a
    d                    @   s  U d dl m Z  d dlmZ d dlmZ d dl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mZ d dlmZ d dlmZ d d	lmZ d d
lmZmZ d dlm Z m!Z! d dl"m#Z# d dl$m%Z% e& dd Z'ej&dd Z(ej&dd Z)ej&g dddd Z*dd Z+dd Z,ej-.ddgej-.ddd d! fd"d#d! fgd$d% Z/d&d' Z0d(d) Z1ej-.ddgej-.d*g d+d,d- Z2ej-.ddgd.d/ Z3ej-.ddgd0d1 Z4d2d3 Z5d4d5 Z6d6d7 Z7d8d9 Z8ej-.d:g d;d<d= Z9ej-.d>d?d@gdAdB Z:ej-.d>dCd@gdDdE Z;dFdG Z<dHdI Z=dJdK Z>dLdM Z?ej-.d>g dNej-.dOg dPdQdR Z@dSdT ZAdUdV ZBdWdX ZCdYdZ ZDd[d\ ZEd]d^ ZFej-.d_d`dadbdcddgdedadbdfddgd@dgdhd@ddggdidj ZGdkdl ZHdmdn ZIdodp ZJdqdr ZKej-.d>g dsdtdu ZLej-.dvdwdxgdydz ZMd{d| ZNd}d~ ZOej-.dddiddgfdediddgfdddddgfddiddgfddiddgfgdd ZPej-.ddddddeQ gdd ZRej-.ddddeQ gdd ZSdd ZTdd ZUdd ZVdd ZWdd ZXdd ZYdd ZZdd Z[dd Z\dd Z]dd Z^dd Z_dd Z`dd Zadd Zbej-.d>g ddd Zcej-.dddgddggdd Zddd Zedd Zfdd ZgddÄ Zhddń ZiddǄ Zjej-.ddddejkdej-jldd΍dύgddф Zmddӄ ZnddՄ Zoddׄ Zpe dddwe dddۃe ddd݃e ddd݃e dddރe dddgZqere esd< eqddx ejtg eqdxd  ejtg eqdd  Zuere esd< ejtgeq ejtg Zvej-.deqeuevgdd Zwdd Zxdd Zyej-j.ddd! dd! dd! gg dddd Zzej-.dddgej-.dg ddd Z{dd Z|dd Z}dd Z~d d Zdd Zdd Zdd Zdd	 Zd
d Zdd Zdd Zej-.dg dej-.dg ddd Zej-.dg ddd Zej-.dddgdd Zej-.dg deeeeed d!d"Zej-.dg d#d$d% Zd&d' Zd(d) Zd*d+ ZdS (,      datetime)partial)StringION)lib)DatetimeNaTType)	DataFrameSeries	Timedelta	Timestampisnanotna)Grouper
date_range)Periodperiod_range)DatetimeIndex_get_timestamp_range_edges)offsets)Minutec                   C   s   t S Nr    r   r   r/var/www/html/stable-diffusion-webui/venv/lib/python3.9/site-packages/pandas/tests/resample/test_datetime_index.py_index_factory%   s    r   c                   C   s   dS )NMinr   r   r   r   r   _index_freq*   s    r   c                 C   s   t jdt| S )N   )nprandomdefault_rnglenindexr   r   r   _static_values/   s    r$   )smsusns)paramsc                 C   s   | j S r   )param)requestr   r   r   unit4   s    r,   c                 C   s:  |  |}ttdgt| |dd}ttdd}||}|  g d}|D ]}|j	|d dd qTttdd	d	d
}||}|  g d}|D ]}|j	|d dd q|j
dksJ t|  sJ dgdgd  }|ddd }	|	|dd  }	t|	dd |}	t||	d}
|d}t||
 d S )N   int64r#   dtype   freqsummeanprodminmaxvarTZaltZnumeric_onlyrightr3   closedlabel!
  i 
  r   Z5Tr"   r5   )as_unitr	   r   arrayr!   r   r   groupbyohlc_cython_agg_generalZngroupsr   r6   allappendr   aggtmassert_series_equal)r#   r,   dtir%   bgfuncsfarridxexpectresultr   r   r   test_custom_grouper9   s.    



rU   c                 C   sx   t tdddd}| |}ttjdt|df|dd}||	d}t|j
dksbJ t|jd	kstJ d S )
Nr1   r<   r=   r   
   float64r/   r5   r@   )r   r   rB   r   r   r   r    r!   rD   rI   columnsr#   )r#   r,   rM   rL   dfrr   r   r   test_custom_grouper_df]   s    
r[   z#_index_start,_index_end,_index_name)1/1/2000 00:00:00z1/1/2000 00:13:00r#   zclosed, expectedr<   c                 C   sJ   t | jd | dd  | dd  | dd   gtddddd	d
S )Nr   r-         1/1/2000   5minr#   periodsr3   namer"   )r	   ilocr6   r   r%   r   r   r   <lambda>r   s   4rg   leftc                 C   sB   t | d d  | dd  | dd   gtddddddS )	Nr1   rV   1/1/2000 00:05   ra   r#   rb   r"   )r	   r6   r   rf   r   r   r   rg   y   s
   ,c                 C   sL   | }|j ||_ ||}|j ||_ |jd|dd }t|| d S )Nra   r<   r>   r?   )r#   rB   resampler6   rJ   rK   )seriesr>   expectedr,   r%   rT   r   r   r   test_resample_basici   s    ro   c                 C   s   t tdtdddd| dd}|d }t g dtdd	dd| dd}t|| |d }t g d
tdd	dd| dd}t|| d S )N	   r_   Trc   r3   ZInt64r/   Z3T)rj         rj   )r-   r`      ZFloat64)	r	   ranger   rB   rl   r5   rJ   rK   r6   )r,   tsrT   rn   r   r   r   test_resample_integerarray   s&    rx   c                 C   sV   | }|j ||_ |d }ttdddd}||dd }t	|| d S )N5Minr1   rh   r=   c                 S   s
   | j d S NrA   re   xr   r   r   rg          z-test_resample_basic_grouper.<locals>.<lambda>)
r#   rB   rl   lastr   r   rD   rI   rJ   rK   )rm   r,   r%   rT   grouperrn   r   r   r   test_resample_basic_grouper   s    r   zkeyword,value))r?   righttt)r>   r   )Z
conventionZstartttc                 C   sf   | j || _ d| d| d}tjt|d$ | jdi ||i W d    n1 sX0    Y  d S )NzUnsupported value z for ``matchra   )ra   )r#   rB   pytestraises
ValueErrorrl   )rm   keywordvaluer,   msgr   r   r   test_resample_string_kwargs   s    r   c                 C   s   |dkrt d | }|j||_t|}d|d< d|dd< d|dd< d|dd < |||}td	d
ddd||_t	|j
dddd| }t|| d S )NrE   z!covered by test_resample_how_ohlcr   r-   r]   r   r^   rj   r_   r`   ra   r#   rb   r<   rk   )r   skipr#   rB   r   	ones_likerD   rI   r   getattrrl   rJ   rK   )rm   Zdownsample_methodr,   r%   	grouplistrn   rT   r   r   r   test_resample_how   s&    

