o $j.@sXdZddlmZddlmZmZddlmZmZm Z ddl Z ddl m Z ddlmZmZmZddlmZdd lmZmZdd lmZmZmZdd lmZdd lmZdd lm Z erjddl!m"Z"m#Z#ddl$m%Z%m&Z&d8ddZ'GdddeZ(Gddde(Z)Gddde(Z*d9d#d$Z+d:d(d)Z,d;d,d-Z-d;d.d/Z.dd6d7Z1dS)?z Module responsible for execution of NDFrame.describe() method. Method NDFrame.describe() delegates actual execution to function describe_ndframe(). ) annotations)ABCabstractmethod) TYPE_CHECKINGCallablecastN) Timestamp)DtypeObjNDFrameTnpt)validate_percentile) is_bool_dtypeis_numeric_dtype) ArrowDtypeDatetimeTZDtypeExtensionDtype) Float64Dtype)concat)format_percentiles)HashableSequence) DataFrameSeriesobjr includestr | Sequence[str] | Noneexclude percentiles#Sequence[float] | np.ndarray | NonereturncCsNt|}|jdkrttd|d}n ttd|||d}|j|d}tt|S)a Describe 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. rrr)rrr)r)_refine_percentilesndimSeriesDescriberrDataFrameDescriberdescriber )rrrrZ describerresultr(]/var/www/html/Deteccion_Ine/venv/lib/python3.10/site-packages/pandas/core/methods/describe.pydescribe_ndframe7s   r*c@s(eZdZdZd ddZedd d Zd S)NDFrameDescriberAbstractzAbstract class for describing dataframe or series. Parameters ---------- obj : Series or DataFrame Object to be described. rDataFrame | SeriesrNonecCs ||_dSNr!)selfrr(r(r)__init__ns z!NDFrameDescriberAbstract.__init__rSequence[float] | np.ndarraycCsdS)zDo describe either series or dataframe. Parameters ---------- percentiles : list-like of numbers The percentiles to include in the output. Nr()r/rr(r(r)r&qsz!NDFrameDescriberAbstract.describeN)rr,rr-)rr1rr,)__name__ __module__ __qualname____doc__r0rr&r(r(r(r)r+es  r+c@s$eZdZUdZded<d ddZd S) r$z2Class responsible for creating series description.rrrr1rcCst|j}||j|Sr.)select_describe_funcr)r/r describe_funcr(r(r)r&s zSeriesDescriber.describeN)rr1rr)r2r3r4r5__annotations__r&r(r(r(r)r$|s r$cs@eZdZUdZded<dfd d Zdd dZdddZZS)r%abClass 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. rrrrrrr-cs:||_||_|jdkr|jjdkrtdt|dS)Nrz+Cannot describe a DataFrame without columns)rrr#columnssize ValueErrorsuperr0)r/rrr __class__r(r)r0s zDataFrameDescriber.__init__rr1csj|}g}|D]\}}t|}||||q t|tfdd|Dddd}|j|_|S)Ncsg|] }|jddqS)F)copy)Zreindex.0xZ col_namesr(r) sz/DataFrameDescriber.describe..r F)Zaxissort) _select_dataitemsr6appendreorder_columnsrr:r@)r/rdataldesc_seriesr7dr(rDr)r&s zDataFrameDescriber.describecCs|jdur"|jdur"tjdg}|jj|d}t|jdkr |j}|S|jdkr7|jdur2d}t||j}|S|jj|j|jd}|S)zSelect columns to be described.Ndatetime)rrallz*exclude must be None when include is 'all')rr) rrnpnumberrZ select_dtypeslenr:r<)r/Zdefault_includerKmsgr(r(r)rGs"  zDataFrameDescriber._select_data)rrrrrrrr-)rr1rr)rr) r2r3r4r5r8r0r&rG __classcell__r(r(r>r)r%s   r%rLSequence[Series]list[Hashable]cCsTg}t}tdd|Dtd}|D]}|D]}||vr&||||qq|S)z,Set