U
    -e[                     @   s   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 ejdd Zejdd ZG dd	 d	Zejd
ddgdd ggdd ZdS )    N)	DataFrameIndex
MultiIndexNaTSeries	Timestamp
date_range)offsetsc                   C   s"   t tddddtdddS )N20130101   speriodsfreqABr   )r   r   range	set_index r   r   k/var/www/html/Darija-Ai-Train/env/lib/python3.8/site-packages/pandas/tests/window/test_timeseries_window.pyregular   s
    r   c                  C   s8   t dtdi} tdtdtdtdtdg| _| S )Nr   r   20130101 09:00:0020130101 09:00:0220130101 09:00:0320130101 09:00:0520130101 09:00:06)r   r   r   index)dfr   r   r   ragged   s    r   c                   @   s  e Zd Zdd Zdd Zejdde	dgdd	 Z
ejdd
eddgdd Zejdddedddggdd Zdd Zdd Zdd Zdd Zdd Zdd  Zd!d" Zd#d$ Zd%d& Zd'd( Zd)d* Zd+d, Zd-d. Zd/d0 Zd1d2 Zd3d4 Zd5d6 Z d7d8 Z!d9d: Z"d;d< Z#d=d> Z$ejd?d@dAdBgdC fd@dDdBgdE dFg fd@dGdBgdE dHg fdIdAdBgdC fdIdDdBgdE dFg fdIdGdBgdE dHg fdAdAdBgdC fdAdDdBgdE dFg fdAdGdBgdE dHg fdJdAdBgdC fdJdDdBgdE dFg fdJdGdBgdE dHg fdKdAdBgdC fdKdDdBgdE dFg fdKdGdBgdE dHg fgdLdM Z%ejdNdOdDdPdQdRdSdTdUdAdGg
dVdW Z&dXdY Z'dZd[ Z(d\d] Z)d^d_ Z*d`da Z+dbS )cTestRollingTSc                 C   sP   t ddddtjdgitdtdtdtd	td
gd}| |d  d S )Nr   r            r   r   r   r   r   r   2s)r   npnanr   rollingsumselfr   r   r   r   test_doc_string*   s    
zTestRollingTS.test_doc_stringc              	   C   s\   d}t jt|d |jdd W 5 Q R X d}t jt|d | jdd W 5 Q R X d S )Nz@passed window foobar is not compatible with a datetimelike indexmatchfoobarwindowwindow must be an integer)pytestraises
ValueErrorr(   reset_index)r+   r   msgr   r   r   test_invalid_window_non_int8   s    z)TestRollingTS.test_invalid_window_non_intr   Z2MSr"   c              	   C   s.   d}t jt|d |j|d W 5 Q R X d S )Nz-\<2 \* MonthBegins\> is a non-fixed frequencyr-   r0   r3   r4   r5   r(   )r+   r   r   r7   r   r   r   test_invalid_window_nonfixedB   s    z*TestRollingTS.test_invalid_window_nonfixed1DZ2msc                 C   s   |j |d d S )Nr0   )r(   )r+   r   r   r   r   r   test_valid_windowI   s    zTestRollingTS.test_valid_windowminp      ?Zfoor!      c              	   C   s0   d}t jt|d |jd|d W 5 Q R X d S )NzQlocal variable 'minp' referenced before assignment|min_periods must be an integerr-   r;   r1   min_periodsr9   )r+   r=   r   r7   r   r   r   test_invalid_minpM   s    zTestRollingTS.test_invalid_minpc              	   C   s   |}d}t jt|d |jddd W 5 Q R X | }tdt|d|d< |jd	dd  d
}t jt|d |jd	dd W 5 Q R X |jd	ddj  d S )NzSinvalid on specified as foobar, must be a column \(of DataFrame\), an Index or Noner-   r%   r/   )r1   onr
   r   CZ2dr2   r   )	r3   r4   r5   r(   copyr   lenr)   r   )r+   r   r   r7   r   r   r   test_onW   s    zTestRollingTS.test_onc                 C   sb   t tddddtdd}|jjs(t|jddd  |d}|j	jsPt|d  d S )	Nr
   r   r   r   r   r%   r   rC   )
r   r   r   r   is_monotonic_increasingAssertionErrorr(   r)   r   r   r*   r   r   r   test_monotonic_ono   s    
zTestRollingTS.test_monotonic_onc              	   C   s   t tddddtdd}|d}|j }|d |d< ||_|jjrNtd	}tj	t