r   c                 C   s   | }|j ||_ t|}d|d< d|dd< d|dd< d|dd < dd }t|||j t	d	d
ddd|g dd}|j
dddd }t|| d S )Nr   r-   r]   r   r^   rj   c                 S   s:   t |  rttjdS | jd |  |  | jd gS Nr`   r   rA   r   rG   r   repeatnanre   r9   r8   groupr   r   r   _ohlc   s    z%test_resample_how_ohlc.<locals>._ohlcr_   r`   ra   r#   rb   )openhighlowcloser#   rX   r<   rk   )r#   rB   r   r   r   rD   rI   valuestolistr   rl   rE   rJ   assert_frame_equal)rm   r,   r%   r   r   rn   rT   r   r   r   test_resample_how_ohlc   s"    
r   c                 C   s   t jdt jd}tdt|dd| }t||d|d}dd	d
}G dd d}|d|}|ddd }|dt	|}|dt	|dd}	|d| }
t
|| t
|| t
||	 t
||
 d S )Nr1   r0   
2014-01-01dstartrc   r3   ABr"   r-   c                 S   s   t t| S r   strtype)r}   ar   r   r   fn   s    z'test_resample_how_callables.<locals>.fnc                   @   s   e Zd Zdd ZdS )z,test_resample_how_callables.<locals>.FnClassc                 S   s   t t|S r   r   )selfr}   r   r   r   __call__   s    z5test_resample_how_callables.<locals>.FnClass.__call__N)__name__
__module____qualname__r   r   r   r   r   FnClass   s   r   Mc                 S   s   t t| S r   r   r|   r   r   r   rg     r~   z-test_resample_how_callables.<locals>.<lambda>r   )r   )r-   )r   aranger.   r   r!   rB   r   rl   applyr   rJ   r   )r,   dataindrY   r   r   Zdf_standardZ	df_lambdaZ
df_partialZdf_partial2Zdf_classr   r   r   test_resample_how_callables   s    
r   c                 C   sp  d}t jt|dddgidd}|j| |_d |j_|d }tdg dit	d	dd
d| d}t
|| |d }tdg dit	d	dd
d| d}t
|| |d }tdddgit	d	ddd| d}t
|| |d }tdddgit	d	ddd| d}t
|| |d }tdddgit	d	ddd| d}t
|| d S )Na  date,time,value
11-08-2014,00:00:01.093,1
11-08-2014,00:00:02.159,1
11-08-2014,00:00:02.667,1
11-08-2014,00:00:03.175,1
11-08-2014,00:00:07.058,1
11-08-2014,00:00:07.362,1
11-08-2014,00:00:08.324,1
11-08-2014,00:00:08.830,1
11-08-2014,00:00:08.982,1
11-08-2014,00:00:09.815,1
11-08-2014,00:00:10.540,1
11-08-2014,00:00:11.061,1
11-08-2014,00:00:11.617,1
11-08-2014,00:00:13.607,1
11-08-2014,00:00:14.535,1
11-08-2014,00:00:15.525,1
11-08-2014,00:00:17.960,1
11-08-2014,00:00:20.674,1
11-08-2014,00:00:21.191,1	timestampdatetime)Zparse_datesZ	index_colZ6sr   )r`   rp   r`   r   z
2014-11-08r`   r3   rc   r"   Z7s)r`   rV   r`   r-   Z11sr^      r   Z13s   r]   Z17s   rj   )pdZread_csvr   r#   rB   rd   rl   r5   r   r   rJ   r   )r,   r   rY   rT   rn   r   r   r   test_resample_rounding  sL    





r   c                 C   sb  t tdddtdddddd| }ttjdt||}|d	 }t|d	ks`J |j
jg d
k sxJ |jd |d ksJ |jd |d ksJ |jd |jd ksJ |d	 }t|dksJ |j
jddgk sJ |jd |d ks
J |jd |d ks"J |d	 }t|dksBJ |j
jddgk s\J |jd |d kstJ |jd |d ksJ |d	 }t|dksJ |j
jddgk sJ |jd |d ksJ |jd |d ksJ |d	 }t|dksJ |j
jd	d	gk s0J |jd |d ksHJ |jd |d ks`J |d	 }t|dksJ |j
jddgk sJ |jd |d ksJ |jd |d ksJ |d	 }t|dksJ |j
jg dk sJ |jd |d ksJ |jd |d ks4J |jd |d ksLJ |j
jdks^J d S )N  r-   rV   Dr#   r   endr3   rd   r   zw-sunrj   )r]   r]   r]   r   z1/2/2005z1/9/2005rA   W-MONz1/3/2005z	1/10/2005zW-TUEz1/4/2005W-WEDz1/5/2005zW-THUz1/6/2005zW-FRIr`   z1/7/2005r   ru   )r`   r   r-   r   rj   r`   r   r1   )r   r   rB   r	   r   r   r    r!   rl   r   r#   Z	dayofweekrG   re   rd   r,   rL   r%   rT   r   r   r   test_resample_basic_from_dailyR  sX    r   c                 C   s   t dddd| }td|d}|d }|jd |d ksDJ ttdd	d
d tdd	D d}|j| |_ttdd	t dddd| d}|d	 }t
|td|jd |d }|d }t
|| t
|| d S )Nz01-Jan-2014z05-Jan-2014r   r2   r-   r"   r         ?r]   c                 S   s   g | ]}t d d|ddqS )i  r-   rs   r   r   .0ir   r   r   
<listcomp>  r~   zCtest_resample_upsampling_picked_but_not_correct.<locals>.<listcomp>Z19750101r1   rr   )r   rB   r	   rl   r6   r#   r   r   rv   countrJ   rK   r5   )r,   datesrm   rT   r%   rn   result1result2r   r   r   /test_resample_upsampling_picked_but_not_correct  s$    
r   rP   r4   c                 C   s>   t  }|j||_tdd}||}|j| d dd d S )Nr   r2   Tr;   )rJ   makeTimeDataFramer#   rB   r   rD   rF   )rP   r,   rY   rM   rN   r   r   r   "test_resample_frame_basic_cy_funcs  s
    

