o
    dX                     @   s6  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 Zdd Zejddd	ed
ggdd Zejddejdejjdddgdd Zdd Zdd Zdd Zdd Zdd Zejdeg d g d!d"dgd#gd"d gfdd
gd#d$gd"d dgfg d g d!d"g d%fgd&feg d g d!d"dgd#gd"d gfdd
gd#d$gd"d dgfg d g d!d"g d%fgd
feg d g d!d"dgd#gd"d gfdd
gd#d$gd"d dgfg d g d!d"g d%fgdfedgd#gd"g d
fe i g fgdfedejd&gejd$d'gd"d(gejgd"d gfdejgejd$gd"d dgfdejd&gejd$d'gd"g d%fgd&fedejd&gejd$d'gd"d(gejgd"d gfdejgejd$gd"d dgfdejd&gejd$d'gd"g d%fgd
fedejd&gejd$d'gd"d(gejgd"d gfdejgejd$gd"d dgfdejd&gejd$d'gd"g d%fgdfgd)d* Zejd+eg d dgd gfdd
gd dgfg d g d%fgd&feg d dgd gfdd
gd dgfg d g d%fgd
feg d dgd gfdd
gd dgfg d g d%fgdfedd
gdgd gfdd
gd dgfgd
feejd
gejgd gfejd
gd dgfgd
feg d,d-g d
fgd.d/ Zd0d1 Zd2d3 Z ejd4d5d6gd7d8 Z!ejd9g d:ejd4g d;ejd<d=d>gejd?d=d>gejd@g dAdBdC Z"dDdE Z#dFdG Z$dHdI Z%dJdK Z&dLdM Z'dNdO Z(ejjdPdQej)fdRdSdT fdUdVdT fdWdXdT fgg dYdZd[d\ Z*ejjdPdQej)fdRej+fdUej,fdWej-fgg dYdZd]d^ Z.d_d` Z/dadb Z0ejdcdddT dedT gdfdg Z1ejdcdhdT didT djdT dkdT dldT dmdT dndT dodT dpdT dqdT drdT dsdT dtdT dudT dvdT gdwdx Z2dydz Z3d{d| Z4d}d~ Z5dd Z6dd Z7dd Z8dd Z9dd Z:ejdddgejdd=d>gdd Z;ejde<e=gdd Z>ejdddgejdd=d>gejde<e=gdd Z?dS )    N)	DataFrameDatetimeIndexIndex
MultiIndexSeriesisnanotnac                  C   s.   t ddddtjdgi} |  | d  d S )NBr            )r   npnan	expandingsumdf r   g/var/www/html/visualizacion-main/env/lib/python3.10/site-packages/pandas/tests/window/test_expanding.pytest_doc_string   s   r   c                 C   s   | t dj}|dd d S )N   r
   min_periods)ranger   )frame_or_seriescr   r   r   test_constructor   s   r   w       @foor   c                 C   sP   | t dj}d}tjt|d ||d W d    d S 1 s!w   Y  d S )Nr   zmin_periods must be an integermatchr   )r   r   pytestraises
ValueError)r   r   r   msgr   r   r   test_constructor_invalid   s
   "r&   expanderr
   lsz,GH#16425 expanding with offset not supported)reason)marksc                 C   sX   t  }t  |  }t|| t tg d}t tg d|  }t|| d S )Nindex)r   r   r   tmassert_frame_equalr   )r'   expectedresultr   r   r   test_empty_df_expanding)   s   r1   c                  C   s^   t tjg} | jdd }t dg}t|| | jdd }t tjg}t|| d S )Nr   r   g        r
   )r   r   r   r   r   r-   assert_series_equal)xr0   r/   r   r   r   test_missing_minp_zeroD   s   
r4   c                 C   s   t td}|| }|dkrt dd tdD }nt tjgd dd td	d
D  gd }|jd	| d }t	|| d S )N)
      r   c                 S   s.   i | ]}|t jgd  dd tddD  qS )r   c                 S      g | ]}t |qS r   float).0jr   r   r   
<listcomp>Y       z2test_expanding_axis.<locals>.<dictcomp>.<listcomp>      )r   r   r   r:   ir   r   r   
<dictcomp>Y   s   . z'test_expanding_axis.<locals>.<dictcomp>r6   r   c                 S   r7   r   r8   r@   r   r   r   r<   ]   r=   z'test_expanding_axis.<locals>.<listcomp>r>      r5   axis)
r   r   ones_get_axis_numberr   r   r   r   r-   r.   )
