949 | | |
| indexing__panel_slice_pos_10sx10sx100000s_ax2| 0.0800 | 0.7450 | 0.1074 | | |
| indexing__dataframe_slice_label_100000sx10s_ax0| 0.0986 | 0.8197 | 0.1203 | | |
| indexing__panel_slice_label_10sx10sx100000s_ax2| 0.1040 | 0.8186 | 0.1271 | | |
| indexing__panel_arr_pos_100000sx10sx10s_ax2 | 38.1433 | 65.7903 | 0.5798 | | |
| indexing__panel_slice_label_10sx10sx100000s | 0.0627 | 0.0970 | 0.6462 | | |
| indexing__dataframe_slice_pos_10sx100000s_ax0| 0.0743 | 0.1143 | 0.6502 | | |
| indexing__dataframe_slice_label_10sx100000s | 0.0593 | 0.0907 | 0.6538 | | |
| indexing__dataframe_slice_pos_10sx100000s | 0.0530 | 0.0803 | 0.6597 | | |
| indexing__panel_slice_pos_10sx10sx100000s | 0.0544 | 0.0820 | 0.6628 | | |
| indexing__panel_slice_pos_100000sx10sx10s_ax2| 0.0810 | 0.1140 | 0.7106 | | |
| indexing__panel_slice_pos_10sx10sx100000s_ax0| 0.0896 | 0.1206 | 0.7431 | | |
| indexing__dataframe_slice_label_100000sx10s_ax1| 0.1024 | 0.1360 | 0.7528 | | |
| indexing__panel_slice_label_100000sx10sx10s_ax2| 0.1009 | 0.1337 | 0.7551 | | |
| indexing__dataframe_slice_pos_100000sx10s_ax1| 0.0837 | 0.1106 | 0.7565 | | |
| indexing__panel_slice_label_10sx10sx100000s_ax0| 0.1144 | 0.1433 | 0.7981 | | |
| indexing__dataframe_basic_pos_10sx100000s_ax1| 0.1280 | 0.1454 | 0.8803 | | |
| indexing__dataframe_slice_label_10sx100000s_ax0| 0.1094 | 0.1240 | 0.8821 | | |
| indexing__panel_slice_pos_100000sx10sx10s_ax0| 9.3567 | 10.1566 | 0.9212 | | |
| indexing__dataframe_basic_pos_100000sx10s | 0.0857 | 0.0930 | 0.9214 | | |
| indexing__panel_slice_pos_100000sx10sx10s | 9.2603 | 10.0257 | 0.9237 | | |
| indexing__series_basic_pos_100000s | 0.0160 | 0.0170 | 0.9393 | | |
| indexing__dataframe_slice_pos_10sx100000s_ax1| 9.4353 | 10.0330 | 0.9404 | | |
| indexing__series_iloc_mask_100000s | 2.0940 | 2.2200 | 0.9432 | | |
| indexing__dataframe_basic_pos_100000sx10s_ax1| 0.1330 | 0.1407 | 0.9452 | | |
| indexing__panel_basic_pos_100000sx10sx10s | 0.0796 | 0.0823 | 0.9672 | | |
| indexing__series_slice_pos_100000s | 0.0510 | 0.0527 | 0.9683 | | |
| indexing__panel_slice_label_100000sx10sx10s_ax0| 9.7667 | 10.0680 | 0.9701 | | |
| indexing__series_slice_pos_100000s_ax0 | 0.0647 | 0.0667 | 0.9702 | | |
| indexing__panel_basic_label_100000sx10sx10s | 0.0213 | 0.0219 | 0.9710 | | |
| indexing__dataframe_arr_pos_100000sx10s | 25.8114 | 26.5813 | 0.9710 | | |
| indexing__series_arr_pos_100000s | 20.6953 | 21.3004 | 0.9716 | | |
| indexing__panel_iloc_mask_10sx10sx100000s_ax0| 13.5357 | 13.9124 | 0.9729 | | |
| indexing__panel_basic_pos_10sx10sx100000s_ax0| 0.1473 | 0.1513 | 0.9737 | | |
| indexing__dataframe_basic_pos_10sx100000s_ax0| 1.0574 | 1.0836 | 0.9758 | | |
| indexing__dataframe_slice_label_10sx100000s_ax1| 9.8320 | 10.0674 | 0.9766 | | |
| indexing__dataframe_loc_mask_10sx100000s_ax0 | 5.5820 | 5.6993 | 0.9794 | | |
| indexing__panel_iloc_mask_100000sx10sx10s_ax0| 19.5500 | 19.9280 | 0.9810 | | |
| indexing__series_arr_pos_100000s_ax0 | 20.8420 | 21.2197 | 0.9822 | | |
| indexing__panel_basic_pos_100000sx10sx10s_ax0| 0.1457 | 0.1483 | 0.9823 | | |
| indexing__dataframe_arr_label_10sx100000s_ax0| 7.5719 | 7.7054 | 0.9827 | | |
| indexing__dataframe_arr_label_10sx100000s | 7.3970 | 7.5070 | 0.9853 | | |
| indexing__panel_basic_pos_10sx10sx100000s_ax2| 0.1347 | 0.1363 | 0.9883 | | |
| indexing__dataframe_basic_label_10sx100000s_ax0| 5.1057 | 5.1607 | 0.9893 | | |
| indexing__dataframe_basic_pos_10sx100000s | 1.0243 | 1.0350 | 0.9897 | | |
| indexing__series_loc_mask_100000s | 2.0697 | 2.0897 | 0.9905 | | |
| indexing__panel_slice_label_100000sx10sx10s | 9.9887 | 10.0710 | 0.9918 | | |
| indexing__dataframe_iloc_mask_10sx100000s_ax1| 9.6690 | 9.7387 | 0.9928 | | |
| indexing__dataframe_iloc_mask_10sx100000s_ax0| 5.6297 | 5.6660 | 0.9936 | | |
| indexing__series_iloc_mask_100000s_ax0 | 2.1280 | 2.1413 | 0.9938 | | |
| indexing__dataframe_arr_pos_10sx100000s_ax0 | 7.4060 | 7.4450 | 0.9948 | | |
| indexing__panel_arr_label_100000sx10sx10s_ax2| 38.2923 | 38.4851 | 0.9950 | | |
| indexing__panel_loc_mask_100000sx10sx10s | 19.4547 | 19.5270 | 0.9963 | | |
| indexing__panel_iloc_mask_10sx10sx100000s | 13.3193 | 13.3623 | 0.9968 | | |
| indexing__series_loc_mask_100000s_ax0 | 2.1893 | 2.1953 | 0.9973 | | |
| indexing__dataframe_arr_pos_100000sx10s_ax1 | 5.0677 | 5.0813 | 0.9973 | | |
| indexing__panel_basic_label_100000sx10sx10s_ax2| 0.1307 | 0.1310 | 0.9976 | | |
| indexing__panel_basic_pos_100000sx10sx10s_ax2| 5.8626 | 5.8753 | 0.9978 | | |
| indexing__dataframe_iloc_mask_10sx100000s | 5.5193 | 5.5236 | 0.9992 | | |
| indexing__dataframe_arr_label_100000sx10s_ax1| 5.2270 | 5.2296 | 0.9995 | | |
| indexing__panel_arr_pos_10sx10sx100000s_ax2 | 70.3120 | 70.3400 | 0.9996 | | |
| indexing__series_basic_label_100000s_ax0 | 0.0450 | 0.0450 | 1.0000 | | |
| indexing__panel_basic_label_10sx10sx100000s | 0.0220 | 0.0220 | 1.0000 | | |
| indexing__dataframe_basic_label_100000sx10s_ax1| 0.0500 | 0.0500 | 1.0000 | | |
| indexing__panel_loc_mask_100000sx10sx10s_ax0 | 19.6320 | 19.6240 | 1.0004 | | |
| indexing__dataframe_basic_label_100000sx10s_ax0| 0.1487 | 0.1484 | 1.0021 | | |
| indexing__panel_arr_label_10sx10sx100000s | 29.6313 | 29.5607 | 1.0024 | | |
| indexing__panel_iloc_mask_100000sx10sx10s_ax2| 30.7963 | 30.7160 | 1.0026 | | |
| indexing__dataframe_basic_label_100000sx10s | 0.1133 | 0.1130 | 1.0028 | | |
| indexing__dataframe_loc_mask_10sx100000s_ax1 | 9.6673 | 9.6387 | 1.0030 | | |
| indexing__dataframe_arr_pos_10sx100000s | 7.4587 | 7.4233 | 1.0048 | | |
| indexing__panel_arr_label_10sx10sx100000s_ax0| 29.2030 | 29.0593 | 1.0049 | | |
| indexing__dataframe_loc_mask_100000sx10s_ax0 | 7.8786 | 7.8394 | 1.0050 | | |
| indexing__dataframe_loc_mask_100000sx10s_ax1 | 4.0463 | 4.0256 | 1.0051 | | |
| indexing__dataframe_arr_pos_100000sx10s_ax0 | 26.0653 | 25.9144 | 1.0058 | | |
| indexing__dataframe_iloc_mask_100000sx10s_ax1| 4.0333 | 4.0096 | 1.0059 | | |
| indexing__dataframe_loc_mask_10sx100000s | 5.5830 | 5.5370 | 1.0083 | | |
