o
    թZhZ                     @   s  d dl mZ d dlZd dl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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.d/ Z(d0d1 Z)d2d3 Z*ejd4d5gd5d6ggd7d8 Z+ejd9d:d;gd<d= Z,d>d? Z-ejd4d5gd5d6ggd@dA Z.dBdC Z/dDdE Z0dFdG Z1dHdI Z2dJdK Z3ejdLdMdNgdOdP Z4dS )Q    )dedentN)is_platform_windows)	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   c/var/www/html/lang_env/lib/python3.10/site-packages/pandas/tests/resample/test_resampler_grouper.py
test_frame   s   (r   c              	   C   s   ddl m} td}| | tjd dd. |d t| jdd W d    n1 s/w   Y  W d    d S W d    d S 1 sGw   Y  d S )	Nr   )provisionalcompleterz    import numpy as np
    from pandas import Series, date_range
    data = np.arange(10, dtype=np.float64)
    index = date_range("2020-01-01", periods=len(data))
    s = Series(data, index=index)
    rs = s.resample("D")
    F)Zraise_on_extra_warningsignorezrs.r
   )	ZIPython.core.completerr    r   Zrun_celltm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}tjt|d |d|}W d    n1 sOw   Y  d}tjt|d |	dd
d }W d    n1 suw   Y  t|| t tddddg dg dd	d}dd }d}tjt|d |d|}W d    n1 sw   Y  d}tjt|d |d
d }W d    n1 sw   Y  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_0E      z'test_deferred_with_groupby.<locals>.f_07DataFrameGroupBy.apply operated on the grouping columnsmatchr,   :DataFrameGroupBy.resample operated on the grouping columnsr+   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_1X      z'test_deferred_with_groupby.<locals>.f_1rB   rE   )r   pdto_datetimer+   r"   r#   DeprecationWarninggroupbyapplyr0   r1   r2   assert_frame_equalr	   rF   )datadfr5   msgexpectedresultrG   r   r   r   test_deferred_with_groupby2   sR   rT   c                 C   s   |  d}|jdd }|dj }t|| |jd }t|| d}tjt|d |d j}W d    n1 sEw   Y  t|| d S )Nr   c                 S   rD   N2s)r1   meanr3   r   r   r   <lambda>g       ztest_getitem.<locals>.<lambda>rV   r:   r8   )	rL   r   rM   r1   rW   r"   assert_series_equalr#   rK   )r   grR   rS   rQ   r   r   r   test_getitemd   s   
r\   c                  C   s   ddddddg} t | tdddd}|d	d
}|d  }tjjddg|jgdd}t	ddg|dd}t
|| |d  }t
|| d S )Nr
   r   )r,   buyerr   r   r;   r   r   r,   rE   r]   )r,   Nnamesr   name)r   r	   rL   r1   countrI   
MultiIndexfrom_arraysr   r   r"   rZ   )rO   rP   rrS   Zexp_mirR   r   r   r   test_getitem_multipleu   s   rg   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*   r^   r
   )r,   r+   rO   r+   r,   2DrO   on)	r   r$   r	   r0   rL   r1   sumr"   rZ   )rP   exprS   r   r   r   )test_groupby_resample_on_api_with_getitem   s   rm   c                  C   sx  d} d\}}d}t ||dd}ttjdt||d}||| }tj| d}|	|
d}||| }|	|
d}	tjtd	d
 t|j|	j W d    n1 sZw   Y  td}
tj| |
d}|	|
d}||| }|	|
d}t|| tdtdd  }tj| |d}|	|
d}||| }|	|
d}t|| t|| d S )NZ1399min)z1/1/2000 00:00:00z1/31/2000 00:00z1/15/2000 00:00:00Z1231minr   r   r   rc   zIndex are differentr8   r   )r   origini0u  )r	   r   r   randomdefault_rngstandard_normallenrI   GrouperrL   aggpytestraisesAssertionErrorr"   assert_index_equalr   r   rZ   Z	Timedelta)r   r>   endmiddlerngtsZts2Zsimple_grouperZcount_tsZ	count_ts2ro   Zadjusted_grouperZadjusted_count_tsZadjusted_count_ts2Zorigin_futureZadjusted_grouper2Zadjusted2_count_tsZadjusted2_count_ts2r   r   r   test_groupby_with_origin   s4   r~   c                  C   sX   t dddd} ttd| dd }tg dtjg dd	dd
d}t|| d S )Nr   r   minr   r   r   Z20s)r   r   r
   r
   r
   r   r   )z2000-01-01 00:00:00z2000-01-01 00:00:20z2000-01-01 00:00:40z2000-01-01 00:01:00z2000-01-01 00:01:20z2000-01-01 00:01:40z2000-01-01 00:02:00zdatetime64[ns])dtyper   )	r	   r   ranger1   nearestrI   DatetimeIndexr"   rZ   )r   rS   rR   r   r   r   test_nearest   s   	r   f)firstlastmedianZsemrk   rW   r   maxsizerc   r   ZbfillrF   r2   Zohlcc                    s   | d}|d}d}tjt|d t|  }W d    n1 s$w   Y  d}tjt|d | fdd}W d    n1 sFw   Y  t|| d S )Nr   rV   r:   r8   r7   c                    s   t | d  S rU   getattrr1   r3   r   r   r   rX      s    ztest_methods.<locals>.<lambda>)rL   r1   r"   r#   rK   r   rM   Zassert_equalr   r   r[   rf   rQ   rS   rR   r   r   r   test_methods   s   

