o
    ҷh                    @   s~  d dl m Z  d dlZd dlZd dl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 ejfddZi dejd	ejd
d dejdejdejdejdejdejdejdejdejdejdd dejdejdejd ejejd ejdZdd Zdd Zdd Zd d! Zejd"d#d$gd%d& Zd'd( Zd)d* Zd+d, Z d-d. Z!ejd/d0g d1eg d2d0d3fd0d4gg d5eg d2d0d3e	g d6gfd0d7gg d8eg d2d0d3eg d2d0d3gfgejd9d#d$gd:d; Z"d<d= Z#d>d? Z$d@dA Z%ejd"d#d$gejdBd#d$gejdCd#d$gdDdE Z&dFdG Z'dHdI Z(dJdK Z)dLdM Z*dNdO Z+ejdPdQgee,dRd dSgdTdUgdVfee,dR-dWdX dUgd dTgdVfee,dYd dSgdTdUgdVfgdZd[ Z.d\d] Z/d^d_ Z0d`da Z1ejdbddcdgfddddegfddddgfddcdegfgdfdg Z2dhdi Z3djdk Z4dldm Z5ejd"d#d$gdndo Z6ejd"d#d$gdpdq Z7drds Z8dtdu Z9dvdw Z:ejdxd#ee
j;eg dydzd{g d|gd0d4gd}g d2d~dfd$eeg dydzd{g d|g d2dfgdd Z<ejddejej=gdd Z>ej?dd Z@ejdddgdd ZAejdddgejdBd$dgdd ZBejdd#e
;e	dgdR dgdR  dzdde	g ddzdde	ddgdR gg dfd$e
jCeddgd$deg dd$de	ddggg dd}dUdUdRdRejejdTdTejejdSdSgfde
jCeddgd$deg dd$de	ddggg dd}dUdUdRdRejejdTdTejejdSdSgfgdd ZDdd ZEejdg dg dgdd ZFdd ZGdd ZHdd ZIdd ZJdd ZKejdBd$dgdd ZLdd ZMejdejNg dyfejOg d|fgdd ZPdd ZQejdddgdd ZRdd ZSdd ZTdd ZUdd ZVdd ZWejdddgdeXdBeYfddĄZZejdddgdeXdBeYfddƄZ[ddȄ Z\ejdddgddʄ Z]dd̄ Z^dd΄ Z_ddЄ Z`ejdg dҢejd"d#d$gddԄ Zaejdddgejd"d#d$gdd؄ Zbejdg dҢejdddgejd"d#d$gdd݄ Zcejdg dҢejdg dޢejd"d#d$gdd Zdejdg dҢdd Zeejdd0d4d0d4ggejdd0d4d0d4ggdd Zfejd9d#d$gejddgdd7ggdd ZgdS )    )datetimeN)CategoricalCategoricalIndex	DataFrameIndex
MultiIndexSeriesqcut)SeriesGroupBy)get_groupby_method_argsc                 C   s.   dd }t jt|||d}| j||d S )zpReindex to a cartesian production for the groupers,
    preserving the nature (Categorical) of each grouper
    c                 S   s4   t | ttfr| j}tjtt||| jd} | S )N
categoriesordered)	
isinstancer   r   r   
from_codesnparangelenr   )ar    r   X/var/www/html/venv/lib/python3.10/site-packages/pandas/tests/groupby/test_categorical.pyf   s   z)cartesian_product_for_groupers.<locals>.fnames
fill_value)r   from_productmapreindex
sort_index)resultargsr   r   r   indexr   r   r   cartesian_product_for_groupers   s   r#   allanycountcorrwithfirstidxmaxidxminlastmaxmeanmedianminnthnuniqueprodquantilesem)sizeskewstdsumvarc                 C   sB   t | jd}dd }| j|ddj|}|jjd dksJ d S )N   c                 S   s   |   |  |  |  dS )Nr/   r,   r&   r-   r;   )groupr   r   r   	get_statsI   s
   z2test_apply_use_categorical_name.<locals>.get_statsFobservedr   C)r	   r@   groupbyDapplyr"   r   )dfcatsr=   r    r   r   r   test_apply_use_categorical_nameF   s   rF   c                  C   s  t g dg ddd} tg d| d}ttdddd	}td
dddtjgi|d}|jddd }t	|| t g dg ddd}t g dg ddd}t||g dd}|jddd}tg dddd	}	tdt
g d|	di}|jdd}t	|| tddgddgddggddgd}
t |
j|
d< |
jdgdd}|d d! }t	||
dg  |
d}|
jd"dg }t	|| d#d$ }||}|
jd"dg  }tddgdd%|_|d d&|d< t	|| td
g d'i}tj|jg d(d)}d*}tjt|d+ |jj|ddt}W d    n	1 sw   Y  t||d
  t|jj|ddd,d! |d
  d-}tjt|d+ |j|ddt}W d    n	1 s^w   Y  |d
g }t	|| |j|dd}|d.d! }t	||d
g  |d/d! }d0}tjt|d+ |t}W d    n	1 sw   Y  |tjj}|d1d! }tj	||d
g dd2 tj	||d
g dd2 t	||d
g  t	||d
g  t|jj|ddtj|d
  t	|j|ddtj| td
g d3i}tj|jg d4d)}d*}tjt|d+ |jj|ddt}W d    n	1 s4w   Y  t||d
  t|jj|ddd5d! |d
  d-}tjt|d+ |j|ddt}W d    n	1 ssw   Y  |d
g }t	|| t	|j|ddd6d! |d
g  td
g d7i}tj|jg d8t tdd9}|j|ddt }t|j!j"|j!j#d:}t
g d7|d}d
|j_$t|| g d;}tj%&dj'd"dd<d=}t j(||dd:} ttj%&d)d>}|j| dd }|jt*| dd }t|| j"dd}	|+|	}t	|| |j| dd}|, }| j-. }t*| /|}|/|}t |dg d;d?}|j|ddd@, }t	|| t j(t0d1dA|dd:}t|}t2|j3ddBj4d"| tg dCd }t2|j3ddBj4d| d S )DN	r   r   r   brH   rH   crI   rI   r   rH   rI   dTr   	   rM   rM      rN   rN      r:      r   rH   abcdrH   namer   r   rM   rN   r:   r"   Fr>   r   r   rH   rH   r   rH   zrI   rK   rI   rK   rI   rK   yrM   rN   rO   r:   ABvaluesr^   r`   )rO      r   numeric_onlyzJohn P. Doez	Jane Dove	person_idperson_namecolumnsc                 S   s   | S Nr   xr   r   r   <lambda>u       ztest_basic.<locals>.<lambda>r   c                 S   s   |  djd S )Nre   r   )drop_duplicatesilocri   r   r   r   r   |   s   ztest_basic.<locals>.frT   object)rP         )r   
         (   )binsusing SeriesGroupBy.summatchc                 S   
   t | S rh   r   r8   xsr   r   r   rk         
 zusing DataFrameGroupBy.sumc                 S      t j| ddS Nr   axisr   r,   r}   r   r   r   rk          c                 S   r   r   r   r}   r   r   r   rk      r   zusing DataFrameGroupBy.maxc                 S   s   t j| S rh   )r   maximumreducer}   r   r   r   rk          )check_dtype)rP   rq   rr   )ir   rs   rt   ru   rv   c                 S   r{   rh   r|   r}   r   r   r   rk      r   c                 S   r{   rh   r|   r}   r   r   r   rk      r   )rM   r   r   r   r   rM   rN   rO   r:   )labelsr   foobarbazquxd   r5   r   r:   )r   r   sortr?      future_stackr&   r-   r7   r/   z25%z50%z75%r,   )5r   r   r   listr   nanrA   r-   tmassert_frame_equalr   r8   re   	transformrm   rn   rC   copyr   r"   astypepdcutr   assert_produces_warningFutureWarningassert_series_equalr,   r   r   filterr$   r   r`   r   r   rT   randomdefault_rngintegersr   standard_normalasarrayr   describecodesargsorttaker   repeatassert_index_equalstackget_level_values)rE   data	exp_indexexpectedr    cat1cat2rD   gbexp_idxrj   gr   rI   msggbcresult2result3result4result5levelsr   groupeddesc_resultidx
ord_labelsord_dataexp_catsexpcexpr   r   r   
test_basicU   s   


