
    ^ei                   j*   d Z ddlmZ ddlmZmZmZmZ ddlmZ ddl	m
Z
mZ ddlZddlZddlZddlZddlZddlZddlmZ ddlmZ dd	lmZmZmZmZmZmZmZ dd
lm Z  ddl!m"Z" ddl#m$Z$m%Z% ddl&Z'ddl(m)Z* ddl+m,Z, ddl-m.Z.m/Z/m0Z0m1Z1m2Z2m3Z3m4Z4m5Z5 ddl6m7Z7  ejp                  d      Z9ddl:m;Z; ddl<m=Z= d Z> ej~                  e*j                  eA      d        ZBej~                  d        ZCej~                  d        ZD ej~                  ddg      d        ZEej~                  d        ZFej~                  d        ZGej~                  d        ZHej~                  d        ZI G d  d!e7j                        ZK G d" d#      ZLej                  j                  d$e*j                        d%        ZPd& ZQd' ZRd( ZSd) ZTd* ZUej                  j                  d+g d,      ej                  j                  d-d.d.d.gg      d/               ZVej                  j                  d0g d1d2dggg d3dgggd4d5g6      d7        ZWd8 ZXej                  j                  d9e9j                         eZge9j                  d:      eZge9j                         eZge9j                         eAge9j                  e9j                               e_ge9j                  e9j                               e_ge9j                  e9j                         e9j                               e_ge9j                  d;e9j                         fd<e9j                         fg      eege9j                  e9j                         e9j                               e%gg	      d=        Zgd> Zhd? Zid@ ZjdA ZkdB ZldC ZmdD ZndE ZodF ZpdG ZqdH ZrdI ZsdJ Ztej                  j                  dKejX                  ej                  fdLg      dM        ZvdN ZwdO ZxdP ZydQ ZzdR Z{dS Z|dT Z}dU Z~dV Zej                  j                  dWdXdYg      dZ        Zd[ Zej                  j                  d\d]d^gd_d`gdadbgg      dc        Zdd Zej                  j                  dedfdgddgdhdggdidhddgdgdggdfdgdhdgdhdhggdjdgddhdhdggdkdhddhdgdggg      dl        Zdm Zej                  j                  dndodfdg dpgdodqdgg drgdsdqdhg dtgdsdudg dpgdodvdg dwgdsdxdg dwgdodydg dzgdsdydg dzgg      d{        Zej                  j                  d|d}      d~        Zej                  j                  ddW ej                  dq      gdeAgddggddgg      d        Zej                  j                  dddddgddggddddgddggddddhddggg      d        Zd Zd Zd Zej                  j                  ddfdgddhdggdidhddgdggdudhddgdggdfdgdhdhdhggdjdgddhdggdkdhddgdggg      d        Zej                  j                  ddXdgdg dgddhdg dgdudhdg dgdfdgdg dgdYdgdg dgdkdhdg dgddgdg dgddgdg dgddhdg dgddhdg dgddhdg dgddhdg dgg      d        Zej                  j                  ddfddddge9j!                         gduddddge9j                         gdfddddge9j                         gdfddddge9j                         gg      d        Zd Zd Zd Zd Zej                  j                  dg d      ej                  j                  dg d      ej                  j                  dg d      d                      Zd Zej                  j                  ddg dgdg dgdg dgdg dgd2g dgg      d        Zej                  j3                  de      d        Zd Zej                  j                  dddddfdggddddfdggddddudggdddddgfg      d        Zej                  j                  ddddddggdddddggdddddggg      d        Zej                  j                  dg dâg dĢg dŢg dƢg dǢg dȢg dɢg dʢg dˢg d̢g d͢g d΢g dϢg dТg dѢg dҢg dӢg dԢg      dՄ        Zej                  j                  dddgddgddgddgddgddgg      d        Zd Zej                  j                  dg dg dg dg dg dg dg      d        Zej                  j                  dddXg      d        Zej                  j                  dddXg      d        Zej                  j                  dddg      ej                  j                  ddddXdfddddfgddg6      d               Zej                  j                  dddg      d        Zej                  j                  dddg      ej                  j                  d ddgdd2gg      d               Zej                  j                  dddg      d        Zej                  j                  d ddgdd2gg      d        Zd Zd Zd	 Zd
 Zej                  j                  dddg      d        Zd Zd Zd Zej                  j                  ddhdgg      d        Zd Zej                  j                  dg d      d        Zd Zej                  j                  dddgddgddgddgddgddgd dgd!dgd"d2gd#dggd$d%gd&dgd'd(gd)dgd*d+gd, eddd      gd- edd2d+d%      gg      d.        Zej                  j                  d$g d/      d0        Zd1 Zd2 Zd3 Zej                  j                  dd4d5g      d6        Zd7 Zej                  j                  dd8d9g      d:        Zej                  j                  d;g d<      d=        Zd> Zej                  j                  d֐d?d@gdAdBgg      dC        ZdD Zej                  j                  dg dE      dF        Zej                  j                  dg dE      dG        Zej                  j                  dHg dI      ej                  j                  dg dE      dJ               ZĐdK Zej                  j                  dLdMdNg      dO        ZƐdP ZǐdQ Zej                  j                  dd8d9g      dR        Zej                  j                  dSdT edddUdV      gdW e'j                  dX      gg      dY        ZːdZ Z̐d[ Zej                  j                  dd8d9g      d\        Zej                  j                  d]d^d_g      d`        Zej                  j                  dag db      dc        Zej                  j                  dag dd      de        Zej                  j                  dfg dg      dh        ZҐdi Zej                  j                  ddjdgdkdgdldgdmd2gg      dn        ZԐdo ZՐdp Z֐dq Zאdr Zej                  j                  dsdhdgg      dt        Zِdu Zڐdv Zej                  j                  d]dwdxg      dy        Z G dz d{e;      Zݐd| Zސd} Zej                  j                  d~ddge9j                         fddqge9j                         fg      d        Zd Zej                  j                  d$e*j                  e*j                  z         d        Zej                  j                  d$e*j                        d        Zej                  j                  d$e*j                        d        Zej                  j                  d$e*j                  e*j                  z         d        Zd Zd Zd Zej                  j                  d$e*j                  e*j                  z         d        Zej                  j                  d$e*j                  e*j                  z         d        Zej                  j                  d$e*j                  e*j                  z         d        Zej                  j                  d$e*j                  e*j                  z         d        Zej                  j                  d$e*j                  e*j                  z         d        Zej                  j                  d$e*j                  e*j                  z         d        Zd Zej                  j                  d$e*j                  e*j                  z   e6      ej                  j                  d]deg      d               Zd Zd Zd Zd Zd Zd Zej                  j                  d$e*j                        d        Zd Zd Zd Zd Z d Zd Zej                  j                  d]ddg      d        Zej                  j                  d$e*j                        d        Zej                  j                  d$e*j                        d        Zej                  j                  d]e*j                        d        Zej                  j                  d]g d      d        Z	ej                  j                  d$e*j                        d        Z
ej                  j                  d]ddg      d        Zej                  j                  d]ddg      d        Zd Zd Zej                  j                  d]ddg      d        Zd Zd Zd Zej                  j                  de9j                         e9j                         g      d        Zd Zd Zej                  j-                  ed      d        Zd Zd Zd Zd Zd Zd Zd Zd Zd Z ej                  j                  dg d¢      dÄ        Z!ej                  j                  dg dŢ      dƄ        Z"dǄ Z#dȄ Z$ej                  j                  dg dɢ      dʄ        Z%ej                  j                  dg dˢ      d̄        Z&y(  ag  
This file contains a minimal set of tests for compliance with the extension
array interface test suite, and should contain no other tests.
The test suite for the full functionality of the array is located in
`pandas/tests/arrays/`.
The tests in this file are inherited from the BaseExtensionTests, and only
minimal tweaks should be applied to get the tests passing (by overwriting a
parent method).
Additional tests should either be added to one of the BaseExtensionTests
classes (if they are relevant for the extension interface for all dtypes), or
be added to the array-specific tests in `pandas/tests/arrays/`.
    )annotations)datedatetimetime	timedelta)Decimal)BytesIOStringION)lib)	timezones)PY312is_ci_environmentis_platform_windowspa_version_under14p0pa_version_under19p0pa_version_under20p0pa_version_under21p0)Pandas4Warning)pandas_dtype)
ArrowDtypeCategoricalDtypeType)
no_default)is_bool_dtypeis_datetime64_any_dtypeis_float_dtypeis_integer_dtypeis_numeric_dtypeis_signed_integer_dtypeis_string_dtypeis_unsigned_integer_dtype)basepyarrow)ArrowExtensionArray)ArrowPeriodTypec                    t               rLt               rAt        j                  j	                  t
        j                  d      }| j                  |       y y y )Nz_TODO: Set ARROW_TIMEZONE_DATABASE environment variable on CI to path to the tzdata for pyarrow.raisesreason)r   r   pytestmarkxfailpaArrowInvalidapplymarker)requestr*   s     W/var/www/ceduoda/envi/lib/python3.12/site-packages/pandas/tests/extension/test_arrow.py_require_timezone_databaser1   K   sK    !2!4{{  ??; ! 
 	D! "5    )paramsidsc                .    t        | j                        S )N)pyarrow_dtype)r   param)r/   s    r0   dtyper8   W   s    GMM22r2   c           
        | j                   }t        j                  j                  |      rddgdz  d gz   ddgz   d gz   ddgz   }n}t        j                  j	                  |      rddgdz  d gz   ddgz   d gz   dd	gz   }nCt        j                  j                  |      rd
dgdz  d gz   ddgz   d gz   d
dgz   }n	t        j                  j                  |      rd
dgdz  d gz   dd
gz   d gz   d
dgz   }nt        j                  j                  |      rQt        d      t        d      gdz  d gz   t        d      t        d      gz   d gz   t        d      t        d      gz   }n_t        j                  j                  |      r]t        dd
d
      t        ddd      gdz  d gz   t        dd
d
      t        dd
d
      gz   d gz   t        ddd      t        ddd      gz   }nt        j                  j                  |      rgt        dd
d
d
d
d
d
      t        dd
d
d
d
d
d
      gdz  d gz   t        dd
d
d
      t        dd
d
d
      gz   d gz   t        dd
d
      t        dd
d
      gz   }n]t        j                  j                  |      rQt        d
      t        d
d
      gdz  d gz   t        d      t        d      gz   d gz   t        d      t        d      gz   }nt        j                  j                  |      rVt!        dd      t!        dd      gdz  d gz   t!        dd      t!        d
d
      gz   d gz   t!        dd      t!        dd      gz   }nxt        j                  j#                  |      rddgdz  d gz   ddgz   d gz   d d!gz   }n?t        j                  j%                  |      rd"d#gdz  d gz   d$d%gz   d gz   d&d'gz   }nt&        t)        j*                  || (      S ))NTF         ?        g       g            ?g     X@   r   c   10.0z-2.0z-1.0z0.5z33.123            i
      ab2!>   a   b   1   2   !   >r8   )r6   r,   types
is_booleanis_floatingis_signed_integeris_unsigned_integer
is_decimalr   is_dater   is_timestampr   is_durationr   is_timer   	is_string	is_binaryNotImplementedErrorpdarray)r8   pa_dtypedatas      r0   rg   rg   \   s1   ""H	xx8$e}q D6)T5M9TFBdE]R			h	'SzA~&$5>#tL		#	#H	-1vzTF"b"X-6!R@		%	%h	/1vzTF"aV+tf42w>			X	&S\75>*Q.fv01 f u~wx01	2 	 
		(	#$1tD"b12Q6fD!QdAq!123 f D"b!4b"#56	7 	 
		x	(dAq!Q1-xaAq!Q/OPSTTfaA&q!Q(?@A f a#XdAq%9:	; 	 
		h	'q\9Q?+a/f}il+, f ~y}-	. 	 
		(	#"a[$q"+&*fAqz41:&' f Aqz41:&	' 	 
		H	%SzA~&#s3tf<SzI			H	%d|a4&(D$<74&@D$<O!!88D&&r2   c                X    t        |       j                  d| d   g| j                        S )zLength-2 array with [NA, Valid]Nr   rV   type_from_sequencer8   )rg   s    r0   data_missingrl      s*     :$$dDG_DJJ$GGr2   rg   rl   )r3   c                H    | j                   dk(  r|S | j                   dk(  r|S y)zParametrized fixture returning 'data' or 'data_missing' integer arrays.

    Used to test dtype conversion with and without missing values.
    rg   rl   N)r7   )r/   rg   rl   s      r0   all_datarn      s,     }}	.	( 
)r2   c           
        | j                   }t        j                  j                  |      rd}d}d}n#t        j                  j	                  |      rd}d}d}nt        j                  j                  |      rd}d}d}nt        j                  j                  |      rd}d}d	}nt        j                  j                  |      r)t        d
dd      }t        ddd      }t        ddd      }nft        j                  j                  |      r.t        d
dddddd      }t        ddd      }t        dddd      }nt        j                  j                  |      r#t        d      }t        d      }t        dd      }nt        j                  j                  |      r%t        dd      }t        dd      }t        dd      }nt        j                  j                  |      rd}d}d}nmt        j                  j!                  |      rd}d}d}nGt        j                  j#                  |      r"t%        d      }t%        d      }t%        d      }nt&        t)        j*                  ||dd||||g|       S )z
    Data for factorization, grouping, and unique tests.

    Expected to be like [B, B, NA, NA, A, A, B, C]

    Where A < B < C and NA is missing
    FTgr<   g?r@   r   r>   rI   rE   rF   rG   i  rD   rH      rK   rL   crP   rQ      cz-1.1rC   z1.1NrV   )r6   r,   rW   rX   rY   rZ   r[   r]   r   r^   r   r_   r   r`   r   ra   rb   r\   r   rc   rd   re   )r8   rf   ABCs        r0   data_for_groupingrv      s    ""H	xx8$			h	'		#	#H	-		%	%h	/			(	#r2q!q!			x	(T1aAq!,T1a T1a#			h	'bMaLaO			(	#AJBKRL			H	%			H	%			X	&FOENEN!!88Q4q!Q2%@@r2   c                f    t        |       j                  | d   | d   | d   g| j                        S )zn
    Length-3 array with a known sort order.

    This should be three items [B, C, A] with
    A < B < C
    r      rp   rV   ri   rv   s    r0   data_for_sortingrz      F     !"11	1	035Fq5IJ%% 2  r2   c                f    t        |       j                  | d   | d   | d   g| j                        S )z{
    Length-3 array with a known sort order.

    This should be three items [B, NA, A] with
    A < B and NA missing.
    r   r:   rp   rV   ri   ry   s    r0   data_missing_for_sortingr}      r{   r2   c                t   | j                   j                  }t        j                  j	                  |      s]t        j                  j                  |      s>t        j                  j                  |      st        j                  j                  |      r%t        j                  dgdz  | j                         S | S )z3Length-100 array in which all the elements are two.r:   rI   rV   )
r8   r6   r,   rW   
is_integerrY   r\   r_   rd   re   rg   rf   s     r0   data_for_twosr     s{     zz''H
H%88)88x(88)xxb

33Kr2   c                      e Zd Zd Zd Zej                  j                  dddg      d        Z fdZ	 fdZ
d	 Zd
 Zd Zd ZdDdZej                  j                  dddg       fd       ZdDdZdEdZej                  j                  dddg       fd       ZdFdZej                  j+                  d      ej                  j                  dddg       fd              Zej                  j                  dddg       fd       Zej                  j                  dg d      d        Z fdZ fdZd Z fdZ fd Zej                  j=                  d!d"       fd#       Zd$ Z d% Z!ej                  j=                  d&d"       fd'       Z"ej                  j=                  d&d"       fd(       Z#ej                  j                  d)d*e$g      ej                  j                  d+d,d-g      d.               Z% fd/Z&ej                  j                  d0d1d2g       fd3       Z'd4 Z(d5Z)d6 Z*dGd7Z+d8 Z,	 	 	 	 dHd9Z-d: Z. fd;Z/ fd<Z0d= Z1 fd>Z2d? Z3ej                  j                  d@g dA      dB        Z4 fdCZ5 xZ6S )ITestArrowArrayc                   |j                   }|dk(  rt        d      }n%|dk(  r t        |t        |            rt        d      }t        |t        |            rG|j	                  t        t        |      t        |      d      D cg c]
  \  }}||z    c}}|      S |j	                  t        |      D cg c]  }||z   	 c}|      S c c}}w c c}w )Nbool[pyarrow]int64[pyarrow]zint8[pyarrow]T)strictrV   )r8   r   
isinstancerj   rk   ziplist)selfleftrightr8   rK   rL   s         r0   _construct_for_combine_addz)TestArrowArray._construct_for_combine_add  s    

