a
    d                     @   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 d dlmZ ejdd Zejdd ZG d	d
 d
ZG dd dZG dd dZdd Zdd ZdS )    N)	DataFrameIndex
MultiIndexSeries	Timestamp
date_rangeto_datetime)BaseIndexer)get_groupbyc                   C   s    t g dg dtg ddS )z0Frame for testing times argument in EWM groupby.)
abcr   r   r   r   r   r   r   )
r   r   r      r   r      r   r      )

2020-01-01r   r   
2020-01-02
2020-01-10z
2020-01-22
2020-01-03
2020-01-23r   
2020-01-04ABC)r   r    r   r   i/var/www/html/stable-diffusion-webui/venv/lib/python3.9/site-packages/pandas/tests/window/test_groupby.pytimes_frame   s    r   c                   C   s.   t dgd dgd  dgd  tddS 	Nr      r      r      (   r   r   r   nparanger   r   r   r   
roll_frame+   s    r'   c                   @   sD  e Zd Zdd Zdd Zdd Zejdg dd	d
 Z	ejdddgdd Z
ejdg ddd Zejdddgddggdd Zejdddgdd Zejdddgdd Zejddddgdd ggfdddgddggfgd!d" Zd#d$ Zd%d& Zejd'dd(gd)d*ggd+d, Zd-d. Zd/d0 Zejd1g d2d3d4 Zd5d6 Zd7d8 Zd9d: Zd;d< Zejd=d>d?gd@dA ZdBdC ZdDdE ZdFdG ZdHdI ZejdJdKdLddMfdNi fgdOdP ZejdQdRdSidSfdRdTidUfgdVdW Z ejdXd(d*gdYdZ Z!d[d\ Z"d]d^ Z#d_d` Z$dadb Z%dcdd Z&ejdedLdfdgg dhfdLdLdgg difdjdjdgg dkfdjdjdlg dmfgdndo Z'ejdpe()dqdrgdsdtggdudv Z*dwdx Z+ejdydzgd{g d|igdzdUge,d}e,d~e,d}e,d~gg ddggdd Z-dd Z.dd Z/dd Z0dd Z1dd Z2dTS )TestRollingc                 C   sD   d}t jt|d |jddd W d    n1 s60    Y  d S )Nz4groupby\(\) got an unexpected keyword argument 'foo'matchr   r   )foo)pytestraises	TypeErrorgroupby)selfr'   msgr   r   r   !test_groupby_unsupported_argument1   s    z-TestRolling.test_groupby_unsupported_argumentc                 C   s   | d}t|dd}|jdd }|d j}t|| |dj }t|| |jd }t|| |j |jd }t|| d S )Nr   byc                 S   s   |  d S )Nr   rollingmeanxr   r   r   <lambda>:       z*TestRolling.test_getitem.<locals>.<lambda>r   )	r/   r
   r   applyr6   r7   tmassert_series_equalr   )r0   r'   g	g_mutatedexpectedresultr   r   r   test_getitem6   s    
zTestRolling.test_getitemc                 C   sd   | d}|jddd}t|dd}|jdd }|j }t|| |j }t|| d S )Nr   r   r   min_periodsr3   c                 S   s   | j ddd S )Nr   r   rD   )r6   countr8   r   r   r   r:   M   r;   z3TestRolling.test_getitem_multiple.<locals>.<lambda>)r/   r6   r
   r   r<   rF   r=   r>   )r0   r'   r?   rr@   rA   rB   r   r   r   test_getitem_multipleH   s    