r   c                 C   s>   |  d}|d}|j }|jdd }t|| d S )Nr   rV   c                 S   rD   rU   )r1   nuniquer3   r   r   r   rX      rY   z&test_methods_nunique.<locals>.<lambda>)rL   r1   r   r   rM   r"   rZ   )r   r[   rf   rS   rR   r   r   r   test_methods_nunique   s
   


r   Zstdvarc                    s   | d}|d}d}tjt|d t| dd}W d    n1 s&w   Y  d}tjt|d | fdd	}W d    n1 sHw   Y  t|| d S )
Nr   rV   r:   r8   r
   Zddofr7   c                    s   t | d ddS )NrV   r
   r   r   r3   r   r   r   rX     s    z&test_methods_std_var.<locals>.<lambda>)rL   r1   r"   r#   rK   r   rM   rN   r   r   r   r   test_methods_std_var   s   

r   c                 C   s  |  d}|d}d}tjt|d |d }W d    n1 s%w   Y  dd }d}tjt|d ||}W d    n1 sGw   Y  t|| dd }d	}tjt|d ||}W d    n1 sow   Y  |d
}t|| d S )Nr   rV   r:   r8   c                 S   rD   rU   )r1   rk   r3   r   r   r   r5     rH   ztest_apply.<locals>.f_0c                 S   s   |  ddd S )NrV   c                 S   s   |   S Nrk   )yr   r   r   rX     s    z)test_apply.<locals>.f_1.<locals>.<lambda>)r1   rM   r3   r   r   r   rG     r6   ztest_apply.<locals>.f_1r7   int64)	rL   r1   r"   r#   rK   rk   rM   rN   Zastype)r   r[   rf   rQ   rR   r5   rS   rG   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/   rn   col1r   rO   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MEF)Z
group_keys)r	   r   r   rp   rq   rs   rL   rI   rt   rM   r1   r"   rN   rZ   )r   rP   r   rR   rS   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   rk   rW   ).0colr   r   r   
<dictcomp>C  s   & z1test_apply_columns_multilevel.<locals>.<dictcomp>hc                    s    | j  | S r   rb   r3   Zagg_dictr   r   rX   D  rY   z/test_apply_columns_multilevel.<locals>.<lambda>g        Z1h)rI   rd   from_tuplesr	   r   r   arrayZreshaper.   r1   rM   r"   rN   )colsindrP   rS   rR   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_quantileP  s   z5test_apply_non_naive_index.<locals>.weighted_quantilez2017-6-23 18:00r   Z15min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   rM   r"   rZ   )r   timesrO   r   rS   r   rR   r   r   r   test_apply_non_naive_indexO  s   r   c                 C   s   t ddd| d}t|g dg ddd}d	}tjt|d
 |djddd }W d    n1 s5w   Y  tj	g dtj
dtj	g dd|  ddg}tjj|dd gd}tg dg dd|d}t|| d S )Nz
2000-01-01rh   r*   )r   r   unit)r   r   r
   r
   r   )r
   r
   r
   r
   r
   )col0r   )r   rO   r:   r8   r   Z1Wleft)label)r   r   r
   r   r   )z
1999-12-26
2000-01-02r   r   zM8[]r_   )r   r   r   r   )r
   r
   r   r
   r   )r	   r   r"   r#   rK   rL   r1   rk   r   r   r   rI   rd   re   rN   )r   r   rP   rQ   rS   miZmindexrR   r   r   r    test_resample_groupby_with_labelb  s"   
r   c                 C   s   | }t g ddd}d}tjt|d |dd }W d    n1 s(w   Y  |jjdks5J t	|jj
d | |dd	 }|jjdksQJ t	|jj
d | d S )
N)r
   r   r   r   r   r:   r8   rV   r   r   r   )r   r"   r#   rK   rL   r1   rW   r   Znlevelsry   levelsZrolling)r   rP   rR   rQ   rS   r   r   r   test_consistency_with_windowy  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   rp   rq   rr   r$   r	   copyr.   r1   r   r"   rN   )rP   df2rR   rS   r   r   r   test_median_duplicate_columns  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   rk   rB   r   r   r   rX     s   
 z0test_apply_to_one_column_of_df.<locals>.<lambda>)r   r      	   r<   c                 S   s   | d   S )Nr   r   r   r   r   r   rX     s    )r   r   r	   r1   rM   r   r"   rZ   )rP   rS   rR   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   r<      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   ZYEri   r   rk   )	r   rI   rJ   rL   r1   rk   ru   r"   rN   )rP   	resampledrR   rS   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   rk   r   r