r   r3   r   r   c                 C   sF   t  }|j||_||  }t |d |d |   d S )Nr   )rJ   r   r#   rB   rl   r6   rK   )r3   r,   rY   rT   r   r   r   test_resample_frame_basic_M_A  s    r   r   c                 C   s,   t  }|j||_|j| dd  d S )Nperiodkind)rJ   r   r#   rB   rl   r6   )r3   r,   rY   r   r   r   test_resample_frame_basic_kind  s    r   c                 C   s   t tdddtdddddd| }ttjdt||}|d	 }t|d	ks`J |j
d
 |j
d
 ksxJ |j
d |j
d ksJ |jjdksJ d S )Nr   r-   rV   r   r#   r   r   r   i2  r   rA   )r   r   rB   r	   r   r   r    r!   rl   ffillre   r#   rd   r   r   r   r   test_resample_upsample  s    r   c                 C   s   t ddgtdtdgd}|j| |_t dtjtjtjtjtjdgttdtdtdtd	td
tdtdgddd}|j| |_t|	d
 | d S )Nr^      z2015-03-31 21:48:52.672000z2015-03-31 21:49:52.739000r"   z2015-03-31 21:48:50z2015-03-31 21:49:00z2015-03-31 21:49:10z2015-03-31 21:49:20z2015-03-31 21:49:30z2015-03-31 21:49:40z2015-03-31 21:49:5010sr2   10S)r	   r   r#   rB   r   r   r   rJ   rK   rl   r6   )r,   r%   rn   r   r   r   test_resample_how_method  s.    	r   c                 C   s~   t dddd| }tdtg d|di}t dddd| }tdttt||did	d
}|d }t	|| d S )NZ20150101Z20150331ZBMr   r   r3   r   )rt   )   ?   r"   r   r.   r   )
r   rB   r   r	   rv   r!   rl   r   rJ   r   )r,   r#   rn   rY   rT   r   r   r   test_resample_extra_index_point  s     r   c                 C   sd   t dddd| }ttjdt||}|dj	dd}|j
|jddd	}t|| d S )
Nr_   rj   5trr   r   tlimitr   methodr   )r   rB   r	   r   r   r    standard_normalr!   rl   r   reindexr#   rJ   rK   r,   rngrw   rT   rn   r   r   r   test_upsample_with_limit  s
    r   )Z5DZ10Hry   r   rule)YZ3MZ15DZ30HZ15MinZ30Sc                 C   sf   t dd|| d|}ttjdt||}||j	dd}|j
|jddd}t|| d S )Nr_   rj   )rc   r3   tzr   r   nearestr   )r   rB   r	   r   r   r    r   r!   rl   r   r   r#   rJ   rK   )Ztz_aware_fixturer3   r   r,   r   rw   rT   rn   r   r   r    test_nearest_upsample_with_limit  s    r   c                 C   sN  | }|j ||_ ttdd}||dd }|d }t|t|ksVJ t|j	dkshJ |j
d }|d |j
d	 ksJ |d
 |d	d  ksJ |d |d	d  ksJ |d |j
d ksJ |j
d }|d |j
d ksJ |d
 |d d  ksJ |d |d d  ks2J |d |j
d ksJJ d S )Nr1   r2   c                 S   s
   | j d S rz   r{   r|   r   r   r   rg     r~   z$test_resample_ohlc.<locals>.<lambda>ry   r`   r   ir   rA   r   r   r   )r#   rB   r   r   rD   rI   rl   rE   r!   rX   re   r9   r8   )rm   r,   r%   r   rS   rT   xsr   r   r   test_resample_ohlc  s"    