z!TestRolling.test_getitem_multiplefsumr7   minmaxrF   ZkurtZskewc                    sr   |j ddd}|jdd}t|  }| fdd}|jddd	}t|d td
g}||_t	
|| d S )Nr   F
group_keys   windowc                    s   t | d  S NrP   getattrr6   r8   rI   r   r   r:   f   r;   z*TestRolling.test_rolling.<locals>.<lambda>r   Zaxisr"   r/   r6   rU   r<   dropr   from_arraysrangeindexr=   assert_frame_equalr0   rI   r'   r?   rG   rB   rA   expected_indexr   rV   r   test_rollingU   s    zTestRolling.test_rollingstdvarc                    sv   |j ddd}|jdd}t| dd}| fdd	}|jddd
}t|d tdg}||_t	
|| d S )Nr   FrN   rP   rQ   r   Zddofc                    s   t | d ddS )NrP   r   rc   rT   r8   rV   r   r   r:   t   r;   z/TestRolling.test_rolling_ddof.<locals>.<lambda>rW   r"   rX   r^   r   rV   r   test_rolling_ddofn   s    zTestRolling.test_rolling_ddofinterpolationZlinearlowerZhigherZmidpointZnearestc                    st   |j ddd}|jdd}|jd d}| fdd	}|jdd
d}t|d tdg}||_t	
|| d S )Nr   FrN   rP   rQ   皙?re   c                    s   |  djd dS )NrP   rh   ri   )r6   quantiler8   ri   r   r   r:      r;   z3TestRolling.test_rolling_quantile.<locals>.<lambda>r   rW   r"   )r/   r6   rj   r<   rY   r   rZ   r[   r\   r=   r]   )r0   re   r'   r?   rG   rB   rA   r_   r   ri   r   test_rolling_quantile|   s    
z!TestRolling.test_rolling_quantilezf, expected_valcorrr   cov      ?c              
   C   s   t tddgd dgd  g dd dddg}t tdg dd	d}t|jd
dd||}tjg|gd  d }t |dgtj	dgd dgd  dgd dgd  t
tddd gg ddd}t|| d S )N
   r      r   )r   r   r   rP   rp   )valueidx1idx2rr   rs   )rq   rs   r   levelrP   rq      )rr   rr   rs   namescolumnsr\   )r   r[   	set_indexrU   r/   r6   r%   nanr   rZ   listr=   r]   )r0   rI   Zexpected_valdfotherrB   expected_datarA   r   r   r   /test_rolling_corr_cov_other_same_size_as_groups   s,    &z;TestRolling.test_rolling_corr_cov_other_same_size_as_groupsc                    sV    d}|jdd}t| } fdd}||}tj|d< t|| d S )Nr   rP   rQ   c                    s   t | d S rS   rT   r8   rI   r'   r   r   func   s    zITestRolling.test_rolling_corr_cov_other_diff_size_as_groups.<locals>.func)r/   r6   rU   r<   r%   r|   r=   r]   r0   rI   r'   r?   rG   rB   r   rA   r   r   r   /test_rolling_corr_cov_other_diff_size_as_groups   s    


z;TestRolling.test_rolling_corr_cov_other_diff_size_as_groupsc                    sN   | d}|jdd}t|j dd} fdd}||}t|| d S )Nr   rP   rQ   Tpairwisec                    s   t | jd ddS )NrP   Tr   )rU   r   r6   r8   rV   r   r   r      s    z8TestRolling.test_rolling_corr_cov_pairwise.<locals>.func)r/   r6   rU   r   r<   r=   r>   r   r   rV   r   test_rolling_corr_cov_pairwise   s    

z*TestRolling.test_rolling_corr_cov_pairwisezfunc, expected_values      ?      @c                 C   s   t g dg dg dd}|dd}t|| }t dtjg |d  d	tjg  dtjg |d
  d	tjg  dtjg dg ddd}t	|| d S )N)g1g2r   r   )r   r   r   r   )r   r   rv   rP   r   r   r   r   r   rP   r   r   r   )r   r   ))r   r   r   )r   r   r   )r   r   r   )r   r   r   )r   r   r   )r   r   r   )r   r   r   )r   r   r   )r   NNrw   r\   )
r   r/   r6   rU   r%   r|   r   from_tuplesr=   r]   )r0   r   Zexpected_valuesr~   ZrolrB   rA   r   r   r   test_rolling_corr_cov_unordered   s$    
z+TestRolling.test_rolling_corr_cov_unorderedc                    sx   |j ddd}|jdd}|jdd  d}| fd	d}|jdd
d}t|d tdg}||_t	|| d S )Nr   FrN   rP   rQ   c                 S   s   |   S NrK   r8   r   r   r   r:      r;   z0TestRolling.test_rolling_apply.<locals>.<lambda>rawc                    s   |  djdd  dS )NrP   c                 S   s   |   S r   r   yr   r   r   r:      r;   zBTestRolling.test_rolling_apply.<locals>.<lambda>.<locals>.<lambda>r   )r6   r<   r8   r   r   r   r:      r;   r   rW   r"   )
r/   r6   r<   rY   r   rZ   r[   r\   r=   r]   )r0   r   r'   r?   rG   rB   rA   r_   r   r   r   test_rolling_apply   s    zTestRolling.test_rolling_applyc                 C   s   t dgd dgd  dgd d}|d}tg d}dd g|_t tjd	d	gd
 dg|d}|jd
d }t	
|| |  |jd
d }t	
|| d S )Nr+   r   barr   rv   r#   r   ))r   r   )r   rP   )r   rp   )r+   r   )r+   r   )r+   r          @r   r   ry   rQ   )r   r/   r   r   rx   r%   r|   r6   rK   r=   r]   )r0   r~   r?   mirA   rB   r   r   r   test_rolling_apply_mutability   s    $

