U
    -e(E                     @   s  d dl m Z  d dlZd dlZd dlm  mZ d dlm	Z	m
Z
mZmZmZmZ d dlmZ d dlmZ ejdejdi gejdi gdd	 d
i gejdi gejdi gejdi gdd	 di gdd	 ddd igdd	 di gdd	 ddd igg
dd Zejdejdi gejdi gdd	 d
i gejdi gejdi gejdi gdd	 di gdd	 ddd igdd	 di gdd	 ddd igg
dd Zejdejdi dgejdi dgd d	 d
i d gejdi dgejdi dgejdi dgd!d	 di dgd"d	 ddd idgd#d	 di dgd$d	 ddd idgg
d%d& Zejdejdi dgejdi dgd'd	 d
i d gejdi dgejdi dgejdi dgd(d	 di dgd)d	 ddd idgd*d	 di dgd+d	 ddd idgg
d,d- Zejdejdi gejdi gejdi gejdi gejdi gd.d	 di gd/d	 ddd igd0d	 di gd1d	 ddd igg	d2d3 Zd4d5 Z ejd6di gdi gdi gdi gdi gdi gddd igdi gddd igg	ejd7d d8d9gd:d; Z!d<d= Z"ejd>di d?gdi d?gd
i d gdi d?gdi d?gdi d?gdi d?gddd id?gdi d?gddd id?gg
d@dA Z#ejdBdi ddgdi ddgd
i d d gdi ddgdi ddgdi ddgdi ddgddd iddgdi ddgddd iddgg
dCdD Z$ejdBdi ddgdi ddgd
i d d gdi ddgdi ddgdi ddgdi ddgddd iddgdi ddgddd iddgg
dEdF Z%ejdGdHd	 dId	 dJd	 dKd	 dLd	 dMd	 dNd	 dOd	 dPd	 dQd	 dRd	 dSd	 dTd	 dUd	 ej&dVd	 ej'dWgdXdY Z(dZd[ Z)d\d] Z*d^d_ Z+d`da Z,dbdc Z-ejdddedf dgD dhdf diD  djdk Z.ejdGdld	 dmd	 dnd	 dod	 dpd	 dqd	 drd	 dsd	 dtd	 dud	 dvd	 dwd	 dxd	 dyd	 dzd	 ej&d{d	 ej'dWgd|d} Z/dS )~    datetimeN)	DataFrameDatetimeIndexSeriesconcatisnanotna)offsetszcompare_func, roll_func, kwargsmeansumc                 C   s   t | t S Nnpisfiniteastypefloatr   x r   k/var/www/html/Darija-Ai-Train/env/lib/python3.8/site-packages/pandas/tests/window/test_rolling_functions.py<lambda>       r   countmedianminmaxc                 C   s   t j| ddS N   ddofr   stdr   r   r   r   r   "   r   r"   c                 C   s   t j| ddS Nr   r   r!   r   r   r   r   r   #   r   r    c                 C   s   t j| ddS r   r   varr   r   r   r   r   $   r   r%   c                 C   s   t j| ddS r#   r$   r   r   r   r   r   %   r   c                 C   sj   t | jd|d|f |}t|ts(ttdt| |p8dd d }t|j	d || |d |  d S )N2   stepr   r   )
getattrrolling
isinstancer   AssertionErrorrangelentmassert_almost_equaliloc)seriescompare_func	roll_funckwargsr(   resultendr   r   r   test_series   s    r9   c                 C   s   t | t S r   r   r   r   r   r   r   5   r   c                 C   s   t j| ddS r   r!   r   r   r   r   r   <   r   c                 C   s   t j| ddS r#   r!   r   r   r   r   r   =   r   c                 C   s   t j| ddS r   r$   r   r   r   r   r   >   r   c                 C   s   t j| ddS r#   r$   r   r   r   r   r   ?   r   c                 C   s   t |jd|d|f |}t|ts(ttdt||p8dd d }tj|j	dd d f |j	|d |d d f j
|d| ddd d S )	Nr&   r'   r   r   r)   )ZaxisrawFZcheck_names)r*   r+   r,   r   r-   r.   r/   r0   assert_series_equalr2   apply)r:   framer4   r5   r6   r(   r7   r8   r   r   r   
test_frame/   s    $r?   z%compare_func, roll_func, kwargs, minp
   c                 C   s   t | t S r   r   r   r   r   r   r   R   r   c                 C   s   t j| ddS r   r!   r   r   r   r   r   V   r   c                 C   s   t j| ddS r#   r!   r   r   r   r   r   W   r   c                 C   s   t j| ddS r   r$   r   r   r   r   r   X   r   c                 C   s   t j| ddS r#   r$   r   r   r   r   r   Y   r   c                 C   s~   d}| d d d  d }t|j||d|f |}|jd }|dt   }	| d d d |	|}
t	|d ||
 d S )N      Bwindowmin_periodsr)      )
resampler   r*   r+   indexr