axis_framer   rE   r/   r0   r   r   r   test_expanding_axisR   s   
*rI   c                 C   s>   | t djdd }| tjtjdddg}t|| d S )Nr   r>   r         @      @      @r   r   countr   r   r-   assert_equalr   r0   r/   r   r   r   %test_expanding_count_with_min_periodsc   s   rQ   c                 C   sD   dddt jdddg}g d}| |  }| |}t|| d S )Nr
   r   r>   r   r      )      ?r   rJ   rJ   rK   rL   g      @)r   r   r   rN   r-   rO   )r   valuesexpected_countsr0   r/   r   r   r   9test_expanding_count_default_min_periods_with_null_valuesj   s
   rV   c                 C   sD   | t djdd }| tjtjtjtjtjg}t|| d S )Nr   rR   r   rM   rP   r   r   r   =test_expanding_count_with_min_periods_exceeding_series_lengtht   s   rW   zdf,expected,min_periodsr
   r   r>   )r   r   rR   )Ar	   r   r   r   r
   r   r>   rR   rS   c                 C   8   dd |D }t || |D ]
\}}t|| qd S )Nc                 S      g | ]
\}}t ||d qS r+   )r   r:   rT   r,   r   r   r   r<          z1test_iter_expanding_dataframe.<locals>.<listcomp>)zipr   r-   r.   )r   r/   r   actualr   r   r   test_iter_expanding_dataframe{   s   ?rb   zser,expected,min_periodsint64dtypec                 C   r[   )Nc                 S   r\   r]   )r   r^   r   r   r   r<      r_   z.test_iter_expanding_series.<locals>.<listcomp>)r`   r   r-   r2   )serr/   r   ra   r   r   r   test_iter_expanding_series   s   rg   c                  C   sF   t  } tjtdd | jdd W d    d S 1 sw   Y  d S )Nz.* got an unexpected keywordr    T)center)r   r"   r#   	TypeErrorr   r   r   r   r   test_center_invalid   s   "rj   c                 C   sV   | g d}|   }t|trt|d j}ttjgdgd  }t	|| d S )NrZ   r   g۞?r   )
r   sem
isinstancer   r   rT   r   r   r-   r2   )r   objr0   r/   r   r   r   test_expanding_sem   s   
rn   methodskewkurtc                 C   sL   t tjd}t|d|  }|d }t|d|  }t|| d S )Nr5   r>   i  )r   r   randomrandgetattrr   r-   r2   )ro   sr/   r0   r   r   r   ,test_expanding_skew_kurt_numerical_stability   s
   rv   window)r
   r>   r5   r6   )minmaxaveragepctTF	ascending	test_data)default
duplicatesnansc           	   	      s   d}|dkrt tj|d}n'|dkrt tjd|d}n|dkr7t tjddd	tjtjtj g|d}||  fd
d}|| j	 d}t
|| d S )Nr6   r~   )datar   r>   r   rS   g      ?g      ?c                    s   | j  djd S )Nro   r{   r|   )rankilocr3   r|   ro   r{   r   r   <lambda>       ztest_rank.<locals>.<lambda>r   )r   r   rr   rs   choicer   infr   applyr   r-   r2   )	rw   ro   r{   r|   r}   lengthrf   r/   r0   r   r   r   	test_rank   s    
r   c                 C   sZ   |   }|tjt| d d }| |}|jt|dd|}t	|| d S Nr
   rw   r   )
dropnar   rr   randnlenr   corrrollingr-   assert_almost_equalseriesrY   r	   r0   rolling_resultr   r   r   test_expanding_corr  s
   r   c                 C   s2   | j dd }t|| jt| dd  d S )Nr   r   r   )r   rN   r-   r   r   r   )r   r0   r   r   r   test_expanding_count  s   r   c                 C   s6   |   d}| jt| ddd}t|| d S )N      ?r