$




r   c                 C   s   t tdddttddgtdgdgd dgd  tdgd	d
gdd}|jd	g| d}t tdddttddgtdgdgd tdgd	d
gdd}|d}t	|| d S )NrN      r   rH   rs   r   rP   rM   Index1Index2)r   r   r   r   r"   levelr?      )
r   r   r   r   r   rangerA   	get_groupr   r   )r?   rD   r   r   r    r   r   r   test_level_get_group   s&   
r   c                  C   s   t dgd dgd  g dd tdd} t| jg dd	d
| _| dd  }|jdd	d}g d}t|g dd	d
}g dt|g}t	j
|ddgd}tdgd |dd}t|| d S )Nr^      r_   )highmedlowr:   g      (@)r<   doseoutcomes)r   r   r   Tr   r<   r   r   )r   sort_remaining)r   r   r   r   r   r   )r^   r^   r^   r_   r_   r_   r   rN   r&   r"   rT   )r   r   r   r   r   rA   value_countsr   r   r   from_arraysr   r   r   rD   r    r"   r   r   r   r   (test_sorting_with_different_categoricals  s   
r   r   TFc           
      C   s8  t td| d}t tdddg| d}tt|}t|||d}|jdd	gd
d}tj||gdd	gd}tg d|dgd}|	dd }t
|| | }t
|| d}	t
jt|	d |tj}W d    n1 sqw   Y  t
|| tj||gdd	gd}td|d}|	dd }t
|| d S )Nabcr   aaar   rH   r   )missingdenser`   r   r   Tr>   r   )r   rM          @r`   )r"   rg   c                 S   r   r   )r   r-   ri   r   r   r   rk   :  r   ztest_apply.<locals>.<lambda>zusing DataFrameGroupBy.meanry   rM   rU   c                 S   s   dS NrM   r   ri   r   r   r   rk   I  rl   )r   r   r   r   r   r   rA   r   r   rC   r   r   r-   r   r   aggr   r   )
r   r   r   r`   rD   r   r   r   r    r   r   r   r   
test_apply*  s(   r   c                 C   s@  t g dg ddd}t g dg ddd}t||g dd}d	d
gd |d< |jg d| d}tj||d	d
gd gg dd}tdtg d|di }| }| sdt|||d	d
ggt	ddd}t
|| |jddg| d}tj||gddgd}tg dg dd|d}| }| st|||gt	ddd}t
|| t g dg dddg dg dd}t|}|jd| d}	|	 }tt	d dt	d!dd"}td#d#gd$d%gd&|d}| stt	d!dt	d!dd"}
||
}t
|| |jdd'g| d}|d(}tg d)t g dg dddg d*d+dd'g}| s0t||jjd,dggdd'g}t
|| d-D ]}|\}}||}||j|k|j|k@  }t
|| q8g d.g d/g d0d1}t|}t|d	 tdd2d3}||d4< |jd4d5gd6| d7}|d(}|jd4d5gd| d7}|d( }t
|| d S )8NrV   rW   Tr   rY   rZ   r\   r]   r   r   rN   r@   )r^   r_   r@   r>   r   r`   rU   ABCr   r   r^   r_   )r   r   r   r   )r`   r@   AB)r   rH   r   rH   r   rH   rI   rM   rM   rN   rN   rs   rt   ru   rv   )catintsvalr   abr   )rT   r   r   g      ?      4@ru   )r   r   r   r-   )      $@g      >@r   g      D@rM   rN   rM   rN   )r   r   r   rM   ))r   rM   )rH   rN   )rH   rM   )r   rN   )rs   r   r:   r   r:   rM   rM   rs   rt   ru   rv   2   <   F   )rK   rI   er   r   rK   rI   r   r   r   rs   rO   r   r   Fas_indexr?   )r   r   rA   r   r   r   r   r8   r#   r   r   r   r-   r   r   r   	set_indexr   r`   r   r   r   r   r   linspacereset_index)r?   r   r   rD   r   r   r   r    rK   groups_single_keyr"   groups_double_keykeyrI   ir   groupsgroups2r   r   r   test_observedM  s   