   BDaytruncater0   r1   )r3   r4   r5   r6   minpwinZserZseries_result	last_date	prev_dateZtrunc_seriesr   r   r   test_time_rule_seriesM   s    
rP   c                 C   s   t | t S r   r   r   r   r   r   r   n   r   c                 C   s   t j| ddS r   r!   r   r   r   r   r   r   r   c                 C   s   t j| ddS r#   r!   r   r   r   r   r   s   r   c                 C   s   t j| ddS r   r$   r   r   r   r   r   t   r   c                 C   s   t j| ddS r#   r$   r   r   r   r   r   u   r   c                 C   s   d}|d d d  d }t|j||d|f |}|jd }	|	dt   }
|d d d |
|	}tj	|
|	|j|| ddd	 d S )
NrA   rB   rC   rD   r)   rG   r:   Fr;   )rH   r   r*   r+   rI   r
   rJ   rK   r0   r<   Zxsr=   )r:   r>   r4   r5   r6   rL   rM   frmZframe_resultrN   rO   Ztrunc_framer   r   r   test_time_rule_framei   s    
rS   c                 C   s   t j| ddS r   r!   r   r   r   r   r      r   c                 C   s   t j| ddS r#   r!   r   r   r   r   r      r   c                 C   s   t j| ddS r   r$   r   r   r   r   r      r   c                 C   s   t j| ddS r#   r$   r   r   r   r   r      r   c                 C   sf  t tjd}tj|d d< tj|dd < t|jddd|f |}t|j	d | |dd  t|jddd|f |}t
|j	d	 stt
|j	d
 rtt
|j	d rtt
|j	d stt tjd}t|jddd|f |}t
|j	d stt|j	d st|dkrbt|jddd|f |}t|jddd|f |}t|| d S )Nr&   r@      rF   r)            rG   i         r   r   r   )r   r   randomrandnNaNr*   r+   r0   r1   r2   r   r-   r	   )r4   r5   r6   objr7   obj2Zresult0Zresult1r   r   r   	test_nans   s$    
rc   c                  C   sl   t tjd} tj| d d< tj| dd < | jddd }t|j	d t
| dd t  d S )Nr&   r@   rT   rU   rV   r)   )r   r   r^   r_   r`   r+   r   r0   r1   r2   r   r   r   r   )ra   r7   r   r   r   test_nans_count   s     rd   zroll_func, kwargsrL   c   d   c                 C   sz   t | jt| d ||d|f |}t | jt| ||d|f |}t|}t|t| | }t|| ||  d S )Nr   rF   r(   )r*   r+   r/   r   r0   r<   r1   )r3   rL   r5   r6   r(   r7   expectednan_maskr   r   r   test_min_periods   s       rj   c                 C   sj   | j t| d d|d }| j t| d|d }t|}t|t| | }t|| ||  d S )Nr   r   rg   )r+   r/   r   r   r0   r<   r1   )r3   r(   r7   rh   ri   r   r   r   test_min_periods_count   s    rk   zroll_func, kwargs, minprX   c                 C   s   t tjd}tj|d d< tj|dd < t|jd|dd| f |}tt|t tjgd gjd|d| f |jdd  j	dd	}t
|| d S )
Nr&   r@   rT   rW   T)rF   center	   rV   )Zdrop)r   r   r^   r_   r`   r*   r+   r   r2   Zreset_indexr0   r<   )r5   r6   rL   ra   r7   rh   r   r   r   test_center   s$      rn   z#roll_func, kwargs, minp, fill_valuec                 C   s   dd t dD }t| t| j| jd|d|f |d| j}t| jd|dd|f |}|d k	rx||}t	|| d S )	Nc                 S   s   g | ]}d |dqS r   dr   .0r   r   r   r   
<listcomp>  s     z.test_center_reindex_series.<locals>.<listcomp>   rA   rD   TrE   rF   rl   )
r.   r*   reindexlistrI   r+   shiftfillnar0   r<   )r3   r5   r6   rL   
fill_valuesZ	series_xpZ	series_rsr   r   r   test_center_reindex_series  s*     
r}   c                 C   s   dd t dD }t| t| j| jd|d|f |d| j}t| jd|dd|f |}|d k	rx||}t	|| d S )	Nc                 S   s   g | ]}d |dqS ro   r   rq   r   r   r   rs   8  s     z-test_center_reindex_frame.<locals>.<listcomp>rt   rA   rD   ru   Trv   )
r.   r*   rw   rx   rI   r+   ry   rz   r0   assert_frame_equal)r>   r5   r6   rL   r{   r|   Zframe_xpZframe_rsr   r   r   test_center_reindex_frame'  s*     
