o
    d                     @   s  U d dl m Z  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$m%Z% d dl&m'Z' e	( dd Z)e	j(dd Z*e	j(dd Z+e	j(g dddd Z,dd Z-dd Z.e	j/0ddge	j/0dd d!d" fd#d$d" fgd%d& Z1d'd( Z2d)d* Z3e	j/0ddge	j/0d+g d,d-d. Z4e	j/0ddgd/d0 Z5e	j/0ddgd1d2 Z6d3d4 Z7d5d6 Z8d7d8 Z9d9d: Z:e	j/0d;g d<d=d> Z;e	j/0d?d@dAgdBdC Z<e	j/0d?dDdAgdEdF Z=dGdH Z>dIdJ Z?dKdL Z@dMdN ZAe	j/0d?g dOe	j/0dPg dQdRdS ZBdTdU ZCdVdW ZDdXdY ZEdZd[ ZFd\d] ZGd^d_ ZHe	j/0d`dadbdcdddegdfdbdcdgdegdAdhdidAdeggdjdk ZIdldm ZJdndo ZKdpdq ZLdrds ZMe	j/0d?g dtdudv ZNe	j/0dwdxdygdzd{ ZOd|d} ZPd~d ZQe	j/0dddidedidddddiddigdd ZRe	j/0ddddddeS gdd ZTe	j/0ddddeS gdd ZUdd ZVdd ZWdd ZXdd ZYdd ZZdd Z[dd Z\dd Z]dd Z^dd Z_dd Z`dd Zadd Zbdd Zce	j/0d?g ddd Zde	j/0dddgd dggdd Zedd Zfdd Zgdd Zhdd ZiddÄ Zjddń Zke	j/0dddde	jlde	j/jmdd̍d͍gddτ Znddф Zoddӄ ZpddՄ Zqe dddxe dddكe dddۃe dddۃe ddd܃e dddރgZree esd< erddy ejtg erdyd  ejtg erdd  Zuee esd< ejtger ejtg Zve	j/0dereuevgdd Zwdd Zxdd Zye	j/j0ddd" dd" dd" gg dddd Zze	j/0dddge	j/0dg ddd Z{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 Ze	j/0dg de	j/0dg ddd Ze	j/0dg ddd Ze	j/0dddgdd Ze	j/0dg ddeded ed!ed"ef
d#d$Ze	j/0dg d%d&d' Zd(d) Zd*d+ ZdS (,      datetime)partial)StringIO)ListN)lib)DatetimeNaTType)	DataFrameSeries	Timedelta	Timestampisnanotna)Grouper
date_range)Periodperiod_range)DatetimeIndex_get_timestamp_range_edges)offsets)Minutec                   C   s   t S Nr    r   r   ]/app/.heroku/python/lib/python3.10/site-packages/pandas/tests/resample/test_datetime_index.py_index_factory&      r   c                   C   s   dS )NMinr   r   r   r   r   _index_freq+   r   r   c                 C   s   t jt| S r   )nprandomrandlenindexr   r   r   _static_values0   s   r%   )smsusns)paramsc                 C      | j S r   )param)requestr   r   r   unit5   s   r.   c                 C   s<  |  |}ttdgt| |dd}ttdd}||}|  g d}|D ]
}|j	|d dd q*ttdd	d	d
}||}|  g d}|D ]
}|j	|d dd qM|j
dks_J t|  siJ dgdgd  }|ddd }	|	|dd  }	t|	dd |}	t||	d}
|tj}t||
 d S )N   int64r$   dtype   freqsummeanprodminmaxvarTZaltZnumeric_onlyrightr5   closedlabel!
  i 
  r   Z5Tr#   )as_unitr
   r   arrayr"   r   r   groupbyohlc_cython_agg_generalZngroupsr   r8   allappendr   aggr7   tmassert_series_equal)r$   r.   dtir&   bgfuncsfarridxexpectresultr   r   r   test_custom_grouper:   s.   