z)TestRolling.test_rolling_apply_mutabilityzexpected_value,raw_valueT        Fc                 C   sl   dd }t g dg dd}|djdj||d}t|gd	 tjd
dd gddd}t	|| d S )Nc                 S   s   t t| tjS r   )int
isinstancer%   Zndarrayr8   r   r   r   isnumpyarray  s    z6TestRolling.test_groupby_rolling.<locals>.isnumpyarrayr   r   r   r   r   r   )idrq   r   r   r   r   )r   r   r   r   r   r   rw   rq   r\   name)
r   r/   rq   r6   r<   r   r   r   r=   r>   )r0   Zexpected_valueZ	raw_valuer   r~   rB   rA   r   r   r   test_groupby_rolling  s    z TestRolling.test_groupby_rollingc                 C   s  t tdd}||jddd }t tjgd tdd}t	
|| t tdd}||jddd }t tjgd	 td
d}t	
|| tdgd dgd  tdd}|djddd }ttjdddtjtjddddtjgtjddd gddgd}t	|| tdgd dgd  tdd}|djddd }ttjdddtjtjdddtjg
tjddd gddgd}t	|| d S )Nr   rv   Tr   )centerrR   rp   )r   r   r   r   r   rP   r   )rp   rP   r   rP   )r   r   r   r   r   r      r   r   r      r!   	   )r   r   r   r   r   r   r   r   r   rP   r   rp   r   rv   r   r   r   r!   r   r   )r   ro   rw   )r\   rz   ro   )
r   r   r   r   r   r   r   r   r   r   )r   r[   r/   r6   r7   r%   r|   r   r   r=   r>   r   r]   )r0   ZseriesrB   rA   r~   r   r   r   "test_groupby_rolling_center_center  sH    

" "z.TestRolling.test_groupby_rolling_center_centerc                 C   s   t tdddgd dgd  tddd	}|d
jdddddj }tg ddtj	dt
dfdt
dfdt
dfdt
dfdt
dfdt
dfdt
dfdt
dfdt
dfdt
dff
d
dgdd}t|| d S )Nr   r   group_1rv   group_2rP   ro   )Dategbrq   )datar   r   Tr   )onr   rE   )
r         ?r   g      @      @g      @      @      @r   r   rq   r   r   r   z
2020-01-05z
2020-01-06z
2020-01-07z
2020-01-08z
2020-01-09rw   r   r\   )r   r   r[   r/   r6   rq   r7   r   r   r   r   r=   r>   r0   r~   rB   rA   r   r   r   test_groupby_rolling_center_on^  s:    











z*TestRolling.test_groupby_rolling_center_onrE   )rp   rP   r   c                 C   s   t dgd dgd  tdd}d}|dj|d|d	 }| dd
g }g d}dd |D }td|d }tjg| }|||d|   | }	|||d|   | }
t dgd dgd  |	|
 d}t	
|| d S )Nr   ro   r   r   )groupr   rp   r   T)r   rE   r   )
r   r   r   r   r         @g      @r   r          @c                 S   s   g | ]}|d  qS )g      $@r   .0r9   r   r   r   
<listcomp>  r;   zGTestRolling.test_groupby_rolling_center_min_periods.<locals>.<listcomp>r   r   )r   r[   r/   r6   r7   Zreset_indexrM   r%   r|   r=   r]   )r0   rE   r~   window_sizerB   Z
grp_A_meanZ
grp_B_meanZnum_nansZnansZgrp_A_expectedZgrp_B_expectedrA   r   r   r   'test_groupby_rolling_center_min_periods  s"    "
z3TestRolling.test_groupby_rolling_center_min_periodsc                 C   s   t g dg dg dd}|ddg d }t tjtjdtjgdgtjd	dd gd
d}t	|| |dd d }t
tjtjdtjgtjd	dd gd
dd}t|| d S )N)r   r   r   r   )r   r   r   r   )ro   r      r   r   r   r   r   r   )r   r   r   r   r   rw   ry   r   )r   r/   r6   rM   r%   r|   r   r   r=   r]   r   r>   r   r   r   r   test_groupby_subselect_rolling  s*    z*TestRolling.test_groupby_subselect_rollingc                 C   s   G dd dt }tdg dd idgd dgd  d	gd  d
}||jj|dddd }||jjddd }t|| d S )Nc                   @   s   e Zd ZdddZdS )zFTestRolling.test_groupby_rolling_custom_indexer.<locals>.SimpleIndexerr   Nc                 S   sH   |d u r| j nd}tj|tjdd }| | j  }|||dk < ||fS )Nr   dtyper   )r   r%   r&   int64copy)r0   Z
num_valuesrE   r   closedstependstartr   r   r   get_window_bounds  s
    zXTestRolling.test_groupby_rolling_custom_indexer.<locals>.SimpleIndexer.get_window_bounds)r   NNNN)__name__
__module____qualname__r   r   r   r   r   SimpleIndexer  s        r   r   )r   r   r   r   r   r   r   rp   r   r   r   )r   rD   rR   rE   )r	   r   r/   r\   r6   rK   r=   r]   )r0   r   r~   rB   rA   r   r   r   #test_groupby_rolling_custom_indexer  s    *
z/TestRolling.test_groupby_rolling_custom_indexerc                 C   s   t tdtddddg tdgd d}|djdd	d
dd  }ttjddtjddgt	j
dtdfgd dtdfgd  dd	gddd}t|| d S )Nrv   r   r   r   
2019-01-01column1Zcolumn2r   dater   1Dr   leftr   r   r   r   r   r   r   rw   r   r   r[   r   r/   r6   rK   r   r%   r|   r   r   r=   r>   r   r   r   r   'test_groupby_rolling_subset_with_closed  s(    
		z3TestRolling.test_groupby_rolling_subset_with_closedc                 C   s   t tdtddddg tdgd d}|ddd	g jd
d	ddd  }ttjddtjddgt	j
dtdfgd dtdfgd  dd	gddd}t|| d S )Nrv   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   rw   r   r   r   r   r   r   .test_groupby_subset_rolling_subset_with_closed  s0    