	

r	  c                 C   s   g dg dg dd}t |}t|d g d}d|_|j|dg| d	}tj|g dgddgd
}t g dg dd|d}| sOt||jg dgddg}|	d}t
|| d S )N)rO   rO   r:   rP   r\   )rs   r      "   )C1C2C3r  )rM   rN   rO   r   r   r  r>   r   )      @r  g      @g      @)r   g      Y@g      i@g      A@)r  r  rU   r-   )r   r   r   rT   rA   r   r   r#   r`   r   r   r   )r?   rK   rD   r`   r  r   r   r    r   r   r   test_observed_codes_remap  s   
r  c                  C   s   t tjdjddddtjdjddddtjdjdddddd} | jtd| d	< | jg d
dd}|	 }|j
jd  | j ksNJ |j
jd  | j ks]J |j
jd  | j kslJ d S )NrN   r      i0u  r   '  )r   int_idother_idr   categoryr   )r   r  r  Tr>   rM   )r   r   r   r   r   r   r   strrA   r&   r"   r   r1   r  r  )rD   r   r    r   r   r   test_observed_perf  s   "r  c                 C   s   t g dg dd}t|g dd}|jd| d}|j}| r0tdd	gd
dtdgd
dd}ntdd	gd
dtg d
dtdgd
dd}t|| d S )N)r   rI   r   r   r   rM   rN   rO   r   valsr   r>   r   rN   int64dtyperM   )r   rI   )r   r   rA   r  r   r   assert_dict_equal)r?   r   rD   r   r    r   r   r   r   test_observed_groups  s   "
r   z,keys, expected_values, expected_index_levelsr   )rq   	   r   r  ro   rH   )	ra   r   r   r   r   r!  r   r   r   r:   rP   r   a2)	rq   r   r   r   r!  r   r   r   r   test_seriesc           
      C   s   t tg dg ddtg dg ddg dg ddddg}d	| vr,|jd	d
}|j| dd}|r9|d }| }t| dkrF|}ng ddg d g}t||| d}t d|i|d}	|re|	d }	t	||	 d S )NrM   rM   rN   r  r  r"  )ra   r   r!  )r   r#  rH   rI   r   r#  rH   rf   Fr>   rI   rM   	r   r   r   rM   rM   rM   rN   rN   rN   rO   r   rM   rN   )r   r   rU   )
r   r   r   droprA   r8   r   r   r   assert_equal)
keysexpected_valuesexpected_index_levelsr$  rD   r   r    r"   r   r   r   r   r   test_unobserved_in_index  s6   
r-  c                 C   s   t tdtjdgg ddg dd}|jd| d}|j}| r*dtdd	gd
di}ntdd	gd
dtg d
dtg d
dd}t|| d S )Nr   )r   rH   rK   r  r  r  r   r>   r   rN   r  r  )	r   r   r   r   rA   r  r   r   r  )r?   rD   r   r    r   r   r   r   test_observed_groups_with_nan/  s   

r.  c                  C   sl   t dtjtjgg dd} tg d}t| |d}|jdddd	 d
}|d	 jd
g }t	|| d S )Nr   r   r  r  )r   serr   Fr>   r/  r   )
r   r   r   r   r   rA   r0   rn   r   r   )r   r/  rD   r    r   r   r   r   test_observed_nthD  s   r0  c                 C   s   t tjdtjdgg dd}tg d}t||d}|jd| d  }| r8tt dgg dddgd}ntt g dg dddtjtjgd}t	|| d S )	Nr   r   r  r\   )s1s2r1  r>   rN   )
r   r   r   r   r   rA   r(   r  r   r   )r?   r1  r2  rD   r    r   r   r   r   #test_dataframe_categorical_with_nanO  s   r3  r?   r   c           	      C   s   t g dg d| d}tg d}t||d}|jd||dd d}t|jjd	d
}t|j}|s:d|| < t||ksRd|  d| d| d| }J |d S )N)rK   r   rH   r   rK   rH   )r   rH   r   rK   r   )labelr   r4  )r?   r   r   r(   rp   r  r   zDLabels and aggregation results not consistently sorted
for (ordered=z, observed=z, sort=z
)
Result:
)	r   r   r   rA   	aggregater"   arrayisnar$   )	r   r?   r   r4  r   rD   r    aggrr   r   r   r   0test_dataframe_categorical_ordered_observed_sortc  s2   	
r9  c                  C   s  t jddd} tjdjdddd}tj|| dd	}ttjd	d
}|j
|dd }|j
t|dd }|| }t|j|jdd|_t|| |j
|dd}| }|j }||}	||}
|
j
|	dd }t|| t|j|j t|jd|jd tjtdd| dd	}t|}t|jddjd| tg dd }t|jddjd| d S )Nz
2014-01-01r:   )periodsrN   r   r   r   Tr   r   Fr>   r   r   r   r   rM   )r   
date_ranger   r   r   r   r   r   r   r   rA   r-   r   r   r   r"   r   r   r   r   r   r   r   r   r   r   r   r   )r   r   rE   r   r    r   r   r   r   r   r   r   r   r   r   r   test_datetime  s>   




