o
    7?eR                     @   s  d dl mZ d dlZd dlZd dlmZ d dlmZ d dl	Z
d dl	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 d	d
 Zdd Zdd Zdd Zdd Zdd Zdd Zejdg d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&d)d* Z'd+d, Z(d-d. Z)d/d0 Z*d1d2 Z+d3d4 Z,ejd5d6gd6d7ggd8d9 Z-ejd:d;d<gd=d> Z.d?d@ Z/ejd5d6gd6d7ggdAdB Z0dCdD Z1dEdF Z2dGdH Z3dIdJ Z4dKdL Z5ejdMdNdOgdPdQ Z6dS )R    )dedentN)is_platform_windows)
async_mark)	DataFrameIndexSeriesTimedeltaIndex	Timestamp)
date_rangec                   C   s<   t dgd dgd  dgd  tddtd	d
dddS )N                  (   AB1/1/2000sfreqperiodsindex)r   nparanger
    r   r   m/home/www/facesmatcher.com/pyenv/lib/python3.10/site-packages/pandas/tests/resample/test_resampler_grouper.py
test_frame   s   (r    c              	      s   ddl m} td}| |I d H  tjd dd. |d t| jdd W d    n1 s3w   Y  W d    d S W d    d S 1 sKw   Y  d S )	Nr   )provisionalcompleterzZ    import pandas._testing as tm
    s = tm.makeTimeSeries()
    rs = s.resample("D")
    F)Zraise_on_extra_warningsignorezrs.r   )	ZIPython.core.completerr!   r   Zrun_codetmZassert_produces_warninglistZ	CompleterZcompletions)ipr!   coder   r   r   "test_tab_complete_ipython6_warning   s   
"r'   c                  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|j|_dd }|d|}|ddd }t	
|| t tddddg dg ddd}dd }|d|}|dd }t	
|| d S )N)
2010-01-01r   r   )z
2010-01-02r   r   )z
2010-01-05r   r   )z
2010-01-10r      )z
2010-01-13r   r   )r(   r      )z
2010-01-03r   r   )z
2010-01-04r   r   )z
2010-01-11r   r)   )z
2010-01-14r   r   )dateidZscorecolumnsc                 S   s   |  dd S )Nr+   D)	set_indexresampleasfreqxr   r   r   f_0D      z'test_deferred_with_groupby.<locals>.f_0r,   r+   r/   
2016-01-01   W)startr   r   )r   r   r   r   )r*      r)   r   r+   groupvalc                 S      |  d S )N1D)r1   ffillr3   r   r   r   f_1S      z'test_deferred_with_groupby.<locals>.f_1r=   r@   )r   pdto_datetimer+   groupbyapplyr0   r1   r2   r#   assert_frame_equalr
   rA   )datadfr5   expectedresultrB   r   r   r   test_deferred_with_groupby1   s:   rM   c                 C   sr   |  d}|jdd }|dj }t|| |jd }t|| |d j}t|| d S )Nr   c                 S   r?   N2s)r1   meanr3   r   r   r   <lambda>^       ztest_getitem.<locals>.<lambda>rO   )rF   r   rG   r1   rP   r#   assert_series_equal)r    grK   rL   r   r   r   test_getitem[   s   
rU   c                  C   s   ddddddg} t | tdddd}|d	d
}|d  }tddgtjjdt	dfdt	dfgd	d gddd}t
|| |d  }t
|| d S )Nr   r   )r,   buyerr   r   r7   r   r   r,   r@   rV   z
2016-01-02namesr   name)r   r
   rF   r1   countr   rD   
MultiIndexfrom_tuplesr	   r#   rS   )rI   rJ   rrL   rK   r   r   r   test_getitem_multiplej   s   r`   c                  C   sf   t tdtddddd} | ddd	d
  }| djd	ddd
  }t|| d S )NZaabbbz1-1-2016r*   rW   r   )r,   r+   rI   r+   r,   2DrI   on)	r   r$   r
   r0   rF   r1   sumr#   rS   )rJ   exprL   r   r   r   )test_groupby_resample_on_api_with_getitem   s   rf   c                  C   sx  d} d\}}d}t ||dd}ttjdt||d}||| }tj| d}|	|
d}||| }|	|
d}	tjtd	d
 t|j|	j W d    n1 sZw   Y  td}
tj| |
d}|	|
d}||| }|	|
d}t|| tdtdd  }tj| |d}|	|
d}||| }|	|
d}t|| t|| d S )NZ1399min)z1/1/2000 00:00:00z1/31/2000 00:00z1/15/2000 00:00:00Z1231minr   r   r   r\   zIndex are differentmatchr   )r   origini0u  )r
   r   r   randomdefault_rngstandard_normallenrD   GrouperrF   aggpytestraisesAssertionErrorr#   assert_index_equalr   r	   rS   Z	Timedelta)r   r:   endmiddlerngtsZts2Zsimple_grouperZcount_tsZ	count_ts2rj   Zadjusted_grouperZadjusted_count_tsZadjusted_count_ts2Zorigin_futureZadjusted_grouper2Zadjusted2_count_tsZadjusted2_count_ts2r   r   r   test_groupby_with_origin   s4   ry   c                  C   sX   t dddd} ttd| dd }tg dtjg dd	d
dd}t|| d S )Nr   r   Tr   r   r   Z20s)r   r   r   r   r   r   r   )z2000-01-01 00:00:00z2000-01-01 00:00:20z2000-01-01 00:00:40z2000-01-01 00:01:00z2000-01-01 00:01:20z2000-01-01 00:01:40z2000-01-01 00:02:00zdatetime64[ns]Z20S)dtyper   )	r
   r   ranger1   nearestrD   DatetimeIndexr#   rS   )r   rL   rK   r   r   r   test_nearest   s   	r   f)firstlastmedianZsemrd   rP   minmaxsizer\   r~   ZbfillrA   r2   Zohlcc                    sB   | d}|d}t|  }| fdd}t|| d S )Nr   rO   c                    s   t | d  S rN   getattrr1   r3   r   r   r   rQ      s    ztest_methods.<locals>.<lambda>)rF   r1   r   rG   r#   Zassert_equalr   r    rT   r_   rL   rK   r   r   r   test_methods   s
   