	z:TestRolling.test_groupby_subset_rolling_subset_with_closedr   rM   rL   c                 C   sv   t g dtjg dddgddd}t||d| }t tjtjd	gtjg d
g dddd}t	|| d S )N)r   r   r   ))r   r9   )r   r   )r   z12rw   r   r   r   r   ))r   r   r9   )r   r   r   )r   r   r   )r   r   r   )
r   r   r   rU   r/   r6   r%   r|   r=   r>   )r0   r   ZdsrB   rA   r   r   r   "test_groupby_rolling_index_changed  s     z.TestRolling.test_groupby_rolling_index_changedc                 C   s   t dg i}|djdd }|jdd}tjtg ddtg ddgdd gd|_t	
|| t g g d	}|dd
gjdd }|jdd
gd}tjtg ddtg ddtg ddgg dd|_t	
|| d S )Ns1r   rQ   rz   float64r   r   rw   )r   s2r   )r   r   N)r   r/   r6   rK   rY   r   Zfrom_productr   r\   r=   r]   )r0   rA   rB   r   r   r    test_groupby_rolling_empty_frame  s$    


z,TestRolling.test_groupby_rolling_empty_framec                 C   s0  t ddtddddgddtddddgdd	tddd
dgddtddddgdd	tddddggg ddd}|d}| |d< |jddd}|dd }t ddtdddddgddtdddddgddtdddddgdd	tddd
ddgdd	tdddddggg ddddg}t|| d S )Nr   r     r   r   r   r   Zr   r   Hrv   Er   )r\   r   	eventTimer   r\   r   count_to_dateZ10dr   r   c                 S   s
   | j d S )Nr   )shaper~   r   r   r   r:   D  r;   z?TestRolling.test_groupby_rolling_string_index.<locals>.<lambda>r   r   r   )r\   r   r   r   )	r   r   r{   r/   Zcumcountr6   r<   r=   r]   )r0   r~   groupsZrolling_groupsrB   rA   r   r   r   !test_groupby_rolling_string_index4  s6    	
	
z-TestRolling.test_groupby_rolling_string_indexc                 C   s|   t ddgddgdjdddd }t tddgddggdd	gtjd
dgdd gdd}|jdd}t	
|| d S )Nr   r   )r+   r   r+   F)sortr   r   r   )r   r   r   rw   ry   r   )r   r/   r6   rL   r%   arrayr   r   rY   r=   r]   )r0   rB   rA   r   r   r   test_groupby_rolling_no_sortQ  s    z(TestRolling.test_groupby_rolling_no_sortc                 C   s   t tdtddddg tdddd}|djd	d
ddd  }ttjddtjddgdt	j
dtdfdtdfdtdfdtdfdtdfdtdfgdd
gdd}t|| d S )Nrv   r   r   r   Z20190101)r   periodsr   r   Z3dr   r   r   r   r   z
2018-12-27z
2018-12-29z
2018-12-31z
2018-12-28z
2018-12-30r   rw   r   )r   r[   r   r/   r6   rF   r   r%   r|   r   r   r   r=   r>   r   r   r   r   $test_groupby_rolling_count_closed_onb  s8    