r   fc                 C   s   | j dddj| ddS Nr@   r[   rD   F)pairwiser+   Zcovr   r   r   r   r   M  r   c                 C   s   | j dddj| ddS r   r+   Zcorrr   r   r   r   r   N  r   c                 C   s   | j ddd S Nr@   r[   rD   r+   r   r   r   r   r   r   O  r   c                 C   s   | j ddd S r   r+   r   r   r   r   r   r   P  r   c                 C   s   | j ddd S r   r+   r   r   r   r   r   r   Q  r   c                 C   s   | j ddd S r   r+   r   r   r   r   r   r   R  r   c                 C   s   | j ddd S r   r+   r"   r   r   r   r   r   S  r   c                 C   s   | j ddd S r   r+   r%   r   r   r   r   r   T  r   c                 C   s   | j ddd S r   r+   Zskewr   r   r   r   r   U  r   c                 C   s   | j ddd S r   r+   Zkurtr   r   r   r   r   V  r   c                 C   s   | j dddjddS )Nr@   r[   rD         ?)quantiler+   r   r   r   r   r   r   W  r   c                 C   s   | j ddd S r   r+   r   r   r   r   r   r   X  r   c                 C   s   | j dddjtddS Nr@   r[   rD   FrQ   r+   r=   r   r   r   r   r   r   Y  r   c                 C   s   | j dddjtddS Nr@   r[   rD   TrQ   r   r   r   r   r   r   Z  r   c                 C   s   | j dddd S NZboxcarr@   r[   )Zwin_typerE   rF   r   r   r   r   r   r   \  r   )Zmarksc                 C   s   t td}t tj|jd}tddgddgddgdd	ggd
dgd}ttj|j|jd}| |}t|| | |}t	|| d S )Nr]   rI   r   r[   r\   rB   rm   r)   r   ArC   columns)rI   r   )
r   r.   r   nanrI   r   r   r0   r<   r~   )r   r|   
s_expectedZdfZdf_expecteds_resultZ	df_resultr   r   r   +test_rolling_functions_window_non_shrinkageJ  s    (r   c                 C   s   dd t ddD }|tddddd tt dd|d	}|d
d }| }tdddddgtdd t ddD ddd	dd|  }|d j	d| d }t
|| dS )z%Replicate result expected in GH #6297c                 S   s   g | ]}t d d|qS   r   r   rr   ir   r   r   rs   q  s     z+test_rolling_max_gh6297.<locals>.<listcomp>r      r   r\   r      r   c                 S   s   t | S r   r   r   r   r   r   r   v  r   z)test_rolling_max_gh6297.<locals>.<lambda>      ?       @g      @      @g      @c                 S   s   g | ]}t d d|dqS r   r   r   r   r   r   r   r   rs   |  s     DfreqNrE   r(   )r.   appendr   r   map
sort_indexr   rH   r   r+   r0   r<   )r(   indicesr3   rh   r   r   r   r   test_rolling_max_gh6297o  s    r   c                 C   s  dd t ddD }|tdddd |tdddd ttt ddd	d
g |d}|dd }| }tdddddgtdd t ddD dddd d |  }|d	 j
d| d	 }t|| tdddddgtdd t ddD dddd d |  }|d j
d| d	 }t|| d}tdddd|gtdd t ddD dddd d |  }|d j
d| d	 }t|| d S )Nc                 S   s   g | ]}t d d|qS r   r   r   r   r   r   rs     s     z-test_rolling_max_resample.<locals>.<listcomp>r   r   r   r[   rB   r   r@   rW   r   c                 S   s   t | S r   r   r   r   r   r   r     r   z+test_rolling_max_resample.<locals>.<lambda>        r   r         @g      4@c                 S   s   g | ]}t d d|dqS r   r   r   r   r   r   rs     s     r   r   r   g      $@c                 S   s   g | ]}t d d|dqS r   r   r   r   r   r   rs     s     g&@c                 S   s   g | ]}t d d|dqS r   r   r   r   r   r   rs     s     )r.   r   r   r   rx   r   r   r   rH   r   r+   r0   r<   r   r   )r(   r   r3   rh   r   vr   r   r   test_rolling_max_resample  s>    r   c                 C   s   dd t ddD }|tdddd |tdddd ttt ddd	d