rW   c                 C   sr   t tdddd}| |}ttjt|d|dd}||	tj
}t|jdks.J t|jdks7J d S )Nr3   r>   r?   
   float64r1   rB   )r   r   rD   r	   r   r    r!   r"   rF   rK   r7   columnsr$   )r$   r.   rO   rN   dfrr   r   r   test_custom_grouper_df^   s   
r]   z#_index_start,_index_end,_index_name)1/1/2000 00:00:00z1/1/2000 00:13:00r$   zclosed, expectedr>   c                 C   sH   t | d | dd  | dd  | dd   gtddddd	d
S )Nr   r/         1/1/2000   5minr$   periodsr5   namer#   r
   r8   r   r&   r   r   r   <lambda>q   s    2ri   leftc                 C   sB   t | d d  | dd  | dd   gtddddddS )	Nr3   rX   1/1/2000 00:05   rc   r$   rd   r#   rg   rh   r   r   r   ri   x   s    ,c                 C   sL   | }|j ||_ ||}|j ||_ |jd|dd }t|| d S )Nrc   r>   r@   rA   )r$   rD   resampler8   rL   rM   )seriesr@   expectedr.   r&   rV   r   r   r   test_resample_basich   s   rq   c                 C   s   t tdtdddd| dd}|d }t g dtdd	dd| dd}t|| |d }t g d
tdd	dd| dd}t|| d S )N	   ra   Tre   r5   ZInt64r1   Z3T)rl         rl   )r/   rb      ZFloat64)	r
   ranger   rD   rn   r7   rL   rM   r8   )r.   tsrV   rp   r   r   r   test_resample_integerarray   s&   rz   c                 C   sV   | }|j ||_ |d }ttdddd}||dd }t	|| d S )N5Minr3   rj   r?   c                 S      | d S NrC   r   xr   r   r   ri          z-test_resample_basic_grouper.<locals>.<lambda>)
r$   rD   rn   lastr   r   rF   rK   rL   rM   )ro   r.   r&   rV   grouperrp   r   r   r   test_resample_basic_grouper   s   r   zkeyword,value))rA   righttt)r@   r   )Z
conventionZstartttc                 C   sh   | j || _ d| d| d}tjt|d | jdi ||i W d    d S 1 s-w   Y  d S )NzUnsupported value z for ``matchrc   rc   )r$   rD   pytestraises
ValueErrorrn   )ro   keywordvaluer.   msgr   r   r   test_resample_string_kwargs   s
   "r   c                 C   s   |dkr	t d | }|j||_t|}d|d< d|dd< d|dd< d|dd < |||}td	d
ddd||_t	|j
dddd| }t|| d S )NrG   z!covered by test_resample_how_ohlcr   r/   r_      r`   rl   ra   rb   rc   r$   rd   r>   rm   )r   skipr$   rD   r   	ones_likerF   rK   r   getattrrn   rL   rM   )ro   Zdownsample_methodr.   r&   	grouplistrp   rV   r   r   r   test_resample_how   s&   

r   c                 C   s   | }|j ||_ t|}d|d< d|dd< d|dd< d|dd < dd }t|||j t	d	d
ddd|g dd}|j
dddd }t|| d S )Nr   r/   r_   r   r`   rl   c                 S   6   t |  rttjdS | d |  |  | d gS Nrb   r   rC   r   rI   r   repeatnanr;   r:   groupr   r   r   _ohlc      z%test_resample_how_ohlc.<locals>._ohlcra   rb   rc   r$   rd   )openhighlowcloser$   rZ   r>   rm   )r$   rD   r   r   r	   rF   rK   valuestolistr   rn   rG   rL   assert_frame_equal)ro   r.   r&   r   r   rp   rV   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 )Nr3   r2   
2014-01-01dstartre   r5   ABr#   r/   c                 S      t t| S r   strtype)r   ar   r   r   fn      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__   r   z5test_resample_how_callables.<locals>.FnClass.__call__N)__name__