r   c                 C   s   t dddd| }|t dddd| }ttt||d}|jd d d }t	|t
shJ |jd d	 d }t	|t
sJ d S )
N1-1-2000	2-15-2000hr2   	4-15-2000	5-15-2000r"   30Tz	4-14-2000)r   rB   unionr	   rv   r!   locrl   rE   
isinstancer   )r,   r#   r%   r   rM   r   r   r   test_resample_ohlc_result-  s    r  c                 C   s   t dd| }|tdtdtdtdg}ttt||d}|d	 }|j
t |d	 |d
 dd| d}t|| d S )Nz
2013-12-30z
2014-01-07r   z
2013-12-31z
2014-01-04z
2014-01-05)r   r#   r   r   rA   r2   r"   )r   rB   Zdropr   r   r   r   r!   rl   r6   r   rJ   r   )r,   r   r#   rY   rT   rn   r   r   r   $test_resample_ohlc_result_odd_period:  s    $r  c              
   C   s  t tdd ddtdd ddtdd dditdd ddtdd ddtdd dd	id
jddgdd}|j| |_d|j_|d }t	j
|d d |d d gd|jd}|jjd dksJ t|| ddgddgg|_|d }t	jg d|_t|| d S )Nz2011-01-06 10:59:05r   ia  z2011-01-06 12:43:33ic  z2011-01-06 12:54:09i /hYl    rT i )PRICEVOLUMEr  r  r-   axisZColsH)r	  keysr   r   rM   cr   ))r   r  r   )r   r  r   )r   r  r   )r   r  r   )rM   r   r   )rM   r   r   )rM   r   r   )rM   r   r   )r   r   r   r#   rB   rX   rd   rl   rE   r   concatnamesrJ   r   
MultiIndexfrom_tuples)r,   rY   resexpr   r   r   test_resample_ohlc_dataframeL  s<    "r  c                  C   s   t tjddg ddd tdD d} tj| jdd d f< d	}tj	t
|d
" | jddd }W d    n1 s|0    Y  d}tj	t
|d
& | jdd dd }W d    n1 s0    Y  dd tdD |_t|| d S )Nr   )r`   rs   )  r  r  r  c                 S   s   g | ]}t d |d ddqS )r  r-   r   )yearmonthr3   r   r   r   r   r   r     r~   z+test_resample_dup_index.<locals>.<listcomp>rs   r   rj   -DataFrame.resample with axis=1 is deprecated.r   Qr-   r  z+DataFrame.groupby with axis=1 is deprecatedc                 S   s   t | jd d S )Nr-   rj   )intr  r|   r   r   r   rg     r~   z)test_resample_dup_index.<locals>.<lambda>c                 S   s   g | ]}t d |d ddqS )r  r-   r  )r  Zquarterr3   r  r   r   r   r   r     r~   r`   )r   r   r   r    r   rv   r   re   rJ   assert_produces_warningFutureWarningrl   r6   rD   rX   r   )rY   warning_msgrT   r   rn   r   r   r   test_resample_dup_index|  s    04r  c                 C   s   t tdddtddddd| }ttjdt||}|jdddd		 }|d
	 }t|dksrJ t
|jjtjsJ |jjtdksJ d S )Nr   r-   rV   r   r   r   r   r<   rk   Z8Hr   r   )r   r   rB   r	   r   r   r    r!   rl   r6   r  r#   r3   r   Z
DateOffsetZHour)r,   rL   r%   bsrT   r   r   r   test_resample_reresample  s    r   zfreq, expected_kwargsA-DECZ19902000za-decr   zA-JUNza-junz1990-01z2000-01c                 C   sX   | dd}|j ||_ |j|dd }|| }tf i ||_ t|| d S )Nz1/1/1990r_   r   r   )r#   rB   rl   r6   r   rJ   rK   )simple_date_range_seriesr3   Zexpected_kwargsr,   rw   rT   rn   r   r   r   !test_resample_timestamp_to_period  s    
r$  c                 C   s   dd }t dddd| }ttjdt||d}|jd	d
d
d	 }|j
d |jd k sjJ ||dd }|j
d |k sJ ||dd  }|j
d |k sJ d S )Nc                 S   s:   t |  rttjdS | jd |  |  | jd gS r   r   r   r   r   r   r     s    ztest_ohlc_5min.<locals>._ohlcr\   z1/1/2000 5:59:50r   r2   r   r"   ra   r<   rk   z1/1/2000 00:00r   r-      ri   z1/1/2000 5:55:01z1/1/2000 6:00:00)r   rB   r	   r   r   r    r   r!   rl   rE   r  re   rG   )r,   r   r   rw   	resampledr  r   r   r   test_ohlc_5min  s    r'  c                 C   s   t dd| }|dj}ttjdt	||d}|
d }|dd  }t	|dksjJ t|jd	 |d
  t|jd
 |d  d S )Nr_   	2/29/2000r1   r   r"   r   c                 S   s   | j S r   )r  r|   r   r   r   rg     r~   z,test_downsample_non_unique.<locals>.<lambda>r   r-   )r   rB   r   r   r	   r   r   r    r   r!   rl   r6   rD   rJ   Zassert_almost_equalre   )r,   r   rng2rw   rT   rn   r   r   r   test_downsample_non_unique  s    r*  c                 C   sz   t dd| }|dj}ttjdt	||d}d}t
jt|d |d W d    n1 sl0    Y  d S )Nr_   r(  r   r"   z/cannot reindex on an axis with duplicate labelsr   r   )r   rB   r   r   r	   r   r   r    r   r!   r   r   r   asfreq)r,   r   r)  rw   r   r   r   r   test_asfreq_non_unique  s    r,  c                 C   s   t dd| }ttjddt|f|g dd}d}tj	t
|d" |jd	d
d }W d    n1 sr0    Y  |jd	 j}t|| d S )Nr_   r(  r   rj   r   rM   r  rX   r#   r  r   r   r-   r  )r   rB   r   r   r   r    r   r!   rJ   r  r  rl   r6   rq   r   )r,   r   rY   r  rT   rn   r   r   r   test_resample_axis1  s    0r/  )r   r   Z15tZ30tZ4hZ12hc                 C   s   t dddd|}ttjdt||d}tj|d d< |dd  j	| ddd
 }|j	| ddd
 }t|| d S )	Nz1/1/2000 04:00:00Q r%   rr   r   r"   rh   rk   r   rB   r	   r   r   r    r   r!   r   rl   r6   rJ   rK   )r3   r,   r   rw   rT   rn   r   r   r   test_resample_anchored_ticks  s    r2  r   r-   r   c                 C   sh   dd }t dd|  ddd|}ttjdt||d	}t	|
d
 |
d
| d S )Nc                 S   s   |   S r   )r5   r|   r   r   r   rg     r~   z,test_resample_single_group.<locals>.<lambda>z2000-1-1z2000-z-10r   r2   r   r"   r   )r   rB   r	   r   r   r    r   r!   rJ   rK   rl   r5   r   )r   r,   Zmysumr   rw   r   r   r   test_resample_single_group  s    r3  c                 C   sp   t ddgtdtdgd}|j| |_t dgttdgdd	| d}|dd
d }t|| d S )Ng>@g?@z20070915 15:30:00z20070915 15:40:00r"   g      ?Z20070915r   r2   c                 S   s
   t | S r   )r   stdr|   r   r   r   rg     r~   z0test_resample_single_group_std.<locals>.<lambda>)	r	   r   r#   rB   r   rl   r   rJ   rK   )r,   r%   rn   rT   r   r   r   test_resample_single_group_std  s    r5  c                 C   sj   t dddd| }ttjdt||d}|jddd		 }t d
ddd| }t
|j| d S )Nr\   z1/1/2000 02:00r%   r2   r   r"   ra   Z2minoffset12/31/1999 23:57:00z1/1/2000 01:57r   rB   r	   r   r   r    r   r!   rl   r6   rJ   assert_index_equalr#   )r,   r   rw   r&  exp_rngr   r   r   test_resample_offset  s    r<  zkwargs, expectedorigin1999-12-31 23:57:00z2000-01-01 01:57:00z1970-01-01 00:02:00epoch2mr=  r7  z1999-12-31 12:02:00r7  z-3mc                 C   st   t dddd|}ttjdt||d}t |d |d d	d|}|jd
i | 	 }t
|j| d S )N2000-01-01 00:00:002000-01-01 02:00r%   r2   r   r"   r   r-   ra   )ra   r9  )kwargsr,   rn   r   rw   r;  r&  r   r   r   test_resample_origin  s
    rE  Zinvalid_valueZepchZstartdayZstarttz
2000-30-30c                 C   s~   t dddd|}ttjdt||d}d|  d}tj	t
|d	 |jd
| d W d    n1 sp0    Y  d S )NrB  rC  r%   r2   r   r"   z|'origin' should be equal to 'epoch', 'start', 'start_day', 'end', 'end_day' or should be a Timestamp convertible type. Got '
' instead.r   ra   r=  r   rB   r	   r   r   r    r   r!   r   r   r   rl   )r=  r,   r   rw   r   r   r   r   test_resample_bad_origin@  s    rI  Z12dayysc                 C   s~   t dddd|}ttjdt||d}d|  d}tj	t
|d	 |jd
| d W d    n1 sp0    Y  d S )NrB  rC  r%   r2   r   r"   z6'offset' should be a Timedelta convertible type. Got 'rF  r   ra   r6  rH  )r7  r,   r   rw   r   r   r   r   test_resample_bad_offsetO  s
    rJ  c               	   C   s   t tddddddgdgd} | jddd	d
d  }tdgtd	gddddd}t|j|j t tddddgdgd} | jddddtddddd  }tddgtddgddddd}t|j|j d S )N  rs   r%  r   g      $@rw   r   2MSrw   z
1999-11-01)onr=  r   zdatetime64[ns])r0   rd   r3   r"      Z3YSrh   i  r-   rN  r>   r?   r=  z
1995-01-01z
1998-01-01)	r   r   rl   r5   r	   r   rJ   r:  r#   )rY   rT   Zexceptedrn   r   r   r   test_resample_monthstart_originX  s,     
rQ  c                 C   sl  d\}}t ||dd| }ttjdt||d}t dddd| }|d	 }t
|j| |jdd	d
	 }t
|j| t dddd| }|jddd
	 }t
|j| |jddd	 }t
|j| |jdd	dd	 }t
|j| t dddd| }|jddd
	 }t
|j| t dddd| }|jddd
	 }t
|j| d S )N)2000-10-01 23:30:00z2000-10-02 00:30:007minr2   r   r"   z2000-10-01 23:14:00z2000-10-02 00:22:00Z17min	start_dayrG  rR  z2000-10-02 00:21:00r   Z23h30minr6  rA  z2000-10-01 23:18:00z2000-10-02 00:26:00r?  rB  z2000-10-02 00:15:00
2000-01-01r9  )r,   r   r   r   rw   r;  r&  r   r   r   test_resample_origin_prime_freqq  sJ    rV  c                 C   sT  d}d}t ddd|d| }ttjdt||d}t d	d
d|d| }|jdddd	 }t
|j| |jdtd	|dd	 }t
|j| tjt|d" |jddd	  W d    n1 s0    Y  t dddd| }ttjdt||d}tjt|d" |jddd	  W d    n1 sF0    Y  d S )Nz4The origin must have the same timezone as the index.Europe/ParisrB  rC  r%   r3   r   r   r"   r>  z2000-01-01 01:57ra   r?  r@  rA  r  rG  r   r8  r2   z12/31/1999 23:57:00+03:00)r   rB   r	   r   r   r    r   r!   rl   r6   rJ   r:  r#   r   r   r   r   )r,   r   r   r   rw   r;  r&  r   r   r   test_resample_origin_with_tz  s2    
0rY  c                 C   sL  d\}}t ||dd| }tjdt|}t||d}|jddd	 }|jd	dd	 }t
|| |d }|jddd	 }	|jd	dd	 }
t
j||	|jd
d t
j||
|jd
d d\}}t ||dd| }t||d}|jddd	 }|jd	dd	 }t
|d |d  t
|d |d  d S )N)z2000-10-01 23:30:00+0500z2000-12-02 00:30:00+0500rS  r2   r   r"   r   r?  rG  24HF)Z
check_freq)z2000-10-01 23:30:00+0200z2000-12-02 00:30:00+0200)r   rB   r   r   r    r   r!   r	   rl   r6   rJ   rK   tz_localizer   )r,   r   r   r   Zrandom_valuesZts_1Zresult_1Zresult_2Zts_no_tzZresult_3Zresult_4Zts_2Zresult_5Zresult_6r   r   r   -test_resample_origin_epoch_with_tz_day_vs_24h  s&    
r\  c           
         s  d d& fdd	}t d d}t d d}t||dd	}ttt||d
}|ddgddg}ddd|d fD ]"}|jd|d }t	
|| qvt d d}t d d}t||dd	}ttt||d
}ddg}	|ddg|	}|jdddd }t	
|| ddg}	|ddg|	dd	}|jdddd }t	
|| ddg}	|ddg|	}|jdddd }t	
|| dd g}	|dd!g|	}|jddd"d }t	
|| d#d$g}	|d!dg|	}|jddd%d }t	
|| d S )'NAmerica/Chicagor   c                    s*   t | t fdd|D |dddS )Nc                    s   g | ]}t | d qS )r  )r   )r   r   r  r   r   r     r~   zUtest_resample_origin_with_day_freq_on_dst.<locals>._create_series.<locals>.<listcomp>T)r3   	ambiguousr"   )r	   r   rB   )r   Z
timestampsr3   r   r,   r   r   _create_series  s    zAtest_resample_origin_with_day_freq_on_dst.<locals>._create_series
2013-11-02r  z2013-11-03 23:591hr2   r"   g      8@g      9@z
2013-11-03r?  r   rT  rG  z2013-11-02 22:00-05:00z2013-11-03 22:00-06:00g      7@       @z-2HrA  z2013-11-03 21:00-06:00g      6@      @rZ  z2013-11-02 02:00-05:00z2013-11-03 02:00-06:002Hz2013-11-02 23:00-05:00z2013-11-03 23:00-06:00r   z-1Hz2013-11-02 01:00-05:00z2013-11-03 01:00:00-05001H)r   )r   r   rB   r	   r   Zonesr!   rl   r5   rJ   rK   )
r,   r`  r   r   r   rw   rn   r=  rT   Zexpected_tsr   r_  r   )test_resample_origin_with_day_freq_on_dst  sD    	rg  c                 C   s   t dddd| }ttjdt||d}tj|d d< |dd  j	dddd	
 }|j	dddd	
 }t|| d S )
Nz1/1/2000 0:00:00'  rq   rr   r   r"   r   rh   rk   r1  r   r   r   r   test_resample_daily_anchored  s    ri  c                 C   s`   t dd| }ttjdt||d}|jddd	 }t
dd	dd
}t|j| d S )Nr_   z
12/31/2000r   r"   r   r   r   zJan-2000zDec-2000r2   )r   rB   r	   r   r   r    r   r!   rl   r6   r   rJ   r:  r#   )r,   r   rw   rT   Z	exp_indexr   r   r   &test_resample_to_period_monthly_buglet  s
    rj  c                  C   sd   t tjddddtdddddd	} |  d
 	 }| d