| indexing__dataframe_arr_pos_10sx100000s_ax1 | 41.6710 | 41.3183 | 1.0085 | | |
| indexing__panel_loc_mask_10sx10sx100000s_ax2 | 30.3946 | 30.1104 | 1.0094 | | |
| indexing__panel_iloc_mask_100000sx10sx10s | 19.5843 | 19.3887 | 1.0101 | | |
| indexing__panel_basic_label_100000sx10sx10s_ax0| 0.0780 | 0.0770 | 1.0124 | | |
| indexing__dataframe_basic_label_10sx100000s_ax1| 0.0483 | 0.0477 | 1.0133 | | |
| indexing__dataframe_loc_mask_100000sx10s | 7.8843 | 7.7703 | 1.0147 | | |
| indexing__panel_iloc_mask_10sx10sx100000s_ax2| 30.2707 | 29.8190 | 1.0151 | | |
| indexing__panel_loc_mask_100000sx10sx10s_ax2 | 31.0403 | 30.5623 | 1.0156 | | |
| indexing__panel_loc_mask_10sx10sx100000s | 13.4786 | 13.2617 | 1.0164 | | |
| indexing__series_basic_pos_100000s_ax0 | 0.0313 | 0.0307 | 1.0207 | | |
| indexing__series_slice_label_100000s_ax0 | 0.0881 | 0.0860 | 1.0240 | | |
| indexing__panel_arr_pos_10sx10sx100000s_ax0 | 29.9554 | 29.2157 | 1.0253 | | |
| indexing__dataframe_basic_label_10sx100000s | 5.0927 | 4.9636 | 1.0260 | | |
| indexing__panel_basic_label_10sx10sx100000s_ax2| 0.1334 | 0.1297 | 1.0282 | | |
| indexing__panel_basic_pos_10sx10sx100000s | 0.0854 | 0.0827 | 1.0317 | | |
| indexing__series_slice_label_100000s | 0.0583 | 0.0563 | 1.0353 | | |
| indexing__panel_basic_label_10sx10sx100000s_ax0| 0.0803 | 0.0773 | 1.0391 | | |
| indexing__panel_arr_pos_100000sx10sx10s | 61.5880 | 58.8896 | 1.0458 | | |
| indexing__dataframe_arr_label_100000sx10s | 18.3967 | 17.5670 | 1.0472 | | |
| indexing__dataframe_arr_label_100000sx10s_ax0| 38.0739 | 36.1269 | 1.0539 | | |
| indexing__dataframe_basic_pos_100000sx10s_ax0| 0.1364 | 0.1291 | 1.0567 | | |
| indexing__series_arr_label_100000s_ax0 | 27.9343 | 26.1094 | 1.0699 | | |
| indexing__dataframe_arr_label_10sx100000s_ax1| 49.4077 | 45.4473 | 1.0871 | | |
| indexing__series_arr_label_100000s | 12.9307 | 11.6936 | 1.1058 | | |
| indexing__dataframe_iloc_mask_100000sx10s_ax0| 8.6667 | 7.7903 | 1.1125 | | |
| indexing__dataframe_iloc_mask_100000sx10s | 8.6357 | 7.7367 | 1.1162 | | |
| indexing__panel_arr_label_10sx10sx100000s_ax2| 80.3843 | 67.5824 | 1.1894 | | |
| indexing__series_basic_label_100000s | 0.0420 | 0.0343 | 1.2222 | | |
| indexing__panel_arr_label_100000sx10sx10s_ax0| 74.2953 | 57.8709 | 1.2838 | | |
| indexing__panel_arr_pos_100000sx10sx10s_ax0 | 76.9787 | 59.8573 | 1.2860 | | |
| indexing__panel_arr_label_100000sx10sx10s | 68.7690 | 51.6686 | 1.3310 | | |
| indexing__panel_arr_pos_10sx10sx100000s | 43.7810 | 28.7147 | 1.5247 | | |
| indexing__panel_loc_mask_10sx10sx100000s_ax0 | 32.2224 | 13.3317 | 2.4170 | | |
| ------------------------------------------------------------------------------- | |
| Test name | head[ms] | base[ms] | ratio | | |
| ------------------------------------------------------------------------------- | |
| Ratio < 1.0 means the target commit is faster then the baseline. | |
| Seed used: 1234 | |
| Target [f149927] : PERF: optimize index.__getitem__ for slice & boolean mask indexers | |
| Base [6c3755b] : Merge pull request #6486 from jreback/reindex | |
| PERF: perf improvements in single-dtyped indexing (GH6484) | |
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| | count | ncalls | mean | | |
| | indexing__series_arr_label_100000mi_ax0 | 0 | NaN | | |
| | indexing__series_arr_pos_100000p | 0 | NaN | | |
| | indexing__panel_arr_label_100000px10ix10i_ax0 | 0 | NaN | | |
| | indexing__dataframe_slice_label_10ix100000mi_ax1 | 0 | NaN | | |
| | indexing__dataframe_arr_label_100000px10i_ax0 | 0 | NaN | | |
| | indexing__dataframe_slice_label_100000mix10i_ax0 | 0 | NaN | | |
| | indexing__dataframe_arr_label_100000px10i | 0 | NaN | | |
| | indexing__dataframe_slice_label_100000mix10i | 0 | NaN | | |
| | indexing__panel_arr_label_10ix10ix100000p_ax2 | 0 | NaN | | |
| | indexing__series_arr_label_100000p | 0 | NaN | | |
| | indexing__dataframe_arr_label_10ix100000p_ax1 | 0 | NaN | | |
| | indexing__dataframe_arr_pos_100000px10i_ax0 | 0 | NaN | | |
| | indexing__series_arr_label_100000p_ax0 | 0 | NaN | | |
| | indexing__series_loc_mask_100000mi_ax0 | 0 | NaN | | |
| | indexing__panel_basic_pos_100000mix10ix10i_ax0 | 0 | NaN | | |
| | indexing__panel_basic_label_10ix10ix100000mi_ax2 | 0 | NaN | | |
| | indexing__panel_basic_pos_10ix10ix100000mi_ax2 | 0 | NaN | | |
| | indexing__panel_basic_pos_100000mix10ix10i | 0 | NaN | | |
| | indexing__panel_slice_label_10ix10ix100000mi_ax2 | 0 | NaN | | |
| | indexing__dataframe_arr_pos_100000px10i | 0 | NaN | | |
| | indexing__panel_slice_label_100000mix10ix10i_ax0 | 0 | NaN | | |
| | indexing__series_slice_label_100000mi | 0 | NaN | | |
| | indexing__panel_slice_label_100000mix10ix10i | 0 | NaN | | |
| | indexing__panel_arr_label_100000px10ix10i | 0 | NaN | | |
| | indexing__series_arr_pos_100000p_ax0 | 0 | NaN | | |
| | indexing__series_slice_label_100000mi_ax0 | 0 | NaN | | |
| | indexing__series_basic_pos_100000dt | 3 | 0.014649 | | |
| | indexing__series_basic_pos_100000i | 3 | 0.014755 | | |
| | indexing__series_basic_pos_100000s | 3 | 0.014755 | | |
| | indexing__series_basic_pos_100000p | 3 | 0.014782 | | |
| | indexing__series_basic_pos_100000mi | 3 | 0.017987 | | |
| | indexing__panel_basic_label_100000sx10ix10i | 3 | 0.021564 | | |
| | indexing__panel_basic_label_10ix10ix100000dt | 3 | 0.024796 | | |
| | indexing__panel_basic_label_100000ix10ix10i | 3 | 0.024901 | | |
| | indexing__panel_basic_label_10ix10ix100000p | 3 | 0.024981 | | |
| | indexing__panel_basic_label_10ix10ix100000i | 3 | 0.025034 | | |
| | indexing__panel_basic_label_10ix10ix100000s | 3 | 0.025087 | | |
| | indexing__panel_basic_label_100000px10ix10i | 3 | 0.025458 | | |
| | indexing__panel_basic_label_10ix10ix100000mi | 3 | 0.025776 | | |
| | indexing__panel_basic_label_100000mix10ix10i | 3 | 0.029537 | | |
| | indexing__series_basic_pos_100000p_ax0 | 3 | 0.029537 | | |
| | indexing__series_basic_pos_100000dt_ax0 | 3 | 0.029643 | | |
| | indexing__series_basic_pos_100000s_ax0 | 3 | 0.029670 | | |