__module____qualname__r   r   r   r   r   FnClass   s    r   Mc                 S   r   r   r   r~   r   r   r   ri         z-test_resample_how_callables.<locals>.<lambda>r   )r   )r/   )r   aranger0   r   r"   rD   r	   rn   applyr   rL   r   )r.   dataindr[   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   )rb   rr   rb   r   z
2014-11-08rb   r5   re   r#   Z7s)rb   rX   rb   r/   Z11sr`      r   Z13s   r_   Z17s   rl   )pdZread_csvr   r$   rD   rf   rn   r7   r	   r   rL   r   )r.   r   r[   rV   rp   r   r   r   test_resample_rounding  sL   





r   c                 C   sF  t tdddtdddddd| }ttjt||}|d	 }t|dks-J |j
jg d	k s9J |jd
 |d ksDJ |jd |d ksOJ |jd |jd ks[J |d	 }t|dksjJ |j
jd
d
gk svJ |jd
 |d ksJ |jd |d ksJ |d	 }t|dksJ |j
jddgk sJ |jd
 |d ksJ |jd |d ksJ |d	 }t|dksJ |j
jddgk sJ |jd
 |d ksJ |jd |d ksJ |d	 }t|dksJ |j
jddgk s
J |jd
 |d ksJ |jd |d ks"J |d	 }t|dks2J |j
jddgk s?J |jd
 |d ksKJ |jd |d ksWJ |d	 }t|dksgJ |j
jg dk stJ |jd
 |d ksJ |jd |d ksJ |jd |d ksJ |j
jdksJ d S )N  r/   rX   Dr$   r   endr5   rf   zw-sunrl   )r_   r_   r_   r   z1/2/2005z1/9/2005r   rC   W-MONz1/3/2005z	1/10/2005zW-TUEz1/4/2005W-WEDz1/5/2005zW-THUz1/6/2005zW-FRIrb   z1/7/2005r   rw   )rb   r   r/   r   rl   rb   r   r3   )r   r   rD   r
   r   r    r!   r"   rn   r   r$   Z	dayofweekrI   ilocrf   r.   rN   r&   rV   r   r   r   test_resample_basic_from_dailyQ  sX   r   c                 C   s   t dddd| }td|d}|d }|jd |d ks"J ttdd	d
d tdd	D d}|j| |_ttdd	t dddd| d}|d	 }t
|td|jd |d }|d }t
|| t
|| d S )Nz01-Jan-2014z05-Jan-2014r   r4   r/   r#   r         ?r_   c                 S   s   g | ]
}t d d|ddqS )i  r/   ru   r   r   .0ir   r   r   
<listcomp>  s    zCtest_resample_upsampling_picked_but_not_correct.<locals>.<listcomp>Z19750101r3   rt   )r   rD   r
   rn   r8   r$   r   r   rx   countrL   rM   r7   )r.   datesro   rV   r&   rp   result1result2r   r   r   /test_resample_upsampling_picked_but_not_correct  s$   
r   rR   r6   c                 C   s>   t  }|j||_tdd}||}|j| d dd d S )Nr   r4   Tr=   )rL   makeTimeDataFramer$   rD   r   rF   rH   )rR   r.   r[   rO   rP   r   r   r   "test_resample_frame_basic_cy_funcs  s
   

r   r5   r   r   c                 C   sF   t  }|j||_||  }t |d |d |   d S )Nr   )rL   r   r$   rD   rn   r8   rM   )r5   r.   r[   rV   r   r   r   test_resample_frame_basic_M_A  s   "r   r   c                 C   s,   t  }|j||_|j| dd  d S )Nperiodkind)rL   r   r$   rD   rn   r8   )r5   r.   r[   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t||}|d	 }t|dks-J |d	 |d	 ks7J |d
 |d
 ksAJ |j
jdksIJ d S )Nr   r/   rX   r   r$   r   r   i2  r   rC   )r   r   rD   r
   r   r    r!   r"   rn   ffillr$   rf   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10sr4   10S)r
   r   r$   rD   r   NaNr   rL   rM   rn   r8   )r.   r&   rp   r   r   r   test_resample_how_method  s.   	r   c                 C   s~   t dddd| }tdtg d|di}t dddd| }tdttt||did	d
}|d }t	|| d S )NZ20150101Z20150331ZBMr   r   r5   r   )rv   )   ?   r#   r   r0   r   )
r   rD   r	   r
   rx   r"   rn   r   rL   r   )r.   r$   rp   r[   rV   r   r   r   test_resample_extra_index_point  s    r   c                 C   s^   t dddd| }ttjt||}|djdd}|j	|j