 O# !12Eo%*UDJ*G !12EeT$Z(&&%(dT%[%NO6AqQO '  
 &&$(J/qU/ '  	 P
 0s   C
7Cc                \    t        j                  |      }| j                  ||||d          y Nr   )rd   Series_compare_other)r   rg   comparison_opsers       r0   test_compare_scalarz"TestArrowArray.test_compare_scalar&  s'    iioC}d1g>r2   	na_actionNignorec                   |j                   j                  dv rA|j                  d |      }|j                  t              }t        j                  ||       y |j                  d |      }|j                   dk(  r$|r"|j                  dt        j                        }n|j                         }t        j                  ||       y )	NmMc                    | S N xs    r0   <lambda>z)TestArrowArray.test_map.<locals>.<lambda>-       r2   r   rV   c                    | S r   r   r   s    r0   r   z)TestArrowArray.test_map.<locals>.<lambda>1  r   r2   float32[pyarrow]float64r8   na_value)	r8   kindmapto_numpyobjecttmassert_numpy_array_equalnpnan)r   rl   r   using_nan_is_naresultexpecteds         r0   test_mapzTestArrowArray.test_map*  s    ""d*!%%kY%GF#,,6,:H''9!%%kY%GF!!%77O'00y2660R'002''9r2   c                   |j                   j                  }t        j                  j	                  |      r4|j                  t        j                  j                  d| d             n{|syt        j                  j                  |      r|j                  t        j                  j                  |      r/|j                  t        j                  j                  d             t        | 5  |       y )NzFor z .astype(str) decodes.r(   z8pd.Timestamp/pd.Timedelta repr different from numpy repr)r8   r6   r,   rW   rb   r.   r)   r*   r+   r^   tzr_   supertest_astype_str)r   rg   r/   using_infer_stringrf   	__class__s        r0   r   zTestArrowArray.test_astype_str9  s    ::++88h'!!!(+AB " 
 $XX""8,1Dxx##H-!!U " 
 	%r2   c                x   |j                   j                  }t        j                  j	                  |      st        j                  j                  |      rVt        j                  j	                  |      rd}nd| }|j                  t        j                  j                  |             t        | -  |       y )Nz1ArrowDtype(pa.string()) != StringDtype('pyarrow')$pyarrow.type_for_alias cannot infer r   )r8   r6   r,   rW   ra   r\   r.   r)   r*   r+   r   test_from_dtype)r   rg   r/   rf   r(   r   s        r0   r   zTestArrowArray.test_from_dtypeL  s    ::++88h'288+>+>x+Hxx!!(+L?zJ!!! " 
 	%r2   c                   t        |      j                  |j                  |j                        }t	        j
                  ||       t        |j                  t        j                        sJ t        |      j                  |j                  j                         |j                        }t	        j
                  ||       t        |j                  t        j                        sJ y NrV   )
rj   rk   	_pa_arrayr8   r   assert_extension_array_equalr   r,   ChunkedArraycombine_chunksr   rg   r   s      r0   test_from_sequence_pa_arrayz*TestArrowArray.test_from_sequence_pa_array[  s     d**4>>*L
''5&**BOO<<<d**NN))+4:: + 
 	''5&**BOO<<<r2   c                    t        t        j                               }t        j                  t
        d      5  t        j                  dg|       d d d        y # 1 sw Y   y xY w)NzConverting strings tomatchz12-1rV   )r   r,   month_day_nano_intervalr)   r'   rc   r#   _from_sequence_of_strings)r   r/   r8   s      r0   *test_from_sequence_pa_array_notimplementedz9TestArrowArray.test_from_sequence_pa_array_notimplementedh  sP    25578]].6MN 	Q996(%P	Q 	Q 	Qs   AA$c                   |j                   j                  }t        j                  j	                  |      r|j
                  t        |       |j                  j                  t        j                               }t        |      j                  ||j                         }t        j                  ||       |j                         }t        |      j                  ||j                         }t        j                  ||       y r   )r8   r6   r,   rW   r^   r   r1   r   caststringrj   r   r   r   r   )r   rg   r/   rf   pa_arrayr   s         r0   &test_from_sequence_of_strings_pa_arrayz5TestArrowArray.test_from_sequence_of_strings_pa_arraym  s    ::++88  *x{{/F&w/>>&&ryy{3d55hdjj5Q
''5**,d55hdjj5Q
''5r2   c                    t        ||      |      }|j                  j                  }t        j                  j                  |      r6|j                  dk(  rd}nd}|j                  |      }|j                  |      }|j                  d      } t        |j                  d      |      |      }t        j                  ||d       y )Nskipna    int32[pyarrow]r   Float64F)check_dtype)
getattrr8   r6   r,   rW   is_temporal	bit_widthastyper   assert_series_equal)r   r   op_namer   r   pa_typeint_typer   s           r0   check_accumulatezTestArrowArray.check_accumulatez  s    &g&f5))))88(  B&++**X&C]]8,Fy):73::i0':&I
vxUCr2   c                   |j                   j                  }t        j                  j	                  |      st        j                  j                  |      r|dv ryyt        j                  j                  |      r|dk(  ryyt        j                  j                  |      r|dv ryyt        j                  j                  |      r+|dk(  r t        j                  j                  |      sy|dk(  ryy)N)cumsumcumprodcummaxcumminFr   )r   r   r   r   T)
r8   r6   r,   rW   rb   r\   ra   rX   r   r_   )r   r   r   r   s       r0   _supports_accumulationz%TestArrowArray._supports_accumulation  s     ))))88g&"((*=*=g*FCC  XX()#  XX  )99  XX!!'*("288+?+?+HI%r2   r   TFc                   |j                   j                  }|}t        j                  j	                  |      r|dv ry t        j                  |      }| j                  ||      st        | %  |||      S |dk(  rwt        j                  j                  |      st        j                  j                  |      r9|j                  t        j                  j                  | d| t                      | j#                  |||       y )N)r   r   r   r   z not implemented for r(   r'   )r8   r6   r,   rW   ra   rd   r   r   r   test_accumulate_seriesrX   r\   r.   r)   r*   r+   	TypeErrorr   )	r   rg   all_numeric_accumulationsr   r/   r   r   r   r   s	           r0   r   z%TestArrowArray.test_accumulate_series  s    ****+88g&76T+T iio**3871/  %0HH(BHH,?,?,H!!788MgYW$ "  	c7F3r2   c                   |dk(  st         r|dk(  ry|j                  }|j                  }t        j                  j                  |      r)|dv r%t        j                  j                  |      r|dv rnhyt        j                  j                  |      r|dv ryt        j                  j                  |      st        j                  j                  |      r|dv ryt        j                  j                  |      r$t        j                  j                  |      s|dv ryt        j                  j                  |      r|d	v ryy
)NkurtskewF)sumvarprodr   )r   )r   r   )meanmedianr   stdsemr   r   )anyall)r   r   r   r   r   r   T)
r   r8   r6   r,   rW   r   r_   rb   ra   rX   )r   r   r   r8   rf   s        r0   _supports_reductionz"TestArrowArray._supports_reduction  s
   f!5'V:K		 &&88)g9W.Wxx##H-'W2DXX)g.HHHx(BHH,>,>x,HPP HH  *HH((2>)
 88x(W 9
 .
 r2   c                   |j                   j                  }t        j                  j	                  |      st        j                  j                  |      r|j                  d      }n|}|dk(  r# t        ||             } t        ||             }n& t        ||      |      } t        ||      |      }t        j                  ||       y )Nr   countr   )
r8   r6   r,   rW   r   rY   r   r   r   assert_almost_equal)r   r   r   r   rf   altr   r   s           r0   check_reducezTestArrowArray.check_reduce  s     99**88x(BHH,@,@,J**Y'C
 C g*WS'*,F,wsG,.H*WS'*&9F,wsG,F;H
vx0r2   c                f   |j                   j                  }t        j                  j	                  t
        | dt        j                   d|       }t        j                  j                  |      st        j                  j                  |      r|j                  |       t        | 5  |||      S )Nz is not implemented in pyarrow= for r&   )r8   r6   r)   r*   r+   r   r,   __version__rW   ra   rb   r.   r   test_reduce_series_boolean)	r   rg   all_boolean_reductionsr   r   r/   rf   
xfail_markr   s	           r0   r   z)TestArrowArray.test_reduce_series_boolean  s     ::++[[&&)* +>>*%z; ' 

 88h'288+=+=h+G 
+w1$8NPVWWr2   c                (   |j                   j                  }|dv r|j                  }|S t        j                  j                  |      r|dv rt        j                  j                  |      r|j                  }|S t        j                  j                  |      r t        t        j                  d            }|S t        j                  j                  |      r*t        t        j                  |j                              }|S t        t        j                  |j                              }|S |j                  }|S |j                  j                  dk(  rB|dk(  r't        s!t        t        j                  dd            }|S |dvr|j                  }|S d	}|S |d
v rd	}|S |dv r#t        j                  j                  |      rd}|S |dk(  r-t        j                  j!                  |      r|j                  }|S ddd	d|j                  j"                     }|S )N)maxmin)r   r   szdecimal128(7, 3)[pyarrow]r   &      )r   r   r   r   r   float64[pyarrow])r   r   r   r   r   r   )r   r   uint64[pyarrow]r   )iuf)r   rj   r8   r,   rW   r   r_   r]   r   durationr`   unitnamer   
decimal128rX   ra   r   )r   arrr   r   r   	cmp_dtypes         r0   _get_expected_reduction_dtypez,TestArrowArray._get_expected_reduction_dtype  s   --$$n$		IB A XX!!'*.(88''0 #		I: 9 XX%%g. *2;;s+; <I6 5 XX%%g. *2;;w||+D EI2 / !+2;;w||+D EI. +  II	* ) YY^^::%(<&r}}R';<	" !  GGII	  /	  GG*I  'BHH,?,?,H)I  "(("4"4W"=		I 	 &&' iinn	I
 r2   zignore::RuntimeWarningc                j   t         s|r|dk(  rt        j                  j                  |j                  j
                        s3t        j                  j                  |j                  j
                        r/|j                  t        j                  j                  d             t        | 1  |||      S )Nr   z,https://github.com/apache/arrow/issues/45733r   )r   r,   rW   r   r8   r6   rY   r.   r)   r*   r+   r   test_reduce_series_numeric)r   rg   all_numeric_reductionsr   r/   r   s        r0   r  z)TestArrowArray.test_reduce_series_numeric8  s     %&&0##DJJ$<$<=88''

(@(@A !!I " 
 w1$8NPVWWr2   c                    |}|dk(  rMt         rG|j                  j                  r1t        j                  j                  d      }|j                  |       t        | !  |||      S )Nr   zskew not implementedr   )	r   r8   _is_numericr)   r*   r+   r.   r   test_reduce_frame)r   rg   r  r   r/   r   r*   r   s          r0   r  z TestArrowArray.test_reduce_frameK  s[    (f!5zz%%{{((0F(G##D)w(/EvNNr2   typ)int64uint64r   c                f    t        j                  ddg| d      j                         }|dk(  sJ y )Nr>   r:   	[pyarrow]rV         ?)rd   r   r   )r   r  r   s      r0   test_median_not_approximatez*TestArrowArray.test_median_not_approximateT  s4     Aq6C5	):;BBD}}r2   c                   |j                   }t        j                  j                  |      r7|j	                  t
        j                  j                  t        d|              t        j                  j                  |      rBd}t        j                  t        |      5  |j                  |j                         d d d        y t        | =  |       y # 1 sw Y   y xY w)Nr   r&   z6string\[pyarrow\] should be constructed by StringDtyper   )r6   r,   rW   r\   r.   r)   r*   r+   rc   ra   r'   r   construct_from_stringr  r   #test_construct_from_string_own_name)r   r8   r/   rf   msgr   s        r0   r$  z2TestArrowArray.test_construct_from_string_own_nameZ  s    &&88x(!!.A(L "  88h'KCy4 8++EJJ78 3E:8 s    CCc                t   |j                   }t        j                  j                  |      r't	        |      j                  |j                        rJ y t        j                  j                  |      r7|j                  t        j                  j                  t        d|              t        | 9  |       y )Nr   r&   )r6   r,   rW   ra   rj   is_dtyper  r\   r.   r)   r*   r+   rc   r   test_is_dtype_from_namer   r8   r/   rf   r   s       r0   r(  z&TestArrowArray.test_is_dtype_from_namen  s    &&88h'E{++EJJ7777xx""8,##KK%%2!EhZP &  G+E2r2   c                    d}t        j                  t        |      5  t        |      j	                  d       d d d        y # 1 sw Y   y xY w)Nz*'another_type' must end with '\[pyarrow\]'r   another_type)r)   r'   r   rj   r#  )r   r8   r%  s      r0   .test_construct_from_string_another_type_raisesz=TestArrowArray.test_construct_from_string_another_type_raises}  s<    ;]]9C0 	>K--n=	> 	> 	>s   AAc                   |j                   }t        j                  j                  |      st        j                  j	                  |      sit        j                  j                  |      r|j                  >t        j                  j                  |      st        j                  j                  |      r2|j                  t        j                  j                  | d             t        | 9  |       y )NzB does not have associated numpy dtype findable by find_common_typer   )r6   r,   rW   r]   r`   r^   r   rb   r\   r.   r)   r*   r+   r   test_get_common_dtyper)  s       r0   r.  z$TestArrowArray.test_get_common_dtype  s    &&HHX&xx)%%h/HKK4Kxx!!(+xx""8,!!#* %= > "  	%e,r2   c                    |j                   }t        j                  j                  |      rt	        |      sJ y t
        |   |       y r   )r6   r,   rW   ra   r   r   test_is_not_string_type)r   r8   rf   r   s      r0   r0  z&TestArrowArray.test_is_not_string_type  s;    &&88h'"5)))G+E2r2   z6GH 45419: pyarrow.ChunkedArray does not support views.)r(   runc                $    t         |   |       y r   )r   	test_viewr   rg   r   s     r0   r3  zTestArrowArray.test_view  s     	$r2   c                    ||j                             }|d   }|j                  |      }||usJ t        j                  ||       y r   )isnafillnar   r   )r   rg   validr   s       r0   test_fillna_no_op_returns_copyz-TestArrowArray.test_fillna_no_op_returns_copy  sI    TYY[L!QU#T!!!
''5r2   c                   |j                         }d|_        |j                  |d         }|d   |d   k(  sJ t        j                  ||       |j                  |d         }|d   |d   k(  sJ t        j                  ||       y )NTr>   r   )copy	_readonlyr7  r   r   )r   rl   rg   r   s       r0   test_fillna_readonlyz#TestArrowArray.test_fillna_readonly  s      " \!_-ayLO+++
''l; \!_-ayLO+++
''l;r2   z5GH 45419: pyarrow.ChunkedArray does not support viewsc                $    t         |   |       y r   )r   test_transposer4  s     r0   r?  zTestArrowArray.test_transpose  s     	t$r2   c                $    t         |   |       y r   )r   test_setitem_preserves_viewsr4  s     r0   rA  z+TestArrowArray.test_setitem_preserves_views  s     	,T2r2   dtype_backendr"   enginerq   pythonc           	     $   |j                   j                  }t        j                  j	                  |      r9|j                  t        j                  j                  t        d| d             nt        j                  j                  |      rC|j                  dv r5|j                  t        j                  j                  t        d             nNt        j                  j                  |      r/|j                  t        j                  j                  d             t        j                  dt        j                   |t#        |j                         	      i      }|s|j%                  d
d      }n!|j%                  d
t&        j(                        }t        j                  j                  |      rt+        |      }nt-        |      }t        j.                  |dt#        |j                         i||      }	|}
t1        j2                  |	|
       y )NzParameterized types z not supported.r&   usnsz1https://github.com/pandas-dev/pandas/issues/49767z)CSV parsers don't correctly handle binaryr   
with_dtyperV   FNA)indexna_rep)r8   rC  rB  )r8   r6   r,   rW   r\   r.   r)   r*   r+   rc   r^   r  
ValueErrorrb   rd   	DataFramer   strto_csvr   r   r	   r
   read_csvr   assert_frame_equal)r   rC  rg   rB  r/   r   rf   df
csv_outputr   r   s              r0   test_EA_typeszTestArrowArray.test_EA_types  s    ::++88x(!!.1(?K "  XX""8,,1N!!%N "  XX)!!)T!U \\<4s4::)OPQt<Jrvv>J88h' ,J!*-JTZZ1'	
 
fh/r2   c                X   |j                   j                  }t        j                  j	                  |      st        j                  j                  |      s`t        j                  j                  |      sA|j                  t        j                  j                  t        j                  d|              t        rTt        j                  j	                  |      r5t        j                  t        dd      5  t         | E  |       d d d        y t         | E  |       y # 1 sw Y   y xY w)Nz$pyarrow.compute.invert does support r&   zBitwise inversionF)r   check_stacklevel)r8   r6   r,   rW   rX   r   ra   r.   r)   r*   r+   ArrowNotImplementedErrorr   r   assert_produces_warningDeprecationWarningr   test_invertr   rg   r/   rf   r   s       r0   r[  zTestArrowArray.test_invert  s    ::++HH)xx""8,xx!!(+!!66A(L "  RXX((2++"*=PU * #D)* *
 G%* *s   7D  D)periodsr>   r?   c           
     $   |j                   j                  }t        j                  j	                  |      rJ|dk(  rE|j                  t        j                  j                  t        j                  d| d| d             t        | -  ||       y )Nr>   z
diff with z and periods=z will overflowr&   )r8   r6   r,   rW   r[   r.   r)   r*   r+   r-   r   	test_diff)r   rg   r]  r/   rf   r   s        r0   r_  zTestArrowArray.test_diff  sy    ::++88''1gl!!??$XJmG9NS "  	$(r2   c                    |d d }|j                         }|j                  t        t        j	                               k(  sJ y )NrI   )value_countsr8   r   r,   r  r   s      r0   'test_value_counts_returns_pyarrow_int64z6TestArrowArray.test_value_counts_returns_pyarrow_int64  s8    CRy""$||z"((*5555r2   r   c                r    |j                  d      }|dk(  rd }|S |dk(  rd S t        j                  |      S )N_rtruedivc                .    t        j                  ||       S r   )r   divider   ys     r0   re  z1TestArrowArray.get_op_from_name.<locals>.rtruediv  s    yyA&r2   	rfloordivc                .    t        j                  ||       S r   )r   floor_dividerh  s     r0   r   z1TestArrowArray.get_op_from_name.<locals>.<lambda>"  s    1 5 r2   )stripr   get_op_from_name)r   r   short_opnamere  s       r0   rn  zTestArrowArray.get_op_from_name  sC    }}S):%' O[(55""7++r2   c                J   |}|dv r|j                  d      S t        j                  |      }d}t        |t        j
                        rd}|j                  d d df   }n|}t        |      t        u r5|dvr1|j                  dk(  r|j                  d      S |j                  d	      S t        |      t        u r|j                  d      S |j                  }	|st        |t        j                        rt        j                  j                  |	      sEt        j                  j!                  |	      r|d
vs!t        j                  j#                  |	      st        j                  j%                  |	      st        j                  j'                  |	      st        j                  j)                  |	      s|S |dk(  rt        j                  j!                  |	      s~t        j                  j#                  |	      s_t        j                  j%                  |	      s@t        j                  j'                  |	      s!t        j                  j)                  |	      s|S t        j+                  |j,                        }
t        j                  j)                  |
j                        rt        j                  j)                  |	      r t/        ||      |      }t        j                  |      }t        |t0              sJ |dk(  r.t        |t2              rt1        t        j5                               }nw|dk(  rGt        |t        j                        r-|j6                  |k(  rt1        t        j5                               }n+t        j                  j)                  |j                        sJ |j                  |      S |
j9                  |	      }
 t        |j,                        |
      }|r.t	        j
                  ||j:                  |j<                        }|S t	        j                  |      }|S )N)eqneltlegtgeboolean[pyarrow]FTr   )__floordiv__r  r	  r   )__truediv____rtruediv__rx  __pow__)rK  columns)r   r   	get_dtyper   rd   rN  ilocrj   intr   floatr6   r   r,   rW   rY   r   r_   r^   r]   r\   re   _valuesr   r   r   r   r8   r   rK  r|  )r   r   objotherpointwise_resultr   original_dtype	was_frameexpected_dataorig_pa_typepa_expectedr   	alt_dtypepd_expecteds                 r0   _cast_pointwise_resultz%TestArrowArray._cast_pointwise_result(  s    $::#**+=>>h/	h-I$MM!Q$/M$M ;#'1A"A""c)'9::'788%[E!??#566 &33Zryy9 $$\2HH''5'FF88''588((688##L188&&|4  &288+>+>|+Lxx##L1xx$$\2xx-xx""<0 Ohh}44588{//0RXX5H5H5V ('#w'.CS)Ii444)#
5'(B&rzz|4	9$ubii0KK>1 'rzz|4	xx**9+B+BCCC??9-- &**<8K1d=001+>||8>>8;K;KH
  yy-Hr2   c                    |dv xs |dv xr t          xr t        j                  j                  |      xs% |dv xr t        j                  j	                  |      S )N__add____radd__ry  rz  rx  __rfloordiv____sub____rsub__)r   r,   rW   r_   r   )r   opnamerf   s      r0   _is_temporal_supportedz%TestArrowArray._is_temporal_supported  sm     11 WX 100/ $$X.
T //RBHH4H4H4R
	Tr2   c                   |dv rt         t        fS t        j                  |      }|j                  }| j                  ||      }|dv rt         t        f}|S |rd }|S |dv rBt        j                  j                  |      st        j                  j                  |      rd }|S t        j                  j                  |      sFt        j                  j                  |      s't        j                  j                  |      st        }|S d }|S )N)
__divmod____rdivmod__>   __mod____rmod__r  )rc   r   r   r}  r6   r  r,   rW   ra   rb   rY   r   r\   )r   r   r  r  r8   rf   arrow_temporal_supportedexcs           r0   _get_expected_exceptionz&TestArrowArray._get_expected_exception  s    33'33 S! &&#'#>#>w#Q  
 
