eCi\$SrSSKrSSKrSrSrg)zEAlgorithms to support fitting routines in seaborn plotting functions.Nc [[R"[[ [U5555S:a [ S5e[US5nUR SS5nUR SS5nUR SS 5nUR S S 5nUR S S 5nUbS n[R"U5 UR S U5n Uc [5n O [US9n [U [RR5(aU n O[RRU 5n [[ [RU55nUb[R"U5n[U[5(a[![U5n [R""[R$"[R&"U555n U (aQUR)S5(d;[![SU3S 5nUc"SUS3n[R"U[*5 OUn OUn U R,nUb [3XXlX5$/n[5[7U55HPnU"SX"[R8S9nUVs/sHnUR;USS9PM nnUR=U "U0U D65 MR [R>"U5$![.a U R0nNf=fs snf)aResample one or more arrays with replacement and store aggregate values. Positional arguments are a sequence of arrays to bootstrap along the first axis and pass to a summary function. Keyword arguments: n_boot : int, default=10000 Number of iterations axis : int, default=None Will pass axis to ``func`` as a keyword argument. units : array, default=None Array of sampling unit IDs. When used the bootstrap resamples units and then observations within units instead of individual datapoints. func : string or callable, default="mean" Function to call on the args that are passed in. If string, uses as name of function in the numpy namespace. If nans are present in the data, will try to use nan-aware version of named function. seed : Generator | SeedSequence | RandomState | int | None Seed for the random number generator; useful if you want reproducible resamples. Returns ------- boot_dist: array array of bootstrapped statistic values z*All input arrays must have the same lengthrn_booti'funcmeanaxisNunits random_seedz<`random_seed` has been renamed to `seed` and will be removedseedrnanz/Data contain nans but no nan-aware version of `z` founddtype) lennpuniquelistmap ValueErrorgetwarningswarndict isinstancerandom RandomState default_rngasarraystrgetattrisnansum column_stack startswith UserWarningintegersAttributeErrorrandint_structured_bootstraprangeintintptakeappendarray)argskwargsnrrrr r msgr func_kwargsrngf missing_datananfr& boot_disti resamplerasamples L/home/james-whalen/.local/lib/python3.13/site-packages/seaborn/algorithms.py bootstrapr?sw< 299T#c4.) *+a/EFF DG AZZ% (F ::ff %D ::fd #D JJw %E**]D1KL c ::fk *D |f o $ --..ii##D) BJJ% &D  5!$ B xxrt'< =>  6 62TF|T2D|GvWU c;/ <<  $T5%0< <I 3v; QBGG4 59:T!&&&+T:F2k23  88I  ;;;s8 KK0K-,K-c,[R"U5n[U5nUVV s/sHoV s/sH oX):HPM sn PM nnn /n [[ U55Hn U"SXw[R S9n UVV s/sHoV s/sHoU PM sn PM n nn [ [U S5nUVs/sHo"SX[R S9PM n nU VVVs/sH2n[X5VVs/sHunnURUSS9PM snnPM4 n nnn[[ [RU 55n U RU"U 0UD65 M [R"U 5$s sn fs sn nfs sn fs sn nfs snfs snnfs snnnf)z%Resample units instead of datapoints.rrr ) rrrr*r+r,rzipr-r concatenater.r/)r0rr rr4r& unique_unitsn_unitsr<unitr9r:r;r=lengthsr2crs r>r)r)hsT99U#L,GAE FA, 7,$u} , 7D FI 3v; Q@ 59:T+AQ4+T:c6!9%?FGw!XaRWW5w GMSTVQ1BC1BA166!!6$1BCVTc"..&12v556  88I  8 F ,:GCTsL E3E. E3> E>E9E>6FF 1F F .E39E> F )__doc__numpyrrr?r)r>rMsK_DrL