r<  c                  C   s  t jd} g d}| jdddd}tj||dd}tt t dd	d	dt
d
d}||d< |djddd }|t
d
 j|jdd }ttjg d|dddd|_t|| |jddd }|t
d
 j|jdd }ttjg d|dddd|_t|| d S )NrN   r   r   r:   rt   r   Tr   rR   rf   rE   Fr   r>   r   rM   rN   rO   ro   )r   r   r   r   r   r   r   r   r   reshaper   r   rA   r8   r   r   r"   r   r   )sr   r   rE   rD   r    r   r   r   r   test_categorical_index  s$   &rA  c                  C   sz   t g dg ddd} ttjdd| d}|g dd	  }t	|j
dd
j|  t|j
dd
jj| j d S )N)r   r   r   r   r   Tr   rN   )rt   r:   rf   r\   rP   r   )r   r   r   r   r   r   rA   r   r   r   r   rg   assert_categorical_equalr`   )rE   rD   r    r   r   r   !test_describe_categorical_columns  s   rC  c                  C   s   t tdddgd tdd d} | d d	| d< | jd
dgddd   }| }tddgddd}t	
|j| t	|jj|j |d |d  }tddgtddgd
dd}t	|| d S )Nrs   r^   r_   rP   XYXXYrN   )r   mediumartistrE  r  rF  Fr>   r   r   rT   r   r:   XYro   rU   )r   r   r   r   rA   r&   unstackr   r   r   r   rg   rB  r`   r   r   r   )rD   gcatr    exp_columnsr   r   r   r   test_unstack_categorical  s   rM  c                  C   st   t tjtjddddddddg
} t|  jd}tjt	dd | 
|  W d    d S 1 s3w   Y  d S )NrM   rN   rO   r:   z$Grouper and axis must be same lengthry   )r   r   r   r   r   dropnar`   pytestraises
ValueErrorrA   r-   )seriesrw   r   r   r   test_bins_unequal_len  s
    "rS  rR  r   r:   rO   rM   rN   r^   r_   c                 C   s   | d S r   r   )r   r   r   r   rk     s    rk   ra   c                 C   sH   | j ttddddd}|t}t|t| d}t|| d S )NABBAr  r  Fr>   rU   )rA   r   r   r5  r   r*  r   r   )rR  r   rA   r    r   r   r   r   test_categorical_series  s   
rV  c                     s  t tg dg dg dg dd  jddgdd	d
 } t tddg jjjdddgddgdg dd}t| |  fdd}d}tjt	|d  jd|gdd	d
 } W d    n1 sdw   Y  t tddg jjjdddgddgdg dd}t| | t
g ddd}d}tjt	|d  jd|gdd	d
 } W d    n1 sw   Y  t| | ddg}t tddg jjjdddgddgdg dd}dD ]}ttd|d _ j|dd	d
 } t| | qd S )NrM   rN   rN   r  )rs      rX  )e   f   g   )r   r^   r_   r   r^   FTr   rM   rN   r  rs   rX  rY     rf   c                    s    j | df S )Nr^   )loc)rrD   r   r   rk   "  r   ztest_as_index.<locals>.<lambda>z*A grouping .* was excluded from the resultry   r   )r   rH   rH   ro   )NrH  r_   r   )r   r   rA   r8   r   r   r   r   r   r   r   r   r   r"   )r    r   r   r   r@  group_columnsrT   r   r_  r   test_as_index  s^   	ra  c                  C   s  t d} tdtt d| ddi}t| | ddd}tt d| ddd}t|jdddd	 j| t|jdddd	 j| tdtt d| ddi}t| | ddd}tt dt dddd}t|jdddd	 j| t|jdddd	 j| d S )
Nr   r^   baTr   rG  bacFr   )	r   r   r   r   r   r   rA   r(   r"   )r   rD   r   nosort_indexr   r   r   test_preserve_categoriesI  s&   re  c               	   C   s   t g dg dttdtdddttdtdddd} t d	d
tjgddtjgttdtdddttdtdddd}dD ]/}| j|dddjdd}| j|dddjdd }|j|j	d}t
|| t
|| qDd S )N)rM   rN   rM   rM   rN   )rs      r      r  abaabrc  Fr   T)r^   r_   r  r  r   g      ?g      9@r   )r  r  byr   r?   rb   rf   )r   r   r   r   r   rA   r-   r  r   rg   r   r   )rD   exp_fullcolresult1r   r   r   r   r   test_preserve_categorical_dtypeg  s6   	

rn  zfunc, valuessecondfourththirdc                 C   s   t g ddd}tg d|d}|d}t||  }tddgt||jd	dd}t|| |dd
 }t||  }|d
 }t	|| d S )N)r(   ro  rq  rp  Tr   )r=  r=  rr  )payloadrl  rs  rr  r=  r  rl  )
r   r   rA   getattrr   r  r   r   r   r   )funcr`   rI   rD   r   r    r   sgbr   r   r   test_preserve_on_ordered_ops  s   
rw  c                  C   sV  t tjdd} tg d}tj|g ddd}| j|dd	 }| j|dd	 }t
|j|j|jd	|_t|| tg d
}tj|g ddd}| j|dd	 }| j|dd	 |j}t
|j|j|jd	|_t|| tg dg ddd	}tg d|d} | jddd	 }|d j}tdddtjg}t|| d S )NrN   r!  r&  r'  Tr   Fr>   r   )	r   r   r   rM   rM   rM   rO   rO   rO   r>  rG   rJ   rL   rQ   rH   r   rM   r:   )r   r   r   r   r   r6  r   r   rA   r-   r   r"   r   r   r   r   r   r   r`   r   assert_numpy_array_equal)r   r   rE   r    r   r   r   r   test_categorical_no_compress  s6   
ry  c                  C   sb   t d gd tg dd} | d d }ttg ddgdtg d	dd
dd}t|| d S )NrO   )trainrz  testrT  r^   r_   r{  rz  r  rp   r  rT   r   )r   r   rA   r(   r   r   r   rD   r    r   r   r   r    test_groupby_empty_with_category  s   r~  c                  C   s   t dtjddddi} dd tdddD }t||}| jdgd	d
} tj	| j
tdddd|d| d< | jdgddd  }|t|jdd d }t|j|jjd|_t|| d S )NvaluerN   r   r  r   c                 S   s   g | ]}| d |d  qS )z - i  r   ).0r  r   r   r   
<listcomp>  s    ztest_sort.<locals>.<listcomp>i  T)rj  	ascendingi)  F)rightr   value_groupr>   c                 S   s   t |  d S )Nr   )floatsplitri   r   r   r   rk     s    ztest_sort.<locals>.<lambda>)r  ro   )r   r   r   r   r   r   r   sort_valuesr   r   r  rA   r&   sortedr"   r   rT   r   r   )rD   r   
cat_labelsresr   r   r   r   	test_sort  s   