 '	2C 
 &C 
 //HHx(BHH,>,>x,HC 
 HH  *xx""8,xx""8,C 
 C
r2   c                   d }| j                  ||      }|dk(  rt        j                  j                  |      s>t        j                  j	                  |      st        j                  j                  |      r%t        j                  j                  d|       }|S |rot        j                  j                  |      s#|dv rLt        j                  j                  |      r-t        j                  j                  t        | d| d      }|S |dk(  rot        j                  j	                  |      st        j                  j                  |      r1t        j                  j                  t        j                  d	      }|S |d
k(  rNt        j                  j                  |      r/t        j                  j                  t        j                  d	      }|S )N__rpow__z<GH#29997: 1**pandas.NA == 1 while 1**pyarrow.NA == NULL for r   r  z  not supported betweenpd.NA and z Python scalarr&   r  zdivide by 0rz  )r  r,   rW   rY   r   r\   r)   r*   r+   r`   r_   r   r-   )r   r  rf   r*   r  s        r0   _get_arith_xfail_markerz&TestArrowArray._get_arith_xfail_marker  s   #'#>#>vx#P ZHH  *xx""8,xx""8,;;$$#*& % DB 7 &HHX&STHH((2 ;;$$ h>xjW % D&  &HH)RXX-@-@-J;;$$$ % D  ~%"((*=*=h*G;;$$$ % D
 r2   c                   |j                   j                  }|dk(  r4t        j                  j	                  |      rt        j                  d       | j                  ||      }||j                  |       t        | )  ||       y Nr  z%Skip testing Python string formatting)r8   r6   r,   rW   rb   r)   skipr  r.   r   test_arith_series_with_scalarr   rg   all_arithmetic_operatorsr/   rf   r*   r   s         r0   r  z,TestArrowArray.test_arith_series_with_scalar  so    ::++#z1bhh6H6H6RKK?@++,DhO%-d4LMr2   c                L   |j                   j                  }|dk(  rSt        j                  j	                  |      st        j                  j                  |      rt        j                  d       | j                  ||      }||j                  |       t        | -  ||       y r  )r8   r6   r,   rW   ra   rb   r)   r  r  r.   r   test_arith_frame_with_scalarr  s         r0   r  z+TestArrowArray.test_arith_frame_with_scalar  s    ::++#z1HHx(BHH,>,>x,HKK?@++,DhO%,T3KLr2   c                2   |j                   j                  }|dv r`t        j                  j	                  |      rA|j                  t        j                  j                  t        j                  d|              | j                  ||      }||j                  |       |}t        j                  |      }t        j                  t        j                  |j                  d   gt        |      z  |j                               }| j!                  |||       y )Nr  zJImplemented pyarrow.compute.subtract_checked which raises on overflow for r&   r   rV   )r8   r6   r,   rW   r[   r.   r)   r*   r+   r-   r  rd   r   re   r~  lencheck_opname)	r   rg   r  r/   rf   r*   r   r   r  s	            r0   test_arith_series_with_arrayz+TestArrowArray.test_arith_series_with_array  s    ::++# (
 
 hh**84!!??88@zC "  ++,DhO%*iio 		"((CHHQK=3s8#;4::NO#w.r2   c                    |j                   j                  }|j                  d      rA|j                  t        j
                  j                  t        j                  d|              t        | )  |       y )Nint8zraises on overflow for r&   )r8   r6   equalsr.   r)   r*   r+   r,   r-   r   $test_add_series_with_extension_arrayr\  s       r0   r  z3TestArrowArray.test_add_series_with_extension_array  sc    ::++??6"!!??4XJ? "  	4T:r2   c                    t        j                  t        d      5   ||t                      d d d        y # 1 sw Y   y xY w)Nz'.* not implemented for <class 'object'>r   )r)   r'   rc   r   )r   rg   r   s      r0   test_invalid_other_compz&TestArrowArray.test_invalid_other_comp#  s7    ]]'P
 	* $)	* 	* 	*s	   7A masked_dtype)booleanInt64r   c                   g d}t        j                  ||      }t        j                  ||j                          d      } |||      }|t        j                  t        j
                  t        j                  fv rg d}ng d}t        j                  |t        t        j                                     }t        j                  ||       y )N)r>   r   NrV   r  )FFN)TTN)rd   r   loweroperatorrs  ru  rr  r   r,   bool_r   r   )	r   r  r   rg   
ser_maskedser_par   expr   s	            r0   test_comp_masked_numpyz%TestArrowArray.test_comp_masked_numpy*  s     YYt<8
4,*<*<*>)?y'IJvz2X[[(++x{{CC&C$C99S
288:(>?
vx0r2   c                    |j                   j                  }t        j                  j	                  |      r1t
        j                  j                  d      }|j                  |       t        | )  |       y )Nz4GH#62343 incorrectly casts to timestamp[ms][pyarrow]r   )r8   r6   r,   rW   r]   r)   r*   r+   r.   r   8test_loc_setitem_with_expansion_preserves_ea_index_dtype)r   rg   r/   rf   r*   r   s        r0   r  zGTestArrowArray.test_loc_setitem_with_expansion_preserves_ea_index_dtype8  s]    ::++88H%;;$$M % D %HNr2   )r   	pd.Seriesr   rO  returnbool)r   r  r   rO  r   r  )r   rO  r   r  )r   rO  )r   rO  r  z4type[Exception] | tuple[type[Exception], ...] | None)7__name__
__module____qualname__r   r   r)   r*   parametrizer   r   r   r   r   r   r   r   r   r   r   r   r  filterwarningsr  r  r!  r$  r(  r,  r.  r0  r+   r3  r9  r=  r?  rA  r   rU  r[  r_  rb  _combine_le_expected_dtypern  r  r  r  r  r  r  r  r  r  r  r  __classcell__r   s   @r0   r   r     s    (? [[[4*:;: <:&&&=Q
6D"* [[Xe}54 64:)V1* [[Xe}5X 6X$%N [[ 89[[Xe}5X 6 :X" [[Xe}5O 6O [[U$BC D
;(3>
-&3 [[GU    6< [[FE  %% [[FE  33 [[_y*.EF[[XX7$0 8 G$0L&* [[YB0) 1)6 "1, ZxT  	= D+Z
NM/:
;* [[^-LM1 N1O Or2   r   c                     e Zd ZdZd Zej                  j                  ddg dfej                  g dfdg df e
j                  d      g dfdg d	f e
j                  d      g d	fg      d
        Zd Zej                  j                  ddg dfej                  g dfdg d	fdg df e
j                  d      g d	f e
j                  d      g dfg      d        Zd Zej                  j                  ddg dfej                  g dfdg df e
j                  d      g df e
j                  d      g d	fg      d        Zej                  j                  dddgddgddgg      d        Zy)TestLogicalOpsz1Various Series and DataFrame logical ops methods.c                   t        j                  dgdz  dgdz  z   d gdz  z   d      }t        j                  g ddz  d      }||z  }t        j                  g dd      }t        j                  ||       ||z  }t        j                  ||       t        j                  |t        j                  dgdz  dgdz  z   d gdz  z   d             t        j                  |t        j                  g ddz  d             y )NTr  Frw  rV   TFN)	TTTTFNTNNrd   r   r   r   r   rK   rL   r   r   s        r0   test_kleene_orzTestLogicalOps.test_kleene_orE  s    IItfqjE7Q;.$!;CUVII)A-5GHQ99C$
 	vx0Q
vx0 	IItfqjE7Q;.$!;CUV	
 	ryy,q08JK	
r2   zother, expectedN)TNNT)TTTFr  c                *   t        j                  g dd      }||z  }t        j                  |d      }t        j                  ||       ||z  }t        j                  ||       t        j                  |t        j                  g dd             y Nr  rw  rV   r  r   r  r   rK   r   s        r0   test_kleene_or_scalarz$TestLogicalOps.test_kleene_or_scalar[  {     II)1CDU99X-?@
vx0
vx0 	ryy,4FG	
r2   c                   t        j                  dgdz  dgdz  z   d gdz  z   d      }t        j                  g ddz  d      }||z  }t        j                  g dd      }t        j                  ||       ||z  }t        j                  ||       t        j                  |t        j                  dgdz  dgdz  z   d gdz  z   d             t        j                  |t        j                  g ddz  d             y )NTr  Frw  rV   r  )	TFNFFFNFNr  r  s        r0   test_kleene_andzTestLogicalOps.test_kleene_andt  s    IItfqjE7Q;.$!;CUVII)A-5GHQ99G$
 	vx0Q
vx0 	IItfqjE7Q;.$!;CUV	
 	ryy,q08JK	
r2   )NFNFFFc                *   t        j                  g dd      }||z  }t        j                  |d      }t        j                  ||       ||z  }t        j                  ||       t        j                  |t        j                  g dd             y r  r  r  s        r0   test_kleene_and_scalarz%TestLogicalOps.test_kleene_and_scalar  r  r2   c                   t        j                  dgdz  dgdz  z   d gdz  z   d      }t        j                  g ddz  d      }||z  }t        j                  g dd      }t        j                  ||       ||z  }t        j                  ||       t        j                  |t        j                  dgdz  dgdz  z   d gdz  z   d             t        j                  |t        j                  g ddz  d             y )NTr  Frw  rV   r  )	FTNTFNNNNr  r  s        r0   test_kleene_xorzTestLogicalOps.test_kleene_xor  s    IItfqjE7Q;.$!;CUVII)A-5GHQ99D$
 	vx0Q
vx0 	IItfqjE7Q;.$!;CUV	
 	ryy,q08JK	
r2   NNN)FTNc                *   t        j                  g dd      }||z  }t        j                  |d      }t        j                  ||       ||z  }t        j                  ||       t        j                  |t        j                  g dd             y r  r  r  s        r0   test_kleene_xor_scalarz%TestLogicalOps.test_kleene_xor_scalar  s{     II)1CDU99X-?@
vx0
vx0 	ryy,4FG	
r2   zop, exp__and____or____xor__c                "   g d}t        j                  |d      }t        j                  |d      } t        ||      |      }t        j                  |dd gt        t        j                                     }t        j                  ||       y )Nr  r  rV   rw  F)rd   r   r   r   r,   r  r   r   )r   opr  rg   r  r  r   r   s           r0   test_logical_masked_numpyz(TestLogicalOps.test_logical_masked_numpy  so     #YYt95
4'9:$$Z099c5$/z"((*7MN
vx0r2   )r  r  r  __doc__r  r)   r*   r  rd   rJ  r   r  r  r  r  r  r  r  r   r2   r0   r  r  B  s   ;
, [[%&UU&'%&RXXd^/0'(RXXe_12	





, [[&'UU'(&')*RXXd^01RXXe_34	





, [[%&UU&'&'RXXd^01RXXe_12	
	
	
 [[t	
11r2   r  r   c                   t        |       }t        j                  g d|      }t        j                  g d|      }||z  }t        j                  g d|      }t        j                  ||       ||z  }t        j                  g d|      }t        j                  ||       ||z  }t        j                  g d|      }t        j                  ||       | }|j                  d      j                          }t        j                  ||      j                  |j                               }t        j                  ||       y )N)r>   Nr  rp   rV   )Nr  rJ   rp   )NNrx   rp   )NNr>   rp   )NN   r   r   )	r   rd   r   r   r   r7  r   maskisnull)r   r8   r   r   r   r   s         r0   test_bitwiser    s     wE99_E2DIIoU3EE\Fyy35AH68,E\Fyy35AH68,E\Fyy35AH68,UFQ((*+Hyy/44T[[]CH68,r2   c                    t        j                  t        d      5  t        j                  d       d d d        t        j                  t        d      5  t        j                  d       d d d        y # 1 sw Y   CxY w# 1 sw Y   y xY w)NzPassing pyarrow typer   z#not_a_real_dype[s, tz=UTC][pyarrow]zdecimal(7, 2)[pyarrow])r)   r'   rc   r   r#  r   r2   r0   Ftest_arrowdtype_construct_from_string_type_with_unsupported_parametersr    sz    	*2H	I P(()NOP 
*2H	I C(()ABC CP PC Cs   A4B 4A= B	c                 z    t        j                  d      } t        t        j                  dd            }| |k(  sJ y )Nztimestamp[s, tz=UTC][pyarrow]r  UTC)r   r#  r,   	timestamp)r8   r   s     r0   5test_arrowdtype_construct_from_string_supports_dt64tzr    s6    ,,-LME",,sE23HHr2   c                     d} d}t        j                  t        |      5  t        j                  t        d      |        d d d        y # 1 sw Y   y xY w)Nzint64[pyarrow]foobar[pyarrow]zYPassing pyarrow type specific parameters \(\[pyarrow\]\) in the string is not supported\.r   r  rV   )r)   r'   rc   rd   r   range)invalidr%  s     r0   ;test_arrowdtype_construct_from_string_type_only_one_pyarrowr    sI    -G	%  
*#	6 +
		%('*+ + +s   !A

Ac                 r   t        j                  ddgt        t        j	                                     } t        j                  ddgd      }| |z  }t        j                  ddgt        t        j	                                     }t        j                  ||       || z  }t        j                  ||       y )	NabcdefgrV   r:   r?   r   abcabc rd   r   r   r,   r   r   r   )binaryrepeatr   r   reflected_results        r0    test_arrow_string_multiplicationr    s    YYvj.EFFYY2w&67Ff_Fyy(Bz"))+/FGH68,6#34r2   c                 @   t        j                  ddgt        t        j	                                     } | dz  }t        j                  ddgt        t        j	                                     }t        j                  ||       d| z  }t        j                  ||       y )Nr  r  rV   r:   r  defgdefgr  )r  r   r   r  s       r0   .test_arrow_string_multiplication_scalar_repeatr  !  su    YYvj.EFFaZFyy(J/z"))+7NOH68,6z+X6r2   interpolation)linearr  highernearestmidpointquantiler=   c                   | j                   j                  }| j                  g d      } t        j                  |       }t
        j                  j                  |      s>t
        j                  j                  |      st
        j                  j                  |      rDd}t        j                  t
        j                  |      5  |j                  ||       d d d        y t
        j                  j                  |      s>t
        j                  j                  |      st
        j                  j!                  |      rnut
        j                  j#                  | j$                  j&                        rnA|j)                  t        j*                  j-                  t
        j                  d|              | j                  g d      } t        j                  |       }|j                  ||      }t
        j                  j/                  |      r|dvr|j0                  rd|j2                   d	|j0                   d
}nd|j2                   d
}|j5                  |      }	|	j                  ||      }
|dk(  r)|j2                  dk(  r|
j7                  d      }
||
k(  sJ y |j2                  dk(  r|
j8                  j;                  d      }
t=        j>                  ||
j5                  | j                                y |dk(  r|| d   k(  sJ y t        j                  | j                  ddg      ddg      }
t
        j                  j                  |      s>t
        j                  j                  |      st
        j                  j!                  |      r"|
j5                  d      }
|j5                  d      }t=        j>                  ||
       y # 1 sw Y   y xY w)Nr   r   r   z=Function 'quantile' has no kernel matching input types \(.*\)r   )qr  z&quantile not supported by pyarrow for r&   )r  r  zM8[z, ]r=   rG  F)warnr   rK  r	  ) r8   r6   takerd   r   r,   rW   ra   rb   rX   r)   r'   rX  r  r   rY   r\   r   r   rj   r.   r*   r+   r^   r   r  r   to_pydatetimedtfloorr   r   )rg   r  r  r/   rf   r   r%  r   pd_dtypeser_npr   s              r0   test_quantiler  *  s   
 zz''H99YD
))D/C 	8$88h'88x( O]]266cB 	BLL8=LA	B 	H%88)88x(			dnn11	2KK22?zJ  	
 99YD
))D/C\\HM\BF	xxX&=@S+S ;;X]]O2hkk]!<HX]]O1-HH%??X]?Ks?}}$#11u1=X%%%
 	 }}$#;;,,T2""68??4::+FG3a    99TYY1v.sCjAHH)xx##H-xx""8,'9:H]]#56F
vx0q	Bs   OOztake_idx, exp_idx)r   r   r:   r:   rp   rp   rp   )r   r   r   r:   rp   rp   
multi_modesingle_mode)r4   c                    | j                  |      }t        j                  |      }|j                  d      }t        j                  | j                  |            }t	        j
                  ||       y )NTdropna)r  rd   r   moder   r   )rv   take_idxexp_idxrg   r   r   r   s          r0   test_mode_dropna_truer!  w  s[     !!(+D
))D/CXXTX"Fyy*//89H68,r2   c                   t        j                  d d | d   g| j                        }|j                  d      }t        j                  d g| j                        }t	        j
                  ||       t        j                  | d   d g| j                        }|j                  d      }t	        j
                  ||       y )Nr   rV   Fr  )rd   r   r8   r  r   r   )rg   	more_nansr   r   s       r0   test_mode_dropna_false_mode_nar$    s    		4tAw/tzzBI^^5^)Fyy$tzz2H68,yy$q'4