| | indexing__series_basic_pos_100000i_ax0 | 3 | 0.029776 | | |
| | indexing__panel_basic_label_100000dtx10ix10i | 3 | 0.032213 | | |
| | indexing__series_basic_label_100000s | 3 | 0.035789 | | |
| | indexing__dataframe_basic_label_100000mix10i_ax1 | 3 | 0.037935 | | |
| | indexing__series_slice_pos_100000i | 3 | 0.039233 | | |
| | indexing__series_basic_label_100000i | 3 | 0.039339 | | |
| | indexing__dataframe_basic_label_10ix100000mi_ax1 | 3 | 0.041591 | | |
| | indexing__panel_basic_label_100000mix10ix10i_ax0 | 3 | 0.045909 | | |
| | indexing__dataframe_slice_pos_10ix100000i | 3 | 0.047127 | | |
| | indexing__dataframe_slice_pos_10ix100000dt | 3 | 0.047207 | | |
| | indexing__series_basic_label_100000dt | 3 | 0.047525 | | |
| | indexing__series_slice_label_100000i | 3 | 0.048240 | | |
| | indexing__dataframe_slice_pos_10ix100000p | 3 | 0.048425 | | |
| | indexing__dataframe_slice_pos_100000ix10i | 3 | 0.048876 | | |
| | indexing__panel_basic_label_10ix10ix100000mi_ax0 | 3 | 0.049114 | | |
| | indexing__series_slice_pos_100000s | 3 | 0.049671 | | |
| | indexing__series_basic_label_100000i_ax0 | 3 | 0.050545 | | |
| | indexing__panel_slice_pos_10ix10ix100000dt | 3 | 0.050677 | | |
| | indexing__dataframe_slice_pos_100000sx10i | 3 | 0.050783 | | |
| | indexing__panel_slice_pos_10ix10ix100000mi | 3 | 0.050916 | | |
| | indexing__panel_slice_pos_10ix10ix100000s | 3 | 0.051578 | | |
| | indexing__panel_slice_pos_10ix10ix100000p | 3 | 0.051657 | | |
| | indexing__dataframe_slice_pos_10ix100000s | 3 | 0.053459 | | |
| | indexing__dataframe_slice_pos_10ix100000mi | 3 | 0.053777 | | |
| | indexing__dataframe_basic_label_100000ix10i_ax1 | 3 | 0.053936 | | |
| | indexing__dataframe_basic_label_10ix100000i_ax1 | 3 | 0.054095 | | |
| | indexing__series_slice_label_100000s | 3 | 0.054227 | | |
| | indexing__series_basic_label_100000s_ax0 | 3 | 0.054227 | | |
| | indexing__dataframe_basic_label_100000px10i_ax1 | 3 | 0.054545 | | |
| | indexing__dataframe_basic_label_100000sx10i_ax1 | 3 | 0.055128 | | |
| | indexing__dataframe_slice_label_100000sx10i | 3 | 0.055234 | | |
| | indexing__series_basic_label_100000mi | 3 | 0.056240 | | |
| | indexing__dataframe_slice_label_10ix100000s | 3 | 0.056982 | | |
| | indexing__dataframe_slice_label_100000ix10i | 3 | 0.057194 | | |
| | indexing__dataframe_slice_pos_100000dtx10i | 3 | 0.057220 | | |
| | indexing__series_slice_pos_100000dt | 3 | 0.057671 | | |
| | indexing__dataframe_slice_label_10ix100000i | 3 | 0.057989 | | |
| | indexing__dataframe_slice_label_10ix100000p | 3 | 0.058095 | | |
| | indexing__dataframe_slice_label_10ix100000dt | 3 | 0.058439 | | |
| | indexing__dataframe_basic_label_100000dtx10i_ax1 | 3 | 0.058466 | | |
| | indexing__panel_slice_pos_10ix10ix100000i | 3 | 0.058757 | | |
| | indexing__series_basic_label_100000dt_ax0 | 3 | 0.058969 | | |
| | indexing__series_slice_pos_100000i_ax0 | 3 | 0.061194 | | |
| | indexing__panel_slice_label_10ix10ix100000dt | 3 | 0.061221 | | |
| | indexing__panel_slice_label_10ix10ix100000mi | 3 | 0.061777 | | |
| | indexing__panel_slice_label_10ix10ix100000p | 3 | 0.061909 | | |
| | indexing__dataframe_slice_label_10ix100000mi | 3 | 0.061989 | | |
| | indexing__dataframe_basic_label_10ix100000s_ax1 | 3 | 0.062015 | | |
| | indexing__panel_slice_label_10ix10ix100000s | 3 | 0.062095 | | |
| | indexing__series_slice_pos_100000s_ax0 | 3 | 0.063552 | | |
| | indexing__panel_slice_label_10ix10ix100000i | 3 | 0.064770 | | |
| | indexing__series_basic_label_100000mi_ax0 | 3 | 0.064770 | | |
| | indexing__dataframe_basic_label_10ix100000dt_ax1 | 3 | 0.066996 | | |
| | indexing__series_slice_pos_100000p | 3 | 0.069353 | | |
| | indexing__dataframe_basic_label_10ix100000p_ax1 | 3 | 0.069486 | | |
| | indexing__series_basic_label_100000p | 3 | 0.069565 | | |
| | indexing__dataframe_slice_pos_100000px10i | 3 | 0.069777 | | |
| | indexing__dataframe_slice_pos_10ix100000mi_ax0 | 3 | 0.070545 | | |
| | indexing__dataframe_slice_pos_100000ix10i_ax0 | 3 | 0.072903 | | |
| | indexing__dataframe_slice_pos_10ix100000dt_ax0 | 3 | 0.073327 | | |
| | indexing__dataframe_slice_pos_10ix100000s_ax0 | 3 | 0.073539 | | |
| | indexing__series_slice_pos_100000dt_ax0 | 3 | 0.074122 | | |
| | indexing__dataframe_slice_pos_10ix100000i_ax0 | 3 | 0.074228 | | |
| | indexing__dataframe_slice_pos_100000sx10i_ax0 | 3 | 0.074334 | | |
| | indexing__dataframe_slice_label_10ix100000mi_ax0 | 3 | 0.074625 | | |
| | indexing__dataframe_slice_pos_100000mix10i_ax1 | 3 | 0.074678 | | |
| | indexing__dataframe_slice_pos_10ix100000p_ax0 | 3 | 0.075102 | | |
| | indexing__series_slice_label_100000i_ax0 | 3 | 0.076082 | | |
| | indexing__dataframe_slice_label_100000mix10i_ax1 | 3 | 0.076453 | | |
| | indexing__panel_basic_label_100000sx10ix10i_ax0 | 3 | 0.077009 | | |
| | indexing__panel_slice_pos_10ix10ix100000s_ax2 | 3 | 0.078784 | | |
| | indexing__panel_slice_pos_10ix10ix100000i_ax2 | 3 | 0.078784 | | |
| | indexing__series_slice_label_100000dt | 3 | 0.078784 | | |
| | indexing__panel_slice_pos_100000sx10ix10i_ax2 | 3 | 0.079314 | | |
| | indexing__panel_slice_pos_100000dtx10ix10i_ax2 | 3 | 0.079658 | | |
| | indexing__dataframe_slice_pos_100000ix10i_ax1 | 3 | 0.080188 | | |
| | indexing__dataframe_slice_pos_100000dtx10i_ax1 | 3 | 0.080532 | | |
| | indexing__panel_slice_pos_100000mix10ix10i_ax2 | 3 | 0.080691 | | |
| | indexing__series_basic_label_100000p_ax0 | 3 | 0.080771 | | |
| | indexing__dataframe_slice_pos_100000px10i_ax1 | 3 | 0.080903 | | |
| | indexing__panel_slice_pos_100000ix10ix10i_ax2 | 3 | 0.081990 | | |
| | indexing__panel_slice_label_100000mix10ix10i_ax2 | 3 | 0.082228 | | |
| | indexing__panel_basic_pos_10ix10ix100000s | 3 | 0.082254 | | |
| | indexing__panel_basic_pos_10ix10ix100000p | 3 | 0.082519 | | |
| | indexing__panel_basic_label_10ix10ix100000p_ax0 | 3 | 0.082678 | | |
| | indexing__panel_basic_label_10ix10ix100000i_ax0 | 3 | 0.082784 | | |
| | indexing__panel_basic_pos_100000ix10ix10i | 3 | 0.082811 | | |
