]j:)SrSSKJr SSKJrJr SSKJrJr SSK r SSK J r J r Jr SSKJr SSKJrJr SS KJrJrJr SS KJr SS KJr SS KJr \(aSS KJrJ r J!r! SSK"J#r#J$r$ SSjr%"SS\5r&"SS\&5r'"SS\&5r(SSjr)SSjr*SSjr+S Sjr,S!Sjr-S"Sjr.g)#z Module responsible for execution of NDFrame.describe() method. Method NDFrame.describe() delegates actual execution to function describe_ndframe(). ) annotations)ABCabstractmethod) TYPE_CHECKINGcastN)DtypeObjNDFrameTnpt)validate_percentile) is_bool_dtypeis_numeric_dtype) ArrowDtypeDatetimeTZDtypeExtensionDtype) Float64Dtype)concat)format_percentiles)CallableHashableSequence) DataFrameSeriesc[U5nURS:Xa[[SU5S9nO[ [SU5UUS9nUR US9n[[ U5$)aDescribe series or dataframe. Called from pandas.core.generic.NDFrame.describe() Parameters ---------- obj: DataFrame or Series Either dataframe or series to be described. include : 'all', list-like of dtypes or None (default), optional A white list of data types to include in the result. Ignored for ``Series``. exclude : list-like of dtypes or None (default), optional, A black list of data types to omit from the result. Ignored for ``Series``. percentiles : list-like of numbers, optional The percentiles to include in the output. All should fall between 0 and 1. The default is ``[.25, .5, .75]``, which returns the 25th, 50th, and 75th percentiles. Returns ------- Dataframe or series description. robjr)rincludeexclude) percentiles)_refine_percentilesndimSeriesDescriberrDataFrameDescriberdescriber )rrrr describerresults Y/home/mande/repo/quber/.venv/lib/python3.13/site-packages/pandas/core/methods/describe.pydescribe_ndframer(7sm8&k2K xx1}#Xs# '[#&   K  8F & !!c6\rSrSrSrSSjr\SSj5rSrg) NDFrameDescriberAbstractezAbstract class for describing dataframe or series. Parameters ---------- obj : Series or DataFrame Object to be described. cXlgNr)selfrs r'__init__!NDFrameDescriberAbstract.__init__nsr)cg)zDo describe either series or dataframe. Parameters ---------- percentiles : list-like of numbers The percentiles to include in the output. N)r/rs r'r$!NDFrameDescriberAbstract.describeqsr)rN)rDataFrame | SeriesreturnNone)rSequence[float] | np.ndarrayr6r5) __name__ __module__ __qualname____firstlineno____doc__r0rr$__static_attributes__r3r)r'r+r+es   r)r+c.\rSrSr%SrS\S'SSjrSrg) r"|z2Class responsible for creating series description.rrcR[UR5nU"URU5$r.)select_describe_funcr)r/r describe_funcs r'r$SeriesDescriber.describes&, HH TXX{33r)r3N)rr8r6r)r9r:r;r<r=__annotations__r$r>r3r)r'r"r"|s< K4r)r"c`^\rSrSr%SrS\S'S U4SjjrS SjrS SjrSr U=r $) r#a>Class responsible for creating dataobj description. Parameters ---------- obj : DataFrame DataFrame to be described. include : 'all', list-like of dtypes or None A white list of data types to include in the result. exclude : list-like of dtypes or None A black list of data types to omit from the result. rrc>X lX0lURS:Xa%URRS:Xa [ S5e[ TU]U5 g)Nrz+Cannot describe a DataFrame without columns)rrr!columnssize ValueErrorsuperr0)r/rrr __class__s r'r0DataFrameDescriber.