	






z0TestRolling.test_groupby_rolling_count_closed_on)r   kwargsr6   r   r   	expandingc                 C   s   t ddgddgddgddgddggddgd}t|d|f i | }t tjgd tjdtjddgd	tjg d
dd gdd}|jdd}t	
|| d S )Nr   r   r   r   r   r   rp   g&?r   )r   r   )r   r   )r   r   r   rP   rw   r   )r   rU   r/   Zsemr%   r|   r   r   rY   r=   r]   )r0   r   r  r~   rB   rA   r   r   r   test_groupby_rolling_sem  s    &z$TestRolling.test_groupby_rolling_sem)rollingskeyr   r   Nr\   c                 C   s   t tddtjgg dg dd}|dkr6|d}tjt| dd	& |d
j	di | W d    n1 sv0    Y  d S )Nz2020-06-01 12:00z2020-06-01 14:00r   r   r   r\   r   z values must not have NaTr)   r   60min)r  )
r   r   r%   r|   r{   r,   r-   
ValueErrorr/   r6   )r0   r
  r  r~   r   r   r   "test_groupby_rolling_nans_in_index  s    
z.TestRolling.test_groupby_rolling_nans_in_indexrO   c                 C   s|   g dg dg}t j|dd}tg d|d}|jddg|dd	 }tg d
t jg dg ddd}t|| d S )Nval1r  val2rr   rs   rw   r   r   rr   rs   rN   r   )r   r   r   )r  r  r  r  r  )r  r  r  r  )rr   rs   rr   rs   )	r   rZ   r   r/   r6   r7   r   r=   r>   )r0   rO   arraysr\   srB   rA   r   r   r   test_groupby_rolling_group_keys  s    z+TestRolling.test_groupby_rolling_group_keysc                 C   s   g dg dg}t j|dd}tg dtdd|d}|dd	gd
 }tdg dit jg dg ddd}t	|| d S )Nr  r  rw   )r   r   r   r   r#   r   rr   r   r   r   )r   r   r   )r  r   r  r  r  )r  r   r  r  )rr   r   rr   rs   )
r   rZ   r   r[   r/   r6   r7   r   r=   r]   r0   r  r\   r~   rB   rA   r   r   r   1test_groupby_rolling_index_level_and_column_label  s    
z=TestRolling.test_groupby_rolling_index_level_and_column_labelc                 C   sX   t tdddgd d}|dd }tjg ddd gd	}t	|j
| d S )
Nr   r   r   rP   r   r   r   )r   r   )r   rP   )r   rv   r   r   )r   rp   )r   r   rw   )r   r%   r&   r/   r6   r7   r   r   r=   assert_index_equalr\   r0   r~   rB   r_   r   r   r   )test_groupby_rolling_resulting_multiindex  s    z5TestRolling.test_groupby_rolling_resulting_multiindexc                 C   sf   t tdddgd g dd d}|dd	gd }tjg d
g dd}t	|j
| d S )Ng      (@r   r   rv   r   r   r   rP   r   r   r   r   ))r   r   r   )r   r   rP   )r   r   r!   )r   r   r   )r   r   rv   )r   r   ro   )r   r   r   )r   r   rp   )r   r   r   )r   rP   r   )r   rP   r   )r   rP   r   )r   r   Nrw   )r   r%   r&   r/   r6   rK   r   r   r=   r  r\   r  r   r   r   *test_groupby_rolling_resulting_multiindex2  s    &z6TestRolling.test_groupby_rolling_resulting_multiindex2c                 C   st   t tdddgd g dd d}|jddd	}|d
d }tjg dg dd}t	j
|j|dd d S )Nr   r   r   rP   r  r   r   T)appendr   r   ))r   r   r   r   )r   rP   r   )r   rv   r   )r   r   r   )r   r   rP   )r   rp   r   )r   r   rP   )r   Nr   rw   equiv)exact)r   r%   r&   r{   r/   r6   r7   r   r   r=   r  r\   r  r   r   r   *test_groupby_rolling_resulting_multiindex3  s    &
z6TestRolling.test_groupby_rolling_resulting_multiindex3c                 C   sJ   |j ddd}|dd j}|jdd}|dd j}t|| d S )	Nr   FrN   c                 S   s   |  d S rS   r6   rK   r8   r   r   r   r:     r;   zUTestRolling.test_groupby_rolling_object_doesnt_affect_groupby_apply.<locals>.<lambda>rP   rQ   c                 S   s   |  d S rS   r#  r8   r   r   r   r:     r;   )r/   r<   r\   r6   r=   r  )r0   r'   r?   rA   _rB   r   r   r   7test_groupby_rolling_object_doesnt_affect_groupby_apply
  s
    zCTestRolling.test_groupby_rolling_object_doesnt_affect_groupby_apply)rR   rE   r   rA   r   r   )Nr   r   r   Nr   r   r   )NNr   r   NNr   r   rP   )NNNNNNNNright)NNNr   NNNr   c                 C   sx   t g d}|g dj|||dd}t tj|ddttddgg d	gg d
g dgdd}t|| d S )N)r   r   r   rP   rp   rv   r   r!   )r   r   r   r   r   r   r   r   )rR   rE   r   r   r   r   r   r   )r   r   r   r   rP   rp   rv   r   )r   r   r   r   r   r   r   r   )r   r   rP   rv   r   r   rp   r   )levelscodesr   )	r   r/   r6   rb   r%   r  r   r=   r]   )r0   rR   rE   r   rA   r~   rB   Zexpected_resultr   r   r   test_groupby_rolling_var  s    
z$TestRolling.test_groupby_rolling_varrz   )r    )r   r   r   r   c                 C   s|   t ddggd ddggd  ddggd  |d}|d	}|jjd
d}|d}| }d	|jvsjJ t|j| d S )Nr   r   r   r   r    r   r!   r   r   T)deeprP   )	r   r/   objr   r6   rK   rz   r=   r]   )r0   rz   r~   r?   Zoriginal_objrG   rB   r   r   r   test_by_column_not_in_values+  s    2