r  c              	   C   s   t g dg dg dg dg dg dg dgg dd	}t|d
 |d|d
< |jd
| dd }| rFddgddgddgddgg}g d}nddgddgddgddgg}g d}t |ddgt|d
|dd}t|| d S )N)	(7.5, 10]rs   rs   )r  r   rt   )(2.5, 5]rP   ru   )(5, 7.5]r   rv   )r  r:   r   )(0, 2.5]rM   r   )r  ra   r   )r   r   r   rf   r   r   Fr   rM   r   rP   ru   r   rv   rs   )r  r  r  r  )r  r  r  r  r   r   rS   rg   r"   )r   r   rA   r(   r   r   r   )r   r   rD   r    data_valuesindex_valuesr   r   r   r   
test_sort2  s0   	
r  c                 C   sP  t tdddtdddtdddtdddtdddtdddtdddgg dg ddg dd	}t|d
 |d|d
< | rdddgddgddgddgg}tdddtdddtdddtdddg}n$ddgddgddgddgg}tdddtdddtdddtdddg}t |ddgt|d
|dd}|jd
| dd }t|| d S )Ni  ra   rM   rN   rP   )rs   r   rP   r   r:   rM   ra   r   )dtr   r   rf   r  r   r   ru   r   rv   rs   r   r   rS   r  Fr   )r   r   r   r   rA   r(   r   r   )r   r   rD   r  r  r   r    r   r   r   test_sort_datetimelike  sF   






	







r  c                  C   s  t tg dg ddg dd} tg ddd}| jddd	j }tg d
|dd}t|| | jddd	jjdd}tg d
|dd}t|| | jddd	jjdd}tddt	j
g|dd}t|| | jddd	jjdd}tdt	j
t	j
g|dd}t|| d S )Nr   r   rH   r   r  rM   rN   rM   rT  r^   ro   Fr>   )rO   rM   r   r_   r   	min_countrM   rO   rN   )r   r   r   rA   r_   r8   r   r   r   r   r   rD   expected_idxr    r   r   r   r   test_empty_sumC  s    r  c                  C   s   t tg dg ddg dd} tg ddd}| jddd	j }tg d
|dd}t|| | jddd	jjdd}tg d
|dd}t|| | jddd	jjdd}tddt	j
g|dd}t|| d S )Nr  r   r  r  rT  r^   ro   Fr>   )rN   rM   rM   r_   r   r  rM   rN   )r   r   r   rA   r_   r2   r   r   r   r   r   r  r   r   r   test_empty_prod_  s   r  c                  C   s   t ttdtttjddddd tdd} | jdd	gd
d }t	j
tg dttjddddgdd	gd}t ddddddddtjdg	i|d}t|| d S )N	abcbabcbaz2018-06-01 001TrO   )freqr:  r!  )key1key2r`   r  r  Fr>   r   r   r`   r   r:   r   rP   r   rN   rU   )r   r   r   r   r;  r   r   rA   r-   r   r   r   r   r   )rD   r    r   r   r   r   r   ,test_groupby_multiindex_categorical_datetimew  s"   
	
$r  zas_index, expectedr%  r  r  rW  r   rj   )r"   r   rT   r   rH   rj   c                 C   sP   t tg dddg dg dd}|jddg| d	d
d  }t|| d S )Nr%  r  r  rW  r  r  r   rH   Tr   rj   )r   r   rA   r8   r   r)  )r   r   rD   r    r   r   r   ,test_groupby_agg_observed_true_single_column  s
   r  r   c                 C   sJ   t g dg ddd}t g dg ddd}|jd| d}t|| d S )NrJ   Fr   )Nr   rH   rI   rM   r   )r   shiftr   r)  )r   ctr   r  r   r   r   
test_shift  s   r  c                 C   sX   |   dd }|d d|d< |d d|d< tg d|d< |jdgd	d
}|S )a  
    DataFrame with multiple categorical columns and a column of integers.
    Shortened so as not to contain all possible combinations of categories.
    Useful for testing `observed` kwarg functionality on GroupBy objects.

    Parameters
    ----------
    df: DataFrame
        Non-categorical, longer DataFrame from another fixture, used to derive
        this one