ddd	}t|| d S )
Nra   rl   5trt   tr   limitr   methodr   )r   rD   r
   r   r    randnr"   rn   r   reindexr$   rL   rM   r.   rngry   rV   rp   r   r   r   test_upsample_with_limit  s
   r   )Z5DZ10Hr{   r   rule)YZ3MZ15DZ30HZ15MinZ30Sc                 C   s`   t dd|| d|}ttjt||}||jdd}|j	|j
ddd}t|| d S )Nra   rl   )re   r5   tzr   r   nearestr   )r   rD   r
   r   r    r   r"   rn   r   r   r$   rL   rM   )Ztz_aware_fixturer5   r   r.   r   ry   rV   rp   r   r   r    test_nearest_upsample_with_limit  s   r  c                 C   s@  | }|j ||_ ttdd}||dd }|d }t|t|ks+J t|j	dks4J |j
d }|d |d	 ksCJ |d
 |d	d  ksQJ |d |d	d  ks_J |d |d ksiJ |j
d }|d |d ksxJ |d
 |d d  ksJ |d |d d  ksJ |d |d ksJ d S )Nr3   r4   c                 S   r|   r}   r   r~   r   r   r   ri     r   z$test_resample_ohlc.<locals>.<lambda>r{   rb   r   ir   rC   r   r   r   )r$   rD   r   r   rF   rK   rn   rG   r"   rZ   r   r;   r:   )ro   r.   r&   r   rU   rV   Z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
s4J |jd d	 d }t	|t
sGJ d S )
N1-1-2000	2-15-2000hr4   	4-15-2000	5-15-2000r#   30Tz	4-14-2000)r   rD   unionr
   rx   r"   locrn   rG   
isinstancer	   )r.   r$   r&   r   rO   r   r   r   test_resample_ohlc_result,  s   r  c                 C   s   t dd| }|tdtdtdtdg}ttt||d}|d	 }|j
t |d	 |d
 dd| d}t|| d S )Nz
2013-12-30z
2014-01-07r   z
2013-12-31z
2014-01-04z
2014-01-05)r   r$   r   r   rC   r4   r#   )r   rD   Zdropr   r	   r   r   r"   rn   r8   r   rL   r   )r.   r   r$   r[   rV   rp   r   r   r   $test_resample_ohlc_result_odd_period9  s   $r  c              
   C   s  t tdd ddtdd ddtdd dditdd ddtdd ddtdd dd	id
jddgdd}|j| |_d|j_|d }t	j
|d d |d d gd|jd}|jjd dksgJ t|| ddgddgg|_|d }t	jg d|_t|| d S )Nz2011-01-06 10:59:05r   ia  z2011-01-06 12:43:33ic  z2011-01-06 12:54:09i /hYl    rT i )PRICEVOLUMEr  r  r/   axisZColsH)r  keysr   r   rO   cr   ))r   r  r   )r   r  r   )r   r  r   )r   r  r   )rO   r   r   )rO   r   r   )rO   r   r   )rO   r   r   )r	   r   r   r$   rD   rZ   rf   rn   rG   r   concatnamesrL   r   
MultiIndexfrom_tuples)r.   r[   resexpr   r   r   test_resample_ohlc_dataframeK  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< | jdd	d
 }| j	dd d	d
 }dd tdD |_
t|| d S )Nrb   ru   )  r  r  r  c                 S      g | ]}t d |d ddqS )r  r/   r   )yearmonthr5   r   r   r   r   r   r         z+test_resample_dup_index.<locals>.<listcomp>r   rl   Qr/   r  c                 S   s   t | jd d S )Nr/   rl   )intr!  r~   r   r   r   ri     s    z)test_resample_dup_index.<locals>.<lambda>c                 S   r  )r  r/   r$  )r   Zquarterr5   r"  r   r   r   r   r     r#  )r	   r   r    r   rx   r   r   rn   r8   rF   rZ   rL   r   )r[   rV   rp   r   r   r   test_resample_dup_index{  s   r&  c                 C   s   t tdddtddddd| }ttjt||}|jdddd	 }|d		 }t|d
ks6J t
|jjtjs@J |jjtdksKJ d S )Nr   r/   rX   r   r   r   r>   rm   Z8Hr   r   )r   r   rD   r
   r   r    r!   r"   rn   r8   r  r$   r5   r   Z