z(TestRolling.test_by_column_not_in_valuesc                 C   s   g dg dg}t j|dd}tdg di|d}|jdd	d d
 }ttjdtjdgt j	g dg dddd}t
|| d S )N)Falconr.  Parrotr/  )CaptiveWildr0  r1  )AnimalTyperw   z	Max Speed)g     `x@g     u@g      >@g      4@r   r   rt   r   g      @g      I@))r.  r.  r0  )r.  r.  r1  )r/  r/  r0  )r/  r/  r1  )r2  r2  r3  r   )r   rZ   r   r/   r6   rK   r   r%   r|   r   r=   r>   r  r   r   r   test_groupby_level8  s    	zTestRolling.test_groupby_levelzby, expected_datar   num)      Y@     b@r7        i@
2018-01-01
2018-01-02)r6  r8  r7       @o@)r   r5  c                    s   g dg dg dg dg}t |g dd t d  d<  dg  fdd	|D } j|d
djddd }dg di}|| t | jd}t	|| d S )N)r   r9  r6  )r   r:  r8  )r   r9  r7  )r   r:  r;  )r   r   r5  r   r   c                    s   g | ]}t  |qS r   )rU   )r   attrr   r   r   r   n  r;   z3TestRolling.test_as_index_false.<locals>.<listcomp>F)Zas_indexr   r   r   r   )r   r   r   r   r   )
r   r   r{   r/   r6   r7   updater\   r=   r]   )r0   r4   r   r   Zgp_byrB   rA   r   r   r   test_as_index_falseP  s$    
zTestRolling.test_as_index_falsec           
      C   s   t |j}d}t |d|}d|d< d}t ||}t j|d< d|d< t||dd}|dd jd	dd
	 }t
|dttdgd dg |ddtdgd dg |ddgd}	t||	 d S )N  r   r   g52DE)r\   adl2r\   rA  ro   r   i  )r   r   r   )r%   r   typerepeatr|   r   r{   r/   r6   r7   r   r   rZ   r   r=   r>   )
r0   Zany_int_numpy_dtypetypsizeidxvalZarrr~   rB   rA   r   r   r   test_nan_and_zero_endpoints{  s4    

z'TestRolling.test_nan_and_zero_endpointsc                    sh   g d}d t  fdd|D }tjtdd$ |djdd	d
 W d    n1 sZ0    Y  d S )N)r   r   r   r   r?  c                    s(   g | ] }t d |   |d ddqS )r   r   *   )tr9   r   r   r   secr   r   r     r;   zBTestRolling.test_groupby_rolling_non_monotonic.<locals>.<listcomp>z.* must be monotonicr)   r   rJ  Z3s)r   rR   )r   r,   r-   r  r/   r6   )r0   Zshuffledr~   r   rL  r   "test_groupby_rolling_non_monotonic  s    z.TestRolling.test_groupby_rolling_non_monotonicc                 C   s   g dg dg dg dg dg dg dg dg d	g d
g
}t |g dd}t|d |d< |d}|dddd }|djdddd  }t	|| d S )N)Davidz1/1/2015d   )rO  z1/5/2015  )rO  z	5/30/20152   )rO  z	7/25/2015rR  )Ryanz1/4/2014rP  )rS  z	1/19/2015rQ  )rS  z	3/31/2016rR  )Joez7/1/2015rP  )rT  z9/9/2015rQ  )rT  z
10/15/2015rR  )r   r   amount)r   rz   r   r   c                 S   s   |  dd  S )N180DrU  r#  r8   r   r   r   r:     r;   z4TestRolling.test_groupby_monotonic.<locals>.<lambda>rV  r   rU  )
r   r   Zsort_valuesr{   r/   r<   r6   rK   r=   r>   )r0   r   r~   rA   rB   r   r   r   test_groupby_monotonic  s,    