| | indexing__dataframe_slice_label_100000dtx10i | 3 | 0.082970 | | |
| | indexing__panel_slice_pos_100000px10ix10i_ax2 | 3 | 0.083685 | | |
| | indexing__panel_basic_label_100000px10ix10i_ax0 | 3 | 0.083685 | | |
| | indexing__dataframe_basic_pos_100000sx10i | 3 | 0.084374 | | |
| | indexing__panel_slice_label_10ix10ix100000mi_ax0 | 3 | 0.084559 | | |
| | indexing__panel_slice_pos_10ix10ix100000mi_ax0 | 3 | 0.084692 | | |
| | indexing__dataframe_basic_pos_100000ix10i | 3 | 0.084904 | | |
| | indexing__panel_basic_label_10ix10ix100000s_ax0 | 3 | 0.084983 | | |
| | indexing__panel_slice_pos_10ix10ix100000i_ax0 | 3 | 0.086308 | | |
| | indexing__series_slice_pos_100000p_ax0 | 3 | 0.086334 | | |
| | indexing__series_slice_label_100000s_ax0 | 3 | 0.086652 | | |
| | indexing__panel_basic_pos_100000sx10ix10i | 3 | 0.086678 | | |
| | indexing__dataframe_slice_pos_100000dtx10i_ax0 | 3 | 0.086996 | | |
| | indexing__dataframe_slice_pos_100000sx10i_ax1 | 3 | 0.087420 | | |
| | indexing__panel_slice_pos_10ix10ix100000s_ax0 | 3 | 0.088241 | | |
| | indexing__panel_slice_pos_10ix10ix100000dt_ax0 | 3 | 0.088586 | | |
| | indexing__panel_slice_pos_10ix10ix100000p_ax0 | 3 | 0.088771 | | |
| | indexing__panel_slice_pos_10ix10ix100000dt_ax2 | 3 | 0.089566 | | |
| | indexing__panel_basic_pos_10ix10ix100000mi | 3 | 0.091129 | | |
| | indexing__dataframe_slice_label_100000sx10i_ax0 | 3 | 0.092771 | | |
| | indexing__series_slice_pos_100000mi | 3 | 0.093328 | | |
| | indexing__panel_basic_label_100000dtx10ix10i_ax0 | 3 | 0.093354 | | |
| | indexing__dataframe_slice_label_100000ix10i_ax0 | 3 | 0.095447 | | |
| | indexing__dataframe_slice_label_10ix100000i_ax0 | 3 | 0.095579 | | |
| | indexing__dataframe_slice_label_10ix100000s_ax0 | 3 | 0.096242 | | |
| | indexing__dataframe_slice_label_10ix100000p_ax0 | 3 | 0.096427 | | |
| | indexing__dataframe_basic_pos_100000dtx10i | 3 | 0.096454 | | |
| | indexing__panel_basic_pos_10ix10ix100000dt | 3 | 0.097407 | | |
| | indexing__dataframe_slice_label_10ix100000dt_ax0 | 3 | 0.097566 | | |
| | indexing__panel_basic_label_100000ix10ix10i_ax0 | 3 | 0.100666 | | |
| | indexing__panel_basic_label_100000mix10ix10i_ax2 | 3 | 0.101010 | | |
| | indexing__panel_slice_label_100000px10ix10i_ax2 | 3 | 0.101752 | | |
| | indexing__panel_slice_pos_10ix10ix100000p_ax2 | 3 | 0.102202 | | |
| | indexing__panel_slice_label_100000dtx10ix10i_ax2 | 3 | 0.102785 | | |
| | indexing__panel_slice_label_10ix10ix100000s_ax2 | 3 | 0.102891 | | |
| | indexing__dataframe_slice_label_100000sx10i_ax1 | 3 | 0.102917 | | |
| | indexing__dataframe_slice_label_100000ix10i_ax1 | 3 | 0.103023 | | |
| | indexing__panel_basic_pos_10ix10ix100000i | 3 | 0.103341 | | |
| | indexing__panel_slice_label_100000sx10ix10i_ax2 | 3 | 0.104321 | | |
| | indexing__dataframe_slice_pos_100000mix10i | 3 | 0.104878 | | |
| | indexing__panel_slice_label_10ix10ix100000i_ax2 | 3 | 0.104878 | | |
| | indexing__panel_basic_pos_100000dtx10ix10i | 3 | 0.104904 | | |
| | indexing__dataframe_slice_label_100000dtx10i_ax1 | 3 | 0.105593 | | |
| | indexing__dataframe_basic_pos_100000px10i | 3 | 0.107209 | | |
| | indexing__series_slice_pos_100000mi_ax0 | 3 | 0.108851 | | |
| | indexing__dataframe_slice_pos_100000px10i_ax0 | 3 | 0.109990 | | |
| | indexing__panel_slice_label_100000ix10ix10i_ax2 | 3 | 0.110017 | | |
| | indexing__series_slice_label_100000p | 3 | 0.110017 | | |
| | indexing__panel_slice_label_10ix10ix100000s_ax0 | 3 | 0.110467 | | |
| | indexing__panel_slice_label_10ix10ix100000p_ax0 | 3 | 0.110679 | | |
| | indexing__panel_slice_label_10ix10ix100000dt_ax0 | 3 | 0.111765 | | |
| | indexing__panel_slice_label_10ix10ix100000i_ax0 | 3 | 0.112322 | | |
| | indexing__dataframe_slice_label_100000px10i_ax1 | 3 | 0.112693 | | |
| | indexing__dataframe_basic_label_100000sx10i | 3 | 0.113116 | | |
| | indexing__dataframe_basic_pos_100000mix10i | 3 | 0.113885 | | |
| | indexing__dataframe_basic_pos_100000mix10i_ax1 | 3 | 0.113911 | | |
| | indexing__series_slice_label_100000dt_ax0 | 3 | 0.114308 | | |
| | indexing__dataframe_slice_label_100000px10i | 3 | 0.114997 | | |
| | indexing__dataframe_basic_pos_100000sx10i_ax0 | 3 | 0.123024 | | |
| | indexing__dataframe_basic_pos_100000ix10i_ax0 | 3 | 0.125912 | | |
| | indexing__dataframe_slice_label_100000dtx10i_ax0 | 3 | 0.126786 | | |
| | indexing__dataframe_slice_pos_100000mix10i_ax0 | 3 | 0.127104 | | |
| | indexing__panel_basic_label_10ix10ix100000s_ax2 | 3 | 0.128455 | | |
| | indexing__panel_basic_pos_10ix10ix100000s_ax2 | 3 | 0.129779 | | |
| | indexing__dataframe_basic_label_100000ix10i | 3 | 0.130018 | | |
| | indexing__dataframe_basic_pos_10ix100000i_ax1 | 3 | 0.131210 | | |
| | indexing__panel_basic_pos_10ix10ix100000i_ax2 | 3 | 0.131316 | | |
| | indexing__panel_basic_label_100000px10ix10i_ax2 | 3 | 0.131766 | | |
| | indexing__dataframe_basic_pos_100000sx10i_ax1 | 3 | 0.131898 | | |
| | indexing__panel_basic_pos_10ix10ix100000mi_ax0 | 3 | 0.133329 | | |
| | indexing__dataframe_basic_pos_100000ix10i_ax1 | 3 | 0.133355 | | |
| | indexing__dataframe_basic_pos_100000mix10i_ax0 | 3 | 0.134786 | | |
| | indexing__dataframe_basic_pos_100000dtx10i_ax0 | 3 | 0.134998 | | |
| | indexing__series_basic_pos_100000mi_ax0 | 3 | 0.135104 | | |
| | indexing__panel_basic_label_100000sx10ix10i_ax2 | 3 | 0.135448 | | |
| | indexing__dataframe_basic_pos_100000dtx10i_ax1 | 3 | 0.136667 | | |
| | indexing__dataframe_basic_label_100000dtx10i | 3 | 0.136773 | | |
| | indexing__panel_basic_label_10ix10ix100000i_ax2 | 3 | 0.136879 | | |
| | indexing__panel_basic_label_100000ix10ix10i_ax2 | 3 | 0.137462 | | |
| | indexing__panel_slice_pos_10ix10ix100000mi_ax2 | 3 | 0.137885 | | |
| | indexing__series_slice_label_100000p_ax0 | 3 | 0.138548 | | |
| | indexing__panel_basic_pos_10ix10ix100000dt_ax2 | 3 | 0.139342 | | |
| | indexing__dataframe_basic_pos_100000px10i_ax1 | 3 | 0.139554 | | |
| | indexing__dataframe_basic_pos_10ix100000s_ax1 | 3 | 0.142468 | | |
| | indexing__panel_basic_label_10ix10ix100000dt_ax2 | 3 | 0.144588 | | |