r   c                 C   s>   |  d}|d}|j }|jdd }t|| d S )Nr   rO   c                 S   r?   rN   )r1   nuniquer3   r   r   r   rQ      rR   z&test_methods_nunique.<locals>.<lambda>)rF   r1   r   r   rG   r#   rS   )r    rT   r_   rL   rK   r   r   r   test_methods_nunique   s
   


r   Zstdvarc                    sF   | d}|d}t| dd}| fdd}t|| d S )Nr   rO   r   Zddofc                    s   t | d ddS )NrO   r   r   r   r3   r   r   r   rQ      s    z&test_methods_std_var.<locals>.<lambda>)rF   r1   r   rG   r#   rH   r   r   r   r   test_methods_std_var   s
   

r   c                 C   sl   |  d}|d}|d }dd }||}t|| dd }||}|d}t|| d S )Nr   rO   c                 S   r?   rN   )r1   rd   r3   r   r   r   r5     rC   ztest_apply.<locals>.f_0c                 S   s   |  ddd S )NrO   c                 S   s   |   S Nrd   )yr   r   r   rQ     s    z)test_apply.<locals>.f_1.<locals>.<lambda>)r1   rG   r3   r   r   r   rB     r6   ztest_apply.<locals>.f_1int64)rF   r1   rd   rG   r#   rH   Zastype)r    rT   r_   rK   r5   rL   rB   r   r   r   
test_apply   s   




r   c                  C   s   t dddd} tdtjdt| i| d}dd	 }|tjd
d	|}|
d
	|}t|| |d jtjd
ddd	|}|d 
d
	|}t|| d S )Nz1-1-2015z12-31-15r/   rg   col1r   rI   r   c                 S   s   t ddgddgd}|S )Nr   r   abr   )r   )r4   r   r   r   r   r     s   z(test_apply_with_mutated_index.<locals>.fMF)Z
group_keys)r
   r   r   rk   rl   rn   rF   rD   ro   rG   r1   r#   rH   rS   )r   rJ   r   rK   rL   r   r   r   test_apply_with_mutated_index  s    r   c                     s   t jddg} tdddd}ttdgd dd	|| d
}dd |jD  |	d
 fdd}td	ddgg tddd	dt jddgd
}t|| d S )N)r   r    one)r   r   itwoz
2017-01-01Z15Minr   )r:   r   r   r      r   r   r.   c                 S   s&   i | ]}||d  dkrt jnt jqS )r   r   )r   rd   rP   ).0colr   r   r   
<dictcomp>+  s   & z1test_apply_columns_multilevel.<locals>.<dictcomp>Hc                    s    | j  | S r   r[   r3   Zagg_dictr   r   rQ   ,  rR   z/test_apply_columns_multilevel.<locals>.<lambda>g        Z1H)rD   r]   r^   r
   r   r   arrayZreshaper.   r1   rG   r#   rH   )colsindrJ   rL   rK   r   r   r   test_apply_columns_multilevel&  s   "r   c                  C   s|   dd } t ddddd}tg d|d	}tg d
|d	}|dj| |dd}t ddddd}tdg|d	}t|| d S )Nc                 S   s>   |   } || jd }|jd | }| ||k jd S )Nr   )Zsort_valuesZreindexr   ZfillnacumsumZiloc)Zseriesweightsqr   cutoffr   r   r   weighted_quantile8  s   z5test_apply_non_naive_index.<locals>.weighted_quantilez2017-6-23 18:00r   Z15TUTC)r   r   tz)      ?r   r   r   r   r   r   r   r   )g      d@[   A   +      
   r   r   r/   g      ?)r   r   z2017-06-23 00:00:00+00:00)r   r   r   )r
   r   r1   rG   r#   rS   )r   timesrI   r   rL   r   rK   r   r   r   test_apply_non_naive_index7  s   r   c                  C   s   t dddd} t| g dg ddd}|d	jd
dd }tjg dtjdt	tg dg}tj
j|d	d gd}tg dg dd|d}t|| d S )Nz
2000-01-01ra   r*   r   )r   r   r   r   r   )r   r   r   r   r   )col0r   )r   rI   r   Z1Wleft)label)r   r   r   r   r|   )z
1999-12-26
2000-01-02r   r   rX   )r   r   r   r   )r   r   r   r   r   )r
   r   rF   r1   rd   r   r   r   rD   rE   r]   from_arraysr#   rH   )r   rJ   rL   miZmindexrK   r   r   r    test_resample_groupby_with_labelJ  s   r   c                 C   s   | }t g ddd}|dd }|jjdksJ t|jjd | |d	d }|jjdks8J t|jjd | d S )N)r   r   r   r   r   rO   r   r   r   )
r   rF   r1   rP   r   Znlevelsr#   rt   levelsZrolling)r    rJ   rK   rL   r   r   r   test_consistency_with_window^  s   r   c                  C   sp   t tjddtdtddddd} |  }g d	|_|	d