dd }t|| d S )Nr   r   r1   2   z
2012-01-01r
  r   rW   r/   r   c                 S   s   |   S r   r6   r|   r   r   r   rg   &  r~   z&test_period_with_agg.<locals>.<lambda>)r	   r   r   r    integersr   to_timestamprl   r6   Z	to_periodrI   rJ   rK   )s2rn   rT   r   r   r   test_period_with_agg  s    rp  c                 C   s   dt dddddddfdt dddddddfdt ddddd	ddfdt dddddd
ddfg}tj|ddd}|j| |_|dd }|d	dd }t
|| d S )Nr-   i  rV   r   rO  r   r         r%  )IDr   r   r   rX   r   rs  ra   c                 S   s   |  d S )Nra   )rl   r5   r|   r   r   r   rg   9  r~   z(test_resample_segfault.<locals>.<lambda>)r   r   Zfrom_records	set_indexr#   rB   rD   rl   r5   r   rJ   r   )r,   Zall_wins_and_wagersrY   rT   rn   r   r   r   test_resample_segfault*  s    rv  c                 C   s   t tdddd| g dtg dddd	d
}|d }|jjt	j
ksVJ |dd }|jjt	j
ks|J d S )Nz
2016-01-01r`   Wr   )r-   r-   r   r   )r1   r]   ru   r   int32r   )r   r   valr   1Dr   )r   r   rB   r	   ru  rl   r   ry  r0   r   rx  rD   r,   rY   rT   r   r   r    test_resample_dtype_preservation=  s    r|  c                 C   s   t d dg di}t|tdd| d}|dd d d	}|dd  d	}t	
|| |d d d	}t	
|| d S )
Nzscipy.interpolater   )r-   rj   r-   r`   z
2017-01-01z
2017-01-04r"   rW   r
  Zcubic)r   Zimportorskipr   r   rB   astyperl   r6   ZinterpolaterJ   rK   )r,   rY   rn   rT   r   r   r   test_resample_dtype_coercionP  s    
r~  c                 C   s^   t dddd| }ttjdt||d}|d	 }|d	 }t
|| d S )	Nr_   r   rO  r   r   r"   rw  zW-SUN)r   rB   r	   r   r   r    r   r!   rl   r6   rJ   rK   )r,   r   rw   r&  rn   r   r   r   test_weekly_resample_buglet`  s
    r  c                 C   s@   t dddd| }ttjdt||d}|d d S )N4/16/2012 20:00i  r   rr   r   r"   r   )	r   rB   r	   r   r   r    r   r!   rl   r,   r   rw   r   r   r   test_monthly_resample_errorj  s    r  c                  C   s   d} d}t t| ddd}ttt||d}|tjj	d}|
d}t t|ddd}ttt||td	}t|| d S )
Nl   *dG@l   *dG@rV   Z100nr   r"   d   r6   r/   )r   r   to_datetimer	   rv   r!   rl   tseriesr   ZNanorI   floatrJ   rK   )r   Z	exp_startZindxrw   rZ   rT   Zexp_indxr  r   r   r   test_nanosecond_resample_errorr  s    
r  c           	      C   s~  t dddd|}t|j|d}|d }|jddd jd	d
}| jtddtdd 7  _|j|	d|_|jj
dksJ t|| |jddd }|jdddjddd }|jd	d
}|jtdd tdd |_|j|	d|_|jj
dksJ t|| t dddd|}t|j|d}|d }|jddd jd	d
}| jtddtdd 7  _d|jj_
tj|j_|j||_t|| |jddd }|jdddjdddd }|jd	d
}| jtddtdd 7  _d|jj_
tj|j_|j||_t|| | dddd}|j||_|d }t|dkszJ d S )Nz1/1/2012z4/1/2012Z100minr2   r"   r   r   r   r   )howr-   r(   r   Zinferrh   )r>   r  )r   r>   z2012-04-29 23:00z2012-04-30 5:00r   )r   rB   r   r  rl   r6   rn  r#   r
   