;H]]%](F68,r2   zarrow_dtype, expected_type   f1f2c                8    t        |       j                  |k(  sJ y r   )r   rj   )arrow_dtypeexpected_types     r0   test_arrow_dtype_typer+    s    " k"''=888r2   c                 h   t        t        j                  g d            } t        |       sJ t        j
                  j                  j                  |       sJ t	        j                  t        t        |                   }||    }|t        j                  |          }t        j                  ||       y )NTFT)r#   r,   re   r   rd   corecommonis_bool_indexerr   r  r  r   asarrayr   r   )rg   r  r   r   s       r0   test_is_bool_dtyper2    s    rxx(;<=D77>>))$///
		%D	"#AtWFD!"H68,r2   c                    | j                   j                  }t        j                  j	                  |      s>t        j                  j                  |      st        j                  j                  |      rt        |       sJ y t        |       rJ y r   )r8   r6   r,   rW   rY   r   r\   r   rg   r   s     r0   test_is_numeric_dtyper5    sf    jj&&G
W%88w'88w'%%%#D))))r2   c                    | j                   j                  }t        j                  j	                  |      rt        |       sJ y t        |       rJ y r   )r8   r6   r,   rW   r   r   r4  s     r0   test_is_integer_dtyper7    sB    jj&&G	xx7#%%%#D))))r2   c                    | j                   j                  }t        j                  j	                  |      rt        |       sJ y t        |       rJ y r   )r8   r6   r,   rW   rZ   r   r4  s     r0   test_is_signed_integer_dtyper9    sB    jj&&G	xx!!'*&t,,,*40000r2   c                    | j                   j                  }t        j                  j	                  |      rt        |       sJ y t        |       rJ y r   )r8   r6   r,   rW   r[   r    r4  s     r0   test_is_unsigned_integer_dtyper;    sB    jj&&G	xx##G,(...,T2222r2   c                    | j                   j                  }t        j                  j	                  |      st        j                  j                  |      rt        |       sJ y t        |       rJ y r   )r8   r6   r,   rW   r^   r]   r   r4  s     r0   test_is_datetime64_any_dtyper=    sS    jj&&G	xxW%)9)9')B&t,,,*40000r2   c                    | j                   j                  }t        j                  j	                  |      rt        |       sJ y t        |       rJ y r   )r8   r6   r,   rW   rY   r   r4  s     r0   test_is_float_dtyper?    sB    jj&&G	xxG$d###!$''''r2   c                   t        j                  |       }|j                  d      }t        j                  |      }t        j                  |      }t        |      t        |      kD  sJ t        j                  |      }t        j                  ||       t        j                  |      }t        j                  ||       y )Nr:   )	rd   r   headpickledumpsr  loadsr   r   )rg   r   expected_slicedfull_pickledsliced_pickledr   result_sliceds          r0   test_pickle_roundtriprI    s    yyHmmA&O<<)L\\/2N|s>2222\\,'F68,LL0M=/:r2   c                8   | j                         }t        j                  ||j                        }|j	                  | j                        }t        |j                  t              rJ t        |j                  t              sJ t        j                  ||        y r   )	r   rd   re   r8   r   r   r   r   r   )rg   np_arrpd_arrayr   s       r0   test_astype_from_non_pyarrowrM    sk    ]]_Fxxfll3H__TZZ(F(..*555fllJ///##FD1r2   c                     t        j                  dg      } | j                  d      }t        j                  dgd      }t        j                  ||       y )N1.0r	  r;   rV   rd   r   r   r   r   r   r   r   s      r0   &test_astype_float_from_non_pyarrow_strrR    sD    
))UG
CZZ*+Fyy#&89H68,r2   c                     t        j                  ddgid      } | j                  dd      }t        j                  ||        y )Ncoli@fr   rV   float[pyarrow]r   )errors)rd   rN  r   r   rR  )r   r   s     r0   test_astype_errors_ignorerW    s=    ||UXJ/7GHH__-h_?F&(+r2   c                   | j                         }| j                  j                  }t        j                  j                  |      st        j                  j                  |      rt        j                  d       n]t        j                  j                  |      rt        j                  t        |             }nt        j                  | j                        }| j                  rRt        | j                        r|s;j!                  t"              }t$        j&                  |t%        j(                  |       <   t+        j,                  |       y )Nz Tested in test_to_numpy_temporal)r   r   rj   r,   rW   r_   r^   r)   r  r]   r   re   r   _hasnar   r8   r   r   rd   rJ  r6  r   r   )rg   r   r   r   r   s        r0   test_to_numpy_with_defaultsrZ    s    ]]_Fnn!!G	xxG$(=(=g(F67			'	"88DJ'88DNN+{{,TZZ8??6*"$%%1r2   c                V   dd g}t        j                  |d      }|j                         }| s,t        j                  dt         j                  gt
              }n:t        j                  dt        j                  g      }t        |d   t              sJ t        j                  ||       y )Nr>   r   rV   r   )rd   re   r   r   rJ  r   r   r   r  r   r   )r   rg   r  r   r   s        r0   test_to_numpy_int_with_nar\  !  s|    t9D
((4/
0C\\^F88QJf588QK(&)U+++1r2   zna_val, exp)r>   r>   c                    t        j                  t         j                  t         j                  gd      }|j                  d|       }t	        j                  |gdz  d      }t        j                  ||       y )Nnull[pyarrow]rV   r   r   r:   rd   re   rJ  r   r   r   r   )na_valr  r  r   r   s        r0   test_to_numpy_null_arrayra  .  sX     ((BEE255>
9C\\	F\;Fxx	3H1r2   c                    t        j                  t         j                  t         j                  gd      } | j                  d       }t	        j                  t         j                  gdz  d      }t        j                  ||       y )Nr^  rV   r:   r   r_  r  r   r   s      r0   !test_to_numpy_null_array_no_dtyperd  7  sX    
((BEE255>
9C\\\%Fxx!84H1r2   c                    t        j                  dt         j                  gd      } | j                  d      }t	        j                  ddgt        j
                        }t        j                  ||       t        j                  dt         j                  gd      } | j                  d      }t	        j                  ddgt        j                        }t        j                  ||       y )	NTrw  rV   F)r   r;   r   r<   )	rd   re   rJ  r   r   r  r   r   float32rc  s      r0   test_to_numpy_without_dtyperg  ?  s    
((D"%%=(:
;C\\5\)FxxuRXX6H1
((C<'9
:C\\3\'Fxxc
"**5H1r2   c                   | j                         }|j                         }| d   |d d  t        j                  | d   gt        |       z  | j                        }t        j                  ||       |j                         }| d d d   |d d  | d d d   }t        j                  ||       |j                         }| j                         |d d  | }t        j                  ||       y )Nr   rV   r@   )r;  r#   rk   r  r8   r   r   tolist)rg   origr   r   s       r0   test_setitem_null_slicerk  L  s    99;DYY[FQF1I"11	a	CIjjH ##FH5YY[FTrT
F1IDbDzH##FH5YY[FF1IH##FH5r2   c                   | j                   j                  }t        j                  j	                  |      st        j                  j                  |      rd}t        }d}n|t        j                  j                  |      s>t        j                  j                  |      st        j                  j                  |      rd}t        j                  }d}n
d}t        }d}t        j                  ||      5  || d d  d d d        y # 1 sw Y   y xY w)N{   zInvalid value '123' for dtypefoozCould not convertzInvalid value 'foo' for dtyper   )r   rj   r,   rW   ra   rb   r   r   rY   rX   r-   r)   r'   )rg   r   
fill_valueerrr%  s        r0   test_setitem_invalid_dtyperq  c  s    nn!!G	xx'"bhh&8&8&A
-
G$88(88w'
oo!
-	s#	& Q  s   3DDc                    t         j                  t        j                  d      t        j                  d      gt         j	                               } | j                  t         j	                         t        t         j                               ij                        }t        j                  t        j                  d      t        j                  d      gt        t         j                                     }t        j                  ||       y )Nz
2019-12-31rj   types_mapperrV   )r,   re   rd   	Timestampdate32	to_pandasr   date64getr   r   r   )
date_arrayr   r   s      r0   &test_from_arrow_respecting_given_dtyper|  z  s    	l	#R\\,%?@ryy{  J !!iik:biik#:;?? " F yy	l	#R\\,%?@%H 68,r2   c                 `   t         j                  ddgt         j                               } t        j                  t         j
                        5  | j                  t         j                         t        t         j                               ij                         d d d        y # 1 sw Y   y xY w)Nr         @rs  rt  )
r,   re   r   r   external_error_raisedr-   rx  r   r  rz  )re   s    r0   -test_from_arrow_respecting_given_dtype_unsafer    ss    HHc3ZbjjlH3E		!	!"//	2 QbjjlJrxxz4J%K%O%OPQ Q Qs   AB$$B-c                    d} t        j                  dddt         j                  g|       }|j                  d      }t        j                  dddt         j                  g|       }t	        j
                  ||       t        j                  d	t         j                  d
g|       }|j                  d      }t        j                  dt         j                  dg|       }t	        j
                  ||       y )Nr	  r<   gGz?g{Gz@rV   r>   g333333?g@g^@gp=
cL@r@   g      ^@g      N@)rd   r   rJ  roundr   r   r8   r   r   r   s       r0   
test_roundr    s    E
))S$bee,E
:CYYq\Fyy#sC/u=H68,
))UBEE5)
7CYYr]Fyy%-U;H68,r2   c                   | \  }}}| j                  g d      }t        j                  |d<   |rt        j                  |      }d}t	        j
                  t        |      5  |j                  |       d d d        y # 1 sw Y   y xY w)N)r:   r   r>   r@   zOsearchsorted requires array to be sorted, which is impossible with NAs present.r   )r  rd   rJ  r   r)   r'   rM  searchsorted)rz   	as_seriesrL   rq   rK   r  r%  s          r0    test_searchsorted_with_na_raisesr    sw    GAq!


	
*CeeCGiin	0  
z	-   s   !A<<Bc                 \   t        j                  t        j                  ddgt        t        j                  t        j                         t        j                                           ddgd      } | j                         }| j                  ddg	      }t        j                  ||       y )
Nr   ri  rV   r>   r:   rK   rL   rK   rL   )by)rd   rN  r   r   r,   
dictionaryint32r   r;  sort_valuesr   rR  )rS  r   r   s      r0   test_sort_values_dictionaryr    s    	c
*R]]288:ryy{-S"T Q		

B wwyH^^Sz^*F&(+r2   patr  z	a[a-z]{2}c                6   t        j                  dd gt        t        j	                                     }|j
                  j                  |       }t        j                  dd gt        t        j                                     }t        j                  ||       y )Nr  rV   r>   )
rd   r   r   r,   r   rO  r   r  r   r   )r  r   r   r   s       r0   test_str_countr    sb    
))UDMBIIK)@
ACWW]]3Fyy!T*RXXZ*@AH68,r2   c                    t        j                  dd gt        t        j	                                     } t        j                  t        d      5  | j                  j                  dd       d d d        y # 1 sw Y   y xY w)Nr  rV   z	count notr   r>   flags)
rd   r   r   r,   r   r)   r'   rc   rO  r   r   s    r0    test_str_count_flags_unsupportedr    sY    
))UDMBIIK)@
AC	*+	> &e1%& & &   A77B zside, str_funcr   rjustr   ljustbothcenterc                ^   t        j                  dd gt        t        j	                                     }|j
                  j                  d| d      }t        j                   t        d|      dd      d gt        t        j	                                     }t        j                  ||       y )NrK   rV   r  r   )widthsidefillchar)
rd   r   r   r,   r   rO  padr   r   r   )r  str_funcr   r   r   s        r0   test_str_padr    s     ))S$Kz"))+'>
?CWW[[qtc[:Fyy	h	3	'.j6MH 68,r2   c                    t        j                  dd gt        t        j	                                     } t        j                  t        d      5  | j                  j                  ddd       d d d        y # 1 sw Y   y xY w)NrK   rV   zInvalid side: foor   r  rn  r   )
rd   r   r   r,   r   r)   r'   rM  rO  r  r  s    r0   test_str_pad_invalid_sider    sY    
))S$Kz"))+'>
?C	z)<	= #Auc"# # #r  zpat, case, na, regex, expabFTAbz	a[a-z]{1}z	A[a-z]{1}c                :   t        j                  dd gt        t        j	                                     }|j
                  j                  | |||      }t        j                  |t        t        j                                     }t        j                  ||       y )Nr  rV   )casenaregex)
rd   r   r   r,   r   rO  containsr  r   r   )r  r  r  r  r  r   r   r   s           r0   test_str_containsr    sk     ))UDMBIIK)@
ACWWc5AFyyJrxxz$:;H68,r2   c                    t        j                  dd gt        t        j	                                     } t        j                  t        d      5  | j                  j                  dd       d d d        y # 1 sw Y   y xY w)Nr  rV   zcontains notr   rK   r>   r  )
rd   r   r   r,   r   r)   r'   rc   rO  r  r  s    r0   #test_str_contains_flags_unsupportedr    s\    
))UDMBIIK)@
AC	*.	A 'A&' ' 'r  zside, pat, na, exp
startswith)TNFrL   r  endswith)FTFbc)rK   eg)TNT)rK   rq   r  r   )FNFc                8   t        j                  g dt        t        j	                                     } t        |j                  |       ||      }t        j                  |t        t        j                                     }t        j                  ||       y )N)r  NefgrV   )r  
rd   r   r   r,   r   r   rO  r  r   r   )r  r  r  r  r   r   r   s          r0   test_str_start_ends_withr    sd     ))(
299;0G
HC#WSWWd#CB/FyyJrxxz$:;H68,r2   r  )r  r  c                8   t        j                  d d gt        t        j	                                     } t        |j                  |       d      }t        j                  d d gt        t        j                                     }t        j                  ||       y )NrV   r   r  )r  r   r   r   s       r0   /test_str_starts_ends_with_all_nulls_empty_tupler    si    
))T4L
299;(?
@C#WSWWd#B'F yy$Z
-CDH68,r2   zarg_name, argreplr  r  r>   c                   t        j                  dd gt        t        j	                                     }dddd}||| <   t        j                  t        d      5   |j                  j                  d	i | d d d        y # 1 sw Y   y xY w)
Nr  rV   rL   r   T)r  r  r  zreplace is not supportedr   r   )
rd   r   r   r,   r   r)   r'   rc   rO  replace)arg_nameargr   kwargss       r0   test_str_replace_unsupportedr    ss    
 ))UDMBIIK)@
AC#5FF8	*2L	M "!&!" " "s   BB
zpat, repl, n, regex, exprK   r   r@   xbxcxbacz[a-b]xxxcc                :   t        j                  dd gt        t        j	                                     }|j
                  j                  | |||      }t        j                  |t        t        j	                                     }t        j                  ||       y )NabacrV   )nr  )	rd   r   r   r,   r   rO  r  r   r   )r  r  r  r  r  r   r   r   s           r0   test_str_replacer    sh     ))VTN*RYY[*A
BCWW__S$!5_9FyyJryy{$;<H68,r2   c                 *   t        j                  ddgt        t        j	                                     } | j
                  j                  dddd      }t        j                  ddgt        t        j	                                     }t        j                  ||       | j                  t        j                  d	
            }|j
                  j                  dddd      }|j                  |j                        }t        j                  ||       | j                  t        j                  d	t        j                              }|j
                  j                  dddd      }|j                  |j                        }t        j                  ||       y )Nr  aaaaaarV   rK   r  Tr  r"   storage)r  r   )rd   r   r   r,   r   rO  r  r   r   r   StringDtyper8   r   r   )	r   actualr   ser2actual2	expected2ser3actual3	expected3s	            r0   test_str_replace_negative_nr  +  s   
))UH%Z		-D
ECWW__S"b$/Fyy$:biik+BCH8V, ::bnnY78DhhsBD1G