| | indexing__panel_basic_pos_10ix10ix100000p_ax0 | 3 | 0.144853 | | |
| | indexing__dataframe_basic_label_100000sx10i_ax0 | 3 | 0.145197 | | |
| | indexing__dataframe_basic_pos_100000px10i_ax0 | 3 | 0.145223 | | |
| | indexing__panel_basic_pos_100000px10ix10i | 3 | 0.145780 | | |
| | indexing__panel_basic_pos_10ix10ix100000s_ax0 | 3 | 0.146098 | | |
| | indexing__panel_basic_pos_10ix10ix100000p_ax2 | 3 | 0.146680 | | |
| | indexing__panel_basic_pos_100000ix10ix10i_ax0 | 3 | 0.147978 | | |
| | indexing__panel_basic_pos_10ix10ix100000i_ax0 | 3 | 0.148005 | | |
| | indexing__dataframe_basic_label_100000mix10i | 3 | 0.148005 | | |
| | indexing__dataframe_slice_label_100000px10i_ax0 | 3 | 0.150998 | | |
| | indexing__panel_basic_pos_100000sx10ix10i_ax0 | 3 | 0.154416 | | |
| | indexing__dataframe_basic_label_100000ix10i_ax0 | 3 | 0.155025 | | |
| | indexing__dataframe_basic_pos_10ix100000dt_ax1 | 3 | 0.157144 | | |
| | indexing__dataframe_basic_pos_10ix100000mi_ax1 | 3 | 0.158654 | | |
| | indexing__panel_slice_label_10ix10ix100000dt_ax2 | 3 | 0.160376 | | |
| | indexing__dataframe_basic_label_100000px10i | 3 | 0.165542 | | |
| | indexing__dataframe_basic_label_100000mix10i_ax0 | 3 | 0.165992 | | |
| | indexing__panel_slice_label_10ix10ix100000p_ax2 | 3 | 0.168218 | | |
| | indexing__panel_basic_label_10ix10ix100000p_ax2 | 3 | 0.170575 | | |
| | indexing__dataframe_basic_label_100000dtx10i_ax0 | 3 | 0.170787 | | |
| | indexing__panel_basic_pos_100000dtx10ix10i_ax0 | 3 | 0.187794 | | |
| | indexing__dataframe_basic_pos_10ix100000p_ax1 | 3 | 0.205331 | | |
| | indexing__dataframe_basic_label_100000px10i_ax0 | 3 | 0.209146 | | |
| | indexing__panel_basic_pos_100000px10ix10i_ax0 | 3 | 0.214418 | | |
| | indexing__series_loc_mask_100000p | 3 | 0.809908 | | |
| | indexing__series_iloc_mask_100000p | 3 | 0.811762 | | |
| | indexing__series_iloc_mask_100000dt | 3 | 0.813219 | | |
| | indexing__series_iloc_mask_100000i | 3 | 0.817113 | | |
| | indexing__series_loc_mask_100000dt | 3 | 0.822359 | | |
| | indexing__series_loc_mask_100000i | 3 | 0.823339 | | |
| | indexing__series_iloc_mask_100000i_ax0 | 3 | 0.835657 | | |
| | indexing__series_iloc_mask_100000dt_ax0 | 3 | 0.846889 | | |
| | indexing__series_loc_mask_100000p_ax0 | 3 | 0.847340 | | |
| | indexing__series_loc_mask_100000dt_ax0 | 3 | 0.858678 | | |
| | indexing__series_iloc_mask_100000p_ax0 | 3 | 0.863711 | | |
| | indexing__series_loc_mask_100000i_ax0 | 3 | 0.871129 | | |
| | indexing__dataframe_basic_pos_10ix100000i | 3 | 1.056671 | | |
| | indexing__series_loc_mask_100000mi | 3 | 1.071003 | | |
| | indexing__dataframe_basic_pos_10ix100000mi | 3 | 1.072248 | | |
| | indexing__dataframe_basic_pos_10ix100000dt | 3 | 1.074102 | | |
| | indexing__series_iloc_mask_100000mi | 3 | 1.081546 | | |
| | indexing__dataframe_basic_pos_10ix100000mi_ax0 | 3 | 1.094977 | | |
| | indexing__dataframe_basic_pos_10ix100000s | 3 | 1.109786 | | |
| | indexing__dataframe_basic_pos_10ix100000dt_ax0 | 3 | 1.118554 | | |
| | indexing__dataframe_basic_pos_10ix100000i_ax0 | 3 | 1.125786 | | |
| | indexing__dataframe_basic_pos_10ix100000p | 3 | 1.125998 | | |
| | indexing__dataframe_basic_pos_10ix100000p_ax0 | 3 | 1.142104 | | |
| | indexing__dataframe_basic_pos_10ix100000s_ax0 | 3 | 1.150873 | | |
| | indexing__series_iloc_mask_100000mi_ax0 | 3 | 1.227114 | | |
| | indexing__panel_slice_pos_100000ix10ix10i | 3 | 1.734787 | | |
| | indexing__panel_slice_pos_100000px10ix10i | 3 | 1.773569 | | |
| | indexing__panel_slice_pos_100000ix10ix10i_ax0 | 3 | 1.782232 | | |
| | indexing__panel_slice_pos_100000px10ix10i_ax0 | 3 | 1.819346 | | |
| | indexing__dataframe_slice_pos_10ix100000i_ax1 | 3 | 1.823001 | | |
| | indexing__panel_slice_label_100000ix10ix10i | 3 | 1.834101 | | |
| | indexing__dataframe_slice_label_10ix100000i_ax1 | 3 | 1.840221 | | |
| | indexing__panel_slice_label_100000px10ix10i | 3 | 1.851453 | | |
| | indexing__panel_slice_label_100000ix10ix10i_ax0 | 3 | 1.883904 | | |
| | indexing__dataframe_slice_pos_10ix100000p_ax1 | 3 | 1.885441 | | |
| | indexing__panel_slice_label_100000px10ix10i_ax0 | 3 | 1.895110 | | |
| | indexing__series_arr_label_100000i | 3 | 1.903666 | | |
| | indexing__dataframe_slice_label_10ix100000p_ax1 | 3 | 1.935906 | | |
| | indexing__panel_slice_pos_100000dtx10ix10i_ax0 | 3 | 2.015670 | | |
| | indexing__panel_slice_pos_100000dtx10ix10i | 3 | 2.020439 | | |
| | indexing__panel_slice_label_100000dtx10ix10i | 3 | 2.047989 | | |
| | indexing__panel_slice_label_100000dtx10ix10i_ax0 | 3 | 2.128098 | | |
| | indexing__series_loc_mask_100000s | 3 | 2.157529 | | |
| | indexing__dataframe_slice_label_10ix100000dt_ax1 | 3 | 2.165874 | | |
| | indexing__series_iloc_mask_100000s | 3 | 2.203756 | | |
| | indexing__dataframe_slice_pos_10ix100000dt_ax1 | 3 | 2.250036 | | |
| | indexing__series_loc_mask_100000s_ax0 | 3 | 2.286567 | | |
| | indexing__series_iloc_mask_100000s_ax0 | 3 | 2.323336 | | |
| | indexing__series_arr_label_100000dt | 3 | 2.632433 | | |
| | indexing__dataframe_iloc_mask_100000mix10i_ax1 | 3 | 3.970650 | | |
| | indexing__dataframe_iloc_mask_100000px10i_ax1 | 3 | 3.970782 | | |
| | indexing__dataframe_loc_mask_100000mix10i_ax1 | 3 | 3.974014 | | |
| | indexing__dataframe_iloc_mask_100000dtx10i_ax1 | 3 | 3.974888 | | |
| | indexing__dataframe_iloc_mask_100000sx10i_ax1 | 3 | 3.989326 | | |
| | indexing__dataframe_loc_mask_100000dtx10i_ax1 | 3 | 3.992690 | | |
| | indexing__dataframe_loc_mask_100000px10i_ax1 | 3 | 4.002094 | | |
| | indexing__dataframe_loc_mask_100000sx10i_ax1 | 3 | 4.002757 | | |
| | indexing__dataframe_loc_mask_100000ix10i_ax1 | 3 | 4.034228 | | |
| | indexing__dataframe_iloc_mask_100000ix10i_ax1 | 3 | 4.034784 | | |
| | indexing__dataframe_loc_mask_100000px10i | 3 | 4.898363 | | |
| | indexing__dataframe_loc_mask_100000ix10i | 3 | 4.905118 | | |
| | indexing__dataframe_iloc_mask_100000px10i | 3 | 4.914787 | | |
| | indexing__dataframe_loc_mask_100000dtx10i | 3 | 4.923979 | | |
| | indexing__dataframe_iloc_mask_100000ix10i | 3 | 4.936669 | | |