g |d}|dd }| }tdddddgtdd t ddD dddd d |  }|d	 j
d| d}t||	  d S )Nc                 S   s   g | ]}t d d|qS r   r   r   r   r   r   rs     s     z-test_rolling_min_resample.<locals>.<listcomp>r   r   r   r[   rB   r   r@   rW   r   c                 S   s   t | S r   r   r   r   r   r   r     r   z+test_rolling_min_resample.<locals>.<lambda>r   r   r   r   r   c                 S   s   g | ]}t d d|dqS r   r   r   r   r   r   rs     s     r   r   r   )r.   r   r   r   rx   r   r   r   rH   r   r+   r0   r<   )r(   r   r3   rh   rr   r   r   test_rolling_min_resample  s    r   c                  C   s   dd t ddD } | tdddd | tdddd ttt ddd	d
g | d}|dd }| }tddddd	gtdd t ddD ddd}|d	 j
dd	 }t|| d S )Nc                 S   s   g | ]}t d d|qS r   r   r   r   r   r   rs     s     z0test_rolling_median_resample.<locals>.<listcomp>r   r   r   r[   rB   r   r@   rW   r   c                 S   s   t | S r   r   r   r   r   r   r     r   z.test_rolling_median_resample.<locals>.<lambda>r   r   r   r   c                 S   s   g | ]}t d d|dqS r   r   r   r   r   r   rs     s     r   r   rE   )r.   r   r   r   rx   r   r   r   rH   r   r+   r0   r<   )r   r3   rh   r   r   r   r   test_rolling_median_resample  s    r   c                  C   sD   d} t tj| jddd  t tj| jddd  d S )Ni N  rB   F)rE   rl   )r   r   r^   r_   r+   r   )nr   r   r    test_rolling_median_memory_error  s    r   	data_typec                 C   s   g | ]}t d | qS )r   r   dtype)rr   widthr   r   r   rs     s     rs   )r]      c                 C   s(   g | ] }d D ]}t | | qqS )Zuir   )rr   r   signr   r   r   rs     s       )r   rB   r]   r   c                 C   sp   t tjd| djdd }|jd tdks6tt tjd| djdd }|jd tdksltd S )NrW   r   r[   r   r   Zf8)	r   r   Zaranger+   r   Zdtypesr   r-   r   )r   r7   r   r   r   "test_rolling_min_max_numeric_types  s    r   c                 C   s   | j ddd S )Nr@   r   rD   )r+   r   r   r   r   r   r     r   c                 C   s   | j dddj| ddS r   r   r   r   r   r   r     r   c                 C   s   | j dddj| ddS r   r   r   r   r   r   r     r   c                 C   s   | j ddd S r   r   r   r   r   r   r     r   c                 C   s   | j ddd S r   r   r   r   r   r   r     r   c                 C   s   | j ddd S r   r   r   r   r   r   r     r   c                 C   s   | j ddd S r   r   r   r   r   r   r     r   c                 C   s   | j ddd S r   r   r   r   r   r   r     r   c                 C   s   | j ddd S r   r   r   r   r   r   r     r   c                 C   s   | j ddd S r   r   r   r   r   r   r     r   c                 C   s   | j ddd S r   r   r   r   r   r   r     r   c                 C   s   | j ddddS )Nr@   r[   rD   r   r   r   r   r   r   r     r   c                 C   s   | j ddd S r   r   r   r   r   r   r     r   c                 C   s   | j dddjtddS r   r   r   r   r   r   r     r   c                 C   s   | j dddjtddS r   r   r   r   r   r   r     r   c                 C   s   | j dddd S r   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 )Nr   ar   float64)r   r   r   r   r   r0   r<   r~   )
r   r|   r   Zdf1Zdf1_expectedZdf2Zdf2_expectedr   Z
df1_resultZ
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