    Returns
    -------
    df_cat: DataFrame
    Nr:   r^   r  r_   r\   r@   rB   rM   r   )r   r   r   r(  )rD   df_catr   r   r   r    s   r  	operationr   rC   c           	      C   s   t g d| d jdd}t g d| d jdd}t||g}tg d|dd }| jddgd	d
d }|dkr;dnd}tjt	|d t
||t}W d    n1 sVw   Y  t|| d S )N)r   r   r   r   r^   r|  )onethreer  twor_   )rN   r:   rM   rO   r@   r   r"   rT   Tr>   rC   using np.sumrx   ry   )r   r  r   r   r   r   rA   r   r   r   rt  r8   r   )	r  r  lev_alev_br"   r   r   r   r    r   r   r    test_seriesgroupby_observed_true  s   r  c           	      C   s  t jtddgddtg dddgddgd \}}td	d
tjdtjdg|dd}|dkrNd}tjt	|d |j
ddd}W d    n1 sIw   Y  | jddg|dd }|dkr_dnd}tjt	|d t||t}W d    n1 szw   Y  t|| d S )Nr   r   Fr   r  r  r  r^   r_   r   rN   r:   rM   rO   r@   r  r   z.The 'downcast' keyword in fillna is deprecatedry   r   infer)downcastr>   rx   r  )r   r   r   	sortlevelr   r   r   r   r   r   fillnarA   rt  r8   r   )	r  r?   r  r"   _r   r   r   r    r   r   r   )test_seriesgroupby_observed_false_or_none  s(   r  zobserved, index, datar   r   r^   r|  )r  r  r  r  r  r  r  r  r_   )rN   rN   r:   r:   rM   rM   rO   rO   r   r  )r^   r_   Nc                 C   s>   t ||dd}| jddg|dd dd }t|| d S )Nr@   r  r^   r_   r>   c                 S   s   |   |  dS )Nr/   r,   r  ri   r   r   r   rk   4  s    z8test_seriesgroupby_observed_apply_dict.<locals>.<lambda>)r   rA   rC   r   r   )r  r?   r"   r   r   r    r   r   r   &test_seriesgroupby_observed_apply_dict  s
   .r  c                 C   sD   | j ddgddd  }| j ddgdd d }t|| d S )Nr^   r_   Fr>   r@   )rA   r-   r   r   )r  r   r    r   r   r   4test_groupby_categorical_series_dataframe_consistent9  s   r  code)rM   r   r   )r   r   r   c                 C   s   t g dg dg dd}tj| tdd}d}tjt|d |j|d	d
d}W d    n1 s3w   Y  | }d}tjt|d |j	j|dd
d}W d    n1 sYw   Y  | j	}t
|| d S )Nr\   )r=  rr  )rP   r   ra   r   r   r   r  z+DataFrame.groupby with axis=1 is deprecatedry   rM   F)r   r?   z5The 'axis' keyword in DataFrame.groupby is deprecatedr   )r   r   r   r   r   r   r   rA   r-   Tr   )r  rD   r   r   r   r    gb2r   r   r   r   test_groupby_categorical_axis_1@  s   
r  c                 C   s\   t tddg|dddgdddgd	}| }|jd| d
jt jdd }t|| d S )NBobGregr   rM   rN   )NameItemr  r  rf   r>   T)skipna)	r   r   r   rA   r   r8   r  r   r   )r?   r   rD   r   r    r   r   r   $test_groupby_cat_preserves_structureP  s   r  c                  C   s^   t g dtdd} tjtdd | ddd  W d    d S 1 s(w   Y  d S )	NrV   r:   r9   r   z'vau'ry   r9   c                 S   s&   t | jd d g| jd d gdS )Nr=  r9   vaur  )r   rn   )rowsr   r   r   rk   f  s     z/test_get_nonexistent_category.<locals>.<lambda>)r   r   rO  rP  KeyErrorrA   rC   r_  r   r   r   test_get_nonexistent_categorya  s   
"r  c                 C   s   | dkr	t d tttdtddttdd tdddgd	 d
}t| |}|r/d	nd}|jddg|dd }| dkrIt|| rGJ d S t|| }|| }t	||ksZJ d S )Nngroupngroup is not truly a reductionAABBABCDr  r   rN   皙?r:   cat_1cat_2r  rf  r  r  r>   r  r'   )
rO  skipr   r   r   r   rA   hasattrrt  r   )reduction_funcr?   rD   r!   expected_lengthseries_groupbyr   r    r   r   r   0test_series_groupby_on_2_categoricals_unobservedl  s"   


r  c                 C   s.  | dkr	t d | dkrt jjdd}|j| tttdtddttd	d
 tdddgd d}t	dt	dt	dt	dt	dg}t
| |}|jddgddd }t|| }|| }t|  }	|D ]}
|j|
 }t|	rxt|s~||	ks~J qg|	dkr| dkrt|jtjsJ d S d S d S )Nr  r  r'   z6TODO: implemented SeriesGroupBy.corrwith. See GH 32293reasonr  r   r  r   rN   r  r:   r  ACBCCACBCCr  r  Fr>   r  r   r8   )rO  r  markxfailnode
add_markerr   r   r   tupler   rA   rt  -_results_for_groupbys_with_missing_categoriesr]  r   r7  r   
issubdtyper  integer)r  requestr  rD   
unobservedr!   r  r   r    zero_or_nanr   r   r   r   r   ?test_series_groupby_on_2_categoricals_unobserved_zeroes_or_nans  s6   
"


 r  c                 C   s   | dkr	t d tttdtddttdtddg dd	}g d
}|jddgdd}t| |}t|| | }|D ]	}||jvsGJ q>d S )Nr  2ngroup does not return the Categories on the indexr  r   r  111112r  r  r  r  r  )r^   2)r_   r  )r@   1)r@   r  r  r  Tr>   )	rO  r  r   r   r   rA   r   rt  r"   )r  rD   unobserved_catsdf_grpr!   r  r   r   r   r   >test_dataframe_groupby_on_2_categoricals_when_observed_is_true  s   

r  c                 C   s   | dkr	t d tttdtddttdtddg dd	}g d
}|jddg|d}t| |}t|| | }t|  }|t	j
u rT|j|    sRJ d S |j| |k  saJ d S )Nr  r  r  r   r  r  r  r  r  r  r  r  r>   )rO  r  r   r   r   rA   r   rt  r  r   r   r]  isnullr$   )r  r?   rD   r  r  r!   r  r   r   r   r   ?test_dataframe_groupby_on_2_categoricals_when_observed_is_false  s    	


