-i(SSKJrJr SSjrSSjrg))_find_matching_floating_dtypeget_namespace_and_deviceNc [U5up4n[XS9nURXUS9nURXUS9nURnUS:XaU$URS:XaUR US5nUR UR :waJUR SUR S:Xa*UR XR SS45RnURUSS9nURXSS9n UR Sn UUSURXS94n URURU 55(a$URURU5USS9n SX'URU RSS9n US - U S -nUS:HnURXXS-5X'UR[!U R S5Vs/sHnUR#U US 4UU5PM sn5nUR SS- nUR%USU5nURUR SUS9nUUU4nUUU4nUS:XaUS$U$s snf) aCompute the weighted percentile with method 'inverted_cdf'. When the percentile lies between two data points of `array`, the function returns the lower value. If `array` is a 2D array, the `values` are selected along axis 0. `NaN` values are ignored by setting their weights to 0. If `array` is 2D, this is done in a column-isolated manner: a `NaN` in the second column, does not impact the percentile computed for the first column even if `sample_weight` is 1D. .. versionchanged:: 0.24 Accepts 2D `array`. .. versionchanged:: 1.7 Supports handling of `NaN` values. 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_rank: int or float, default=50 The probability level of the percentile to compute, in percent. Must be between 0 and 100. xp : array_namespace, default=None The standard-compatible namespace for `array`. Default: infer. Returns ------- percentile : scalar or 0D array if `array` 1D (or 0D), array if `array` 2D Weighted percentile at the requested probability level. xp)dtypedevice)r )axis)r .)r d).r .)rrasarrayndimreshapeshapetileTargsorttake_along_axisarangeanyisnancumulative_sum nextafterstackrange searchsortedclip)array sample_weightpercentile_rankr_r floating_dtypen_dim sorted_idxsorted_weights n_featureslargest_value_per_columnsorted_nan_mask weight_cdfadjusted_percentile_rankmask feature_idxpercentile_indicesmax_idx col_indicespercentile_in_sortedresults F/var/www/html/venv/lib/python3.13/site-packages/sklearn/utils/stats.py_weighted_percentiler5 sN-U3MB625@N JJu6J BEJJ}6JRM JJE z  zzQ 5'* {{m)))ekk!n @S@STU@V.V A/BCEE E*J'' 'JNQJ$7RYYzYAA  vvbhh/011,,RXXe_jq,Q*+'"">#3#3!"[XX#S9[U*USU- US9- S- $)Nrrr)r5)r r!r"rs r4_averaged_weighted_percentiler7vs5U?J v}cO6KPR S T   )2N)utils._array_apirrr5r7r8r4r<s g/X r8