_with_freqr3   rJ   r   shift_datar   Z
no_defaultZ_freqr!   )	r#  r,   r   rY   rT   rn   r  rw   r&  r   r   r   test_resample_anchored_intraday  sH    



r  )MSZBMSzQS-MARzAS-DECzAS-JUNc                 C   s*   | dd}|j ||_ ||  d S )Nr_   z
12/31/2002)r#   rB   rl   r6   )r#  r3   r,   rw   r   r   r   !test_resample_anchored_monthstart  s    
r  z
label, secrc  z4.2c                 C   st   t dddd}t dddd}||}ttjdd|d	}|jd| d
 }|j	d t
d| dkspJ d S )Nz2014-10-14 23:06:23.206rj   Z400Lrr   z2014-10-15 23:00:00r   Z2200Lr1   r"   )r?   rA   z2014-10-15 23:00:Z00)r   r   r	   r   r   r    r   rl   r6   r#   r   )r?   secZindex1index2r#   r%   rT   r   r   r   test_resample_anchored_multiday  s    
r  c                 C   sl   t dddd| }ttjdt||d}|jddd	d
	 }t dddd| }t
|j| d S )Nr_   rs   r   rr   r   r"   r   r<   rh   rk   z1999-12-31 23:55r`   r9  )r,   r   rw   rT   Zex_indexr   r   r   test_corner_cases  s
    r  c                 C   s8   | ddddd d }| d }t|dks4J d S )Nz2007-01z2010-05r   r2   r   r!  )rl   r6   r!   )Zsimple_period_range_seriesZlen0ptsrT   r   r   r   test_corner_cases_period  s    r  c                 C   s\   | dddd}|j ||_ |jddd }t|dks>J |j d	 td
ddksXJ d S )Nz
2000-04-28z2000-04-30 11:00r   r2   r   r   r   r-   r   z2000-04)r#   rB   rl   r6   r!   r   )r#  r,   rw   rT   r   r   r   test_corner_cases_date  s
    r  c                 C   sD   t dddd| }ttjdt||d}|d	  d S )Nr  iP  r%   rr   r   r"   r   )
r   rB   r	   r   r   r    r   r!   rl   r6   r  r   r   r   test_anchored_lowercase_buglet  s    r  c                 C   sX   t dddd| }ttjdt||d}|d	dd	g}t
|tsTJ d S )
N
2012-06-12r`   r   rr   r   r"   Z20minr6   r5   )r   rB   r	   r   r   r    r   r!   rl   	aggregater  r   )r,   r   rw   rT   r   r   r   test_upsample_apply_functions  s    r  c                 C   s~   t dddd| }ttjdt||d}|tjd	t|}|
d }| 
d }t|| d S )Nr     r   rr   r   r"   r   )r   rB   r	   r   r   r    r   r!   ZtakeZpermutationrl   r5   Z
sort_indexrJ   rK   )r,   r   rw   rT   r  r   r   r   test_resample_not_monotonic  s    r  r0   r.   rx  rW   float32z-Empty groups cause x.mean() to return float64)reason)Zmarksc              
   C   s   t ddgtddddddtddddddg| d}|ddd	 }|d}t|| |d }|d}t|| d S )
Nr-   r     r   r1   r/   rq   c                 S   s   |   S r   rl  r|   r   r   r   rg     r~   z/test_resample_median_bug_1688.<locals>.<lambda>)r   r   rl   r   r+  rJ   r   Zmedian)r0   rY   rT   r  r   r   r   test_resample_median_bug_1688  s    "

r  c                 C   s   | dd}|j ||_ |ddd }|d }t|| |d }d|_|d }d|_|ddd d	d g}ddg|_	t|d | t|d | |d
d
d dd d}tj|d |dd tj|d |dd d S )Nr_   z4/1/2000r   c                 S   s   |   S r   rl  r|   r   r   r   rg   &  r~   z+test_how_lambda_functions.<locals>.<lambda>foobarc                 S   s   |   S r   rl  r|   r   r   r   rg   /  r~   c                 S   s   | j ddS Nr-   )Zddofr4  r|   r   r   r   rg   /  r~   c                 S   s   |   S r   rl  r|   r   r   r   rg   7  r~   c                 S   s   | j ddS r  r  r|   r   r   r   rg   7  r~   )r  r  F)Zcheck_names)r#   rB   rl   r   r6   rJ   rK   rd   r4  rX   r  )r#  r,   rw   rT   r  Zfoo_expZbar_expr   r   r   test_how_lambda_functions"  s$    


r  c                 C   sR   t dddd}t dddd}t||d	d
| }tddi|d}|d  d S )NrK  rj   r-   r1   r  ru   r%  r`   Z30minr2   r   r"   ZAS)r   r   rB   r   rl   r5   )r,   r   r   Zbad_indrY   r   r   r   test_resample_unequal_times=  s
    r  c           	      C   s   t dddd| }ttd|d}tj|jd< t |d |d	 d
d| }|j|dd}|j|ddd}|j|ddd}|	dj
dd}|	d
 }t|| t|| t|| d S )Nz
2002-02-02r`   r   rr         @r"   r   r   rA   Z10Tr2   bfill)r#   r   )r#   r   r   r   Z10Minr   )r   rB   r	   r   r   r   re   r   Zreindex_likerl   r  rJ   rK   )	r,   Zi30r%   Zi10Zs10Zs10_2ZrlZr10_2Zr10r   r   r   test_resample_consistencyI  s    r    rV   rp   rj   r^   r1   r   ru   rr  dates1r`   dates2r   c                 C   sH  t | tt| d}|dd }tg dddd}t dg di|d}|d  	 rp|j
d |_
t|| |tddd	 }t|| t | tt| tt| d
}|dd }t g dg dd|ddgd}|d  	 r|j
d |_
t|| |tddd	 }t|| d S )Nr   r   r   )z
2014-07-31z
2014-08-31z
2014-09-30z
2014-10-31z
2014-11-30)r3   rd   r   )r-   r   r   r   r-   r"   )r3   key)r   r   C)r   r  r  r   )r   r   r   r!   ru  rl   r   r   r   anyr#   r  rJ   r   rD   r   )r   rY   rT   Zexp_idxrn   r   r   r   test_resample_timegroupero  s2    $r  c                 C   s   t tddtdditddtddid}|j| |_|d}|tdd	}|tdd	jd
d }|j	dksJ ||fD ]}|j
 }t|| q|jd
 }t|| |jtdd	
 }t|| d S )Nz2015-06-05 00:00:00Z
0010100903z2015-06-08 00:00:00Z
0010150847z
2015-06-05z
2015-06-08)rs  ZDATEr   r2   c                 S   s   |   S r   nuniquer|   r   r   r   rg     r~   z'test_resample_nunique.<locals>.<lambda>rs  )r   r   r#   rB   rl   rD   r   rs  r   rd   r  rJ   rK   )r,   rY   rZ   rN   rn   r   rT   r   r   r   test_resample_nunique  s*    