r  c                  C   s   g dg dg dd} t | }t|d tddd}||d	< |jd	d
gdddd}|d d}|dd }t|| d S )N)rs   r   r:   rM   r   )rK   rI   rK   rI   r   r   r   rt   rP   r   r   TFr   r   r?   r-   )	r   r   r   r   r  rA   r   r   r   )rK   rD   r   r  r    r   r   r   r   3test_series_groupby_categorical_aggregation_getitem  s   r  zfunc, expected_valuesc                 C   sb   t g dg dtg ddd}|d| }t d|itg ddd	d
}t|| d S )Nr   )r   rM   rM   rN   rN   )r   r   r   r   rM   )idr  r  r  r  r  r'  ro   rU   )r   r   r   rA   r   r   r   r   )ru  r+  rD   r    r   r   r   r   $test_groupby_agg_categorical_columns  s   
r  c                  C   s~   t dtg dg ddi} t dddgitddgd}| g dtj}t	|| | g d }t	|| d S )	Nr^   r  r   r  rN   rM   rU   r  )
r   r   r   r6  rA   r   r   r1   r   r   rD   r   r    r   r   r   test_groupby_agg_non_numeric  s   r   ru  c                 C   sl   t dgtdgddj d}|dd }t||  }tdgtdgddd|d jd	}t	|| d S )
Ni  rH   r  r  rT  r^   r_   ro   r"   rT   r  )
r   r   r   
as_orderedrA   rt  r   r  r   r   )ru  rD   
df_groupedr    r   r   r   r   <test_groupby_first_returned_categorical_instead_of_dataframe  s    r  c                  C   sx   t ddg} d| j_tg dtg dt| dd}tdd	d
git| ddd}|jdddd	 }t
|| d S )NrM   rN   F)rM   rO   rP   ra   r   r  rQ   r   r   g      @rH   ro   r   r   )r   r6  flags	writeabler   r   r   r   rA   r-   r   r   )rE   rD   r   r    r   r   r   test_read_only_category_no_sort+  s   r  c                  C   s   t g dg dd} | d djjg ddd| d< t d	d	d
d	dd
ddd
ddd
d}|jddd}tg dg ddddd|_| jddgdd 	 }t
|| d S )N)smalllarger	  r	  rE  r	  r	  rE  )r@   r^   r^   r@   r^   r@   r^   r@   )r   r   r   r  )tinyr  rE  r	  Tr   r   )r^   r@   rM   rO   rN   r   r"   r   )r   r   rT   r  Fr>   )r   r   r   set_categoriesrename_axisr   rg   rA   r5   rJ  r   r   r  r   r   r   #test_sorted_missing_category_values7  s6   
r  c                  C   s   t dg di} | d d| d< | dj }tg dtg dddd| d jd}t	|| | d
ddi}| }t|| d S )	Ncol_numrM   rM   rN   rO   r  col_catr  ro   r  r(   )r   r   rA   r  r(   r   r   r  r   r   r   to_framer   r}  r   r   r   1test_agg_cython_category_not_implemented_fallbackd  s   r  c                  C   s   t g dg dddtjdgg dg dd} | dd	i} | d
dgdd }tjddgddggdd}t ddgddgddgd|d}t	|| d S )N)rM   rM   rM   rM   r   r  g?g333333?)r   r   r   fee)r^   r_   numerical_col
object_colcategorical_colr  r  r^   r_   c                 S   s   |    S rh   )r7  r8   r_  r   r   r   rk     r   z7test_aggregate_categorical_with_isnan.<locals>.<lambda>rM   rN   rT  r   r   )r  r  r  r   )
r   r   r   r   rA   r   r   r   r   r   r   r   r   r   %test_aggregate_categorical_with_isnanz  s&   
r  c                  C   s   t g dg dd} tjg ddd}| d || d< d}tjt|d	 | d
d t	| d< W d    n1 s=w   Y  | 
 }t g dg dg dd}|d ||d< |d ||d< t|| d S )N)rM   rM   rM   rN   rN   rO   )WaitingOnTheWay	Deliveredr  r  r  )
package_idstatus)r  r  r  Tr   r  zusing SeriesGroupBy.maxry   r  last_status)r  r  r  r  r  r  )r  r  r  )r   r   CategoricalDtyper   r   r   r   rA   r   r,   r   r   )rD   delivery_status_typer   r    r   r   r   r   test_categorical_transform  s.   r   c                 C   s   t g d}g d}t|||d}t ddg}tj||gddgd}tdtjtjdg|d	d
tdtjtjdg|d	d
d}||  }|rL| tj	}|j
ddg|dd	 }	t|	|  }
t|
| d S N)r   r   rM   rM   )r   rM   rM   r   r   r   rM   r   rH   r   rI   ro   )r(   r+   r>   )r   r   r   r   r   r   r   rN  r   r  rA   rt  r   r   )ru  r?   r   r   rD   r   r   expected_dictr   srs_grpr    r   r   r   Ftest_series_groupby_first_on_categorical_col_grouped_on_2_categoricals  s   r$  c                 C   s   t g d}g d}t|||d}t ddg}tj||gddgd}tdtjtjdg|d	d
tdtjtjdg|d	d
d}||   }|rN| 	tj
}|jddg|d}	t|	|  }
t|
| d S r!  )r   r   r   r   r   r   r   r  rN  r   r  rA   rt  r   r   )ru  r?   r   r   rD   r   r   r"  r   r  r    r   r   r   Btest_df_groupby_first_on_categorical_col_grouped_on_2_categoricals  s   r%  c                  C   s   t tg dg ddtdd} | jdddd}|j}tjd	d
gddtjdgddtjg ddd}| | ks>J | D ]}t	|| ||  qBd S )N)rH   rH   r   r   r  rO   )r  rl  r  Fr   r   rM   intpr  rN   )rH   r   rI   )
r   r   r   rA   indicesr   r6  r*  r   rx  )rD   r   r    r   r  r   r   r   2test_groupby_categorical_indices_unused_categories  s   r(  c                 C   sj   t dg di}|d d|d< t|dd |  }ttg ddtg dddd}t|| d S )Nr   r  r  rH   ro   )rT   r"   )	r   r   rt  rA   r   r   r   r   r   )ru  rD   r    r   r   r   r   1test_groupby_last_first_preserve_categoricaldtype  s   r)  c               	   C   s   t ddgddgddgd} | jdddd} | jd	d
gdd d }tddgttddgd	dtddgd
dgdd}t	|| d S )NrM   rN   rs   rX  r   r  rQ   r  r   rH   Tr>   rI   ro   r   )
r   r   rA   r1   r   r   r   r   r   r   r}  r   r   r   )test_groupby_categorical_observed_nunique  s   r*  c                  C   s   t jddgdd} tddgddgddggddgd	d| i}|dd  }tddgtddgdd
dt jddgddd}t	|| d S )Nr  bigTr   rM   rN   grpdescriptionrf   ro   r  )
r   r  r   r   rA   r,   r   r   r   r   )r  rD   r    r   r   r   r   ,test_groupby_categorical_aggregate_functions.  s   
r.  c                 C   s   t ddgg dd}tt ddgg ddddgd}|jd| |d	}| }| r4td
ddgi|d}ntg dg d}td
g di|d}d|j_t|| d S )NrM   rN   r  r  rO   r:   )rj   r[   rj   )r?   rN  r[   rU   )rO   r:   r   )	r   r   rA   r8   r   r"   rT   r   r   )r?   rN  r   rD   r   r    r   r"   r   r   r   test_groupby_categorical_dropna@  s   "r/  
index_kind)r   singlemultic                 C   sp  |dv r|s|dkrd}| j tjj|d n |dkr,|s,d}| j tjj|d n|dkr8|s8tjdd ttg d	g d
|dtdd}|dkrRdg}	n |dkr_dg}	|	|	}n|dkrrddg}	|d |d< |	|	}t
||}
|j|	|||d}t|||
 }|r|jdj}n|d jj}tg d
}t|| |dkr|jdj}t|| d S d S )N)r)   r*   r2  z1GH#10694 - idxmax/min fail with unused categoriesr  r'   zDGH#49950 - corrwith with as_index=False may not have grouping columnr   /Result doesn't have categories, nothing to testrN   rM   rN   rO   rM   r:   rO   rN   r   r:   rQ   r   r1  r#  r  )r  r  rO  r  r  r  r   r   r   r   r   rA   rt  r"   r   r   r   r   r   r   )r  r   r   r?   r  r0  r   r   rD   r*  r!   r   	op_resultr    r   r   r   r   test_category_order_reducerQ  sJ   