z"TestRolling.test_groupby_monotonicc                 C   s   t dddd}tdgd dgd  dgd	  t||ftd
d}|dddd }|djdddj	
 }t|| d S )Nz2016-01-01 09:30:00r   r  )r   r  freqr   r   r    r   r!   r"   r   r   r   c                 S   s   |  dd  S )N4sr   r5   r8   r   r   r   r:     r;   zJTestRolling.test_datelike_on_monotonic_within_each_group.<locals>.<lambda>rY  r   )r   r   r%   Zconcatenater&   r{   r/   r<   r6   r   r7   r=   r>   )r0   datesr~   rA   rB   r   r   r   ,test_datelike_on_monotonic_within_each_group  s    	z8TestRolling.test_datelike_on_monotonic_within_each_groupc                 C   sx   t dgd dgd  dd dD d tdd}tjtd	d
$ |djddd W d    n1 sj0    Y  d S )Nr   r   r   c                 S   s   g | ]}t |d d qS r   rK  )r   yearr   r   r   r     r;   zPTestRolling.test_datelike_on_not_monotonic_within_each_group.<locals>.<listcomp>)i  i  r   rv   r   z&Each group within B must be monotonic.r)   r   Z365Dr   r   )r   r[   r,   r-   r  r/   r6   )r0   r~   r   r   r   0test_datelike_on_not_monotonic_within_each_group  s    z<TestRolling.test_datelike_on_not_monotonic_within_each_group)3r   r   r   r2   rC   rH   r,   markparametrizer`   rd   rk   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r  r  r	  r  r  r  r  r  r"  r%  r)  r   r   r-  r4  r   r>  rH  rN  rW  r[  r^  r   r   r   r   r(   0   s   





&
 
A#

 


	



 r(   c                   @   s   e Zd Zejdd Zejdg ddd Zejdddgd	d
 Z	ejdg ddd Z
ejdddgdd Zdd ZdS )TestExpandingc                 C   s.   t dgd dgd  dgd  tddS r   r$   )r0   r   r   r   frame  s    zTestExpanding.framerI   rJ   c                    sn   |j ddd}| }t|  }| fdd}|jddd}t|d tdg}||_t	
|| d S )	Nr   FrN   c                    s   t |    S r   rU   r  r8   rV   r   r   r:     r;   z.TestExpanding.test_expanding.<locals>.<lambda>r   rW   r"   r/   r  rU   r<   rY   r   rZ   r[   r\   r=   r]   r0   rI   rb  r?   rG   rB   rA   r_   r   rV   r   test_expanding  s    zTestExpanding.test_expandingra   rb   c                    sr   |j ddd}| }t| dd}| fdd}|jddd	}t|d td
g}||_t	
|| d S )Nr   FrN   r   rc   c                    s   t |   ddS )Nr   rc   rc  r8   rV   r   r   r:     r;   z3TestExpanding.test_expanding_ddof.<locals>.<lambda>r   rW   r"   rd  re  r   rV   r   test_expanding_ddof  s    z!TestExpanding.test_expanding_ddofre   rf   c                    sp   |j ddd}| }|jd d}| fdd}|jddd	}t|d td
g}||_t	
|| d S )Nr   FrN   rh   ri   c                    s   |   jd dS )Nrh   ri   )r  rj   r8   ri   r   r   r:     r;   z7TestExpanding.test_expanding_quantile.<locals>.<lambda>r   rW   r"   )r/   r  rj   r<   rY   r   rZ   r[   r\   r=   r]   )r0   re   rb  r?   rG   rB   rA   r_   r   ri   r   test_expanding_quantile
  s    
z%TestExpanding.test_expanding_quantilerl   rm   c           
         s    d}| }t| } fdd}||}ttddttdd }tj|j|df< tj|d< t	
|| t|j d	d
} fdd}	||	}t	|| d S )Nr   c                    s   t |   S r   rc  r8   rI   rb  r   r   func_0#  s    z5TestExpanding.test_expanding_corr_cov.<locals>.func_0r   =   H   q   r   Tr   c                    s   t | j  ddS )NTr   )rU   r   r  r8   rV   r   r   func_12  s    z5TestExpanding.test_expanding_corr_cov.<locals>.func_1)r/   r  rU   r<   r}   r[   r%   r|   Zilocr=   r]   r   r>   )
r0   rI   rb  r?   rG   rB   rj  rA   Znull_idxrn  r   ri  r   test_expanding_corr_cov  s    



