o
    _~#gZ                     @   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   /var/www/static.ux5.de/https/Moving-Object-Detection-with-OpenCV/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)raise_on_extra_warningsignorezrs.r
   )	IPython.core.completerr    r   run_celltmassert_produces_warninglist	Completer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idscorecolumnsc                 S   s   |  dd S )Nr0   D)	set_indexresampleasfreqxr   r   r   f_0E      z'test_deferred_with_groupby.<locals>.f_07DataFrameGroupBy.apply operated on the grouping columnsmatchr1   :DataFrameGroupBy.resample operated on the grouping columnsr0   r5   
2016-01-01   W)startr   r   r
   r
   r   r   )r/      r.   r   r0   groupvalc                 S      |  d S )N1D)r7   ffillr9   r   r   r   f_1X      z'test_deferred_with_groupby.<locals>.f_1rH   rK   )r   pdto_datetimer0   r%   r&   DeprecationWarninggroupbyapplyr6   r7   r8   assert_frame_equalr	   rL   )datadfr;   msgexpectedresultrM   r   r   r   test_deferred_with_groupby2   sR   rZ   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   rJ   N2s)r7   meanr9   r   r   r   <lambda>g       ztest_getitem.<locals>.<lambda>r\   r@   r>   )	rR   r   rS   r7   r]   r%   assert_series_equalr&   rQ   )r   grX   rY   rW   r   r   r   test_getitemd   s   
rb   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   )r1   buyerr   r   rA   r   r   r1   rK   rc   )r1   Nnamesr   name)r   r	   rR   r7   countrO   
MultiIndexfrom_arraysr   r   r%   r`   )rU   rV   rrY   exp_mirX   r   r   r   test_getitem_multipleu   s   rn   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 )Naabbbz1-1-2016r/   rd   r
   )r1   r0   rU   r0   r1   2DrU   on)	r   r'   r	   r6   rR   r7   sumr%   r`   )rV   exprY   r   r   r   )test_groupby_resample_on_api_with_getitem   s   ru   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 )N1399min)z1/1/2000 00:00:00z1/31/2000 00:00z1/15/2000 00:00:001231minr   r   r   ri   zIndex are differentr>   r   )r   origini0u  )r	   r   r   randomdefault_rngstandard_normallenrO   GrouperrR   aggpytestraisesAssertionErrorr%   assert_index_equalr   r   r`   	Timedelta)r   rD   endmiddlerngtsts2simple_groupercount_ts	count_ts2ry   adjusted_grouperadjusted_count_tsadjusted_count_ts2origin_futureadjusted_grouper2adjusted2_count_ts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   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   ranger7   nearestrO   DatetimeIndexr%   r`   )r   rY   rX   r   r   r   test_nearest   s   	r   f)firstlastmediansemrs   r]   r   maxsizeri   r   bfillrL   r8   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   r\   r@   r>   r=   c                    s   t | d  S r[   getattrr7   r9   r   r   r   r^      s    ztest_methods.<locals>.<lambda>)rR   r7   r%   r&   rQ   r   rS   assert_equalr   r   ra   rl   rW   rY   rX   r   r   r   test_methods   s   

r   c                 C   s>   |  d}|d}|j }|jdd }t|| d S )Nr   r\   c                 S   rJ   r[   )r7   nuniquer9   r   r   r   r^      r_   z&test_methods_nunique.<locals>.<lambda>)rR   r7   r   r   rS   r%   r`   )r   ra   rl   rY   rX   r   r   r   test_methods_nunique   s
   