+I9g.::bnnYHIDhhsBD1G

+I9g.r2   c                    t        j                  dd gt        t        j	                                     } t        j                  t        d      5  | j                  j                  ddg       d d d        y # 1 sw Y   y xY w)Nr  rV   zrepeat is notr   r>   r:   )
rd   r   r   r,   r   r)   r'   rc   rO  r   r  s    r0   test_str_repeat_unsupportedr  >  sY    
))UDMBIIK)@
AC	*/	B 1v  r  c                 6   t        j                  dd gt        t        j	                                     } | j
                  j                  d      }t        j                  dd gt        t        j	                                     }t        j                  ||       y )Nr  rV   r:   r  )	rd   r   r   r,   r   rO  r   r   r   rQ  s      r0   test_str_repeatr  D  sc    
))UDMBIIK)@
ACWW^^AFyy(D)BIIK1HIH68,r2   zpat, case, na, expc                8   t        j                  dd gt        t        j	                                     }|j
                  j                  | ||      }t        j                  |t        t        j                                     }t        j                  ||       y )Nr  rV   r  r  )
rd   r   r   r,   r   rO  r   r  r   r   r  r  r  r  r   r   r   s          r0   test_str_matchr  K  sf     ))UDMBIIK)@
ACWW]]3Tb]1FyyJrxxz$:;H68,r2   TFFNAbc)FFFNabc$zabc\$FTFNzAbc$zAbc\$z(abc)|(abx)z((abc)|(abx))c                8   t        j                  g dt        t        j	                                     }|j
                  j                  | ||      }t        j                  |t        t        j                                     }t        j                  ||       y )N)r  r  z$abcNrV   r  )
rd   r   r   r,   r   rO  	fullmatchr  r   r   r  s          r0   test_str_fullmatchr  ]  sf    , ))1BIIK9P
QCWWs"5FyyJrxxz$:;H68,r2   zsub, start, end, exp, exp_typer  r  c                   t        j                  dd gt        t        j	                                     }|j
                  j                  | ||      }t        j                  |t        |            }t        j                  ||       y )Nr  rV   )startend	rd   r   r   r,   r   rO  findr   r   )subr  r  r  exp_typer   r   r   s           r0   test_str_findr  y  s`     ))UDMBIIK)@
ACWW\\#U\4FyyJx$89H68,r2   c                 <   t        j                  dd gt        t        j	                                     } | j
                  j                  ddd      }t        j                  dd gt        t        j                                     }t        j                  ||       y )Nr  rV   rL   ir  r  r  r  r>   
rd   r   r   r,   r   rO  r  r  r   r   rQ  s      r0   test_str_find_negative_startr    sh    
))UDMBIIK)@
ACWW\\cA\6Fyy!T*RXXZ*@AH68,r2   c                    t        j                  dd gt        t        j	                                     } | j
                  j                  dd      }t        j                  dd gd      }t        j                  ||       y )Nr  rV   r  r>   )r  r@   r   r  rQ  s      r0   test_str_find_no_endr    s\    
))UDMBIIK)@
ACWW\\$a\(Fyy"d+;<H68,r2   c                 <   t        j                  dd gt        t        j	                                     } | j
                  j                  ddd      }t        j                  dd gt        t        j                                     }t        j                  ||       y )NabcdefgrV   dr  r  r  r  rQ  s      r0   )test_str_find_negative_start_negative_endr    si    
))Y%Z		-D
ECWW\\c\4Fyy!T*RXXZ*@AH68,r2   c                 :   t        j                  dd gt        t        j	                                     } | j
                  j                  dd      }t        j                  dd gt        t        j                                     }t        j                  ||       y )Nr  rV   r  r%  )r  r  r@   r  rQ  s      r0   test_str_find_large_startr    sg    
))Y%Z		-D
ECWW\\c\,Fyy"d:bhhj+ABH68,r2   r  )r  r   r>      Nr  )r  r@   r   r  r  Nr  )r  azabcerK   caac                j   t        j                  g dt        t        j	                                     }|j                  t        j                  d            }|j                  j                  || |      }|j                  j                  || |      j                  |j                        }t        j                  ||       |j                  t        j                  d            }|j                  j                  || |      j                  |j                        }t        j                  ||       y )N)abcaadefr  abcdeddefgj8292r  rK   r  rV   rD  r  r"   )rd   r   r   r,   r   r   r  rO  r  r8   r   r   )	r  r  r  r  object_seriesr   r   arrow_str_seriesresult2s	            r0   test_str_find_e2er    s     			=%	A HHR^^H=>MUUZZUC(F  %%c5#6==fllKH68,xxy AB""''UC8??MG7H-r2   c                 <   t        j                  dd gt        t        j	                                     } | j
                  j                  ddd      }t        j                  dd gt        t        j                                     }t        j                  ||       y )Nr  rV   r  r  r  r  r@   r  rQ  s      r0   2test_str_find_negative_start_negative_end_no_matchr    si    
))Y%Z		-D
ECWW\\c\4Fyy"d:bhhj+ABH68,r2   zi, exp)rL   r  N)rq   r  Nr:   )rq   NN)rK   NNr  c                2   t        j                  g dt        t        j	                                     }|j
                  j                  |       }t        j                  |t        t        j	                                     }t        j                  ||       y )N)r  deNrV   )	rd   r   r   r,   r   rO  rz  r   r   )r  r  r   r   r   s        r0   test_str_getr    s\     ))'z"))+/F
GCWW[[^FyyJryy{$;<H68,r2   z=TODO: StringMethods._validate should support Arrow list typesr   c            
     Z   t        j                  t        t        j	                  t        d      t        d      d g                  } | j                  j                  d      }t        j                  g dt        t        j                                     }t        j                  ||       y )Nr  123=za=b=cz1=2=3NrV   )rd   r   r#   r,   re   r   rO  joinr   r   r   r   rQ  s      r0   test_str_joinr    sn    
 ))'$u+tE{D1Q(RS
TCWW\\#Fyy1BIIK9PQH68,r2   c                 4   t        j                  t        t        j	                  g d                  } | j
                  j                  d      }t        j                  g dt        t        j                                     }t        j                  ||       y )N)r  r  Nr  r  rV   )rd   r   r#   r,   re   rO  r  r   r   r   r   rQ  s      r0   test_str_join_string_typer    s^    
))'1E(FG
HCWW\\#Fyy1BIIK9PQH68,r2   zstart, stop, step, expdcbac                6   t        j                  dd gt        t        j	                                     }|j
                  j                  | ||      }t        j                  |t        t        j	                                     }t        j                  ||       y NabcdrV   )	rd   r   r   r,   r   rO  slicer   r   )r  stopstepr  r   r   r   s          r0   test_str_slicer    sd     ))VTN*RYY[*A
BCWW]]5$-FyyJryy{$;<H68,r2   zstart, stop, repl, expaxcdxcdcdc                6   t        j                  dd gt        t        j	                                     }|j
                  j                  | ||      }t        j                  |t        t        j	                                     }t        j                  ||       y r  )	rd   r   r   r,   r   rO  slice_replacer   r   )r  r  r  r  r   r   r   s          r0   test_str_slice_replacer!    sf     ))VTN*RYY[*A
BCWW""5$5FyyJryy{$;<H68,r2   zvalue, method, exp)a1cisalnumT)z!|,r#  F)aaaisalphaT)z!!!r%  F)u   ٠	isdecimalT)z~!r&  F)rM   isdigitT)~r'  F)r$  islowerT)aaAr)  F)r  	isnumericT)11Ir+  F) isspaceT)r  r.  F)zThe ThatistitleT)zthe Thatr/  F)AAAisupperT)AAcr1  Fc                6   t        j                  | d gt        t        j	                                     } t        |j                  |             }t        j                  |d gt        t        j                                     }t        j                  ||       y r   r  )valuemethodr  r   r   r   s         r0   test_str_is_functionsr6    sg    0 ))UDMBIIK)@
AC%WSWWf%'Fyy#tJrxxz,BCH68,r2   zmethod, exp
capitalizezAbc deftitlezAbc DefswapcasezAbC Defr  zabc defupperzABC DEFcasefoldc                6   t        j                  dd gt        t        j	                                     } t        |j                  |              }t        j                  |d gt        t        j	                                     }t        j                  ||       y )NzaBc dEFrV   	rd   r   r   r,   r   r   rO  r   r   )r5  r  r   r   r   s        r0   test_str_transform_functionsr>  "  sh     ))Y%Z		-D
EC%WSWWf%'Fyy#tJryy{,CDH68,r2   c                 4   t        j                  dd gt        t        j	                                     } | j
                  j                         }t        j                  dd gt        t        j                                     }t        j                  ||       y )Nr  rV   rp   )
rd   r   r   r,   r   rO  r  r  r   r   rQ  s      r0   test_str_lenr@  4  s_    
))VTN*RYY[*A
BCWW[[]Fyy!T*RXXZ*@AH68,r2   zmethod, to_strip, val)rm  Nz abc )rm  r   xabcx)lstripNz abc)rB  r   xabc)rstripNzabc )rD  r   abcxc                :   t        j                  |d gt        t        j	                                     } t        |j                  |       |      }t        j                  dd gt        t        j	                                     }t        j                  ||       y )NrV   )to_stripr  r=  )r5  rG  valr   r   r   s         r0   test_str_striprI  ;  si     ))S$Kz"))+'>
?C%WSWWf%x8Fyy%j.EFH68,r2   rH  abc123c                6   t        j                  | d gt        t        j	                                     }|j
                  j                  d      }t        j                  dd gt        t        j	                                     }t        j                  ||       y NrV   r  r  )	rd   r   r   r,   r   rO  removesuffixr   r   rH  r   r   r   s       r0   test_str_removesuffixrO  M  d    
))S$Kz"))+'>
?CWW!!%(Fyy%j.EFH68,r2   123abcc                6   t        j                  | d gt        t        j	                                     }|j
                  j                  d      }t        j                  dd gt        t        j	                                     }t        j                  ||       y rL  )	rd   r   r   r,   r   rO  removeprefixr   r   rN  s       r0   test_str_removeprefixrT  U  rP  r2   rV  r   r   zencoding, exputf8s   abc)littlebigutf32s     a   b   c   s        a   b   cc                Z   t        j                  dd gt        t        j	                                     }|j
                  j                  ||       }t        j                  |t        j                     d gt        t        j                                     }t        j                  ||       y Nr  rV   )rd   r   r   r,   r   rO  encodesys	byteorderr  r   r   )rV  encodingr  r   r   r   s         r0   test_str_encoder_  ]  sp      ))UDMBIIK)@
ACWW^^Hf-Fyy#cmm,d3:biik;RSH68,r2   c           	     d   t        j                  g dt        t        j	                                     }|j
                  j                  d|       }t        j                  dgg d gt        t        j                  t        j	                                           }t        j                  ||       y )N)r  r  NrV   rL   r  )
rd   r   r   r,   r   rO  findalllist_r   r   )r  r   r   r   s       r0   test_str_findallrc  s  sq    
))(
299;0G
HCWW__S_.Fyy3%T**RXXbiik=R2STH68,r2   r5  rK  rindexz
start, endc                   t        j                  dd gt        t        j	                                     } t        |j                  |       d||      }t        j                  dd gt        t        j                                     }t        j                  ||       t        j                  t        d      5   t        |j                  |       d||       d d d        y # 1 sw Y   y xY w)NabcbarV   rq   r:   zsubstring not foundr   rn  )rd   r   r   r,   r   r   rO  r  r   r   r)   r'   rM  )r5  r  r  r   r   r   s         r0   test_str_r_indexrg  {  s     ))WdO:biik+B
CC%WSWWf%c5#6Fyy!T*RXXZ*@AH68,	z)>	? 4  s34 4 4s   8C  C)formNFCNFKCc                    t        j                  dd gt        t        j	                                     }|j
                  j                  |       }|j                         }t        j                  ||       y rZ  )
rd   r   r   r,   r   rO  	normalizer;  r   r   )rh  r   r   r   s       r0   test_str_normalizerm    sP    
))UDMBIIK)@
ACWWt$FxxzH68,r2   c                :   t        j                  g dt        t        j	                                     }|j
                  j                  d| |      }t        j                  g dt        t        j                                     }t        j                  ||       y )N)rf  rn  NrV   rq   )r:   r@   N)
rd   r   r   r,   r   rO  rfindr  r   r   )r  r  r   r   r   s        r0   test_str_rfindrp    sa     ))**RYY[2I
JCWW]]3s+Fyyj.DEH68,r2   c                 :   t        j                  dd gt        t        j	                                     } | j
                  j                  ddi      }t        j                  dd gt        t        j	                                     }t        j                  ||       y )Nrf  rV   a   rL   bbcbb)	rd   r   r   r,   r   rO  	translater   r   rQ  s      r0   test_str_translateru    sh    
))WdO:biik+B
CCWWCy)Fyy'4
299;0GHH68,r2   c                 6   t        j                  dd gt        t        j	                                     } | j
                  j                  d      }t        j                  dd gt        t        j	                                     }t        j                  ||       y )Nrf  rV   r  zabc
ba)	rd   r   r   r,   r   rO  wrapr   r   rQ  s      r0   test_str_wraprx    sb    
))WdO:biik+B
CCWW\\!_Fyy)T**RYY[2IJH68,r2   c                 H   t        j                  g dt        t        j	                                     } | j
                  j                         }t        j                  g dg dg dgt        t        j                               g d      }t        j                  ||       y )N)za|bNza|crV   )TTFr  r-  )rK   rL   rq   r8   r|  )rd   r   r   r,   r   rO  get_dummiesrN  r  r   rR  rQ  s      r0   test_get_dummiesr|    sm    
))(
299;0G
HCWW  "F||	35HI$H
 &(+r2   c                    t        j                  dd gt        t        j	                                     } | j
                  j                  d      }t        j                  g dg dgt        t        j	                               t        j                  d            }t        j                  ||d	       | j
                  j                  dd
      }t        j                  t        t        j                  g dd g                  }t        j                  ||       | j
                  j                  d      }t        j                  g dg dgt        t        j	                               t        j                  d            }t        j                  ||d	       | j
                  j                  dd
      }t        j                  t        t        j                  g dd g                  }t        j                  ||       y )Nrf  rV   rL   )rK   rL   cbar  r  rz  T)check_column_typeFexpand)r  rL   rK   )rd   r   r   r,   r   rO  	partitionrN  
RangeIndexr   rR  r#   re   r   
rpartitionrQ  s      r0   test_str_partitionr    sk   
))WdO:biik+B
CCWWs#F||	./%a H
 &(dCWWs51Fyy,RXX7H$6O-PQRH68,WW$F||	./%a H
 &(dCWWE2Fyy,RXX7H$6O-PQRH68,r2   rsplitsplitc                8   t        j                  dd gt        t        j	                                     } t        |j                  |              }t        j                  t        t        j                  g dd g                  }t        j                  ||       y )Nza1 cbc
brV   )a1cbcrL   )rd   r   r   r,   r   r   rO  r#   re   r   r   r5  r   r   r   s       r0   test_str_split_pat_noner    sl     ))[$'z"))+/F
GC%WSWWf%'Fyy,RXX7I46P-QRSH68,r2   c            	        t        j                  g dt        t        j	                                     } | j
                  j                  d      }t        j                  t        t        j                  g dg dd g                  }t        j                  ||       | j
                  j                  dd      }t        j                  t        t        j                  dd	gd
d	gd g                  }t        j                  ||       | j
                  j                  dd      }t        j                  t        t        j                  ddgddgd g                  }t        j                  ||       | j
                  j                  ddd      }t        j                  t        t        j                  g d            t        t        j                  g d            d      }t        j                  ||       | j
                  j                  dd      }t        j                  t        t        j                  g d            t        t        j                  g d            d      }t        j                  ||       y )Na1cbcba2cbcbNrV   rq   r  rL   rL   a2rL   rL   r>   r  r  bcbr  z[1-2]T)r  rK   cbcb)r  r  )rK   rK   N)r  r  Nr   r>   rB   r  rK   r  Nr  NN)rd   r   r   r,   r   rO  r  r#   re   r   r   rN  rR  rQ  s      r0   test_str_splitr    s   
)).j6M
NCWW]]3FyyBHH&68H$%OPQH 68,WW]]3!]$FyyBHHtUmdE]D%IJKH 68,WW]]7$]/FyyBHHsFmc6]D%IJKH 68,WW]]7$t]<F||"288,<#=>"288,B#CD	
H &(+WW]]3t],F||"288,A#BC"288,@#AB	
H &(+r2   c            	     2   t        j                  g dt        t        j	                                     } | j
                  j                  d      }t        j                  t        t        j                  g dg dd g                  }t        j                  ||       | j
                  j                  dd      }t        j                  t        t        j                  dd	gd
d	gd g                  }t        j                  ||       | j
                  j                  ddd      }t        j                  t        t        j                  g d            t        t        j                  g d            d      }t        j                  ||       | j
                  j                  dd      }t        j                  t        t        j                  g d            t        t        j                  g d            d      }t        j                  ||       y )Nr  rV   rq   r  r  r>   r  a1cbrL   a2cbT)r  r  )r  r  N)rL   rL   Nr  rB   r  r  r  )rd   r   r   r,   r   rO  r  r#   re   r   r   rN  rR  rQ  s      r0   test_str_rsplitr  	  s   
)).j6M
NCWW^^C FyyBHH&68H$%OPQH 68,WW^^C1^%FyyBHHvsmfc]D%IJKH 68,WW^^C1T^2F||"288,B#CD"288,<#=>	
H &(+WW^^C^-F||"288,A#BC"288,@#AB	
H &(+r2   c                    t        j                  g dt        t        j	                                     } t        j                  t        d      5  | j                  j                  d       d d d        y # 1 sw Y   y xY w)Nr  b2c3rV   z*pat=.* must contain a symbolic group name.r   z[ab](\d))
rd   r   r   r,   r   r)   r'   rM  rO  extractr  s    r0   test_str_extract_non_symbolicr  *	  sR    
))&j.E
FC	z)U	V %$% % %   A55A>r  c           	     z   t        j                  g dt        t        j	                                     }|j
                  j                  d|       }t        j                  t        t        j                  g d            t        t        j                  g d            d      }t        j                  ||       y )Nr  rV   z(?P<letter>[ab])(?P<digit>\d)r  )rK   rL   NrB   rM   N)letterdigit)rd   r   r   r,   r   rO  r  rN  r#   re   r   rR  )r  r   r   r   s       r0   test_str_extractr  0	  s~    
))&j.E
FCWW__=f_MF||)"((3C*DE(2B)CD	
H &(+r2   c            	        t        j                  g dt        t        j	                                     } | j
                  j                  dd      }t        j                  dt        t        j                  g d            i      }t        j                  ||       | j
                  j                  dd      }t        j                  t        t        j                  g d            d	      }t        j                  ||       y )
Nr  rV   z[ab](?P<digit>\d)Tr  r  r  Fr  )rd   r   r   r,   r   rO  r  rN  r#   re   r   rR  r   rQ  s      r0   test_str_extract_expandr  =	  s    
))&j.E
FCWW__1$_?F||(2B)CD	
H
 &(+WW__1%_@Fyy,RXX6F-GHwWH68,r2   r  )rH  rG  msr  c                    ddg}t         j                  |       }t        |      }t        j                  ||      }t        t         j                  dd g|            }t        j                  ||       y )N1000NaTrV     rs  )r,   r  r   r#   r   re   r   r   )r  stringsr   r8   r   r   s         r0   #test_duration_from_strings_with_natr  L	  sb     uoGkk$GwE ::7%PF"288T4Lw8#GHH##FH5r2   c                   | j                   j                  }t        j                  j	                  |      sDt        j                  t        d      5  t        j                  |       j                   d d d        y y # 1 sw Y   y xY w)Nz2Can only use .dt accessor with datetimelike valuesr   )r8   r6   r,   rW   r   r)   r'   AttributeErrorrd   r   r  r   s     r0   test_unsupported_dtr  W	  sg    zz''H88)]]"V
 	 IIdO	 	 *	 	s    A;;Bzprop, expectedyear  dayday_of_week	dayofweekweekdayday_of_year	dayofyearhourminuteis_leap_yearmicrosecond  month
nanosecondr  quartersecondrx   r   r   c                   t        j                  t        j                  dddddddd	      d gt        t        j                  d
                  }t        |j                  |       }d }t        |t              rt        j                         }n%t        |t              rt        j                  d
      }t        j                  t        t        j                  |d g|                  }t        j                   ||       y )Nr  r>   r:   r  rp   rx   r  r  )r  r  r  r  r  r  r  r  rH  rV   rs  )rd   r   rv  r   r,   r  r   r  r   r   rw  r   time64r#   re   r   r   )propr   r   r   r  s        r0   test_dt_propertiesr  `	  s    . ))LL 	 	
 d+,C  SVVT"FH(D!99;	Hd	#99T?yy,RXXx6FXX-VWXH68,r2   )r  rJ   r   c           
     *   t        j                  t        j                  dddd| d      d gt        t        j                  d                  }|j                  j                  }t        j                  | d gd      }t        j                  ||       y )	N  rx   rJ   r  )r  r  r  r  r  r  rH  rV   r   )
rd   r   rv  r   r,   r  r  r  r   r   )r  r   r   r   s       r0   test_dt_microsecondr  	  s     ))LL' 
	