a convenient order for rows for display.css|]}|jVqdSr.)indexrAr(r(r) sz"reorder_columns..)key)setsortedrTaddrI)rLnamesZ seen_namesZ ldesc_indexesZidxnamesnamer(r(r)rJs  rJrNrSequence[float]cCsddlm}t|}gd|dg}||||g||| g}t |j t rQt |j t rM|j jdkrBd}nddl}t |}nt}n|j jdvr]t d}nd}||||j|d S) zDescribe series containing numerical data. Parameters ---------- series : Series Series to be described. percentiles : list-like of numbers The percentiles to include in the output. rr)countmeanstdminmaxmNZiufbfloatrYr`dtype)pandasrrrcrdrerfquantiletolistrg isinstancerkrrkindZpyarrowZfloat64rrRr`)rNrrformatted_percentiles stat_indexrOrkpar(r(r)describe_numeric_1ds(       rtrKpercentiles_ignoredc Csgd}|}t||dk}|dkr"|jd|jd}}d}n tjtj}}d}||||g}ddlm} | |||j |dS)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. )rcuniquetopfreqrNobjectrbrj) value_countsrTrYilocrRnanrcrlrr`) rKrur_ objcounts count_uniquerwrxrkr'rr(r(r)describe_categorical_1ds  rc Cs ddg}|}t||dk}||g}d}|dkrf|jd|jd}}|jj} |j d} t |}|j durF| durF| | }n| | }|gd7}|||t | | dt | | dg7}n|dd g7}|tjtjg7}d }dd lm} | |||j|d S) zDescribe series containing timestamp data treated as categorical. Parameters ---------- data : Series Series to be described. percentiles_ignored : list-like of numbers Ignored, but in place to unify interface. rcrvrNi8)rwrxfirstlast)tzrwrxryrbrj)rzrTrcrYr{dtrZdropnavaluesviewrtzinfoZ tz_convertZ tz_localizerfrgrRr|rlrr`) rKrur_r}r~r'rkrwrxrZasintrr(r(r)$describe_timestamp_as_categorical_1d"s2       rcCsdddlm}t|}gd|dg}|||g|||g}||||j dS)zDescribe series containing datetime64 dtype. Parameters ---------- data : Series Series to be described. percentiles : list-like of numbers The percentiles to include in the output. rrb)rcrdrfrg)rYr`) rlrrrcrdrfrmrnrgr`)rKrrrqrrrOr(r(r)describe_timestamp_1dRs  rrcCsJt|jrtSt|r tS|jjdkst|jtrtS|jjdkr#tStS)zSelect proper function for describing series based on data type. Parameters ---------- data : Series Series to be described. Mrh) r rkrrrtrprorr)rKr(r(r)r6js  r6npt.NDArray[np.float64]cCst|dur tgdSt|}t|d|vr|dt|}t|}|dus,Jt|t|kr8td|S)z Ensure that percentiles are unique and sorted. Parameters ---------- percentiles : list-like of numbers, optional The percentiles to include in the output. N)g??g?rz%percentiles cannot contain duplicates) rRarraylistr rIZasarrayrvrTr<)rZ unique_pctsr(r(r)r"s     r") rr rrrrrrrr )rLrWrrX)rNrrrarr)rKrrurarr)rKrrrarr)rKrrr)rrrr)2r5 __future__rabcrrtypingrrrnumpyrRZpandas._libs.tslibsrZpandas._typingr r r Zpandas.util._validatorsr Zpandas.core.dtypes.commonr rZpandas.core.dtypes.dtypesrrrZpandas.core.arrays.floatingrZpandas.core.reshape.concatrZpandas.io.formats.formatrcollections.abcrrrlrrr*r+r$r%rJrtrrrr6r"r(r(r(r)s6       . D ) 0