r   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   r\   r@   r>   r
   ddofr=   c                    s   t | d ddS )Nr\   r
   r   r   r9   r   r   r   r^     s    z&test_methods_std_var.<locals>.<lambda>)rR   r7   r%   r&   rQ   r   rS   rT   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   r\   r@   r>   c                 S   rJ   r[   )r7   rs   r9   r   r   r   r;     rN   ztest_apply.<locals>.f_0c                 S   s   |  ddd S )Nr\   c                 S   s   |   S Nrs   )yr   r   r   r^     s    z)test_apply.<locals>.f_1.<locals>.<lambda>)r7   rS   r9   r   r   r   rM     r<   ztest_apply.<locals>.f_1r=   int64)	rR   r7   r%   r&   rQ   rs   rS   rT   astype)r   ra   rl   rW   rX   r;   rY   rM   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12-31-15r5   rx   col1r   rU   r   c                 S   s   t ddgddgd}|S )Nr
   r   abr   )r   )r:   r   r   r   r   r   /  s   z(test_apply_with_mutated_index.<locals>.fMEF)
group_keys)r	   r   r   rz   r{   r}   rR   rO   r~   rS   r7   r%   rT   r`   )r   rV   r   rX   rY   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
2017-01-0115Minr   )rD   r   r   r      r   r   r4   c                 S   s&   i | ]}||d  dkrt jnt jqS )r   r   )r   rs   r]   ).0colr   r   r   
<dictcomp>C  s   & z1test_apply_columns_multilevel.<locals>.<dictcomp>hc                    s    | j  | S r   rh   r9   agg_dictr   r   r^   D  r_   z/test_apply_columns_multilevel.<locals>.<lambda>g        1h)rO   rj   from_tuplesr	   r   r   arrayreshaper4   r7   rS   r%   rT   )colsindrV   rY   rX   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   )sort_valuesreindexr   fillnacumsumiloc)seriesweightsqr   cutoffr   r   r   weighted_quantileP  s   z5test_apply_non_naive_index.<locals>.weighted_quantilez2017-6-23 18:00r   15minUTC)r   r   tz)      ?r
   r
   r
   r
   r   r   r   r   )g      d@[   A   +      
   r
   r   r5   g      ?)r   r   z2017-06-23 00:00:00+00:00)r   r   r   )r	   r   r7   rS   r%   r`   )r   timesrU   r   rY   r   rX   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
2000-01-01rp   r/   )r   r   unit)r   r   r
   r
   r   )r
   r
   r
   r
   r
   )col0r   )r   rU   r@   r>   r   1Wleft)label)r   r   r
   r   r   )z
1999-12-26
2000-01-02r   r   zM8[]re   )r   r   r   r   )r
   r
   r   r
   r   )r	   r   r%   r&   rQ   rR   r7   rs   r   r   r   rO   rj   rk   rT   )r   r   rV   rW   rY   mimindexrX   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@   r>   r\   r   r   r   )r   r%   r&   rQ   rR   r7   r]   r   nlevelsr   levelsrolling)r   rV   rX   rW   rY   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   aaa
2012-01-01r   r   r   r4   r   )r   r   c5s)r   r   rz   r{   r|   r'   r	   copyr4   r7   r   r%   rT   )rV   df2rX   rY   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   20minr   r   r   c                 S   s
   | j  S r   )r   rs   rH   r   r   r   r^     s   
 z0test_apply_to_one_column_of_df.<locals>.<lambda>)r   r      	   rB   c                 S   s   | d   S )Nr   r   r  r   r   r   r^     s    )r   r   r	   r7   rS   r   r%   r`   )rV   rY   rX   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   rB      r   2   )z2019-2-1z
2018-02-03	2020-3-112019-2-2r  z	2018-12-4r  z
2020-12-12)catnumr0   r0   r  YErq   r  rs   )	r   rO   rP   rR   r7   rs   r   r%   rT   )rV   	resampledrX   rY   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valuer0   r   r   r  r   r  rs   r   r