|d
 |d  W 5 Q R X | }d}tj	t
|d
 |jddd  W 5 Q R X d S )Nr
   r   r   r   r   r   r?   r   zindex values must be monotonicr-   r%   zNinvalid on specified as A, must be a column \(of DataFrame\), an Index or NonerI   )r   r   r   r   r   Zto_listrJ   rK   r3   r4   r5   r(   r)   r6   )r+   r   Znon_monotonic_indexr7   r   r   r   test_non_monotonic_on|   s     

z#TestRollingTS.test_non_monotonic_onc                 C   s   t tdtddddd}tdtdtdtdtd	g|d
< |d
dj jdd}|jdd
dj }t	
|| |d
ddg   dd
g }|jdd
ddg  }t	|| d S )Nr   r   3sr   )r   rE   r   r   r   r   r   r%   T)droprI   r   )r   r   r   r   r   r(   r   r)   r6   tmassert_series_equalassert_frame_equal)r+   r   expectedresultr   r   r   test_frame_on   s     		$zTestRollingTS.test_frame_onc              
   C   s  t dddddgdddtjdgttdtdtdtd	td
gddddgd}t dddddgdddtjdg|d ddddgd}|jddd }|}t|| t	dddtjdgdd}|jdddj
 }t|| |dddg }|jddddddg  }t|| d S )Nr   r!   r"   r?   r#   r   r   r   r   r   )r   r   rE   r   rE   r   )columns           r%   rI   )name)r   r&   r'   r   r   r(   r)   rP   rR   r   r   rQ   )r+   r   Z	expected1rT   rS   r   r   r   test_frame_on2   s6    $zTestRollingTS.test_frame_on2c                 C   s   |  }tdddd|_|jddd }|jdd }t|| tddd	d|_|jddd }|jd	dd }t|| |jddd }|jd	dd }t|| |jdd }|jd	d }t|| d S )
Nr
   r   Dr   r!   r@   r;   r0   Z2D)rF   r   r   r(   r)   rP   rR   r+   r   r   rS   rT   r   r   r   test_basic_regular   s    z TestRollingTS.test_basic_regularc                 C   sd   |}|j ddd }| d }t|| |j ddd }|j ddd }t|| d S )Nr"   r!   rA   r%   )r(   r)   rP   rR   r\   r   r   r   test_min_periods   s    zTestRollingTS.test_min_periodsc              	   C   sd  t ddgd itdtdtdtdtdgd	}d
}tjt|d |jddd W 5 Q R X | }dddddg|d< |jddd }t	|| |d }t	|| | }dddddg|d< |jddd }t	|| | }t
jddddg|d< |jddd }t	|| | }t
jdddt
jg|d< |jddd }t	|| d S )Nr   r!   r   z20130101 09:00:01r   r   z20130101 09:00:04r   r$   z3closed must be 'right', 'left', 'both' or 'neither'r-   r%   Zblabla)r1   closedr>   r"   right)r`   r?   ZbothleftZneither)r   r   r3   r4   r5   r(   rF   r)   rP   rR   r&   r'   )r+   r   r   r7   rS   rT   r   r   r   test_closed   s<    zTestRollingTS.test_closedc                 C   s  |}|j ddd }| }dddddg|d< t|| |j d	dd }| }ddddd
g|d< t|| |j d	dd }| }tjtjdtjd
g|d< t|| |j ddd }| }ddddd
g|d< t|| |j dd }| }ddddd
g|d< t|| |j ddd }| }dddddg|d< t|| |j ddd }| }tjtjdddg|d< t|| |j ddd }| }dddddg|d< t|| d S )N1sr!   r@   rW   r"   r?   r#   r   r%   rX   rN   r   r0   Z4s   	   5s
   )r(   r)   rF   rP   rR   r&   r'   r+   r   r   rT   rS   r   r   r   test_ragged_sum&  sB    zTestRollingTS.test_ragged_sumc                 C   sx   |}|j ddd }| }dddddg|d< t|| |j d	dd }| }ddd
ddg|d< t|| d S Nrd   r!   r@   rW   r"   r?   r#   r   r%         ?      @      @)r(   meanrF   rP   rR   ri   r   r   r   test_ragged_meanP  s    zTestRollingTS.test_ragged_meanc                 C   sx   |}|j ddd }| }dddddg|d< t|| |j d	dd }| }ddd