| | indexing__dataframe_iloc_mask_100000dtx10i | 3 | 4.953676 | | |
| | indexing__dataframe_iloc_mask_100000dtx10i_ax0 | 3 | 4.972670 | | |
| | indexing__dataframe_iloc_mask_100000px10i_ax0 | 3 | 4.973306 | | |
| | indexing__dataframe_loc_mask_100000px10i_ax0 | 3 | 4.996088 | | |
| | indexing__dataframe_loc_mask_100000dtx10i_ax0 | 3 | 5.005598 | | |
| | indexing__dataframe_arr_pos_100000px10i_ax1 | 3 | 5.009757 | | |
| | indexing__dataframe_arr_pos_100000sx10i_ax1 | 3 | 5.014102 | | |
| | indexing__dataframe_iloc_mask_100000ix10i_ax0 | 3 | 5.018579 | | |
| | indexing__dataframe_arr_pos_100000ix10i_ax1 | 3 | 5.027797 | | |
| | indexing__dataframe_arr_pos_100000dtx10i_ax1 | 3 | 5.037228 | | |
| | indexing__dataframe_arr_label_100000mix10i_ax1 | 3 | 5.054977 | | |
| | indexing__dataframe_arr_pos_100000mix10i_ax1 | 3 | 5.076673 | | |
| | indexing__dataframe_arr_label_100000ix10i_ax1 | 3 | 5.077892 | | |
| | indexing__dataframe_arr_label_100000px10i_ax1 | 3 | 5.087137 | | |
| | indexing__dataframe_basic_label_10ix100000p | 3 | 5.088011 | | |
| | indexing__dataframe_basic_label_10ix100000dt | 3 | 5.089574 | | |
| | indexing__dataframe_loc_mask_100000ix10i_ax0 | 3 | 5.091137 | | |
| | indexing__dataframe_arr_label_100000dtx10i_ax1 | 3 | 5.105972 | | |
| | indexing__dataframe_basic_label_10ix100000dt_ax0 | 3 | 5.106264 | | |
| | indexing__dataframe_iloc_mask_10ix100000p_ax1 | 3 | 5.106343 | | |
| | indexing__dataframe_basic_label_10ix100000i_ax0 | 3 | 5.115191 | | |
| | indexing__dataframe_basic_label_10ix100000p_ax0 | 3 | 5.118661 | | |
| | indexing__dataframe_loc_mask_10ix100000p_ax1 | 3 | 5.121655 | | |
| | indexing__dataframe_basic_label_10ix100000i | 3 | 5.147987 | | |
| | indexing__dataframe_basic_label_10ix100000mi_ax0 | 3 | 5.158875 | | |
| | indexing__dataframe_loc_mask_10ix100000i_ax1 | 3 | 5.158901 | | |
| | indexing__dataframe_basic_label_10ix100000s | 3 | 5.159007 | | |
| | indexing__dataframe_iloc_mask_10ix100000dt_ax1 | 3 | 5.176226 | | |
| | indexing__dataframe_loc_mask_10ix100000dt_ax1 | 3 | 5.185021 | | |
| | indexing__dataframe_basic_label_10ix100000s_ax0 | 3 | 5.216969 | | |
| | indexing__dataframe_arr_label_100000sx10i_ax1 | 3 | 5.244335 | | |
| | indexing__dataframe_iloc_mask_10ix100000i_ax1 | 3 | 5.287329 | | |
| | indexing__dataframe_loc_mask_10ix100000p | 3 | 5.509138 | | |
| | indexing__dataframe_loc_mask_10ix100000s | 3 | 5.513006 | | |
| | indexing__dataframe_iloc_mask_10ix100000i | 3 | 5.561431 | | |
| | indexing__dataframe_loc_mask_10ix100000i | 3 | 5.585326 | | |
| | indexing__dataframe_iloc_mask_10ix100000dt | 3 | 5.603764 | | |
| | indexing__dataframe_loc_mask_10ix100000dt_ax0 | 3 | 5.646229 | | |
| | indexing__dataframe_iloc_mask_10ix100000s | 3 | 5.650520 | | |
| | indexing__dataframe_loc_mask_10ix100000dt | 3 | 5.660481 | | |
| | indexing__dataframe_iloc_mask_10ix100000p_ax0 | 3 | 5.661117 | | |
| | indexing__dataframe_loc_mask_10ix100000p_ax0 | 3 | 5.714973 | | |
| | indexing__dataframe_loc_mask_10ix100000mi | 3 | 5.757332 | | |
| | indexing__dataframe_iloc_mask_10ix100000s_ax0 | 3 | 5.761332 | | |
| | indexing__dataframe_iloc_mask_10ix100000p | 3 | 5.768564 | | |
| | indexing__dataframe_basic_label_10ix100000mi | 3 | 5.789783 | | |
| | indexing__dataframe_iloc_mask_10ix100000mi | 3 | 5.791002 | | |
| | indexing__dataframe_loc_mask_10ix100000i_ax0 | 3 | 5.804009 | | |
| | indexing__panel_basic_pos_100000mix10ix10i_ax2 | 3 | 5.830659 | | |
| | indexing__dataframe_iloc_mask_10ix100000dt_ax0 | 3 | 5.860991 | | |
| | indexing__dataframe_iloc_mask_10ix100000i_ax0 | 3 | 5.862315 | | |
| | indexing__dataframe_iloc_mask_10ix100000mi_ax0 | 3 | 5.904251 | | |
| | indexing__dataframe_loc_mask_10ix100000s_ax0 | 3 | 5.908675 | | |
| | indexing__panel_basic_pos_100000ix10ix10i_ax2 | 3 | 5.933762 | | |
| | indexing__dataframe_loc_mask_10ix100000mi_ax0 | 3 | 6.023566 | | |
| | indexing__dataframe_arr_label_100000ix10i | 3 | 6.697231 | | |
| | indexing__panel_basic_pos_100000px10ix10i_ax2 | 3 | 7.112980 | | |
| | indexing__panel_basic_pos_100000sx10ix10i_ax2 | 3 | 7.301993 | | |
| | indexing__dataframe_arr_label_10ix100000p | 3 | 7.329411 | | |
| | indexing__dataframe_arr_label_10ix100000mi | 3 | 7.358895 | | |
| | indexing__dataframe_arr_label_10ix100000i | 3 | 7.371902 | | |
| | indexing__dataframe_arr_label_10ix100000dt | 3 | 7.375558 | | |
| | indexing__dataframe_arr_label_100000dtx10i | 3 | 7.411453 | | |
| | indexing__dataframe_arr_pos_10ix100000p | 3 | 7.412778 | | |
| | indexing__dataframe_arr_pos_10ix100000mi | 3 | 7.461098 | | |
| | indexing__dataframe_arr_label_10ix100000p_ax0 | 3 | 7.468118 | | |
| | indexing__dataframe_arr_pos_10ix100000dt_ax0 | 3 | 7.491668 | | |
| | indexing__dataframe_arr_pos_10ix100000dt | 3 | 7.497443 | | |
| | indexing__dataframe_arr_label_10ix100000s | 3 | 7.509788 | | |
| | indexing__dataframe_arr_label_10ix100000s_ax0 | 3 | 7.534424 | | |
| | indexing__dataframe_arr_label_10ix100000mi_ax0 | 3 | 7.535881 | | |
| | indexing__dataframe_arr_label_10ix100000dt_ax0 | 3 | 7.536120 | | |
| | indexing__dataframe_arr_pos_10ix100000s_ax0 | 3 | 7.566876 | | |
| | indexing__dataframe_arr_pos_10ix100000i | 3 | 7.574797 | | |
| | indexing__dataframe_arr_pos_10ix100000i_ax0 | 3 | 7.771677 | | |
| | indexing__dataframe_arr_pos_10ix100000s | 3 | 7.775995 | | |
| | indexing__dataframe_arr_pos_10ix100000p_ax0 | 3 | 7.849428 | | |
| | indexing__dataframe_iloc_mask_100000sx10i | 3 | 7.879019 | | |
| | indexing__dataframe_loc_mask_100000sx10i_ax0 | 3 | 7.925272 | | |
| | indexing__dataframe_arr_pos_10ix100000mi_ax0 | 3 | 7.932769 | | |
| | indexing__dataframe_arr_label_10ix100000i_ax0 | 3 | 7.989354 | | |
| | indexing__dataframe_loc_mask_100000sx10i | 3 | 8.168883 | | |
| | indexing__dataframe_iloc_mask_100000sx10i_ax0 | 3 | 8.333418 | | |
| | indexing__dataframe_slice_pos_10ix100000s_ax1 | 3 | 9.412448 | | |
| | indexing__dataframe_iloc_mask_10ix100000s_ax1 | 3 | 9.996547 | | |
| | indexing__dataframe_loc_mask_10ix100000s_ax1 | 3 | 10.026534 | | |