   r_   r   )r   r   r   rL   r1   ru   rI   rd   r   r"   rN   )r}   rP   r   rS   rR   r   r   r   "test_resample_groupby_agg_listlike  s    r   keysr   r   c                 C   s   t g ddgtg d}d}tjt|d || jtdd	 }W d    n1 s-w   Y  t ddgdj
| d	d
j
tg dd}t| dkrQ| d |j_t|| d S )Nr   r   r   r:   r8   00:00:01ruler-   FdropT)appendr
   r   )r   r   r"   r#   rK   rL   r1   rI   to_timedeltarW   r0   rs   r   rb   rN   r   rP   rQ   rS   rR   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}tjt|d |	dgj
ddd }W d    n1 sLw   Y  tjjdgd dgd  tg d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   rC   )keyr+   r   
col_objectr   )r   r+   r   T)Zignore_indexr:   r8   r   r=   r+   ri   r   )z
2020-01-05z
2020-01-12z
2020-01-19r   nsr_   )r   r*   r   )r   r   r   r   )r	   r   r   rI   concatZ_consolidater"   r#   rK   rL   r1   r   rd   re   rJ   Zas_unitr   nanrN   )	r   datesZdf1r   rP   rQ   rS   idxrR   r   r   r   .test_resample_groupby_agg_object_dtype_all_nan  s4   	
r   c                  C   s   t tdddg dg ddd} | djd	d
ddg  }tjjg d| d
 jd d d gdd
gd}t dg di|d}t	
|| d S )Nr;   r   r>   r   r   r   r   r   r
   r
   r
   r
   )r
   r)   r*   r   r   r   r*   r
   rA   )rO   rB   rh   r+   ri   rC   r   r   r
   r
   r   r_   )      @g      @g      @g      @r   )r   r	   rL   r1   rW   rI   rd   re   Z_valuesr"   rN   rP   rS   mi_exprR   r   r   r   'test_groupby_resample_with_list_of_keys  s    
 r  c                 C   s   t g g dd}t|d |d< |d}d}tjt|d || jt	dd
 }W d    n1 s8w   Y  t g ddj| dd	}t|d |d< |jdd
d
d}t| dkrf| d |j_t|| d S )N)r   r   r+   r-   r+   r:   r8   r   r   Fr   T)r   r   r
   r   )r   rI   rJ   r0   r"   r#   rK   rL   r1   r   rW   rs   r   rb   rN   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   codesr`   )Zcheck_index_type)r   r   rI   rJ   rL   r1   r   rW   rd   r   r   Zintpr"   rN   r   )rP   rS   r   rR   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
}tjt|d | dd	 }W d    n1 sAw   Y  t
jjg dt
jddgd ddgdd gd}td|d	}t|| d S )Nr
   r   r   r   r   z31/12/2000 18:00r   r   r   r:   r8   r   r/   r?   z
2000-12-31z
2001-01-01zM8[ns]r   r_   )r   r   r   r	   r"   r#   rK   rL   r1   r   rI   rd   re   r   r   rZ   )rP   rQ   rS   r   rR   r   r   r   )test_groupby_resample_size_all_index_sameY  s&   2r  c                  C   s   t g dg ddtddddd} | d	d
dg  }tjjg d| jd d d gd	dgd}t dg di|d}t	
|| d S )Nr   r   r
   r<   r
   r*   r   r   r@   rB   rC   r;   r   r+   r>   r   rb   r   rB   rh   rC   r   r   r_   g       @g      @g      @r   r   r	   rL   r1   rW   rI   rd   re   r   r"   rN   r   r   r   r   0test_groupby_resample_on_index_with_list_of_keysq  s    r  c                  C   s   t g dg dg dg ddtdddd	d
} | ddddg  }tjjg d| jd d d gddgd}t g dg dd|d
}t	
|| d S )Nr   r	  )r   r)   r
   r   r   r   r
   r   )r
   r<   r
   r<   r   r
   r   r*   )rB   	first_val
second_valZ	third_valr;   r   r+   r  r   rB   rh   r  r  r   r   r_   r  )      @r  g      @r  )r  r  r  r   r   r   r   >test_groupby_resample_on_index_with_list_of_keys_multi_columns  s&   	r  c                  C   s|   t g dg ddttdddddd	} | d
}|d}tjtdd |dg  W d    d S 1 s7w   Y  d S )Nr   r	  r
  r;   r   r   r+   r   r   rB   rh   zColumns not foundr8   Zval_not_in_dataframe)r   r   r	   rL   r1   rv   rw   KeyError)rP   gbrsr   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   r<   )r  rB   r   r  rB   r   r/   )r  z
2018-11-01z
2018-11-02r  rn   r   r   r_   )r
   r   r   r<   ra   )r   rI   rJ   r0   rL   r1   r   r   Z	to_periodrd   Zfrom_productr   r"   rZ   )r  rP   rS   Zdt_levelZexpected_indexrR   r   r   r   test_groupby_resample_kind  s&   
	
r  )5textwrapr   numpyr   rv   Zpandas.compatr   ZpandasrI   r   r   r   r   r   Zpandas._testingZ_testingr"   Zpandas.core.indexes.datetimesr	   Zfixturer   r'   rT   r\   rg   rm   r~   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>   sb    
2
)
	
$

!