DateOffsetZHour)r.   rN   r&   bsrV   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di ||_ t|| d S )Nz1/1/1990ra   r   r   r   )r$   rD   rn   r8   r   rL   rM   )simple_date_range_seriesr5   Zexpected_kwargsr.   ry   rV   rp   r   r   r   !test_resample_timestamp_to_period  s   
r,  c                 C   s   dd }t dddd| }ttjt||d}|jdd	d	d
 }|j	d |d k
 s1J ||dd }|j	d |k
 sDJ ||dd  }|j	d |k
 sWJ d S )Nc                 S   r   r   r   r   r   r   r   r     r   ztest_ohlc_5min.<locals>._ohlcr^   z1/1/2000 5:59:50r   r4   r#   rc   r>   rm   z1/1/2000 00:00r   r/      rk   z1/1/2000 5:55:01z1/1/2000 6:00:00)r   rD   r
   r   r    r   r"   rn   rG   r  rI   )r.   r   r   ry   	resampledr  r   r   r   test_ohlc_5min  s   r/  c                 C   s   t dd| }|dj}ttjt||d}|	d
 }|dd 
 }t|dks2J t|d	 |d
  t|d
 |d  d S )Nra   	2/29/2000r3   r#   r   c                 S   r+   r   )r!  r~   r   r   r   ri     s    z,test_downsample_non_unique.<locals>.<lambda>r   r   r/   )r   rD   r   r   r
   r   r    r   r"   rn   r8   rF   rL   Zassert_almost_equal)r.   r   rng2ry   rV   rp   r   r   r   test_downsample_non_unique  s   r2  c                 C   sv   t dd| }|dj}ttjt||d}d}t	j
t|d |d W d    d S 1 s4w   Y  d S )Nra   r0  r   r#   z/cannot reindex on an axis with duplicate labelsr   r   )r   rD   r   r   r
   r   r    r   r"   r   r   r   asfreq)r.   r   r1  ry   r   r   r   r   test_asfreq_non_unique  s   "r4  c                 C   sd   t dd| }ttjdt||g dd}|jddd }|j	d j	}t
|| d S )	Nra   r0  rl   r   rO   r  rZ   r$   r   r/   r  )r   rD   r	   r   r    r   r"   rn   r8   rs   rL   r   )r.   r   r[   rV   rp   r   r   r   test_resample_axis1  s
    r7  )r   r   Z15tZ30tZ4hZ12hc                 C   sz   t dddd|}ttj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&   rt   r#   r   rj   rm   r   rD   r
   r   r    r   r"   r   rn   r8   rL   rM   )r5   r.   r   ry   rV   rp   r   r   r   test_resample_anchored_ticks  s   r:  r   r/   r   c                 C   sb   dd }t dd|  ddd|}ttjt||d}t|	d	
 |	d	| d S )
Nc                 S      |   S r   )r7   r~   r   r   r   ri     r   z,test_resample_single_group.<locals>.<lambda>z2000-1-1z2000-z-10r   r4   r#   r   )r   rD   r
   r   r    r   r"   rL   rM   rn   r7   r   )r   r.   Zmysumr   ry   r   r   r   test_resample_single_group  s   &r<  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   r4   c                 S   s
   t | S r   )r   stdr~   r   r   r   ri        
 z0test_resample_single_group_std.<locals>.<lambda>)	r
   r   r$   rD   r   rn   r   rL   rM   )r.   r&   rp   rV   r   r   r   test_resample_single_group_std  s   r?  c                 C   sd   t dddd| }ttjt||d}|jddd }t d	d
dd| }t	
|j| d S )Nr^   z1/1/2000 02:00r&   r4   r#   rc   Z2minoffset12/31/1999 23:57:00z1/1/2000 01:57r   rD   r
   r   r    r   r"   rn   r8   rL   assert_index_equalr$   )r.   r   ry   r.  exp_rngr   r   r   test_resample_offset  s   rF  kwargsorigin1999-12-31 23:57:00z1970-01-01 00:02:00epoch2mrH  rA  z1999-12-31 12:02:00rA  z-3mc                 C   sf   t dddd|}ttj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&   r4   r#   rI  2000-01-01 01:57rc   r   rC  )rG  r.   r   ry   rE  r.  r   r   r   test_resample_origin  s   rP  Zinvalid_valueZepchZstartdayZstarttz