   re   r   )r   r   r   rR   r7   r   rO   rj   r   r%   rT   )r   rV   r  rY   rX   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@   r>   00:00:01ruler3   FdropT)appendr
   r   )r   r   r%   r&   rQ   rR   r7   rO   to_timedeltar]   r6   r}   r   rh   rT   r  rV   rW   rY   rX   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   r5   r   r   rI   )keyr0   r   
col_objectr   )r$  r0   r   T)ignore_indexr@   r>   r$  rC   r0   rq   r   )z
2020-01-05z
2020-01-12z
2020-01-19r   nsre   )r   r/   r   )r$  r   r%  r   )r	   r   r   rO   concat_consolidater%   r&   rQ   rR   r7   r   rj   rk   rP   as_unitr   nanrT   )	r"  datesdf1r   rV   rW   rY   idxrX   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 )NrA   r   rD   r   r   r   r   r   r
   r
   r
   r
   )r
   r.   r/   r   r   r   r/   r
   rG   )rU   rH   rp   r0   rq   rI   r   r   r
   r
   r   re   )      @g      @g      @g      @r   )r   r	   rR   r7   r]   rO   rj   rk   _valuesr%   rT   rV   rY   mi_exprX   r   r   r   'test_groupby_resample_with_list_of_keys  s    
 r7  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   r0   r3   r0   r@   r>   r  r  Fr  T)r  r  r
   r   )r   rO   rP   r6   r%   r&   rQ   rR   r7   r  r]   r}   r   rh   rT   r   r   r   r   test_resample_no_index(  s   
r8  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 00:00:00r0   r   r   )r   r   r
   z06:00:00r  )r9  z2018-01-01 06:00:00r:  r;  r   r
   r   )r   r   r   r
   )r   r
   r   r   )r   codesrf   )check_index_type)r   r   rO   rP   rR   r7   r  r]   rj   r   r   intpr%   rT   r   )rV   rY   r   rX   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@   r>   r   r5   rE   z
2000-12-31z
2001-01-01zM8[ns]r   re   )r   r   r   r	   r%   r&   rQ   rR   r7   r   rO   rj   rk   r   r   r`   )rV   rW   rY   r6  rX   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 )Nr1  r   r
   rB   r
   r/   r  r   rF   rH   rI   rA   r   r0   rD   r   rh   r   rH   rp   rI   r2  r   re   g       @g      @g      @r3  r   r	   rR   r7   r]   rO   rj   rk   r   r%   rT   r5  r   r   r   0test_groupby_resample_on_index_with_list_of_keysq  s    rF  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 )Nr1  rA  )r   r.   r
   r   r   r   r
   r   )r
   rB   r
   rB   r   r
   r   r/   )rH   	first_val
second_val	third_valrA   r   r0   rC  r   rH   rp   rG  rH  r2  r   re   rD  )      @rJ  g      @rJ  )rG  rH  rE  r5  r   r   r   >test_groupby_resample_on_index_with_list_of_keys_multi_columns  s&   	rK  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 )Nr1  rA  rB  rA   r   r0  r0   r   r   rH   rp   zColumns not foundr>   val_not_in_dataframe)r   r   r	   rR   r7   r   r   KeyError)rV   gbrsr   r   r   ?test_groupby_resample_on_index_with_list_of_keys_missing_column  s   



"rP  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   rB   )rR  rH   r  rR  rH   r  r5   )rQ  z
2018-11-01z
2018-11-02rS  rx   r   r   re   )r
   r   r   rB   rg   )r   rO   rP   r6   rR   r7   r   r   	to_periodrj   from_productr   r%   r`   )rQ  rV   rY   dt_levelexpected_indexrX   r   r   r   test_groupby_resample_kind  s&   
	
rX  )5textwrapr   numpyr   r   pandas.compatr   pandasrO   r   r   r   r   r   pandas._testing_testingr%   pandas.core.indexes.datetimesr	   fixturer   r,   rZ   rb   rn   ru   r   r   markparametrizer   r   r   r   r   r   r   r   r   r  r  r  r  r!  r/  r7  r8  r?  r@  rF  rK  rP  rX  r   r   r   r   <module>   sb    
2
)
	
$

!