 d+,C VVFyy+t,4DEH68,r2   c            
     @   t        j                  t        dddd      t        dddd      t        dddd      d gt        t        j                  d            	      } | j                  j                  }t        j                  g d
t        t        j                               	      }t        j                  ||       | j                  j                  }t        j                  g dt        t        j                               	      }t        j                  ||       y )Nr  rF   r:   r  r  r  r  r  r>   rG   rG  rV   r  FFTN)rd   r   r   r   r,   r  r  is_month_startr  r   r   is_month_endrQ  s      r0   test_dt_is_month_start_endr  	  s    
))$baa8$aQQ7$aRa8		
 d+,C VV""Fyy3:bhhj;QRH68,VV  Fyy3:bhhj;QRH68,r2   c            
     @   t        j                  t        dddd      t        dddd      t        dddd      d gt        t        j                  d                  } | j                  j                  }t        j                  g d	t        t        j                                     }t        j                  ||       | j                  j                  }t        j                  g d
t        t        j                                     }t        j                  ||       y )Nr  rF   rG   r  r  r>   rG  rV   r  r  )rd   r   r   r   r,   r  r  is_year_startr  r   r   is_year_endrQ  s      r0   test_dt_is_year_start_endr  	  s    
))$bbq9$aQQ7$aRa8		
 d+,C VV!!Fyy3:bhhj;QRH68,VVFyy3:bhhj;QRH68,r2   c            
     @   t        j                  t        dddd      t        dddd      t        dddd      d gt        t        j                  d            	      } | j                  j                  }t        j                  g d
t        t        j                               	      }t        j                  ||       | j                  j                  }t        j                  g dt        t        j                               	      }t        j                  ||       y )Nr        r  r  r>   rG   rG  rV   r  r  )rd   r   r   r   r,   r  r  is_quarter_startr  r   r   is_quarter_endrQ  s      r0   test_dt_is_quarter_start_endr  	  s    
))$bbq9$aQQ7$aRa8		
 d+,C VV$$Fyy3:bhhj;QRH68,VV""Fyy3:bhhj;QRH68,r2   days_in_monthdaysinmonthc           
        t        j                  t        dddd      t        dddd      t        dddd      d gt        t        j                  d            	      }t        |j                  |       }t        j                  g d
t        t        j                               	      }t        j                  ||       y )Nr  r  r  r  rp   r>   r:   rG  rV   )rG   r     N)rd   r   r   r   r,   r  r   r  r  r   r   r  s       r0   test_dt_days_in_monthr  	  s    
))$aRa8$aQQ7$aQQ7		
 d+,C SVVV$Fyy+:bhhj3IJH68,r2   c                    t        j                  t        ddd      t        dddd      t        dddd	d
d
      d gt        t        j                  d                  } | j                  j                         }t        j                  t        ddd      t        ddd      t        ddd      d gt        t        j                  d                  }t        j                  ||       y )Nr  r  r  r  r  r  rp   r>   r  r:      ;   )r  r  r  r  r  r  rG  rV   )
rd   r   r   r   r,   r  r  rl  r   r   rQ  s      r0   test_dt_normalizer  	  s    
))$aR0$aQQ7$aQR2N		
 d+,C VVFyy$aR0$aQ/$aQ/		
 d+,H 68,r2   rG  rH  c           
        t        j                  t        dddd      d gt        t        j                  |                   }|j                  j                  | k(  sJ |j                  j                  }t        j                  t        t        j                  t        dd      d gt        j                  |                         }t        j                  ||       y )	Nr  r>   r:   r  r  rV   r   rs  )rd   r   r   r   r,   r  r  r  r   r#   re   r  r   r   r  r   r   r   s       r0   test_dt_time_preserve_unitr  
  s    
))	t1!!	4d;d+,C 66;;$VV[[FyyBHHd1aj$%7biioHNOH 68,r2   r   )Nr  
US/Pacificc           	         t        j                  t        dddd      d gt        t        j                  d|                   }|j                  j                  }|t        j                  |       k(  sJ y )	Nr  r>   r:   r  r  rH  r   rV   )
rd   r   r   r   r,   r  r  r   r   maybe_get_tz)r   r   r   s      r0   
test_dt_tzr  
  s`    
))	t1!!	4d;dr23C VVYYFY++B////r2   c                 (   t        j                  t        dddd      d gt        t        j                  d                  } | j                  j                         }t        j                  g dg d	gg d
d      }t        j                  ||       y )Nr  r>   r:   r  r  rH  rV   )r  r>   r>   r  )r  weekr  r   r|  r8   )rd   r   r   r   r,   r  r  isocalendarrN  r   rR  rQ  s      r0   test_dt_isocalendarr   
  sv    
))	t1!!	4d;d+,C VV!F||	y!'H
 &(+r2   day_nameSunday
month_nameJanuaryc                d   t        |       t        j                  t        ddd      d gt	        t
        j                  d                  } t        |j                  |              }t        j                  |d gt	        t
        j                                     }t        j                  ||       y )Nr  r>   r  rV   )r1   rd   r   r   r   r,   r  r   r  r   r   r   )r5  r  r/   r   r   r   s         r0   test_dt_day_month_namer  .
  s}    
 w'
))XdAq)40
2<<PTCU8V
WC$WSVVV$&Fyy#tJryy{,CDH68,r2   c                h   t        |        t        j                  t        dddd      d gt	        t
        j                  d                  }|j                  j                  d      }t        j                  d	d gt	        t
        j                                     }t        j                  ||       y )
Nr  r>   r:   r  r  rH  rV   z%Y-%m-%dT%H:%M:%Sz2023-01-02T03:00:00.000000000)r1   rd   r   r   r   r,   r  r  strftimer   r   r   r/   r   r   r   s       r0   test_dt_strftimer   ;
  s    w'
))	t1!!	4d;d+,C VV__01Fyy	($/z"))+7NH 68,r2   )ceilr  r  c                   t        j                  t        dddd      d gt        t        j                  d                  }t        j                  t        d	      5   t        |j                  |       d
d       d d d        t        j                  t        d	      5   t        |j                  |       d
d       d d d        y # 1 sw Y   LxY w# 1 sw Y   y xY w)Nr  r>   r:   r  r  rH  rV   zambiguous is not supported.r   1hr  	ambiguousznonexistent is not supported.nonexistent)rd   r   r   r   r,   r  r)   r'   rc   r   r  r5  r   s     r0   *test_dt_roundlike_tz_options_not_supportedr	  I
  s    
))	t1!!	4d;d+,C 
*2O	P 767 
*2Q	R 9%89 97 79 9s   C CCCc                   t        j                  t        dddd      d gt        t        j                  d                  }t        j                  t        d	      5   t        |j                  |       d
       d d d        t        j                  t        d	      5   t        |j                  |       d        d d d        y # 1 sw Y   JxY w# 1 sw Y   y xY w)Nr  r>   r:   r  r  rH  rV   zfreq='1B' is not supportedr   1Bz$Must specify a valid frequency: None)rd   r   r   r   r,   r  r)   r'   rM  r   r  r  s     r0   "test_dt_roundlike_unsupported_freqr  V
  s    
))	t1!!	4d;d+,C 
z)E	F &%& 
z)O	P &%& && && &s   CCCCfreq)Dhr  r  r  rG  rH  c                j   t        j                  t        ddd      d g      }t        t        j                  d            } t        |j                  |      d|        j                  |      } t        |j                  |      j                  |      d|        }t        j                  ||       y )Nr  r>   r  rH  rB   )rd   r   r   r   r,   r  r   r  r   r   r   )r  r5  r   rf   r   r   s         r0   test_dt_ceil_year_floorr  c
  s     ))	t1!	,d3C ",,t,-H&wsvvv&4&z299(CH5WSZZ),,f5$jAF68,r2   c                    t        ddd      t        ddd      g} t        j                  | t        t        j                  d                  }|j                  j                         }t        j                  | t              t        j                  |       t        fdt        t                    D              sJ |j                  d      j                  j                         t        j                  |       y )NrD   r>   r  rH  rV   c              3  Z   K   | ]"  }t        j                  |         t        u  $ y wr   )rj   r~  r   ).0r  r   s     r0   	<genexpr>z(test_dt_to_pydatetime.<locals>.<genexpr>v
  s$     PatHMM!$%1Ps   (+datetime64[ns])r   rd   r   r   r,   r  r  r  r   r   r   r   r  r  r   rg   r   r   r   s      @r0   test_dt_to_pydatetimer  o
  s    T1a (4A"67D
))D
2<<+= >
?CVV!!#FyyV,H68,P5X;OPPPPzz*+..<<>H68,r2   	date_typer   @   c                   t        j                  t        ddd      gt         t	        t
        d|                           }t        j                  t        d      5  |j                  j                          d d d        y # 1 sw Y   y xY w)NrD   rF   rG   r   rV   z#to_pydatetime cannot be called withr   )rd   r   r   r   r   r,   r)   r'   rM  r  r  )r  r   s     r0    test_dt_to_pydatetime_date_errorr  |
  ss     ))	dB	8tI;%78:;C 
z)N	O   s   BBc                    t        j                  t        dddd      d gt        t        j                  d                  } t        j                  t        d	      5  | j                  j                  d
d       d d d        t        j                  t        d	      5  | j                  j                  d
d       d d d        y # 1 sw Y   KxY w# 1 sw Y   y xY w)Nr  r>   r:   r  r  rH  rV   z ambiguous='NaT' is not supportedr   r  r  r  z"nonexistent='NaT' is not supportedr  )rd   r   r   r   r,   r  r)   r'   rc   r  tz_localizer  s    r0   *test_dt_tz_localize_unsupported_tz_optionsr  
  s    
))	t1!!	4d;d+,C 
*2T	U 35E23 
*2V	W 55e45 53 35 5s   CCCCc           	        t        |        t        j                  t        dddd      d gt	        t
        j                  dd            	      }|j                  j                  d       }t        j                  |d
   j                  d       d gt	        t
        j                  d            	      }t        j                  ||       y )Nr  r>   r:   r  r  rH  r  r  rV   r   )r1   rd   r   r   r   r,   r  r  r  r   r   r  s       r0   test_dt_tz_localize_noner!  
  s    w'
))	t1!!	4d;d|<=C VV%Fyy	Q		D	!4(d+,H 68,r2   c                   t        |       t        j                  t        dddd      d gt	        t
        j                  |                   }|j                  j                  d      }t
        j                  t        dddd      d gt
        j                  |             }t
        j                  j                  |d      }t        j                  t        |            }t        j                  ||       y )	Nr  r>   r:   r  r  rV   r  rs  r1   rd   r   r   r   r,   r  r  r  re   computeassume_timezoner#   r   r   )r  r/   r   r   exp_datar   s         r0   test_dt_tz_localizer'  
  s    w'
))	t1!!	4d;d+,C VV-Fxx	t1!!	4d;",,tBT  H zz))(LAHyy,X67H68,r2   znonexistent, exp_dateshift_forwardrF   r  shift_backwardz2023-03-12 01:59:59.999999999c           	        t        |       t        j                  t        ddddd      d gt	        t
        j                  d                  }|j                  j                  d	| 
      }t
        j                  |d gt
        j                  d            }t
        j                  j                  |d	      }t        j                  t        |            }t        j                  ||       y )Nr  r  rF   r:   r  )r  r  r  r  r  rH  rV   r  r  rs  r#  )r  exp_dater/   r   r   r&  r   s          r0   test_dt_tz_localize_nonexistentr,  
  s     w'
))	t1"1R	@$Gd+,C VV+FFxx4(r||D/AxBHzz))(LAHyy,X67H68,r2   c                    t        j                  t        dddd      d gt        t        j                  d                  } t        j                  t        d	      5  | j                  j                  d
       d d d        y # 1 sw Y   y xY w)Nr  r>   r:   r  r  rH  rV   z"Cannot convert tz-naive timestampsr   r  )rd   r   r   r   r,   r  r)   r'   r   r  
tz_convertr  s    r0    test_dt_tz_convert_not_tz_raisesr/  
  sl    
))	t1!!	4d;d+,C 
y(L	M !% ! ! !s   BBc            	     z   t        j                  t        dddd      d gt        t        j                  dd                  } | j                  j                  d       }t        j                  | d	   j                  d       d gt        t        j                  d                  }t        j                  ||       y )
Nr  r>   r:   r  r  rH  r  rV   r   
rd   r   r   r   r,   r  r  r.  r   r   rQ  s      r0   test_dt_tz_convert_noner2  
  s    
))	t1!!	4d;dL9:C VVt$Fyy	Q		4	 $'d+,H 68,r2   c           	     |   t        j                  t        dddd      d gt        t        j                  | d                  }|j                  j                  d      }t        j                  |d	   j                  d      d gt        t        j                  | d                  }t        j                  ||       y )
Nr  r>   r:   r  r  r  rV   
US/Easternr   r1  r  s       r0   test_dt_tz_convertr5  
  s    
))	t1!!	4d;dL9:C VV|,Fyy	Q		<	($/dL9:H 68,r2   r8   ztimestamp[ms][pyarrow]zduration[ms][pyarrow]c                    t        j                  dd g|       }|j                  j                  d      }|j	                  | j                  dd            }t        j                  ||       y )Nr  rV   rH  r  )rd   r   r  as_unitr   r  r   r   r  s       r0   test_as_unitr8  
  sS     ))T4L
.CVV^^D!Fzz%--d34H68,r2   zfrom_unit,to_unit)rH  rG  rH  r  rH  r  )rG  r  )rG  r  )r  r  )r  r  )r  rG  r  rH  )r  rG  r  rH  rF  c                b   t        j                  t        j                  dd gd      j                  |             }|j	                  d|  d      }|j
                  j                  |      }|j
                  j                  |      j	                  d| d      }t        j                  ||       y )Nl   @W/U rH  r  	duration[
][pyarrow])rd   r   to_timedeltar7  r   r  r   r   )	from_unitto_unit	ser_numpy	ser_arrowr   r   s         r0    test_as_unit_duration_truncationrG  
  s    ( 		
.T:BB9MI   9YKz!BCI\\!!'*F||##G,33iy
4STH68,r2   )r9  r:  r;  r<  r=  rF  c                    t        j                  t        j                  d      d gd|  d      }|j                  d|  d      }|j                  j                  |      }|j                  j                  |      }t        j                  |j                         j                  d| d      |j                         j                                |j                         j                         |j                         j                         k(  sJ y )N2024-01-15 12:30:45.123456789
timestamp[rA  rV   zdatetime64[r  )rd   r   rv  r   r  r7  r   r   r  r   r6  r   )rC  rD  rF  rE  r   expected_numpys         r0   test_as_unit_timestamprL    s     			5	6=9+Z0I   ;yk!;<I\\!!'*F\\))'2N  WIQ'? @((*
 ;;=).."2"6"6"8888r2   rD  )r  r  rG  rH  c                   t        j                  t        j                  dg      j                  d      j	                  d            }|j                  d      }|j                  j	                  |       }|j                  j	                  |       j                  d|  d      }t        j                  ||       t        |j                        d|  dk(  sJ y )NrI  r4  rH  "timestamp[ns, US/Eastern][pyarrow]rJ  z, US/Eastern][pyarrow]z, tz=US/Eastern][pyarrow])rd   r   to_datetimer  r7  r   r  r   r   rO  r8   )rD  rE  rF  r   r   s        r0   $test_as_unit_timestamp_with_timezonerP  2  s     		
789	\	"	I
   !EFI\\!!'*F||##G,33
WI34H 68,v||*WI5N OOOOr2   c                    t        j                  ddgt        t        j	                                     } t        j                  t        d      5  | j                  j                  d       d d d        y # 1 sw Y   y xY w)Nr>   r:   rV   zas_unit not implementedr   rH  )
rd   r   r   r,   rw  r)   r'   rc   r  r7  r  s    r0   test_as_unit_date_raisesrR  D  sV    
))QF*RYY["9
:C	*2K	L t  r  dayssecondsmicrosecondsnanosecondsc           	        t        j                  t        j                  dddd      d gt        t        j                  d                  }t        |j                  |       }t        j                  t        t        j                  |d gt        j                                           }t        j                  ||       y )	Nr>   r:   r  rp   rS  rT  rU  rV  rH  rV   rs  )rd   r   	Timedeltar   r,   r  r   r  r#   re   r  r   r   )r  r   r   r   s       r0   test_dt_timedelta_propertiesrZ  K  s     ))LL	 	
 T*+C SVVT"FyyBHHh%5BHHJHGHH 68,r2   c            	        t        j                  t        j                  dddd      d gt        t        j                  d                  } | j                  j                         }t        j                  t        t        j                  dd gt        j                         	                  }t        j                  ||       y )
Nr>   r:   r  rp   rX  rH  rV   gN%  @rs  )rd   r   rY  r   r,   r  r  total_secondsr#   re   r   r   r   rQ  s      r0   test_dt_timedelta_total_secondsr]  i  s    
))LL	 	
 T*+C VV!!#FyyBHHlD%9

HMNH 68,r2   c                    t        ddd      t        ddd      g} t        j                  | t        t        j                  d                  }d}t        j                  t        |      5  |j                  j                         }d d d        t        j                  | t              }t        j                  |       t        d	 |D              sJ d
}t        j                  t        |      5  |j!                  d      j                  j                         }d d d        t        j                  ||       y # 1 sw Y   xY w# 1 sw Y   ,xY w)Nr>   r:   r  rp   rH  rV   zDThe behavior of ArrowTemporalProperties.to_pytimedelta is deprecatedr   c              3  >   K   | ]  }t        |      t        u   y wr   )rj   r   )r  ress     r0   r  z)test_dt_to_pytimedelta.<locals>.<genexpr>  s     8#tCyI%8s   z@The behavior of TimedeltaProperties.to_pytimedelta is deprecatedtimedelta64[ns])r   rd   r   r   r,   r  r   rY  r   r  to_pytimedeltar   re   r   r   r   r   )rg   r   r%  r   r   s        r0   test_dt_to_pytimedeltarc  ~  s   aA	!Q 23D
))D
2;;t+< =
>C
PC		#	#N#	> )&&()xxF+H188888
LC		#	#N#	> E::/033BBDE1) )E Es   +D90*E9EEc            
        t        j                  t        j                  dddd      d gt        t        j                  d                  } | j                  j                  }t        j                  g dt         j                  t         j                  t         j                  t         j                  t         j                  t         j                  t         j                  ggg d	d
      }t        j                  ||       y )Nr>   r:   r  rp   rX  rH  rV   )r>   r   r   r:   r   r  rp   rS  hoursminutesrT  millisecondsrU  rV  r   r  rd   r   rY  r   r,   r  r  
componentsrN  rJ  r   rR  rQ  s      r0   test_dt_componentsrk    s    
))LL	 	
 T*+C VVF||	ruubeeRUUBEE255 QR
 H &(+r2   c            
        t        j                  t        j                  d      d gt        t        j                  d                  } | j                  j                  }t        j                  g dt         j                  t         j                  t         j                  t         j                  t         j                  t         j                  t         j                  ggg dd      }t        j                  ||       y )Nz365 days 23:59:59.999000rH  rV   )im  r  r  r  i  r   r   re  r   r  ri  rQ  s      r0   test_dt_components_large_valuesrm    s    
))LL34	
 T*+C VVF||(UUBEE255"%%ruu=	