z%TestExpanding.test_expanding_corr_covc                    st   |j ddd}| }|jdd  d}| fdd}|jddd	}t|d td
g}||_t	|| d S )Nr   FrN   c                 S   s   |   S r   r   r8   r   r   r   r:   =  r;   z4TestExpanding.test_expanding_apply.<locals>.<lambda>r   c                    s   |   jdd  dS )Nc                 S   s   |   S r   r   r   r   r   r   r:   >  r;   zFTestExpanding.test_expanding_apply.<locals>.<lambda>.<locals>.<lambda>r   )r  r<   r8   r   r   r   r:   >  r;   r   rW   r"   )
r/   r  r<   rY   r   rZ   r[   r\   r=   r]   )r0   r   rb  r?   rG   rB   rA   r_   r   r   r   test_expanding_apply8  s    z"TestExpanding.test_expanding_applyN)r   r   r   r,   fixturerb  r_  r`  rf  rg  rh  ro  rp  r   r   r   r   ra    s   




ra  c                
   @   s   e Zd Zejddg dgdejdddggdejd	d
dgggdd Zejddejdddggdejd	ddgggdd Z	dd Z
dd Zdd ZdS )TestEWMzmethod, expected_datar7   )r   gUUUUUU?gm۶m?g""""""@ra   g۞?g?gt ?rb   rn   gn۶m۶?g++?c                 C   sd   t dgd tdd}t|djdd| }t d|itjg ddd gd	d
}t|| d S )Nr   rP   r#   r   r   comr   )r   r   r   r   rw   r   )	r   r[   rU   r/   ewmr   r   r=   r]   r0   methodr   r~   rB   rA   r   r   r   test_methodsH  s    
zTestEWM.test_methodsrl   r   r   rm   grڶ?g߿yq+?c                    s   t dgd tdd}t|djdd  }t d|itjg dg d	d
d}t|| |d	 fdd}t|| d S )Nr   rP   r#   r   r   rs  r   ))r   r   r   )r   r   r   )r   r   r   )r   r   r   )r   NNrw   r   c                    s   t | jdd  S )Nr   rs  )rU   ru  r8   rw  r   r   r:   x  r;   z/TestEWM.test_pairwise_methods.<locals>.<lambda>)
r   r[   rU   r/   ru  r   r   r=   r]   r<   rv  r   ry  r   test_pairwise_methodsb  s    zTestEWM.test_pairwise_methodsc                 C   s\   d}| d}|dj||d }tdg ditjg ddd gdd	}t|| d S )
N23 daysr   r   halflifetimesr   )
r   gCus=?g;pGR?gZkB?r   g>(?g8Kr?r   gҧU?gA9w?)
r   r   )r   rv   )r   r   )r   r   r  r   )r   r   )r   rp   )r   r!   rw   r   )	popr/   ru  r7   r   r   r   r=   r]   )r0   r   r}  r~  rB   rA   r   r   r   
test_times{  s    
zTestEWM.test_timesc                 C   sN   d}| d}|d}|j||d }|j||jd }t|| d S )Nr{  r   r   r|  )r  r/   ru  r7   valuesr=   r]   )r0   r   r}  r~  r   rB   rA   r   r   r   test_times_array  s    

zTestEWM.test_times_arrayc              	   C   s   t g dtddddtdd}|djdd	d
}| }t tdddddgd dtjg dttdgdd gdd}t	
|| |d  }tdgd tjg dtddddgdd	gddd}t	|| | }t	
|| d S )N)r   r   r   r   r   z2021-9-1rp   r   )r  rX  )r   	timestampr   r   Z1Hr  r   r   )r  r   rw   r   r   r   )r   r   r[   r/   r6   rF   r   rZ   r}   r=   r]   r   r>   )r0   r~   grprB   Zexpected_dfZexpected_seriesr   r   r   "test_dont_mutate_obj_after_slicing  s>    	z*TestEWM.test_dont_mutate_obj_after_slicingN)r   r   r   r,   r_  r`  r%   r|   rx  rz  r  r  r  r   r   r   r   rr  G  s    

"
'	rr  c                  C   s   t g dg dd} | dg}|dj| d}tjg ddd gd}t tjtjtjgtjd	d	gd|d
}t	|| d S )N)r\  r\  r\  rP   rp   rv   r   r   r   r   ))r\  r   )r\  r   )r\  r   rw   r   r   
r   r/   r6   rl   r   r   r%   r|   r=   r]   r~   r   rB   r\   rA   r   r   r   .test_rolling_corr_with_single_integer_in_index  s    r  c                  C   s   t g dg dd} | dg}|dj| d}tjg ddd gd}t tjtjtjgtjd	d	gd|d
}t	|| d S )N)r   r   r   r  r   r   r   r  ))r   r   )r   r   )r   r   rw   r   r   r  r  r   r   r   &test_rolling_corr_with_tuples_in_index  s    r  )numpyr%   r,   Zpandasr   r   r   r   r   r   r   Zpandas._testingZ_testingr=   Zpandas.api.indexersr	   Zpandas.core.groupby.groupbyr
   rq  r   r'   r(   ra  rr  r  r  r   r   r   r   <module>   s,   $	

       >` 