| | indexing__panel_slice_label_100000sx10ix10i_ax0 | 3 | 10.085477 | | |
| | indexing__dataframe_slice_label_10ix100000s_ax1 | 3 | 10.243416 | | |
| | indexing__panel_slice_pos_100000sx10ix10i | 3 | 10.372347 | | |
| | indexing__panel_slice_pos_100000sx10ix10i_ax0 | 3 | 10.482099 | | |
| | indexing__panel_slice_label_100000sx10ix10i | 3 | 10.758056 | | |
| | indexing__series_arr_label_100000s | 3 | 11.342446 | | |
| | indexing__panel_loc_mask_100000ix10ix10i_ax0 | 3 | 15.123447 | | |
| | indexing__panel_loc_mask_100000px10ix10i_ax0 | 3 | 15.210470 | | |
| | indexing__panel_iloc_mask_100000ix10ix10i | 3 | 15.247636 | | |
| | indexing__panel_iloc_mask_100000px10ix10i | 3 | 15.269121 | | |
| | indexing__panel_iloc_mask_100000dtx10ix10i | 3 | 15.276988 | | |
| | indexing__panel_iloc_mask_100000dtx10ix10i_ax0 | 3 | 15.464677 | | |
| | indexing__panel_iloc_mask_100000px10ix10i_ax0 | 3 | 15.531434 | | |
| | indexing__panel_loc_mask_100000ix10ix10i | 3 | 15.571992 | | |
| | indexing__panel_iloc_mask_100000ix10ix10i_ax0 | 3 | 15.586641 | | |
| | indexing__panel_loc_mask_100000px10ix10i | 3 | 15.612576 | | |
| | indexing__panel_loc_mask_100000dtx10ix10i_ax0 | 3 | 15.666776 | | |
| | indexing__panel_loc_mask_100000dtx10ix10i | 3 | 16.225656 | | |
| | indexing__dataframe_iloc_mask_100000mix10i | 3 | 16.263220 | | |
| | indexing__dataframe_loc_mask_100000mix10i | 3 | 16.266743 | | |
| | indexing__dataframe_loc_mask_10ix100000mi_ax1 | 3 | 16.395198 | | |
| | indexing__dataframe_iloc_mask_100000mix10i_ax0 | 3 | 16.557773 | | |
| | indexing__dataframe_loc_mask_100000mix10i_ax0 | 3 | 16.793013 | | |
| | indexing__dataframe_iloc_mask_10ix100000mi_ax1 | 3 | 17.616272 | | |
| | indexing__dataframe_arr_label_100000sx10i | 3 | 17.834028 | | |
| | indexing__series_arr_label_100000i_ax0 | 3 | 17.955860 | | |
| | indexing__series_arr_pos_100000dt | 3 | 19.414690 | | |
| | indexing__panel_loc_mask_100000sx10ix10i | 3 | 19.710541 | | |
| | indexing__series_arr_pos_100000dt_ax0 | 3 | 19.712289 | | |
| | indexing__series_arr_pos_100000i | 3 | 19.764211 | | |
| | indexing__panel_iloc_mask_100000sx10ix10i | 3 | 20.141813 | | |
| | indexing__series_arr_pos_100000i_ax0 | 3 | 20.141866 | | |
| | indexing__series_arr_pos_100000s | 3 | 20.728005 | | |
| | indexing__panel_loc_mask_100000sx10ix10i_ax0 | 3 | 20.820538 | | |
| | indexing__panel_iloc_mask_100000sx10ix10i_ax0 | 3 | 21.372901 | | |
| | indexing__series_arr_pos_100000s_ax0 | 3 | 21.394465 | | |
| | indexing__dataframe_arr_label_100000ix10i_ax0 | 3 | 23.256752 | | |
| | indexing__dataframe_arr_pos_100000ix10i | 3 | 24.618228 | | |
| | indexing__dataframe_arr_pos_100000dtx10i | 3 | 24.650229 | | |
| | indexing__dataframe_arr_pos_100000ix10i_ax0 | 3 | 24.866263 | | |
| | indexing__dataframe_arr_pos_100000dtx10i_ax0 | 3 | 24.928013 | | |
| | indexing__dataframe_arr_pos_100000sx10i | 3 | 25.371101 | | |
| | indexing__dataframe_arr_pos_100000sx10i_ax0 | 3 | 25.702794 | | |
| | indexing__series_arr_pos_100000mi | 3 | 25.768677 | | |
| | indexing__series_arr_pos_100000mi_ax0 | 3 | 26.104000 | | |
| | indexing__panel_loc_mask_100000mix10ix10i | 3 | 26.269542 | | |
| | indexing__dataframe_arr_label_10ix100000i_ax1 | 3 | 26.867761 | | |
| | indexing__panel_iloc_mask_10ix10ix100000p_ax2 | 3 | 26.910358 | | |
| | indexing__panel_loc_mask_10ix10ix100000dt_ax2 | 3 | 26.971128 | | |
| | indexing__panel_iloc_mask_100000mix10ix10i_ax0 | 3 | 27.040429 | | |
| | indexing__panel_iloc_mask_100000mix10ix10i | 3 | 27.074522 | | |
| | indexing__panel_iloc_mask_10ix10ix100000i_ax2 | 3 | 27.234077 | | |
| | indexing__panel_loc_mask_10ix10ix100000i_ax2 | 3 | 27.329789 | | |
| | indexing__panel_loc_mask_10ix10ix100000p_ax2 | 3 | 27.391778 | | |
| | indexing__series_arr_label_100000s_ax0 | 3 | 27.455012 | | |
| | indexing__panel_iloc_mask_10ix10ix100000dt_ax2 | 3 | 27.560552 | | |
| | indexing__panel_loc_mask_100000mix10ix10i_ax0 | 3 | 27.936114 | | |
| | indexing__panel_loc_mask_10ix10ix100000s_ax2 | 3 | 30.064662 | | |
| | indexing__dataframe_arr_pos_100000mix10i_ax0 | 3 | 30.163023 | | |
| | indexing__dataframe_arr_pos_100000mix10i | 3 | 30.171527 | | |
| | indexing__panel_iloc_mask_10ix10ix100000s_ax2 | 3 | 30.186229 | | |
| | indexing__panel_arr_pos_10ix10ix100000s_ax0 | 3 | 30.282418 | | |
| | indexing__panel_arr_pos_10ix10ix100000p | 3 | 31.987773 | | |
| | indexing__series_arr_label_100000mi | 3 | 33.082220 | | |
| | indexing__panel_arr_label_10ix10ix100000mi | 3 | 33.324692 | | |
| | indexing__panel_iloc_mask_10ix10ix100000i | 3 | 33.861558 | | |
| | indexing__panel_loc_mask_10ix10ix100000s | 3 | 34.210655 | | |
| | indexing__panel_loc_mask_10ix10ix100000mi_ax0 | 3 | 34.624020 | | |
| | indexing__panel_iloc_mask_10ix10ix100000i_ax0 | 3 | 35.204543 | | |
| | indexing__panel_loc_mask_10ix10ix100000i | 3 | 35.589907 | | |
| | indexing__dataframe_arr_pos_10ix100000i_ax1 | 3 | 35.636557 | | |
| | indexing__panel_iloc_mask_10ix10ix100000dt | 3 | 36.091195 | | |
| | indexing__dataframe_arr_pos_10ix100000dt_ax1 | 3 | 36.127567 | | |
| | indexing__dataframe_arr_pos_10ix100000p_ax1 | 3 | 36.657810 | | |
| | indexing__panel_loc_mask_10ix10ix100000mi | 3 | 37.399001 | | |
| | indexing__panel_loc_mask_10ix10ix100000s_ax0 | 3 | 37.663539 | | |
| | indexing__panel_iloc_mask_10ix10ix100000p_ax0 | 3 | 38.054095 | | |
| | indexing__panel_iloc_mask_10ix10ix100000s | 3 | 38.055023 | | |
| | indexing__panel_iloc_mask_10ix10ix100000p | 3 | 38.060798 | | |
| | indexing__panel_iloc_mask_10ix10ix100000mi_ax2 | 3 | 38.102918 | | |
| | indexing__panel_iloc_mask_10ix10ix100000dt_ax0 | 3 | 38.163000 | | |
| | indexing__dataframe_arr_label_100000sx10i_ax0 | 3 | 38.522085 | | |
| | indexing__panel_loc_mask_10ix10ix100000p | 3 | 38.609107 | | |
| | indexing__panel_loc_mask_10ix10ix100000dt | 3 | 38.748768 | | |
| | indexing__panel_iloc_mask_10ix10ix100000s_ax0 | 3 | 38.903236 | | |
| | indexing__panel_slice_pos_100000mix10ix10i_ax0 | 3 | 39.106899 | | |
| | indexing__panel_loc_mask_10ix10ix100000p_ax0 | 3 | 39.124992 | | |