ddg|d< t|| d S rk   )r(   medianrF   rP   rR   ri   r   r   r   test_ragged_median\  s    z TestRollingTS.test_ragged_medianc                 C   s|   |}|j dddd}| }dddddg|d	< t|| |j d
ddd}| }dddddg|d	< t|| d S )Nrd   r!   r@         ?rW   r"   r?   r#   r   r%   rl   rm   rn   )r(   quantilerF   rP   rR   ri   r   r   r   test_ragged_quantileh  s    z"TestRollingTS.test_ragged_quantilec                 C   s   |}|j dddjdd}| }dgd |d< t|| |j dddjdd}| }tjgd |d< t|| |j d	ddjdd}| }dgd
gd  |d< t|| |j dddjdd}| }tjddddg|d< t|| d S )Nrd   r!   r@   r   ZddofrW   r   r   rN   rs   r#   rg   g۞?r>   gPS?)r(   stdrF   rP   rR   r&   r'   ri   r   r   r   test_ragged_stdt  s"    zTestRollingTS.test_ragged_stdc                 C   s   |}|j dddjdd}| }dgd |d< t|| |j dddjdd}| }tjgd |d< t|| |j d	ddjdd}| }dgd
gd  |d< t|| |j dddjdd}| }tjddddg|d< t|| d S )Nrd   r!   r@   r   rv   rW   r   r   rN   g      ?r#   rg   rs   r>   g?)r(   varrF   rP   rR   r&   r'   ri   r   r   r   test_ragged_var  s"    zTestRollingTS.test_ragged_varc                 C   s~   |}|j ddd }| }tjgd |d< t|| |j ddd }| }tjgd dddg |d< t|| d S )	NrN   r!   r@   r   r   rg   r"   rW   )r(   skewrF   r&   r'   rP   rR   ri   r   r   r   test_ragged_skew  s    zTestRollingTS.test_ragged_skewc                 C   sz   |}|j ddd }| }tjgd |d< t|| |j ddd }| }tjgd dg |d< t|| d S )	NrN   r!   r@   r   r   rg   r#   g333333)r(   kurtrF   r&   r'   rP   rR   ri   r   r   r   test_ragged_kurt  s    zTestRollingTS.test_ragged_kurtc                 C   s   |}|j ddd }| }dddddg|d< t|| |}|j dd }t|| |j ddd }| }dddddg|d< t|| |j ddd }| }tjtjdtjdg|d< t|| d S )	Nrd   r!   r@   r>   r   r0   r%   r"   )r(   countrF   rP   rR   r&   r'   ri   r   r   r   test_ragged_count  s     zTestRollingTS.test_ragged_countc                 C   s   t tddddddddd	gd
d}|d }| }ddddd	g|d< t|| t tdddddd	dd	dgd
d}t|| |d }| }dd	ddd	g|d< t|| |d }| }dd	dddg|d< t|| d S )Nr
   r   r   r   rW   r!   r"   r?   r#   r   r   rd   r   r%   g      @rg   )r   r   r   r(   minrF   rP   rR   r+   r   rT   rS   r   r   r   test_regular_min  s.    zTestRollingTS.test_regular_minc                 C   s   |}|j ddd }| }dddddg|d< t|| |j d	dd }| }dddddg|d< t|| |j d
dd }| }dddddg|d< t|| d S )Nrd   r!   r@   rW   r"   r?   r#   r   r%   rg   r   )r(   r   rF   rP   rR   ri   r   r   r   test_ragged_min  s    zTestRollingTS.test_ragged_minc                 C   s   d}t dtj|itd|ddd}|jddd	 }|d
 }|| dk   s^t	|jddd	 }|d }|| dk   st	d S )Ni'  r   r
   r   r   r$   r"   r!   r^   r%   g{Gz?   Z200s)
r   r&   randomZrandnr   r(   r   allboolrK   )r+   NZdfprS   rT   r   r   r   test_perf_min  s     zTestRollingTS.test_perf_minc                 C   s   |}|j ddd }| }dddddg|d< t|| |j d	dd }| }dddddg|d< t|| |j d
dd }| }dddddg|d< t|| d S )Nrd   r!   r@   rW   r"   r?   r#   r   r%   rg   )r(   maxrF   rP   rR   ri   r   r   r   test_ragged_max  s    zTestRollingTS.test_ragged_maxzfreq, op, result_datamsr   rW   rh   ro   rf   gqq?r   g       @r   hr[   c                 C   sn   t dd| dd}td|dd}tj|jd< d	|jd