   r   )r   quantiler   r   r-   r   )r   r0   r   r   r   r   test_expanding_quantile  s   r   c                 C   sV   | }|t jt| d d }| |}|jt|dd|}t|| d S r   )	r   rr   r   r   r   covr   r-   r   r   r   r   r   test_expanding_cov   s
   r   c                 C   2   |    }| jt| dd }t|| d S Nr
   r   )r   r   r   r   r-   r.   framer0   r   r   r   r   test_expanding_cov_pairwise+  s   r   c                 C   r   r   )r   r   r   r   r-   r.   r   r   r   r   test_expanding_corr_pairwise3  s   r   zfunc,static_compr   meanc                 C      t j| ddS Nr   rD   r   r   r   r   r   r   r   >      r   ry   c                 C   r   r   )r   ry   r   r   r   r   r   ?  r   rx   c                 C   r   r   )r   rx   r   r   r   r   r   @  r   )r   r   ry   rx   )idsc                 C   s   |t ttdt jgd  }t|jddd|  }t||s#J ||d d }|tu r9t	
|d | d S t	j|jd |dd d S )Nr5   r
   r   r   rE   r?   Fcheck_names)r   arraylistr   r   rt   r   rl   r   r-   r   r2   r   )funcstatic_compr   r   r0   r/   r   r   r   test_expanding_func:  s   "r   c                 C   sL  t tjd}t|jddd|  }|d d   sJ t	|j
d ||d d  t|jddd|  }t|j
d sBJ t|j
d	 sKJ t tjd
}t|jddd|  }t|d sfJ t|d snJ t|jddd|  }t|jddd|  }t	|| t|jddd|  }t	|j
d ||d d  d S )N2      r   r      r            r6   r   r>   r   r
   )r   r   rr   r   rt   r   r   allr-   r   r   r   )r   r   rf   r0   ser2result0result1r   r   r   test_expanding_min_periodsP  s    "r   c                 C   s   | \}}|t ttdt jgd  }|jddjdd ||d}t||s*J |tu rAt	
|d t j|d d d	d
 d S t	j|jd t j|d d d	d
dd d S )Nr5   r
   r   c                 S      |   S Nr   r   r   r   r   r   s      z&test_expanding_apply.<locals>.<lambda>rawengine	   r?   r   rD   Fr   )r   r   r   r   r   r   r   rl   r   r-   r   r   r2   r   )engine_and_rawr   r   r   r   r0   r   r   r   test_expanding_applyo  s   "
&
r   c                 C   s|  | \}}t tjd}|jddjdd ||d}|d d   s&J t	|j
d t|d d  |jd	djd
d ||d}t|j
d sMJ t|j
d sVJ t tjd}|jddjdd ||d}t|d stJ t|d s|J |jddjdd ||d}|jddjdd ||d}t	|| |jddjdd ||d}t	|j
d t|d d  d S )Nr   r   r   c                 S   r   r   r   r   r   r   r   r     r   z2test_expanding_min_periods_apply.<locals>.<lambda>r   r   r   r   c                 S   r   r   r   r   r   r   r   r     r   r   r   r6   r   c                 S   r   r   r   r   r   r   r   r     r   r>   r   r   c                 S   r   r   r   r   r   r   r   r     r   r
   c                 S   r   r   r   r   r   r   r   r     r   c                 S   r   r   r   r   r   r   r   r     r   )r   r   rr   r   r   r   r   r   r-   r   r   r   r   )r   r   r   rf   r0   r   r   r   r   r   r    test_expanding_min_periods_apply  s:   
 




$r   fc                 C      | j ddj| ddS Nr   r   Tpairwiser   r   r   r   r   r   r     r   c                 C   r   r   r   r   r   r   r   r   r     r   c                 C   s   t  }t tdgddtg ddd}|d d|d< t t|j|jgd}t tj|j|jgddgdtdgdddd	}| |}t|| | |}t|| d S )