r7  r1  r2  c                 C   s   t tg dg d|dtdd}|dkrdg}||}n|dkr2dd	g}|d |d	< ||}t||}|j|| ||d
}	t|	|| }
|
jdj	}t
g d}t|| |dkrm|
jd	j	}t|| d S d S )Nr4  r5  r   r:   rQ   r1  r   r2  r#  r  )r   r   r   r   r   rA   rt  r"   r   r   r   r   r   )r   r   r?   transformation_funcr0  r   rD   r*  r!   r   r6  r    r   r   r   r   test_category_order_transformer  s,   

r9  methodheadtailc                 C   s   t tg dg d|dtdd}|dkrdg}n |dkr'dg}||}n|d	kr:dd
g}|d |d
< ||}|j|| ||d}t|| }	|dkrT|	d jj}
n|	j	dj}
t
g d}t|
| |d	krz|	j	d
j}
t|
| d S d S )Nr4  r5  r   r:   rQ   r   r   r1  r2  r#  r  )r   r   r   r   rA   rt  r   r   r"   r   r   r   r   r   r   r?   r:  r0  r   rD   r*  r   r6  r    r   r   r   r   test_category_order_head_tail  s2   
r>  )rC   r   r   c                 C   s0  |dkr|dks| s|dkrt d ttg dg d|dtdd}|dkr-d	g}n |d
kr:d	g}||}n|dkrMd	dg}|d	 |d< ||}|j|| ||d}t||dd }	|dkse| sp|dkrp|	d	 jj	}
n|	j
d	j	}
tg d}t|
| |dkr|	j
dj	}
t|
| d S d S )Nr   r   z(No categories in result, nothing to testr4  r5  r   r:   rQ   r   r1  r2  r#  r  c                 S   s   | j ddS )NTrb   )r8   ri   r   r   r   rk     r   z+test_category_order_apply.<locals>.<lambda>)rO  r  r   r   r   r   rA   rt  r   r   r"   r   r   r   r   r=  r   r   r   test_category_order_apply  s<   

r?  c                 C   sV  |dkr| st jdd tddd}tg d||d}t|tdd	}|dkr-d
g}n |dkr:d
g}||}n|dkrMd
dg}|d
 |d< ||}|j|| |dd}|	 }	|r`g dng d}
t
|
|j|d
d}| rtd|
i}|dkrtt||d|_n||_n|dkrtt|t||
d}n	tt||
d	}t|	| d S )Nr   r3  r  i'  r=  r4  r   r:   rQ   r   r1  r2  r#  Tr  )rO   rN   rM   )rN   rM   rO   )r   r   rT   rH   )r   r#  )r   r#  rH   )rO  r  r   r   r   r   r   r   rA   r8   r   r   r   
from_framer"   r   r   r   )r   r   r0  r   r   grouperrD   r*  r   r    r   r"   r   r   r   r   test_many_categories  s:   

rB  cat_columnsr*  c                 C   s   t g dg dd}||  d|| < d}t| t|@ r tnd }tj||d || W d    d S 1 s:w   Y  d S )Nr  )r:   rP   r   ra   rQ   r  z+The default of observed=False is deprecatedry   )r   r   setr   r   r   rA   )rC  r*  rD   r   klassr   r   r   test_groupby_default_depr  s   "rF  a1c                 C   sv  |r|dkrt tdrJ td n/|dkr%d}| jtjj|d n|dkrB|sBt|dkrB|sB|sBd}| jtjj|d t	g dg d	g d
d}|
ddd}d|vrb|jdd}|j|||d}|rp|d }t||}	|j|gg|	R  }
t|||	 }|r|s|dkr||}|stdd |jd d D d|fg |_n|s||g |_t|
| d S )Nr'   z*corrwith not implemented for SeriesGroupByz1GH#32293: attempts to call SeriesGroupBy.corrwithr  r1   rM   zGH#52848 - raises a ValueError)r   r   rM   )rN   rO   rO   r"  )rG  r#  rH   r  )rG  r#  r#  rf   ri  rH   r5   c                 S   s   g | ]}|d fqS ) r   )r  indr   r   r   r  B  s    z!test_agg_list.<locals>.<listcomp>r=  )r  r
   rO  r  r  r  r  r  r   r   r   r(  rA   r   r   rt  r  r   from_tuplesrg   r   r)  )r  r   r?   r  r$  r*  r   rD   r   r!   r    r   r   r   r   test_agg_list  sF   

 rK  )hr   numpyr   rO  pandasr   r   r   r   r   r   r   r	   pandas._testing_testingr   pandas.api.typingr
   pandas.tests.groupbyr   r   r#   r  rF   r   r   r   r  parametrizer   r	  r  r  r   r-  r.  r0  r3  r9  r<  rA  rC  rM  rS  r   renamerV  ra  re  rn  rw  ry  r~  r  r  r  r  r  r  r   r  NaTr  fixturer  r  r  r   r  r  r  r  r  r  r  r  r  r  r1   r&   r  r   r  r  r  r  r  r   r  boolr$  r%  r(  r)  r*  r.  r/  r7  r9  r>  r?  rB  rF  rK  r   r   r   r   <module>   s   $		
  %
"n" +
$

<!




	%
"
2




"
"
,	
+
!

-8
.!#
'