r  c                 C   sb   t jdd }|j| |_tjj|j	 gd ddgd|_|
d }t |j|j d S )Nrz  r2   r   Zlev0Zlev1)r  rb  )rJ   r   absr#   rB   r   r  Zfrom_arraysrX   r   rl   r  r:  r{  r   r   r   2test_resample_nunique_preserves_column_level_names  s    r  funcc                 C   s   |   S r   r  r|   r   r   r   rg     r~   c                 C   s   |  tjS r   )rI   r	   r  r|   r   r   r   rg     r~   c                 C   s
   |  dS )Nr  )rI   r|   r   r   r   rg     r~   )r  Zseries_nuniqueZnunique_str)idsc           	      C   sr   t dddd|}t dddd|}||}ttt||dd}|d	}| }| |}t	|| d S )
Nr   r   r   r2   r   r   r.   r/   r   )
r   rB   rH   r	   rv   r!   rl   r   rJ   rK   )	r  r,   r#   r  Zindex3r%   rZ   rT   rn   r   r   r   #test_resample_nunique_with_date_gap  s    

r  nrh  i k)rV   r  i  c                 C   s<  t jd}td| d dd|}t|d| | | d||| d}|	d	
 }t|j |j d	d
|}|j}t j|j|jdd}	t ||	f}
||
 |	|
  }}	t jd|dd  |d d kf }|t jd|	dd  |	d d kf O }t j|	| d t|djddd}t||d}t|| d S )Nr   z
2015-08-27rV   rq   r   r   r.   r"   r   r   r<   ZsideTr-   rA   Z	minlengthFcopy)r   r   r    r   rB   r	   rm  r}  choicerl   r  r#   r8   r9   r   searchsortedZlexsortZr_bincountr!   rJ   rK   )r  r  r,   Zprngdrrw   rh   ixvalsbinsZsortermaskrQ   r<   r   r   r   test_resample_group_info  s    ( "&$r  c           	      C   s   d}t d|dd| }ttjd|tjd||d}|d	 }t |j
 |j
 dd| }tj|j|j
jd	d
}tj|t|d ddd  jddd}t||d}t|| d S )Nrh  z
2015-09-19rq   rr   r   r"   Z7Tr   r<   r  r-   r  r.   Fr  )r   rB   r	   r   r   r    r   r  rl   sizer#   r8   r9   r  r   r  r!   r}  rJ   rK   )	r,   r  r  rw   rh   r  r  ry  r<   r   r   r   test_resample_size  s     (r  c                  C   s   t ddgdgd} ttj| jddjdjd}t d	d
gdgd}ttj|jddjdjddd}t ddg|d}|jdd	 }t ddg|d}t
|| d S )Nid=XitKXrw   rt  r%   r,   UTCzEurope/Madridi 8XiFXr
  r2   r1   r"   r   )r   r   r   r  rw   dtr[  
tz_convertrl   r5   rJ   r   )Zdf1Zdti1Zdf2Zdti2rY   rT   rn   r   r   r   test_resample_across_dst  s*    r  c                 C   s   t ddgddd| }tddg|d}|td	d
 }tddddd| }t |}tdgtj	gd  dg |d}t
|| d S )Nl   @j$ l   S*~Q$ r  r  r]  r-   r   r"   Z1dr2   z
2016-11-02z
2016-11-24r   rX  r   rt   rc  )r   r  rB   r   rD   r   r   r   r   r   rJ   r   )r,   r#   rY   rT   Zexpected_index_valuesrn   r   r   r   !test_groupby_with_dst_time_change  s      r  c                 C   s  t tddddgdd| }tdg|d}t |j d	d
| }tdg|d}t|jd	d	 | |jdd	  t|jdd	 tdgt tdddgddd| d t
ddddd| }t|j}t|||d|dd}dddd}t|d|g d tg dg dg ddt
ddddd| dd  t|d!|g d tg d"g d#g d$dt
dd%d!dd| dd& t|d|g d tg d'g d(g d)dt
d*d+ddd| dd, t|d-|g d td.d/gd0d1gd/d2gdt
d*d+d-dd| dd3 |d4d5 }t|d	ddddg d tg d6g d7g d8dt
d4d5d	dd| dd9 d S ):Nr  r^   r`      z
US/Easternr  r1   r"   r   r2   r  r  r-   r   r3   z
2013-09-30ra  Z30MinrW  rX  r-  r.   r/   r8   r9   r   r   )r   0   i    i   r  )/   i    i  q  2  )r  P  r  r  iR     z	9/30/2013z	11/4/2013zW-MON Frequencyz2W-MON)r   r  r  r  )r  r  r  r  )r  i  i  r  z
11/11/2013z2W-MON Frequency)r   r    )r    r  )r  i  1   z9/1/2013z	11/1/2013zMS FrequencyrM  r   r  r  r  r  z2MS Frequencyz
10/26/2013z
10/29/2013)i  i  iB  r  )i  iA  r  i  )r  rk  r  r  zD Frequency)r   r   rB   r   r#   	normalizerJ   r   rl   r5   r   rv   r  rI   )r,   rL   rY   rn   r   r  Zdf_dailyr   r   r   test_resample_dst_anchor2  s    




