{Kg5  ddlZddlmZddZy)N) stable_cumsumc  |j}|dk(r|dS|jdk(r|jd}|j|jk7rN|jd|jdk(r/tj||jddfj }tj |d}tj||d}t|d}|dz |dz}|dk(}tj||||dz||<tjt|jdD cgc]"} tj|dd| f|| $c} } tj| } |jddz tj fd d| } tj|jd} || | f} || | f}|dk(r|dS|Scc} w) aCompute weighted percentile Computes lower weighted percentile. If `array` is a 2D array, the `percentile` is computed along the axis 0. .. versionchanged:: 0.24 Accepts 2D `array`. Parameters ---------- array : 1D or 2D array Values to take the weighted percentile of. sample_weight: 1D or 2D array Weights for each value in `array`. Must be same shape as `array` or of shape `(array.shape[0],)`. percentile: int or float, default=50 Percentile to compute. Must be value between 0 and 100. Returns ------- percentile : int if `array` 1D, ndarray if `array` 2D Weighted percentile. rr)r)axisdrNc2tj|dS)Nr)npclip)xmax_idxs W/home/alanp/www/video.onchill/myenv/lib/python3.12/site-packages/sklearn/utils/stats.pyz&_weighted_percentile..?s"''!Q()rarr)ndimreshapeshaper tileTargsorttake_along_axisr nextafterarrayrange searchsortedapply_along_axisarange)r sample_weight percentilen_dim sorted_idxsorted_weights weight_cdfadjusted_percentilemaskipercentile_idx col_indexpercentile_in_sortedrs @r_weighted_percentiler,s4 JJE zRy zzQ g& {{m)))ekk!n @S@STU@V.V  A/BCEE E*J'' zJN~A6J$s*Z^; ! #D " D!#6t#r0s"?7r