 H  &(+r2   r   c                    t        j                  d gd      } t        ||       |      }|r| dk(  }nt         j                  }||u sJ y )Nr	  rV   r   r   )rd   r   r   rJ  )r  r   r   r   r   s        r0   #test_boolean_reduce_series_all_nullro    sO     ))TF"4
5C1WS01@F)U255Xr2   c                    g d} g d}d g}| |z   |z   }dgt        |       z  dgt        |      z  z   d gt        |      z  z   }t        t        j                               }t	        j
                  ||      }t        j                  |d      }t        j                  ||       ddg}t        j                  t        j                  d	
      5  t	        j
                  ||       d d d        y # 1 sw Y   y xY w)N)trueTRUETruerB   rO  )falseFALSEFalse0rC   TFrV   rw  rs  rn  zFailed to parser   )r  r   r,   r  r#   r   rd   re   r   r   r)   r'   r-   )true_stringsfalse_stringsnullsr  boolsr8   r   r   s           r0   %test_from_sequence_of_strings_booleanr|    s    7L;MFE]*U2G	\""eWs=/A%AATFSQVZDWW 
 rxxz"E ::7%PFxx%78H##FH5uoG	r.?	@ L55gUKL L Ls   C..C7c                    t        j                  g |       }|j                         }t        j                  |t	        j
                  g t        j                           g      }t        j                  ||       y r   )	rd   r   r;  concatr   re   r  r   r   )r8   r   r   r   s       r0   %test_concat_empty_arrow_backed_seriesr    sR    
))Be
$CxxzHYYBHHRrxx89:;F68,r2   r   string[pyarrow]c                    t         j                  dj                               }t        j                  ||       }t        j                  t        |      |       }t        j                  ||       y )Nzthe quick brown foxrV   )r,   re   r  rd   r   r#   r   r   )r8   r  r   r   s       r0   test_series_from_string_arrayr    sP    
(((..0
1C
))Cu
%Cyy,S1?H3)r2   c                       e Zd Z fdZ xZS )OldArrowExtensionArrayc                L    t         |          }|j                  d      |d<   |S )Nr   _data)r   __getstate__pop)r   stater   s     r0   r  z#OldArrowExtensionArray.__getstate__  s'    $&;/gr2   )r  r  r  r  r  r  s   @r0   r  r    s     r2   r  c                 &   t         j                  dg      } t        |       }t        j                  t        j
                  |            }t        j                  ||       |j                  t         j                  |       k(  sJ t        |d      rJ y )Nr>   r  )r,   re   r  rB  rD  rC  r   r   r   chunked_arrayhasattr)rg   r   r   s      r0   #test_pickle_old_arrowextensionarrayr    st    88QC=D%d+H\\&,,x01F##FH5r//5555vw''''r2   c                 6   d} t        t        j                  t        j                  | ft        j
                        g            }|j                         }d|t        j                  | ft        j
                        <   |j                  |j                  k(  sJ y )Nih6 rV   F)	r#   r,   r  r   onesr  r;  zerosr   )Nr  r   s      r0   /test_setitem_boolean_replace_with_mask_segfaultr    sn    A
b..BHH0M/NO
PCxxzH*/C!RXX&'==H.....r2   zdata, arrow_dtyperP   rQ   c                    t        |      }t        j                  t        j                  |       |      }t        j                  | |      }t	        j
                  ||       y r   )r   rd   re   r   r   r   )rg   r)  r8   r   r   s        r0   -test_conversion_large_dtypes_from_numpy_arrayr    sF     {#EXXbhhtnE2FxxE*H##FH5r2   c                 :   t        j                  dd d git        t        j	                                     } t        j                  dddgid      }t        j
                  | |gd      }t        j                  dg did      }t        j                  ||       y )	NrK   rV   r   r>   r   T)ignore_index)NNr   r>   )rd   rN  r   r,   nullr~  r   rR  )rS  df2r   r   s       r0   test_concat_null_arrayr  "  sz    	sT4L)BGGI1F	GB
,,aV},<
=CYYCyt4F||S"45=MNH&(+r2   c                   t        j                  g dt        |             }|j                         }t        j                  g dt        t        j                               g d      }t        j                  ||       y )Nr>   r:   r  rV   )r  r:   r>   r>   r   g       @r~  r  r   r   r   r  25%50%75%r  r8   rK  )rd   r   r   describer,   r   r   r   r   rg   r   r   s       r0   test_describe_numeric_datar  +  sX     99Yj&9:D]]_Fyy&&IH
 68,r2   c                D   t        j                  t        dd      t        |             }|j	                         }t        j                  dgt        j
                  g d| j                        j                         t        g d      }t        j                  ||       y )	Nr>   rI   rV   	   )rJ   r:   r>   r  rJ   rx   r  r?  r  r  )rd   r   r  r   r  rB  r  ri  r   r   r   r  s       r0   test_describe_timedelta_datar  8  st     99U1b\G)<=D]]_Fyy	
PR__2FMMOPIH
 68,r2   c                b   t        j                  t        dd      t        |             }|j	                         }t        j                  dgdD cg c].  }t        j
                  || j                  | j                        0 c}z   t        g d      }t        j                  ||       y c c}w )	Nr>   rI   rV   r  )rJ   r>   r  rJ   rx   r  )r   r  )r   r   r  r  r  r  r  r  )rd   r   r  r   r  rv  r   r  r   r   r   )r   rg   r   vr   s        r0   test_describe_datetime_datar  E  s     99U1b\G)<=D]]_Fyy	
 (
 LLwzz=
	

 BH 68,
s   3B,
c                    g d}t        j                  |t        |             }|j                  d      }|d   }||k(  sJ y )Nr  rV   皙?r   )rd   r   r   r  )r   rg   r   r   r   s        r0   test_quantile_temporalr  V  sC    
 D
))D
7 3
4C\\#F1vHXr2   c                     t         j                  t        j                  d      gt         j	                               } t        j                  | t        | j                              }t        |      dk(  sJ y )Nz
2020-01-01rs  rV   z+0    2020-01-01
dtype: date32[day][pyarrow])
r,   re   r   fromisoformatrw  rd   r   r   rj   repr)arrow_dtr   s     r0   test_date32_reprr  b  sT    xx++L9:xMH
))HJx}}$=
>C9FFFFr2   c                    t        j                  dd g      } t        j                  dd g      }t        j                  | t	        t
        j                  d                  }t        j                  |t	        t
        j                  d                  }||z   }t        j                  dd gt	        t
        j                  d                  }t        j                  ||       y )Nr>   rH  rV   r:   )
rd   rO  rB  r   r   r,   r  r  r   r   )data_tsdata_tdser_tsser_tdr   r   s         r0   2test_duration_overflow_from_ndarray_containing_natr  i  s    nnaY'Gooq$i(GYYwjd1C&DEFYYwjT1B&CDFf_Fyy!T*R\\$5G*HIH68,r2   c                   t        j                  |       }|dk7  sJ | j                  r5|dv r1t        j                  j                  d      }|j                  |       |t        j                  t        |       d      k(  sJ y )Nzunknown-array)
datetime64timedelta64zfin infer_dtype pd.NA is not ignored in these cases even with skipna=True in the list(data) check belowr   Tr   )r   infer_dtyperY  r)   r*   r+   r.   r   )rg   r/   r`  r*   s       r0   test_infer_dtype_pyarrow_dtyper  t  sy    
//$
C/!!!{{s;;{{  B ! 
 	D!#//$t*T::::r2   c                   d}| j                   }t        j                  j                  |       r(t	        j
                  ||      j                  |      g}n2t	        j                  ||| j                        j                  |      g}t        j                  ||       }t        t        j                  |g|             }t        j                  ||       y )Nr  r?  r  r   rV   rs  )r  r,   rW   r_   rd   rY  r7  rv  r   r#   rk   re   r   r   )r   rH  r  seqr   r   s         r0   test_from_sequence_temporalr    s    
 C<<D	xxG$||Cd+33D9:||Cdwzz:BB4HI //7CF"288SE8#@AH##FH5r2   c                   | j                   }t        j                  j                  |       r't	        j
                  d|      j                  |      }n1t	        j                  d|| j                        j                  |      }t        t        j                  g d|             }|j                         }||d d  t        t        j                  g d|             }t        j                  ||       y )Nr>   r?  r  r  rs  )r>   r>   r>   )r  r,   rW   r_   rd   rY  r7  rv  r   r#   re   r;  r   r   r   r  rH  r  r   r   s         r0   test_setitem_temporalr    s    
 <<D	xxG$ll14(006ll14GJJ7??E
bhhywh?
@CXXZFF1I"288IG8#DEH##FH5r2   c                "   t        t        j                  g d|             }| j                  }|t	        j
                  d|      j                  |      z
  }t        t        j                  g d|             }t        j                  ||       y )Nr  rs  r>   r?  )r   r>   r:   )	r#   r,   re   r  rd   rY  r7  r   r   )r   r/   r  r  r   r   s         r0   test_arithmetic_temporalr    sk    
 bhhywh?
@C<<D2<<-55d;;F"288IG8#DEH##FH5r2   c                   | j                   }t        j                  j                  |       r't	        j
                  d|      j                  |      }n1t	        j                  d|| j                        j                  |      }t        t        j                  g d|             }||kD  }t        t        j                  g dt        j                                     }t        j                  ||       y )Nr>   r?  r  r  rs  )FTT)r  r,   rW   r_   rd   rY  r7  rv  r   r#   re   r  r   r   r  s         r0   test_comparison_temporalr    s    
 <<D	xxG$ll14(006ll14GJJ7??E
bhhywh?
@C3YF"288,?bhhj8#QRH##FH5r2   c                B   t        t        j                  g d|             }|d   }t        j                  j	                  |       rVt        j                  d| j                        j                  | j                        }t        |t
        j                        scJ t        j                  d| j                  | j                        j                  | j                        }t        |t
        j                        sJ |j                  |j                  k(  sJ ||k(  sJ y )Nr  rs  r>   r:   r?  r  )r#   r,   re   rW   r_   rd   rY  r  r7  r   rv  r   r   r  r   r   s       r0   test_getitem_temporalr    s    
 bhhywh?
@CVF	xxG$<<5==gllK&",,///<<DLLLL
 &",,///;;(--'''Xr2   c                   t        t        j                  dd g|             }t        |      }t        j                  j                  |       rit        j                  d| j                        j                  | j                        t        j                  g}t        |d   t        j                        svJ t        j                  d| j                  | j                        j                  | j                        t        j                  g}t        |d   t        j                        sJ |d   j                  |d   j                  k(  sJ ||k(  sJ y )Nr>   rs  r?  r   r  )r#   r,   re   r   rW   r_   rd   rY  r  r7  rJ  r   rv  r   r  s       r0   test_iter_temporalr    s   
 bhh4ywh?
@C#YF	xxG$LL.66w||DEE
 &)R\\222 LL'**=EEgllSEE
 &)R\\222!9>>Xa[-----Xr2   c                    t        j                  | d d g d      }|j                  d      j                         }t        j                  ddgdd	d
g      }t	        j
                  ||       y )Nr  )rK   rK   rL   r  r   )levelr:   r>   r   rK   rL   r  )rd   r   groupbysizer   r   r  s       r0   'test_groupby_series_size_returns_pa_intr    s\    
))D!HO
4C[[q[!&&(Fyy!Q'7SzJH68,r2   c                   t        t        j                  dd g|             }|j                  |      }t        j                  j                  |       r;t        j                  d| j                        j                  | j                        }nEt        j                  d| j                  | j                        j                  | j                        }|t        k(  s+t        j                  j                  |       rq| j                  e|t        k(  rt        j                  }nt        j                  }t!        j                  ||gt              }|d   j                  |j                  k(  s}J | j#                         j%                  d| j                        }|j                         }t!        j                  ||g      }t!        j&                  |d         d   | j                  k(  sJ t)        j*                  ||       y )Nr>   rs  rV   r?  r  r   nat)r#   r,   re   r   rW   r_   rd   rY  r  r7  rv  r   r   r^   rJ  r  r   to_pandas_dtyperj   datetime_datar   r   )r   r8   r  r   r4  r  r   s          r0   test_to_numpy_temporalr    sh    bhh4ywh?
@C\\\&F	xxG$QW\\2::7<<HQW\\gjjAII',,W288009gjj>TF?BB88UBKv6ay~~+++$$&++E7<<@ 88UBK(q	*1-===1r2   c                   t        j                  ddg| | d      }|j                  d      j                         }t        j                  ddggt        j                  dgd      ddgd      }t        j                  ||       y )	Nr>   )rs   rt   ru   rs   r  rt   ru   r   )rK  r|  r8   )rd   rN  r  r   Indexr   rR  )rl   rS  r   r   s       r0   %test_groupby_count_return_arrow_dtyper    st    	QFLI	JBZZ_""$F||
Qhhs%c
	H &(+r2   c            	         t        j                  ddgddggt        t        j	                  t        j                         d                  } | j                  j                  }|t        k(  sJ y )Nr>   r:   r  rp   )	list_sizerV   )	rd   r   r   r,   rb  r  r8   rj   r   )r   r   s     r0   test_fixed_size_listr    sU    
))
Q!Q
288BHHJ!8+L MC YY^^FT>>r2   c            	         t        j                  t        j                  dd      dgt        t	        d                  } t        |       }d}||k(  sJ y )N2012r  )r]  rT  r  r  z#     col
0  15340
1  15341
2  15342)rd   rN  period_ranger   r$   r  rS  r   r   s      r0   'test_arrowextensiondtype_dataframe_reprr  (  sP    	
*-.
B
 "XF 8HXr2   c                     t        j                  dd gd      } | j                  d d      }t        j                  dd gd      }t        j                  ||       y )Nr:   r   rV   r  )ro     )rd   r   powr   r   )kr   r   s      r0   test_pow_missing_operandr  6  sN    
		1d)#34AUU4AU&Fyy!T*:;H68,r2   c            	     N   t        j                  dgt        t        j	                                     } t        j                  t        j                  j                  d      5  | j                  t        t        j                  dd                   d d d        y # 1 sw Y   y xY w)N1.2345rV   z3Rescaling Decimal(128)? value would cause data lossr   r>   r   )rd   r   r   r,   r   r)   r'   r   r-   r   r  r  s    r0   test_decimal_parse_raisesr  >  sn    
))XJj&=
>C	
#X
 4 	