2000-30-30c                 C   z   t dddd|}ttjt||d}d|  d}tjt	|d |j
d	| d
 W d    d S 1 s6w   Y  d S )NrM  rN  r&   r4   r#   z|'origin' should be equal to 'epoch', 'start', 'start_day', 'end', 'end_day' or should be a Timestamp convertible type. Got '
' instead.r   rc   rH  r   rD   r
   r   r    r   r"   r   r   r   rn   )rH  r.   r   ry   r   r   r   r   test_resample_bad_origin*  s   "rU  Z12dayysc                 C   rQ  )NrM  rN  r&   r4   r#   z6'offset' should be a Timedelta convertible type. Got 'rR  r   rc   r@  rT  )rA  r.   r   ry   r   r   r   r   test_resample_bad_offset9  s   "rV  c                 C   sf  d\}}t ||dd| }ttj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7minr4   r#   z2000-10-01 23:14:00z2000-10-02 00:22:00Z17min	start_dayrS  rW  z2000-10-02 00:21:00r   Z23h30minr@  rL  z2000-10-01 23:18:00z2000-10-02 00:26:00rJ  z2000-10-01 23:24:00z2000-10-02 00:15:00
2000-01-01rC  )r.   r   r   r   ry   rE  r.  r   r   r   test_resample_origin_prime_freqB  sJ   r[  c                 C   s`  d}d}t ddd|d| }ttjt||d}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jt|d |jd
dd  W d    n1 srw   Y  t dddd| }ttjt||d}tjt|d |jd
dd  W d    d S 1 sw   Y  d S )Nz4The origin must have the same timezone as the index.Europe/ParisrM  rN  r&   r5   r   r#   rI  rO  rc   z1999-12-31 23:57:00+00:00rS  z1999-12-31 12:02:00+03:00rJ  rK  rL  r   rB  r4   z12/31/1999 23:57:00+03:00)r   rD   r
   r   r    r   r"   rn   r8   rL   rD  r$   r   r   r   )r.   r   r   r   ry   rE  r.  r   r   r   test_resample_origin_with_tzg  s6   "r^  c                 C   sF  d\}}t ||dd| }tjt|}t||d}|jddd }|jddd }t	
|| |d }|jddd }	|jddd }
t	j
||	|jd	d
 t	j
||
|jd	d
 d\}}t ||dd| }t||d}|jddd }|jddd }t	
|d |d  t	
|d |d  d S )N)z2000-10-01 23:30:00+0500z2000-12-02 00:30:00+0500rX  r4   r#   r   rJ  rS  24HF)Z
check_freq)z2000-10-01 23:30:00+0200z2000-12-02 00:30:00+0200)r   rD   r   r    r   r"   r
   rn   r8   rL   rM   tz_localizer   )r.   r   r   r   Zrandom_valuesZts_1Zresult_1Zresult_2Zts_no_tzZresult_3Zresult_4Zts_2Zresult_5Zresult_6r   r   r   -test_resample_origin_epoch_with_tz_day_vs_24h  s&   
ra  c           
         s  d d& fdd	}t d d}t d d}t||dd	}ttt||d
}|ddgddg}ddd|d fD ]}|jd|d }t	
|| q;t d d}t d d}t||dd	}ttt||d
}ddg}	|ddg|	}|jdddd }t	
|| ddg}	|ddg|	dd	}|jdddd }t	
|| ddg}	|ddg|	}|jdddd }t	
|| dd g}	|dd!g|	}|jddd"d }t	
|| d#d$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     s    zUtest_resample_origin_with_day_freq_on_dst.<locals>._create_series.<locals>.<listcomp>T)r5   	ambiguousr#   )r
   r   rD   )r   Z
timestampsr5   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1hr4   r#   g      8@g      9@z
2013-11-03rJ  r   rY  rS  z2013-11-02 22:00-05:00z2013-11-03 22:00-06:00g      7@       @z-2HrL  z2013-11-03 21:00-06:00g      6@      @r_  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   rD   r
   r   Zonesr"   rn   r7   rL   rM   )