 }| 	d

 }|j|_t|| d S )Nr   )r   r   Zaaa
2012-01-01r   r   r{   r.   r   )r   r   cZ5s)r   r   rk   rl   rm   r$   r
   copyr.   r1   r   r#   rH   )rJ   df2rK   rL   r   r   r   test_median_duplicate_columnsk  s   
r   c                  C   s   t tdtdddtddddd} | dd	d
 }tg dtddddd}t|| | ddd
 }t|| d S )Nr   r   )r   r   r   Z20minr{   r   r   c                 S   s
   | j  S r   )r   rd   r=   r   r   r   rQ     s   
 z0test_apply_to_one_column_of_df.<locals>.<lambda>)r   r      	   r8   c                 S   s   | d   S )Nr   r   r   r   r   r   rQ     s    )r   r}   r
   r1   rG   r   r#   rS   rJ   rL   rK   r   r   r   test_apply_to_one_column_of_df{  s   r   c                  C   sn   t g dg dg dd} t| d | d< | djddd}|d	g  }|d	d
i}t|| d S )N)cat_1r   cat_2r   r   r   r   r   )r*   r      r   r8      r   2   )z2019-2-1z
2018-02-03	2020-3-112019-2-2r   z	2018-12-4r   z
2020-12-12)catnumr+   r+   r   Yrb   r   rd   )	r   rD   rE   rF   r1   rd   rp   r#   rH   )rJ   	resampledrK   rL   r   r   r   test_resample_groupby_agg  s   
r   c                  C   s   t d} tdgdgdt| gddd}|dd	d
 }|ddg}tddggtjjd| fgddgdddgd}t	
|| d S )Nz2021-02-28 00:00:00betaE   )classvaluer+   r   r   r   r   r   rd   r   r   rX   r   )r	   r   r   rF   r1   rp   rD   r]   r^   r#   rH   )rx   rJ   r   rL   rK   r   r   r   "test_resample_groupby_agg_listlike  s    r   keysr   r   c                 C   s   t g ddgtg d}|| jtdd }t ddgdj| ddjtg d	d
}t| dkr8| d |j	_
t|| d S )Nr   r   r   00:00:01ruler-   FdropT)appendr   r   )r   r   rF   r1   rD   to_timedeltarP   r0   rn   r   r[   r#   rH   r   rJ   rL   rK   r   r   r   
test_empty  s   
r   consolidateTFc                 C   s   t dddd}td|tddd}td|tdd	}tj||gd
d}| r+| }|dgjddd }tj	j
dgd dgd  tg dd gddgd}tdgd dgd  g dd dgd tjgd  d|d}t|| d S )Nz
2020-01-01   r/   r{   r   r>   )keyr+   r   
col_objectr   )r   r+   r   T)Zignore_indexr   r9   r+   rb   r   )z
2020-01-05z
2020-01-12z
2020-01-19r   rX   )r   r*   r   )r   r   r   r   )r
   r   r}   rD   concatZ_consolidaterF   r1   r   r]   r   rE   r   nanr#   rH   )r   datesZdf1r   rJ   rL   idxrK   r   r   r   .test_resample_groupby_agg_object_dtype_all_nan  s*   
r   c               	   C   s   t tdddg dg ddd} | djd	d
ddg  }t dg ditdtdfdtdfdtdfdtdfgddd}t|| d S )Nr7   r   r:   r   r   r   r   r   r   r   r   r   )r   r)   r*   r   r   r   r*   r   r<   )rI   r=   ra   r+   rb   r>   )      @g      @g      @g      @r   
2016-01-03r   
2016-01-05
2016-01-07r=   r+   rI   r[   r   )	r   r
   rF   r1   rP   r   r	   r#   rH   r   r   r   r   'test_groupby_resample_with_list_of_keys  s(   