:bmmAq1234 4 4s   #/BB$c                 8   t        j                  dgt        t        j	                                     } t        t        j                  dd            }| j                  |      }t        j                  t        d      g|      }t        j                  ||       y )Nr  rV   rJ   rp   )
rd   r   r   r,   r   r  r   r   r   r   )r   r8   r   r   s       r0   test_decimal_parse_succeedsr  G  sj    
))XJj&=
>Cr}}Q*+EZZFyy'(+,E:H68,r2   c                N   t        j                  d dgt        |             }t        j                  t        j                  ddgd| j
                   d            }|j                  |      }t        j                  ddgt        |             }t        j                  ||       y )Nr:   rV   r>   r  zm8[r  )	rd   r   r   r   re   r  r7  r   r   )r   ser1r  r   r   s        r0   test_duration_fillna_numpyr  P  s~     99dAYj&9:D99RXXq!fc',,q,ABCD[[Fyy!Qz'':;H68,r2   c                     t        j                  dgd      } t        j                  d gd      }t        j                  t        j
                  j                  d      5  | |k   d d d        y # 1 sw Y   y xY w)Nl            r
  rV   r   zInteger valuer   )rd   r   r)   r'   r,   r   r-   r  s     r0   +test_comparison_not_propagating_arrow_errorr  Z  s\    
		7)#45A
		4& 01A	rvv**/	B 	A  s    A//A8c                    t         j                  t         j                  dg      j                         t         j                  dg      j                         g      } t	        j
                  t        |             }|j                         \  }}t        j                  ddgt        j                        }t	        j                  t        | j                                     }t        j                  ||       t        j                  ||       y )NrK   rL   r   r>   rV   )r,   r  re   dictionary_encoderd   r   r#   	factorizer   intpr  r   r   r   assert_index_equal)r   r   res_indicesres_uniquesexp_indicesexp_uniquess         r0   !test_factorize_chunked_dictionaryr  b  s    	3%	*	*	,bhhuo.O.O.QRH ))'1
2C"}}K((Aq61K((.x/F/F/HIJK[9+{3r2   c            
        t        j                  dt         j                  gt        t        j                  t        j                         t        j                                           } | j                  d      \  }}t        j                  ddgt        j                        }t        j                  dd gt        t        j                                     }t        j                  ||       t        j                  ||       y )Nr  rV   F)use_na_sentinelr   r>   )rd   re   rJ  r   r,   r  r  rU  r  r   r  r   r   r   r   )r  indicesuniquesexpected_indicesexpected_uniquess        r0   !test_factorize_dictionary_with_nar  o  s    
((	ruuZbhhj"'')(LMC }}U};GWxxAbgg6xxtJryy{4KL)9:##G-=>r2   c                 V   t         j                  t        j                  g d            j                         t         j                  t        j                  g d            j                         g} t	        j
                  t        t         j                  |                   }|j                  d      }t	        j                  g dt        t         j                                     }t	        j
                  g dt	        j                  |            }t        j                  ||       y )N)rK   r   rq   rK   )rK   r  rq   category)rK   r   rq   r  rV   )rK   r   rq   rK   rK   r  rq   )
categories)r,   re   r   r  rd   r   r#   r  r   r  r   r   CategoricalDtyper   r   )arrsr   r   r  r   s        r0   "test_dictionary_astype_categoricalr  {  s     	./0BBD
/*+==?D ))'(8(8(>?
@CZZ
#F.j6MNJyy+!!Z8H 68,r2   c                     t        j                  dgd      } t        j                  dgd      }t        j                  dgd      }| |z  }t        j                  ||       y )Nir   rV   rp   r?   r  )rK   rL   r   r   s       r0   test_arrow_floordivr	    sT    
		2$./A
		1#-.Ayy"%56H!VF68,r2   c                     t        j                  dgd      } t        j                  dgd      }| dz  }t        j                  ||       y )Nl     ^ \K r   rV   l    \p/i@B r  )rK   r   r   s      r0    test_arrow_floordiv_large_valuesr    sC    
		&'/?@Ayy-0@AH)^F68,r2   r   r
  c                j    t        j                  dg|       }|dz  }t        j                  ||       y )N   rV   r>   r  )r8   rK   r   s      r0   )test_arrow_floordiv_large_integral_resultr    s1     			$%U3A!VF61%r2   c                    t        |       }t        j                  dg|      }|dz  }t        j                  dg|      }t        j                  ||       y )NirV      r@   )r   rd   r   r   r   )r   r8   rK   r   r   s        r0   "test_arrow_floordiv_larger_divisorr    sK     wE
		3%u%A"WFyy"U+H68,r2   c                   t        j                  | j                               j                  }t	        j
                  |gt        |             }t        j                  t        j                  j                  d      5  |dz   d d d        t        j                  t        j                  j                  d      5  |dz   d d d        y # 1 sw Y   GxY w# 1 sw Y   y xY w)NrV   zoverflow|not in ranger   r@   zdivide by zeror   )r   iinfor  r  rd   r   r   r)   r'   r,   r   r-   )r   	min_valuerK   s      r0   $test_arrow_floordiv_integral_invalidr    s     002377I
		9+Z%89A	rvv**2I	J 	R	rvv**2B	C 	Q   s   >C
;C
CCc                    t        j                  dg|       }|dz  }t        j                  t        d      g|       }t        j                  ||       y )Nr:   rV   r   inf)rd   r   r  r   r   )r8   rK   r   r   s       r0   &test_arrow_floordiv_floating_0_divisorr    sE     			1#U#A!VFyy%,u5H68,r2   )r   r  ra  c                    t        j                  dd gd      }|j                  |       }t        j                  dd g|       }t        j                  ||       y )Nr>   r   rV   rP  r  s       r0   (test_astype_int_with_null_to_numpy_dtyper    sK     ))QI%5
6CZZFyy!T%0H68,r2   c                
   t        j                  | j                               j                  }t	        |       }t        j                  |g|      }t        j                  dg|      }||z  }t        j                  ||       y )NrV   r>   )	r   r  r  r  r   rd   r   r   r   )r   	max_valuer8   rK   rL   r   s         r0   )test_arrow_integral_floordiv_large_valuesr    sh     002377IwE
		9+U+A
		1#U#A!VF61%r2   c                    t        j                  dg|       }t        j                  dg|       }t        j                  dgd      }||z  }t        j                  ||       y )Nr   rV   r  r	  r  r8   rK   rL   r   r   s        r0   &test_arrow_true_division_large_divisorr     sV     			1#U#A
		$%U3Ayy!$67HUF68,r2   c                    t        j                  dg|       }t        j                  dg|       }t        j                  dg|       }||z  }t        j                  ||       y )Nr   rV   r  r  r  s        r0   'test_arrow_floor_division_large_divisorr"    sU     			1#U#A
		$%U3Ayy!E*H!VF68,r2   c                    g d} t        j                  | d      }t        j                  |       j                  d      }t        j                  t	        t
        j                  |d                  }t        j                  ||       y )N)2020-01-01 04:30:00z2020-01-02 00:00:00z2020-01-03 00:00:00ztimestamp[s][pyarrow]rV   r  Tfrom_pandas)	rd   r   rO  r7  r#   r,   re   r   r   )string_datesr   pd_resr   s       r0   $test_string_to_datetime_parsing_castr)    sb    XLYY|+BCF^^L)11#6Fyy,RXXf$X-OPQH68,r2   c                H   | j                   j                  st        j                  |       }t	        j
                  d|j                    d      }t        j                  t        |      5  t        j                  |       j                          d d d        y y # 1 sw Y   y xY w)NzCannot interpolate with z dtyper   )
r8   r  rd   r   reescaper)   r'   r   interpolate)rg   r   r%  s      r0   test_interpolate_not_numericr.    sy    ::!!iioii2399+VDE]]9C0 	*IIdO'')	* 	* "	* 	*s   *$BB!r	  c                    t        j                  g d|       }|j                         }t        j                  g d|       }t        j                  ||       y )N)Nr>   r:   Nrp   NrV   )Nr>   r:   r  rp   N)rd   r   r-  r   r   r  s       r0   test_interpolate_linearr0    s@    
))/u
=C__Fyy1?H68,r2   c                     dg} t        j                  | d      }t        j                  t        t        j	                  t        dddd      gd	                  }t        j                  ||       y )
Nz11:41:43.076160ztime64[us][pyarrow]rV   r  )   +   i) Tr%  )rd   r   r#   r,   re   r   r   r   )string_timesr   r   s      r0    test_string_to_time_parsing_castr5    s^    %&LYY|+@AFyyBHHd2r2u&=%>DHQRH 68,r2   c                     t        j                  g dd      } | j                  d      }t        j                  ddt        j                  gd      }t        j                  ||       y )Nr   (   NrU  rV   r   r   r8  )rd   r   r   r   r   r   r   rQ  s      r0   test_to_numpy_floatr9    sL    
))N*:
;CZZ	"Fyy"b"&&);H68,r2   c                     t        j                  dgd      } | j                  t        j                        }t        j
                  dg      }t        j                  ||       y )Nr$  timestamp[ns][pyarrow]rV   l    P)#-/ )rd   r   r   r   r  re   r   r   rQ  s      r0   test_to_numpy_timestamp_to_intr<    sM    
))*+3K
LC\\\)Fxx,-.H1r2   
arrow_typec                    t        j                  dddgid      }t        t        j	                  t        j                         |             }|j                  d|i      }|j                  j                  d   |k(  sJ y )NrK   r   ri  r  rV   r   )	rd   rN  r   r,   r  r  r   dtypesr~  )r=  rS  	data_typer   s       r0   *test_cast_dictionary_different_value_dtyperA    sg    	sS#J'/@	AB2==Z@AIYYY'(F==a I---r2   c                0   t        j                  g dd      }|j                  d d      }| s)t        j                  ddt         j                  gd      }n(t        j                  ddt        j
                  gd	      }t        j                  ||       y )
Nr7  r   rV   c                     y)N*   r   r   s    r0   r   z,test_map_numeric_na_action.<locals>.<lambda>(  s    r2   r   r   g      E@r   r   )rd   r   r   rJ  r   r   r   r   )r   r   r   r   s       r0   test_map_numeric_na_actionrE  &  sn    
))N*:
;CWW\XW6F99dD"%%0A99dD"&&1C68,r2   c                    t        j                  dddgit        t        j	                  t        j                         t        j                                           } | j                  d      }t        j                  ddgt         j                  j                  t        j                  ddgt        t        j                               d      g      d	d
      }t        j                  ||       y )Nrs   r  r  rV   Fr  r>   )r8   r  r   r  )rK  r  r8   )rd   rN  r   r,   r  r  rU  ra  r   
MultiIndexfrom_arraysr  r   r   r   r  s      r0   &test_categorical_from_arrow_dictionaryrI  0  s    		tTl:bmmBHHJ	.R#S
B __E_*Fyy	
Amm''XXtTl*RYY[*ALM
 H 68,r2   z(pa.json_ was introduced in pyarrow v19.0r   c                     t        t        j                  t        j                                     } | j                  }|t
        k(  sJ y r   )r   r,   json_r   rj   rO  )r8   r   s     r0   test_arrow_json_typerL  A  s2    
 rxx		,-EZZFS==r2   c            	        t        j                  d      t        d      g} d}t        j                  t
        |      5  t        j                  |        d d d        t        j                  t
        |      5  t        j                  | t        t        j                  d                   d d d        y # 1 sw Y   axY w# 1 sw Y   y xY w)Nz2016-01-02 03:04:05NaNz8<class 'decimal.Decimal'> is not convertible to datetimer   rG  rV   )rd   rv  r   r)   r'   r   rO  re   r   r,   r  )valsr%  s     r0   &test_timestamp_dtype_disallows_decimalrP  K  s     LL./@D
DC	y	, 
t 
y	, =
ZT(:;<= =	 = =s   B474C 4B= C	c                     d} d}t        j                  d      }t        j                  |g|      }t        j                  |g|       j                  d      }t	        j
                  ||       y )Nzdatetime64[ns, US/Eastern]rN  z2025-07-03 18:10rV   r"   )rB  )rd   rv  r   convert_dtypesr   r   )dtype1dtype2tsr   r   s        r0   (test_timestamp_dtype_matches_to_datetimerV  Y  s]    )F1F	(	)BYYt6*Fyy"V,;;);TH68,r2   c                     t        j                  dgd      } | j                  d      }| |k(  }t        j                  dgd      }t        j                  ||       || k(  }t        j                  ||       y )N
2016-01-01r;  rV   r  Tr   rP  )r   r   r   r   s       r0   !test_timestamp_vs_dt64_comparisonrY  f  sh    99l^+CDDKK()EU]Fyy$7H68,d]F68,r2   c                    t        j                  dgd      } | j                  d      }|d   }| d   }| |k(  j                         rJ || k(  j                         rJ ||k(  j                         rJ ||k(  j                         rJ y )NrX  date32[pyarrow]rV   r;  r   )rd   r   r   r   )r   r  rU  r  s       r0   (test_date_vs_timestamp_scalar_comparisonr\  t  s    
))\N*;
<C::./D	aB	QB r	   c	    
!!!d
!!!!r2   c                    t        j                  dgd      } | j                  d      }| j                  d      }| |k(  j                         rJ || k(  j                         rJ | |k7  j	                         sJ || k7  j	                         sJ | |k(  j                         rJ || k(  j                         rJ | |k7  j	                         sJ || k7  j	                         sJ y )NrX  r[  rV   r;  r  )rd   r   r   r   r   )r   r  r  s      r0   'test_date_vs_timestamp_array_comparisonr^    s     ))\N*;
<C::./D::&'Dt  """  """4KCKt  """  """4KCKr2   c                   t        j                  g dd      }|t        j                  z
  }| r |j	                         j                         s"J |j	                         j                         rJ |t        j                  z  }| r |j	                         j                         s"J |j	                         j                         rJ |dz  }| r|j	                         d   sJ y |j	                         d   rJ y )Nr@   r   r>   r   rV   r   r>   )rd   r   r   r   r6  r   r   )r   r   r   s      r0   test_ops_with_nan_is_nara    s    
))J&6
7C266\F{{}  """;;=$$&&&266\F{{}  """;;=$$&&&1WF{{}Q;;=####r2   c                L   t        j                  g dd      }| r(t        j                  |d<   |j	                         d   sOJ d}t        j                  t        j                  j                  |      5  t        j                  |d<   d d d        t        j                  dt        j                  dgd      }| rW|j	                         d   sJ |d   t         j                  u sJ t        j                  |d<   |d   t         j                  u sJ y |j	                         d   rJ t        |d   t              sJ t        j                  |d         sJ t        j                  |d	<   t        |d	   t              sJ t        j                  |d	         sJ y # 1 sw Y   xY w)
Nr`  r   rV   r>   z@Could not convert nan with type float: tried to convert to int64r   r@   r	  r:   )rd   r   r   r   r6  r)   r'   r,   r   r-   rJ  r   r  isnan)r   r   r%  s      r0   test_setitem_float_nan_is_nard    sQ   
))J&6
7CAxxz!}}P]]266..c: 	VVCF	 ))RO+=
>Cxxz!}}1vA1v 88:a=  #a&%(((xxAA#a&%(((xxA%	 	s   5FF#c                     t        j                  d d gd      } | j                  d      }t        j                  t         j                  t         j                  gd      }t	        j
                  ||       y )Nr	  rV   r:   )rd   r   r  rJ  r   r   )r  r   r   s      r0   test_pow_with_all_na_floatrf    sS     			4,&89AUU1XFyy"%%/ABH68,r2   c                    t        j                  t        d      d      } t        j                  t        d      d      }t        j                  g dd      }| |z  }t        j                  ||       || z  }t        j                  ||       | |k(  }t        j                  dgdz  d      }t        j                  ||       || k(  }t        j                  ||       y )NrJ   r   rV   r	  )r   r>   rp   r  r%  Tr   )rd   r   r  r   r   )r   r   r   r   r  result3r  result4s           r0   *test_mul_numpy_nullable_with_pyarrow_floatrj    s    99U1XY/DIIeAh&89Eyy)1CDHE\F68,dlG7H- emG		4&1*O<I7I.tmG7I.r2   ztype_name, expected_size))r  r>   )int16r:   )r  rp   )r  r  )uint8r>   )uint16r:   )uint32rp   )r  r  )float16r:   )rf  rp   )r   r  )r  r>   )rw  rp   )ry  r  )r  r  )time32rp   )r  r  )r  r%  )
decimal256r   c                   t         j                  d      t         j                  d      t         j                  d      t         j	                  dd      t         j                  dd      d}| |v r|j                  |       }n t        t         |              }t        |      }| dk(  r|j                  j                  }|j                  |k(  s2J |  d| d	|j                   d
t        |j                  dd       d       y )NrH  r  r  rI   L   )r  rp  r  r  rq  r  z
 expected z, got z (bit_width=r   zN/A))r,   r  rp  r  r  rq  rz  r   r   numpy_dtypeitemsizer6   )	type_nameexpected_sizeparametric_type_mapr=  r8   s        r0   %test_arrow_dtype_itemsize_fixed_widthrz    s    D \\$'))C.))D/mmB+mmB+ ''(,,Y7
+WR+-
z"EG))22>>]* +ZfU^^4D Ee11;FGq	J*r2   rw  )r   r  large_stringc                     t        t        |              }t        |      }|j                  |j                  j                  k(  sJ y r   )r   r,   r   rv  ru  )rw  r=  r8   s      r0   (test_arrow_dtype_itemsize_variable_widthr}  $  s=     (Y')Jz"E>>U..77777r2   c                     t        j                  g d      } | j                  }t        d      }|j	                  |g      }|j
                  j                  }t        j                  j                  |      sJ y )Nr	  rV   rN  )
rd   r   re   r   r  r8   r6   r,   rW   r\   )r   r  itemr   r   s        r0   %test_cast_pontwise_result_decimal_nanr  .  s^    
))B0
1C
))C5>D''/Fll((G88w'''r2   c                    t        j                  dt         j                  gd      } t        j                  |       }t        j                  t        j                  d      t         j                  gd      }t        j                  ||       y )Nr  r	  rV   )rd   r   rJ  r   sinr   r   rQ  s      r0   test_ufunc_retains_missingr  :  sZ    
))S"%%L(:
;CVVC[Fyy"&&+ruu-5GHH68,r2   )r   r  r  r   r   c                   d|  d}t        j                  t        d      t        d      g|      } t        ||             }t	        |t         j
                        sJ | d|  dt        |              |j                  | k(  sJ y )	Nr@  rA  r>   )rT  r:   rV   r   
 returned )rd   r   r   r   r   rY  rj   r  r  r5  r8   r   r   s        r0   #test_duration_reduction_consistencyr  D  s     vZ(E
))Yq)9Q+?@
NC!WS&!#Ffbll+ (%vZV~6+ ;;$r2   )r  r  r   c                   d|  d}t        j                  t        ddd      t        ddd      g|      } t        ||             }t	        |t         j
                        sJ | d|  dt        |              |j                  | k(  sJ y )	NrJ  rA  r  r>   r  rV   r   r  )rd   r   r   r   r   rv  rj   r  r  s        r0   $test_timestamp_reduction_consistencyr  P  s     j)E
))XdAq)8D!Q+?@
NC!WS&!#Ffbll+ (%vZV~6+ ;;$r2   ('  r  
__future__r   r   r   r   r   decimalr   ior	   r
   r  rB  r+  r\  numpyr   r)   pandas._libsr   pandas._libs.tslibsr   pandas.compatr   r   r   r   r   r   r   pandas.errorsr   pandas.core.dtypes.commonr   pandas.core.dtypes.dtypesr   r   pandasrd   pandas._testing_testingr   pandas.api.extensionsr   pandas.api.typesr   r   r   r   r   r   r   r    pandas.tests.extensionr!   importorskipr,   pandas.core.arrays.arrow.arrayr#   (pandas.core.arrays.arrow.extension_typesr$   r1   fixtureALL_PYARROW_DTYPESrO  r8   rg   rl   rn   rv   rz   r}   r   ExtensionTestsr   r  r*   r  ALL_INT_PYARROW_DTYPESr  r  r  r  r  r  r  r!  r$  r  byteslarge_binaryr{  rb  r  r   
large_listmap_r   structr  dictr  r+  r2  r5  r7  r9  r;  r=  r?  rI  rM  rR  rW  rZ  r\  r   ra  rd  rg  rk  rq  r|  r  r  r  r  r  r  r  r  r  r  r  r  compiler  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r+   r  r  r  r  r!  r6  r>  r@  rI  rO  rT  r_  rc  rg  rm  rp  ru  rx  r|  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r	  r  r  r  r  r  r!  r'  rv  r,  r/  r2  r5  r8  rG  rL  rP  rR  rZ  r]  rc  rk  rm  ro  r|  r  r  r  r  r  r  r  FLOAT_PYARROW_DTYPESr  TIMEDELTA_PYARROW_DTYPESr  DATETIME_PYARROW_DTYPESr  r  r  r  r  r  r  r  r  r  r  r  r  r   r  r  r  r  r  r  r  r  r  r  r  r  r	  r  r  SIGNED_INT_PYARROW_DTYPESr  r  FLOAT_PYARROW_DTYPES_STR_REPRr  r  r  r   r"  r)  r.  r0  r5  r9  r<  rA  rE  rI  skipifrL  rP  rV  rY  r\  r^  ra  rd  rf  rj  rz  r}  r  r  r  r  r   r2   r0   <module>r     st   #     	 
    )   ) 2
   ,	 	 	 (V# > D	" r,,#63 73 8' 8'v H H
 /0 1 7A 7At 
 
 
 
  nOT(( nOb^1 ^1B B$=$=>- ?-0C+57 I cC:%67F1 8F1R 1a&!$6#<=	}%  
-
-	-  	e	2		E"		C 	"((*	t$	rxxz	"D)	bhhj	)40	T2779%biik':;	<dC	rxxz288:	.0DE
99-
**131(; 2-,2&
2 #.."&&)A6(JK2 L22
26..-Q-",  45- 6-& (7G*<vx>PQ--# 	udED$<0	tT55$-0	udED$<0	eT4$6	dD$6	-	-' 	tT#67	sE#89	S$ 45	T4!45	.@A	_d,>?	r4!56	R34	-- !;<- =- ZRZZ_}vuo|L"	" 	c2uvtn-	c1efd^,	#r4&$0--/&- 	udT4L)	tTE4=)	tTE4=)	udT4L)	eTD$<0	dD5$-0
-
-  
t78	d78	tT67	ud78	eT#=>	dD"=>	89	5$ :;	t89	4:;	d$>?	$&@A	*-+*- $	q$D	288:.	q!aY
+	q!b$Z,	r2Dz288:.	------ ";< 9: >?. @ ; =.- 	
		
		
	-	- J  -	-- 	q$t%	q!dD\"	
Aq4,	tR&$(	-- 	
AsVTN#	q#t}%	q$t%--  ! !!" !"#%& !%.-/.- 	y!	)	Y	)	)	Y
-
--    
-
- 5 12- 3- 5 12- 3- Hh#78	F512TQ	
	 
  - 9- 1a&)- *- GX#67	
D		
A4 84 %1- 2- 	
D		
A----,-6 Hg#67- 8-%,P,D% D%=1	, 2	,- !896 :6 		
		a	A		a		1			!	q	A	1	dAq!"	aAt$%#,--,-6 5- 6-*-&-&-& O]#CD- E--. $.- /- :;0 <0, Z*\9,EF--- #=>	9 ?	9 #=>	& ?	& !IJ#=>- ? K-
- r2h/ 0	5- $.- /-  	(A2AFG	<2<<(GHI--!
- $.
- /
- #;=T"UV- W- "
-#"
- 
9
9( $;<P =P" 		A			--*-*2$,>,8 D%=1 2L&- 8->"?@* A*0 (/ 
r()
sR__&'66, B$=$=@W@W$WX	- Y	- B$?$?@	- A	- B$>$>?- @-  r))B,G,GGG-; r))B,G,GG66 r))B,G,GG66  r))B,G,GG66 r))B,G,GG66 r))B,G,GG  r))B,G,GG(- r))B,G,GGT   4.12 222	,-4- B$?$?@- A-
4	?- -- #35F"GH& I& B$@$@A- B- B$@$@A B ""B"BC- D- "RS- T- B$=$=>& ?& #35F"GH- I- #35F"GH- I--* #35G"HI- J---2 (9299;'GH. I.--" !K  =
-
-"$$$. <-/, <=<4 &JK8 L8	(- #JK L #;< =r2   