Nar   namebarcolumnsr,   float64r+   )names)r,   r   re   )	r   r   astyper   from_productr,   r   r-   r.   )r   df1df2df1_expecteddf2_expected
df1_result
df2_resultr   r   r   *test_moment_functions_zero_length_pairwise  s   r   c                 C   s   |    S r   )r   rN   r   r   r   r   r     s    c                 C   r   Nr   r   Fr   r   r   r   r   r   r     r   c                 C   r   r   r   r   r   r   r   r     r   c                 C      | j dd S Nr   r   )r   ry   r   r   r   r   r         c                 C   r   r   )r   rx   r   r   r   r   r     r   c                 C   r   r   )r   r   r   r   r   r   r     r   c                 C   r   r   )r   r   r   r   r   r   r     r   c                 C   r   r   )r   stdr   r   r   r   r     r   c                 C   r   r   )r   varr   r   r   r   r     r   c                 C   r   r   )r   rp   r   r   r   r   r     r   c                 C   r   r   )r   rq   r   r   r   r   r     r   c                 C   s   | j dddS )Nr   r   r   )r   r   r   r   r   r   r     s    c                 C   r   r   )r   medianr   r   r   r   r     r   c                 C      | j ddjtddS )Nr   r   Fr   r   r   r   r   r   r   r   r     r   c                 C   r   )Nr   r   Tr   r   r   r   r   r   r     r   c           
      C   s|   t tjd}|}t }|}tdgd}|d d|d< |}| |}t|| | |}t|| | |}	t|	| d S )Nrd   r   r   r   )r   r   r   r   r   r-   r2   r.   )
r   ru   
s_expectedr   r   r   r   s_resultr   r   r   r   r   !test_moment_functions_zero_length  s   r   c                 C   s:   | \}}t g tjd}t|| jdd ||d d S )Nrd   c                 S   r   r   r   r   r   r   r   r     r   z3test_expanding_apply_empty_series.<locals>.<lambda>r   )r   r   r   r-   r2   r   r   )r   r   r   rf   r   r   r   !test_expanding_apply_empty_series  s
   r   c                 C   sL   | \}}t g d}|jddjdd ||d}t g d}t|| d S )N)NNNr   r   c                 S   s   t | S r   )r   r   r   r   r   r     r   z4test_expanding_apply_min_periods_0.<locals>.<lambda>r   )rS   r   rJ   )r   r   r   r-   r2   )r   r   r   ru   r0   r/   r   r   r   "test_expanding_apply_min_periods_0  s
   r   c                  C      t g dg dd} t ddgddgd}|  |}t g d}t|| t g d	g dd}|  |}t|| t g d
g dd} t g dg dd}|  |}t g d}t|| d S )NrX   rZ   r+   r
   r>   r   r   )NNr   r
   Nr>         r5   r   r
   r>   r   r   r5   r   r   r>   )NNNg      @)r   r   r   r-   r2   s1s2r0   r/   s2ar   r   r   test_expanding_cov_diff_index     r   c                  C   r   )NrX   rZ   r+   r
   r>   r   r   )NNrS   r   r   r   r   r   )NNNrS   )r   r   r   r-   r2   r   r   r   r   test_expanding_corr_diff_index  r  r  c            	      C   sn  t ddgddgddggtddgdd	d
} t ddgddggddgtddgdd	d}t ddgd d gddggtddgdd	d