| | indexing__panel_loc_mask_10ix10ix100000mi_ax2 | 3 | 39.199538 | | |
| | indexing__panel_iloc_mask_10ix10ix100000mi | 3 | 39.444897 | | |
| | indexing__dataframe_slice_pos_10ix100000mi_ax1 | 3 | 39.544768 | | |
| | indexing__dataframe_arr_label_100000mix10i | 3 | 39.684481 | | |
| | indexing__panel_slice_pos_100000mix10ix10i | 3 | 39.717330 | | |
| | indexing__panel_loc_mask_10ix10ix100000dt_ax0 | 3 | 39.767212 | | |
| | indexing__panel_iloc_mask_10ix10ix100000mi_ax0 | 3 | 39.776219 | | |
| | indexing__series_arr_label_100000dt_ax0 | 3 | 39.800114 | | |
| | indexing__panel_loc_mask_10ix10ix100000i_ax0 | 3 | 39.886130 | | |
| | indexing__dataframe_arr_pos_10ix100000s_ax1 | 3 | 41.063759 | | |
| | indexing__dataframe_arr_label_100000dtx10i_ax0 | 3 | 43.266455 | | |
| | indexing__dataframe_arr_label_10ix100000dt_ax1 | 3 | 45.956771 | | |
| | indexing__dataframe_arr_label_10ix100000s_ax1 | 3 | 46.961202 | | |
| | indexing__panel_arr_label_10ix10ix100000p | 3 | 47.818661 | | |
| | indexing__panel_arr_pos_10ix10ix100000mi | 3 | 48.056232 | | |
| | indexing__panel_arr_label_10ix10ix100000dt | 3 | 48.073212 | | |
| | indexing__panel_arr_pos_10ix10ix100000s | 3 | 48.386998 | | |
| | indexing__panel_arr_pos_10ix10ix100000dt_ax0 | 3 | 48.479080 | | |
| | indexing__panel_arr_pos_10ix10ix100000i_ax0 | 3 | 48.871544 | | |
| | indexing__panel_arr_pos_10ix10ix100000dt | 3 | 48.893107 | | |
| | indexing__panel_arr_label_10ix10ix100000i_ax0 | 3 | 48.901240 | | |
| | indexing__panel_arr_label_10ix10ix100000i | 3 | 49.038675 | | |
| | indexing__panel_arr_label_10ix10ix100000mi_ax0 | 3 | 49.070968 | | |
| | indexing__panel_arr_pos_10ix10ix100000mi_ax0 | 3 | 49.125565 | | |
| | indexing__panel_arr_label_10ix10ix100000s | 3 | 49.231662 | | |
| | indexing__panel_arr_label_10ix10ix100000s_ax0 | 3 | 49.233437 | | |
| | indexing__panel_arr_pos_10ix10ix100000i | 3 | 49.512015 | | |
| | indexing__panel_arr_label_10ix10ix100000p_ax0 | 3 | 50.145812 | | |
| | indexing__panel_arr_pos_10ix10ix100000p_ax0 | 3 | 50.569640 | | |
| | indexing__panel_arr_label_100000ix10ix10i | 3 | 51.675452 | | |
| | indexing__panel_arr_label_10ix10ix100000dt_ax0 | 3 | 51.833683 | | |
| | indexing__panel_iloc_mask_100000ix10ix10i_ax2 | 3 | 53.297573 | | |
| | indexing__panel_loc_mask_100000sx10ix10i_ax2 | 3 | 53.875552 | | |
| | indexing__panel_loc_mask_100000px10ix10i_ax2 | 3 | 54.242346 | | |
| | indexing__panel_iloc_mask_100000dtx10ix10i_ax2 | 3 | 55.434015 | | |
| | indexing__panel_loc_mask_100000dtx10ix10i_ax2 | 3 | 55.655983 | | |
| | indexing__panel_arr_label_100000dtx10ix10i | 3 | 55.665784 | | |
| | indexing__panel_loc_mask_100000ix10ix10i_ax2 | 3 | 55.700541 | | |
| | indexing__panel_iloc_mask_100000mix10ix10i_ax2 | 3 | 55.763880 | | |
| | indexing__panel_iloc_mask_100000sx10ix10i_ax2 | 3 | 56.628651 | | |
| | indexing__panel_iloc_mask_100000px10ix10i_ax2 | 3 | 56.722217 | | |
| | indexing__panel_loc_mask_100000mix10ix10i_ax2 | 3 | 57.382080 | | |
| | indexing__dataframe_arr_pos_10ix100000mi_ax1 | 3 | 63.995229 | | |
| | indexing__panel_arr_label_100000ix10ix10i_ax2 | 3 | 66.118797 | | |
| | indexing__panel_arr_pos_100000px10ix10i | 3 | 67.908552 | | |
| | indexing__panel_arr_pos_100000ix10ix10i | 3 | 68.272750 | | |
| | indexing__panel_arr_pos_100000ix10ix10i_ax0 | 3 | 68.466796 | | |
| | indexing__panel_arr_pos_100000dtx10ix10i_ax2 | 3 | 68.934441 | | |
| | indexing__panel_arr_pos_100000px10ix10i_ax0 | 3 | 69.585853 | | |
| | indexing__panel_arr_label_100000dtx10ix10i_ax2 | 3 | 69.981125 | | |
| | indexing__panel_arr_pos_100000sx10ix10i_ax2 | 3 | 70.251094 | | |
| | indexing__panel_arr_label_100000mix10ix10i_ax2 | 3 | 70.318990 | | |
| | indexing__panel_arr_pos_100000mix10ix10i_ax2 | 3 | 70.323600 | | |
| | indexing__panel_arr_label_100000px10ix10i_ax2 | 3 | 70.505328 | | |
| | indexing__panel_arr_label_100000sx10ix10i_ax2 | 3 | 70.609676 | | |
| | indexing__panel_arr_pos_100000px10ix10i_ax2 | 3 | 70.652882 | | |
| | indexing__panel_arr_pos_100000ix10ix10i_ax2 | 3 | 70.797549 | | |
| | indexing__panel_arr_label_100000ix10ix10i_ax0 | 3 | 71.550343 | | |
| | indexing__dataframe_arr_label_100000mix10i_ax0 | 3 | 72.681639 | | |
| | indexing__panel_arr_label_100000sx10ix10i | 3 | 75.940344 | | |
| | indexing__panel_arr_pos_100000sx10ix10i | 3 | 77.594969 | | |
| | indexing__panel_arr_pos_100000sx10ix10i_ax0 | 3 | 80.787871 | | |
| | indexing__panel_arr_pos_10ix10ix100000i_ax2 | 3 | 84.643735 | | |
| | indexing__panel_arr_pos_10ix10ix100000p_ax2 | 3 | 86.204529 | | |
| | indexing__panel_arr_label_10ix10ix100000i_ax2 | 3 | 88.963429 | | |
| | indexing__panel_arr_label_100000dtx10ix10i_ax0 | 3 | 89.167886 | | |
| | indexing__panel_arr_pos_10ix10ix100000s_ax2 | 3 | 92.462089 | | |
| | indexing__panel_arr_label_100000sx10ix10i_ax0 | 3 | 92.512634 | | |
| | indexing__panel_arr_pos_10ix10ix100000mi_ax2 | 3 | 94.828473 | | |
| | indexing__panel_arr_label_10ix10ix100000s_ax2 | 3 | 98.638111 | | |
| | indexing__panel_arr_label_10ix10ix100000dt_ax2 | 3 | 108.405881 | | |
| | indexing__dataframe_arr_label_10ix100000mi_ax1 | 3 | 110.820320 | | |
| | indexing__panel_arr_label_100000mix10ix10i | 3 | 119.547314 | | |
| | indexing__panel_arr_pos_100000mix10ix10i | 3 | 119.803111 | | |
| | indexing__panel_arr_pos_100000mix10ix10i_ax0 | 3 | 120.717234 | | |
| | indexing__panel_arr_label_10ix10ix100000mi_ax2 | 3 | 137.265232 | | |
| | indexing__panel_arr_label_100000mix10ix10i_ax0 | 3 | 155.488438 | | |
| | indexing__panel_arr_pos_100000dtx10ix10i_ax0 | 3 | 266.872327 | | |
| | indexing__panel_arr_pos_100000dtx10ix10i | 3 | 266.904354 | | |
| | indexing__panel_arr_pos_10ix10ix100000dt_ax2 | 3 | 288.369656 | | |
| | indexing__panel_basic_label_100000dtx10ix10i_ax2 | 3 | 405.912108 | | |
| | indexing__panel_basic_pos_10ix10ix100000dt_ax0 | 3 | 406.374137 | | |
| | indexing__panel_basic_label_10ix10ix100000dt_ax0 | 3 | 409.108559 | | |
| | indexing__panel_basic_pos_100000dtx10ix10i_ax2 | 3 | 412.231657 | |
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