__init__sD  88q=S[[--2JK K r)cTUR5n/nUR5H'upE[U5nURU"XQ55 M) [ U5n[ UVs/sHoR U5PM snSSSS9n URR5U lU $s snf)NrTF)axis ignore_indexsort) _select_dataitemsrBappendreorder_columnsrreindexrJcopy) r/rdataldesc_seriesrC col_namesxds r'r$DataFrameDescriber.describes  " IA08M LLv; <&$E* +0 15aYYy !5 1   LL%%'  2s"B%cURc_URcR[RS/nURR US9n[ UR5S:Xa URnU$URS:Xa(URb Sn[U5eURnU$URR URURS9n[ UR5S:Xa Sn[U5eU$)zSelect columns to be described.datetime)rrallz*exclude must be None when include is 'all')rrz __classcell__)rNs@r'r#r#sI  N   ,  ,   $r)r#c/n[5n[SU5[S9nUH5nUH,nXR;dM URU5 UR U5 M. M7 U$)z,Set a convenient order for rows for display.c38# UHoRv M g7fr.)index).0r_s r' "reorder_columns..s3UGGUs)key)setsortedrhaddrV)r[names seen_names ldesc_indexesidxnamesnames r'rWrWsYE #J3U3=M!D%t$ T"" Lr)cSSKJn [U5n[U5S:Xa/nOUR U5R 5nSSSS/UQSPnUR 5UR5UR5UR5/UQUR5Pn[UR[5(ae[UR[5(a;URRS:XaS nO\SS Kn[UR#55nO>[%5nO3URRS ;a[&R"S 5nOS nU"XeUR(US 9$) zDescribe series containing numerical data. Parameters ---------- series : Series Series to be described. percentiles : list-like of numbers The percentiles to include in the output. rrcountmeanstdminmaxmNiufbfloatrpr|dtype)pandasrrrhquantiletolistrrrrr isinstancerrrkindpyarrowfloat64rrer|) r]rrformatted_percentiles quantiles stat_indexr`rpas r'describe_numeric_1drs&.{; ;1 OOK0779 65%O2GOOJ           A&,,// fllJ / /||  C'$"2::<0 NE   f $! !FKKu EEr)c./SQnUR5n[X3S:g5nUS:a URSURSpeSnO![R [R peSnUR 5XEU/nSSKJn U "XURUS9$)zDescribe series containing categorical data. Parameters ---------- data : Series Series to be described. percentiles_ignored : list-like of numbers Ignored, but in place to unify interface. )runiquetopfreqrNobjectr~r) value_countsrhrpilocrenanrrrr|) rZpercentiles_ignoredrx objcounts count_uniquerrrr&rs r'describe_categorical_1drs /E!!#Iya01LaOOA& q(9TFFBFFTjjlLt 4F &DIIU CCr)cSSKJn [U5nSSS/UQSPnUR5UR 5UR 5/UR U5R5QUR5PnU"XTURS9$)zDescribe series containing datetime64 dtype. Parameters ---------- data : Series Series to be described. percentiles : list-like of numbers The percentiles to include in the output. rr~rrrr)rpr|) rrrrrrrrrr|)rZrrrrr`s r'describe_timestamp_1dr.s.{;65H+@H%HJ      { # * * ,     A !DII 66r)c8[UR5(a[$[U5(a[$URR S:Xd[ UR[5(a[$URR S:Xa[$[$)zSelect proper function for describing series based on data type. Parameters ---------- data : Series Series to be described. Mr) r rrr rrrrr)rZs r'rBrBHslTZZ  && $  "" C :djj/#J#J$$ C ""&&r)cUc[R"/SQ5$[R"U5n[U5 [R"U5nUce[ U5[ U5:a [ S5eU$)z Ensure that percentiles are unique and sorted. Parameters ---------- percentiles : list-like of numbers, optional The percentiles to include in the output. )g?g?g?z%percentiles cannot contain duplicates)rearrayasarrayr rrhrL)r unique_pctss r'r r ^srxx)****[)K $))K(K  "" " ;#k**@AA r)) rr rrlrrlr#Sequence[float] | np.ndarray | Noner6r )r[zSequence[Series]r6zlist[Hashable])r]rrSequence[float]r6r)rZrrrr6r)rZrrrr6r)rZrr6r)rrr6znpt.NDArray[np.float64])/r= __future__rabcrrtypingrrnumpyrepandas._typingrr r pandas.util._validatorsr pandas.core.dtypes.commonr r pandas.core.dtypes.dtypesrrrpandas.core.arrays.floatingrpandas.core.reshape.concatrpandas.io.formats.formatrcollections.abcrrrrrrr(r+r"r#rWrrrrBr r3r)r'rs #  8 5-7  +" +"(+"( +" 5 +"  +"\ s . 4. 4E1EP .FbD D(D D@74' ' ',4r)