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[Autoloop] [Autoloop: perf-comparison]#135

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[Autoloop] [Autoloop: perf-comparison]#135
github-actions[bot] wants to merge 1 commit intomainfrom
autoloop/perf-comparison-d8a2a7627f8ec4eb

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🤖 This PR is maintained by Autoloop. Each accepted iteration adds a commit to this branch.

Goal

Systematically benchmark every tsb function against its pandas equivalent, one function per iteration. Results are displayed on the playground benchmarks page.

Metric: benchmarked_functions — number of matched TS+Python benchmark pairs (higher is better)
Current best: 62 (established in iteration 14)
Steering Issue: #131

Latest Iteration (14)

Added 40 new benchmark pairs (62 total): rank, clip, series_abs, where, isin, duplicated, drop_duplicates, interpolate, rolling_std, unstack, between, crosstab, diff, pct_change, nlargest, qcut, series_nunique, dataframe_head_tail, melt, corr, cov, expanding_mean, series_map, dataframe_astype, cut, stack, nsmallest, cummax, cummin, sample, mask, rolling_var, resample, explode, pivot, combine_first, groupby_agg, dataframe_apply_col, series_replace, string_contains.

Run: https://github.com/githubnext/tsessebe/actions/runs/24313773954

Generated by Autoloop · ● 11.1M ·

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