< t|jd| d| }t||d}t|| d S )Nz2018-1-1 01:00:001rh   )startr   r   r   float)datar   Zdtyper!   r"   10r0   )r   r   )	r   r   r&   r'   Zilocgetattrr(   rP   rQ   )r+   r   opZresult_datar   r   rT   rS   r   r   r   test_freqs_ops  s    
zTestRollingTS.test_freqs_opsfr)   r   rq   rw   ry   r}   r{   c                 C   sh   |d }|j dd}|j dd}t|| }t|| }t|| |d}|d}t|| d S )Nr"   r!   r0   rd   rs   )r(   r   rP   rR   rt   )r+   r   r   r   ZerrrT   rS   r   r   r   test_all7  s    

zTestRollingTS.test_allc                    s   | t dtditddddd}|dd}|jd	d
}t|  } fdd}||jj	
|jddd}t|| d S )Nr   2   r
   Hr   r$   09:0016:00Z5Hr0   c                    s"   |  dd} t| jddd  S )Nr   r   r   r!   r^   )between_timer   r(   )xr   r   r   
agg_by_dayf  s    z+TestRollingTS.test_all2.<locals>.agg_by_dayr   T)levelrO   )r   r&   aranger   r   r(   r   groupbyr   dayapplyr6   rP   rR   )r+   Zarithmetic_win_operatorsr   Zdftr   rT   r   rS   r   r   r   	test_all2T  s     zTestRollingTS.test_all2c                 C   s   t dddd}ttt||d}|d }ttjgdgt|d   |d}t	|| |jd	dd
 }t	|| |d }ttjdgdgt|d	   |d}t	|| |jddd
 }t	|| d S )Nz
2017-01-01   Z1hr   r$   Z2hrs   r!   r"   r^   Z3hr>   r?   )
r   r   r&   r   rG   r(   Zcovr'   rP   rQ   )r+   idxssrT   rS   Z	expected2r   r   r   test_rolling_cov_offsetp  s    "$z%TestRollingTS.test_rolling_cov_offsetc                 C   st   t dt dt dt dt dg}tddddd	d
gi|d}|d }tddddddgi|d}t|| d S )Nz20190101 09:00:30z20190101 09:00:27z20190101 09:00:20z20190101 09:00:18z20190101 09:00:10columnr?   r#   r   re   r$   rg   rm   g      @      @)r   r   r(   r   rP   rR   )r+   r   r   rT   rS   r   r   r    test_rolling_on_decreasing_index  s    z.TestRollingTS.test_rolling_on_decreasing_indexc                 C   s>   t dg ig d}|d }t dg ig d}t|| d S )Nr   r$   rg   )r   r(   r   rP   rR   r   r   r   r   test_rolling_on_empty  s    z#TestRollingTS.test_rolling_on_emptyc                 C   sz   t dtditjtdddtdgddgd	d
}|jd|jdd }t dddddddgi|jd
}t	
|| d S )Nr   re   Z20190101r?   rD   r"   dateseq)namesr$   Z10drI   rW   r>   rm   r   g      $@g      .@)r   r   r   Zfrom_productr   r(   r   Zget_level_valuesr)   rP   rR   r   r   r   r   !test_rolling_on_multi_index_level  s    
  z/TestRollingTS.test_rolling_on_multi_index_levelN),__name__
__module____qualname__r,   r8   r3   markparametrizer	   Z
MonthBeginr:   ZDayr<   r&   arrayrB   rH   rL   rM   rU   rZ   r]   r_   rc   rj   rp   rr   ru   rx   rz   r|   r~   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r    &   s   



	 $+*

r    z	msg, axisr   r!   r   c              	   C   sh   t dtg}|dkrdnd|i}ttdf|}tjt|  dd |jd|d		  W 5 Q R X d S )
NZ2020r!   rV   r   r"   z values must not have NaTr-   r[   )axis)
r   r   r   r&   eyer3   r4   r5   r(   ro   )r7   r   r   kwargsr   r   r   r   test_nat_axis_error  s
    r   )numpyr&   r3   Zpandasr   r   r   r   r   r   r   Zpandas._testingZ_testingrP   Zpandas.tseriesr	   Zfixturer   r   r    r   r   r   r   r   r   r   <module>   s    $	

     