r   c                 C   s   t g g dd}t|d |d< |d}|| jtdd }t g ddj| dd}t|d |d< |jdddd	}t| d
krM| d |j	_
t|| d S )N)r   r   r+   r-   r+   r   r   Fr   T)r   r   r   r   )r   rD   rE   r0   rF   r1   r   rP   rn   r   r[   r#   rH   r   r   r   r   test_resample_no_index	  s   
r   c                  C   s   t ttg dddd} | g djtdd }tg d}t tjt	j
d	d
gt	jd|gg dg dgd dgdd}tj||t  d d S )N)2018-01-01 00:00:002018-01-01 12:00:002018-01-02 00:00:00r+   r   r   )r   r   r   z06:00:00r   )r   z2018-01-01 06:00:00r  r  r   r   r   )r   r   r   r   )r   r   r   r   )r   codesrY   )Zcheck_index_type)r   r   rD   rE   rF   r1   r   rP   r]   r   r   Zintpr#   rH   r   )rJ   rL   r   rK   r   r   r   test_resample_no_columns  s(    	r  c               	   C   s   t dgd dgd  dgd  dgd  tddtddddd	} | d
d }tdtj	j
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 )Nr   r   r   r   r   z31/12/2000 18:00r   r   r   r   r/   z
2000-12-31z
2001-01-01rX   )r   r   r   r
   rF   r1   r   r   rD   r]   r^   r	   r#   rS   r   r   r   r   )test_groupby_resample_size_all_index_same8  s"   2



r  c               	   C   s   t g dg ddttdddddd	} | d
ddg  }t dg ditdtdfdtdfdtdfdtdfgddd	}t	|| d S )Nr   r   r   r8   r   r*   r   r   r;   r=   r>   r7   r   r   r+   r   r   r=   ra   r>   g       @g      @g      @r   r   r   r   r   r   r   r   
r   r   r
   rF   r1   rP   r   r	   r#   rH   r   r   r   r   0test_groupby_resample_on_index_with_list_of_keysN  s.   





r
  c               	   C   s   t g dg dg dg ddttdddd	d
d} | ddddg  }t g dg ddtdtdfdtdfdtdfdtdfgddd}t	|| d S )Nr   r  )r   r)   r   r   r   r   r   r   )r   r8   r   r8   r   r   r   r*   )r=   	first_val
second_valZ	third_valr7   r   r   r+   r   r   r=   ra   r  r  r  )      @r  g      @r  )r  r  r   r   r   r   r   r   r   r	  r   r   r   r   >test_groupby_resample_on_index_with_list_of_keys_multi_columnsl  s4   




r  c                  C   sx   t g dg ddttdddddd	} tjtd
d | dddg   W d    d S 1 s5w   Y  d S )Nr   r  r  r7   r   r   r+   r   r   zColumns not foundrh   r=   ra   Zval_not_in_dataframe)	r   r   r
   rq   rr   KeyErrorrF   r1   rP   )rJ   r   r   r   ?test_groupby_resample_on_index_with_list_of_keys_missing_column  s   

"r  kinddatetimeperiodc                 C   s   t tg dg dg dd}|d}|dd jd| d	 }td
dg}| dkr5|jdd}tj	j
ddg|gddgd}tg d|dd}t|| d S )N)z20181101 1100z20181101 1200z20181102 1300z20181102 1400)r   r   r   r   )r   r   r   r8   )r  r=   r   r  r=   r   r/   )r  z
2018-11-01z
2018-11-02r  rg   r   r   rX   )r   r   r   r8   rZ   )r   rD   rE   r0   rF   r1   r   r   Z	to_periodr]   Zfrom_productr   r#   rS   )r  rJ   rL   Zdt_levelZexpected_indexrK   r   r   r   test_groupby_resample_kind  s&   
	
r  )7textwrapr   numpyr   rq   Zpandas.compatr   Zpandas.util._test_decoratorsr   ZpandasrD   r   r   r   r   r	   Zpandas._testingZ_testingr#   Zpandas.core.indexes.datetimesr
   Zfixturer    r'   rM   rU   r`   rf   ry   r   markZparametrizer   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   <module>   sf    

*
)
		
$


!