}t ddgddggddgtddgdd	d}|  j|ddjd }|  j|ddjd }| j|ddjd }| j|ddjd }t ddgddggtddgdd	tddgdd	d}t|| t|| t|| t|| d S )Nr
   r   r>   r   r   rY   r	   r   r   r   r   r,   r   rR   XYTr   g      g      g      g      $r   )r   r   r   r   locr-   r.   	r   df1ar   df2ar   result2result3result4r/   r   r   r   'test_expanding_cov_pairwise_diff_length  s.   *"""r  c            	      C   sn  t ddgddgddggddgttdddd	} t ddgddggtd
dgddddgd}t ddgd d gddggddgttdddd	}t ddgddggtd
dgddddgd}|  j|ddjd }|  j|ddjd }| j|ddjd }| j|ddjd }t ddgddggddgtddgd	}t|| t|| t|| t|| d S )Nr
   r   r>   r   rY   r	   r   r   r   r   r  r   rR   r  r  Tr   g      )r   r   r   r   r   r  r-   r.   r  r   r   r   (test_expanding_corr_pairwise_diff_length<  s2   (""r  c                 C   s   dd }| \}}t tjdd}| jtj||dd }| j|||dd}t|| | j||d	did
}t|| d S )Nc                 S   s   t | | S r   r   )r3   constr   r   r   
mean_w_argZ  s   z4test_expanding_apply_args_kwargs.<locals>.mean_w_argr6   r>   )r   r   g      4@)r6   )r   r   argsr  )r   kwargs)	r   r   rr   rs   r   r   r   r-   r.   )r   r  r   r   r   r/   r0   r   r   r    test_expanding_apply_args_kwargsY  s   r  c           	      C   s   | }t dgddd}|d t|d< | }t||d }|d urQ||d}|r-ddgng d}|| |gjd	d
t}t|j	|ksIJ t
|| d S d S )Nr
   r   r>   r   br   r   numeric_onlyr   r  Tdrop)r   r   objectr   rt   aggreset_indexr9   r   r   r-   r.   )	arithmetic_win_operatorsr  kernelr   r   opr0   r   r/   r   r   r   test_numeric_only_framej  s   
r   r  r   r   use_argc                 C   s   t g dddd}|d t|d< |r|fnd}| }t|| }||d|i}|r0dd	gng d}|| t}	|r@|	fnd}
|	 }t|| }||
d|i}t|| d S )
NrX   r   r>   r  r   r   r  r   r  )r   r   r  r   rt   r9   r-   r.   )r  r  r!  r   argr   r  r0   r   r   arg2
expanding2op2r/   r   r   r    test_numeric_only_corr_cov_frame{  s   

r&  re   c           
      C   s   | }t dg|d}| }t||}|r=|tu r=d| d}tjt|d ||d W d    d S 1 s6w   Y  d S ||d}||gjdd	t
}	t||	 d S )	Nr
   rd   
Expanding.  does not implement numeric_onlyr    r  Tr  )r   r   rt   r  r"   r#   NotImplementedErrorr  r  r   r9   r-   r2   )
r  r  re   r  rf   r   r  r%   r0   r/   r   r   r   test_numeric_only_series  s   
"
r*  c                 C   s   t g d|d}|r|fnd}| }t|| }|rE|tu rEd|  d}tjt|d ||d|i W d    d S 1 s>w   Y  d S ||d|i}	|t}
|rV|
fnd}|
 }t|| }||d|i}t	
|	| d S )NrX   rd   r   r'  r(  r    r  )r   r   rt   r  r"   r#   r)  r   r9   r-   r2   )r  r!  r  re   rf   r"  r   r  r%   r0   r   r#  r$  r%  r/   r   r   r   !test_numeric_only_corr_cov_series  s    
"

r+  )@numpyr   r"   pandasr   r   r   r   r   r   r   pandas._testing_testingr-   r   r   markparametrizer   r&   paramxfailr1   r4   rI   rQ   rV   rW   r   rb   rg   rj   rn   rv   r   r   r   r   r   r   r   r   r   r   ry   rx   r   r   r   r   r   r   r   r   r  r  r  r  r   r&  intr  r*  r+  r   r   r   r   <module>   sF   $		
	



	 
 
 
=666(.


	




"
'

	