r  c                 C   s   t d}tddd}t||ddd| }td|d	d
 }tdt	j
gd dg t||dd
d| d	}t|| d S )NzEurope/Berlinr  rV      r`   re  rr   r1   r"   r
        @rj   ru   )pytztimezoner   r   ZlocalizerB   r	   rl   r6   r   r   rJ   rK   )r,   r   r  r   rT   rn   r   r   r   test_downsample_across_dst  s    
r  c                 C   sd   t tg ddd| g dd}|d }t ddgtd	d
gddd| d}t|| d S )N)z
2017-03-25
2017-03-26z
2017-03-27z
2017-03-28z
2017-03-29Europe/Amsterdamr  )r^   rs   r      rr  )r#   r   Z1Wr  *   r  z
2017-04-02rw  r  r"   )r   r   rB   rl   r5   rJ   r   )r,   rY   rT   rn   r   r   r   !test_downsample_across_dst_weekly  s&    
r  c                 C   sb   t ddddd| }t|tjd}|d }tt ddd	dd
| tjd}t|| d S )Nz
2013-04-01z
2013-05-01zEurope/Londonr
  r  r/   rw  z
2013-04-07r1   )r3   rc   r   )	r   rB   r	   r   rW   rl   r6   rJ   rK   )r,   rR   r%   rT   rn   r   r   r   #test_downsample_across_dst_weekly_2  s    r  c           	      C   s   t dddd}t dddd}t||dd| }|dd	}ttt|}t||d
}|	t
dd }tdddjd	dd}t|dd| }tg d|d
}t|| d S )Ni  r^   rj   rs   r1   rf  r2   r  zAmerica/Havanar"   rz  z
2018-11-03rc   T)r^  r   )g      @g      <@g     @F@)r   r   rB   r[  r  listrv   r!   r   rD   r   r6   r   rJ   r   )	r,   r   r   r#   r   Z	dataframerT   rL   rn   r   r   r   test_downsample_dst_at_midnight  s    r  c           	      C   s   t tjdtjddg}tg d|d}|j| |_t g d| }tg d|d}t|d	 | t ddg| }td	d
g|d}t|d	 | t dg| }tdg|d}t|d	 | t|d	 | d S )N1970-01-01 00:00:001970-01-01 00:00:011970-01-01 00:00:02)r   rj   r1   ru   r^   r"   )r  r  r  )rd        @      &@Z1sr  r  Z2sr  Z3sZ60s)
r   r   NaTr   r#   rB   rJ   r   rl   r6   )	r,   r#   frameZindex_1sZframe_1sZindex_2sZframe_2sZindex_3sZframe_3sr   r   r   test_resample_with_nat  s4    	r  c                 C   s   t dddt dddg}td|i|d}|j| |_tt dddtjt dddgtddd	d
| dd}|d		 d }t
|| |d d		 }t
|| d S )Ni  r-   rr     r   r"   z
2016-01-15rj   Z2Drr   )r#   rd   )r   r   r#   rB   r	   r   r  r   rl   firstrJ   rK   )r,   r   rY   r  r  r   r   r   test_resample_datetime_values  s    r  c                 C   s   dd }| j || _ d}| d||}| d |}t|| | dj||d}| d |}t|| tdddt	d	dd
d}|
dd||t}|
dd |}t|| d S )Nc                 S   s   t | | S r   )r   r6   )r   add_argr   r   r   rP     s    z3test_resample_apply_with_additional_args.<locals>.frV   r   )r  r-   r   r   Z2017r  r"   r   )r#   rB   rl   r   r6   multiplyrJ   rK   r   r   rD   rI   r}  r  r   )rm   r,   rP   Z
multiplierrT   rn   rY   r   r   r   (test_resample_apply_with_additional_args  s    r  )r-   r   rj   zn1, freq1, n2, freq2)
)   S      ?r   )<   r  r-   r   )i  r  r-   r
  )r  r   r-   r
  )i`T  r  g      ?r   )r0  r  r-   r   )i  r  r  r   )i  r   r-   r   )rs   r
  r  r   )   r
  r-   r   c                 C   st   | | }|| }t dd|d|}ttt||d}	|	t||  }
|	t||  }t	|
| d S )Nz19910905 13:00z19911005 07:00r2   r"   )
r   rB   r	   rv   r!   rl   r   r6   rJ   rK   )Zn1Zfreq1Zn2Zfreq2r  r,   Zn1_Zn2_rL   serr   r   r   r   r    test_resample_equivalent_offsets#  s    r  z"first,last,freq,exp_first,exp_last))1991090519920406r   r  19920407)z19910905 00:0019920406 06:00r   r  r  )19910905 06:00r  r
  r  z19920406 07:00)Z19910906r  r   1991083119920430)r  r  r   r  19920531)z1991-08z1992-04r   r  r	  c                 C   sz   t | } | | j|} t |}||j|}t|}t|}tjj|}t	| ||dd}||f}||ksvJ d S )Nr(   r  )
r   rn  r3   rB   r   r   r  ZfrequenciesZ	to_offsetr   )r  r   r3   Z	exp_firstexp_lastr,   rT   rn   r   r   r   test_get_timestamp_range_edges?  s    r  
duplicatesTFc                 C   s   t dddd|}ttd|d}t||d d}| rDddg|_d	}tjt|d
" |	d
tj}W d    n1 s~0    Y  ttjddgddgddgddggtjdtg ddd||jd}t|| d S )Nz
2012-01-31r   rs   r   r3   rc   r"   r   r   r   z!using DatetimeIndexResampler.prodr   r  r   r  r     r  r  i  i  r   )z
2012-03-31z
2012-06-30z
2012-09-30z
2012-12-31Q-DECr2   r   )r   rB   r	   rv   r   rX   rJ   r  r  rl   r   r   r7   rC   r.   r   r   )r  r,   r#   rw   rY   r   rT   rn   r   r   r   test_resample_apply_productY  s$    
0&r  z$first,last,freq_in,freq_out,exp_last))
2020-03-28
2020-03-31r   rZ  z2020-03-30 01:00)r  
2020-10-27r   rZ  2020-10-27 00:00)
2020-10-25r  r   rZ  z2020-10-26 23:00)r  r  rZ  r   z2020-03-30 00:00)r  r  rZ  r   r  )r  r  rZ  r   z2020-10-26 00:00)r  r   freq_infreq_outr
  c           	      C   sV   t dt| ||dd|}|| }t dt| ||dd|}t|| d S )Nr   r  rX  )r	   r   rB   rl   r   rJ   rK   )	r  r   r  r  r
  r,   rw   rT   rn   r   r   r   #test_resample_calendar_day_with_dstp  s    'r  )r8   r9   r  r   c                 C   sn   t dddd|}tdtjtjg|}t|d| dd}ttjgtd	gd
d|d}t	|| d S )NZ2020r   rj   r  r-   r  r   )Z	min_countr  r  r2   r"   )
r   rB   r	   r   r   r   rl   r   rJ   rK   )r  r,   r#   r   rT   rn   r   r   r   +test_resample_aggregate_functions_min_count  s    r  c                 C   s   t tdddd|dgg dd | d}|j|jd	k |jd
kB d d f }|d }t dtjdgdgtdddd|d}t	
|| d S )NrU  z2000-01-03 23Z12Hr   r}   )r   r-   r   r   )r#   rX   r   r0   z
2000-01-02z
2000-01-03r   r-   r   r.  )r   r   rB   r  r#   rl   r9   r   r   rJ   r   )Zany_unsigned_int_numpy_dtyper,   rY   rT   rn   r   r   r   test_resample_unsigned_int  s$    
"
r  c                  C   sj   t ddddd} tg d| d}|d }ttg d	d
dd}tg d|d}t	|| d S )Nz
0300-01-01rU  r%   Z100Y)r,   r3   )r-   r`   r   r   r1   ru   r-   r`   r   r   r1   ru   r-   r`   r   r   r1   r"   Z200Y)	z
0300-12-31z
0500-12-31z
0700-12-31z
0900-12-31z
1100-12-31z
1300-12-31z
1500-12-31z
1700-12-31z
1900-12-31zdatetime64[s]z200A-DECr2   )	r   rd        @r  rd  r  r  rd  r  )
r   r	   rl   r6   r   r   rC   r}  rJ   rK   )rR   r   rT   expected_idxrn   r   r   r   test_long_rule_non_nano  s    r  c                  C   sd   t g g dddi} | jddddddd  }tg dddd	}tg |dd
d}t|| d S )NrL  rw   zdatetime64[ns, Atlantic/Faroe]rM  rh   r   rP  r   )r3   rd   r0   rW   )r#   rd   r0   )r   r}  rl   r5   r   r	   rJ   rK   )rY   rT   r  rn   r   r   r   "test_resample_empty_series_with_tz  s    r  )r   	functoolsr   ior   numpyr   r   r  Zpandas._libsr   Zpandas._typingr   Zpandasr   r   r	   r
   r   r   r   Zpandas._testingZ_testingrJ   Zpandas.core.groupby.grouperr   Zpandas.core.indexes.datetimesr   Zpandas.core.indexes.periodr   r   Zpandas.core.resampler   r   Zpandas.tseriesr   Zpandas.tseries.offsetsr   Zfixturer   r   r$   r,   rU   r[   markZparametrizero   rx   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r  r  r  r  r   r$  r'  r*  r,  r/  r2  r3  r5  r<  rE  objectrI  rJ  rQ  rV  rY  r\  rg  ri  rj  rp  rv  r|  r~  r  r  r  r  r  r  r  r  r  r  r  r  r*   Zxfailr  r  r  r  r  r  __annotations__r  r  Zdates3r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r  r  r  r  r  r   r   r   r   <module>   s   



$			

D:


	0






%7

0

	








2
 	
 a!$