r.   re  r   r   r   ry   rp   rH  rV   Zexpected_tsr   rd  r   )test_resample_origin_with_day_freq_on_dst  sD   	rl  c                 C   sz   t dddd| }ttj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'  rs   rt   r#   r   r   rj   rm   r9  r   r   r   r   test_resample_daily_anchored  s   rn  c                 C   sZ   t dd| }ttjt||d}|jddd }t	dddd	}t
|j| d S )
Nra   z
12/31/2000r#   r   r   r   zJan-2000zDec-2000r4   )r   rD   r
   r   r    r   r"   rn   r8   r   rL   rD  r$   )r.   r   ry   rV   Z	exp_indexr   r   r   &test_resample_to_period_monthly_buglet  s
   ro  c                  C   s^   t tjdddtdddddd} |  d	  }| d		d
d }t
|| d S )Nr   r3   2   z
2012-01-01r  r   rY   r1   r   c                 S   r;  r   r8   r~   r   r   r   ri     r   z&test_period_with_agg.<locals>.<lambda>)r
   r   r    randintr   to_timestamprn   r8   Z	to_periodrK   rL   rM   )s2rp   rV   r   r   r   test_period_with_agg  s   ru  c                 C   s   dt dddddddfdt dddddddfdt ddddd	ddfdt dddddd
ddfg}tj|ddd}|j| |_|dd }|d	dd }t
|| d S )Nr/   i  rX   r      r   r         r-  )IDr   r   r   rZ   r   ry  rc   c                 S   s   |  d S )Nrc   )rn   r7   r~   r   r   r   ri     s    z(test_resample_segfault.<locals>.<lambda>)r   r	   Zfrom_records	set_indexr$   rD   rF   rn   r7   r   rL   r   )r.   Zall_wins_and_wagersr[   rV   rp   r   r   r   test_resample_segfault  s   r|  c                 C   s   t tdddd| g dtg dddd	d
}|d }|jjt	j
ks+J |dd }|jjt	j
ks>J d S )Nz
2016-01-01rb   Wr   )r/   r/   r   r   )r3   r_   rw   r   int32r   )r   r   valr   1Dr   )r	   r   rD   r
   r{  rn   r   r  r2   r   r~  rF   r.   r[   rV   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/   rl   r/   rb   z
2017-01-01z
2017-01-04r#   rY   r  Zcubic)r   Zimportorskipr	   r   rD   astypern   r8   ZinterpolaterL   rM   )r.   r[   rp   rV   r   r   r   test_resample_dtype_coercion#  s   
r  c                 C   sX   t dddd| }ttjt||d}|d }|d }t	
|| d S )Nra   r   rv  r   r#   r}  zW-SUN)r   rD   r
   r   r    r   r"   rn   r8   rL   rM   )r.   r   ry   r.  rp   r   r   r   test_weekly_resample_buglet3  s
   r  c                 C   s:   t dddd| }ttjt||d}|d d S )N4/16/2012 20:00i  r  rt   r#   r   )r   rD   r
   r   r    r   r"   rn   r.   r   ry   r   r   r   test_monthly_resample_error=  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@rX   Z100nr   r#   d   r8   r1   )r   r   to_datetimer
   rx   r"   rn   tseriesr   ZNanorK   floatrL   rM   )r   Z	exp_startZindxry   r\   rV   Zexp_indxr  r   r   r   test_nanosecond_resample_errorE  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sFJ 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sJ 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s<J d S )Nz1/1/2012z4/1/2012Z100minr4   r#   r   r   r   r   )howr/   r)   r   Zinferrj   )r@   r$  )r   r@   z2012-04-29 23:00z2012-04-30 5:00r  )r   rD   r	   r!  rn   r8   rs  r$   r   
_with_freqr5   rL   r   shift_datar   Z
no_defaultZ_freqr"   )	r+  r.   r   r[   rV   rp   r  ry   r.  r   r   r   test_resample_anchored_intradayU  sH   



r  )MSZBMSzQS-MARzAS-DECzAS-JUNc                 C   s*   | dd}|j ||_ ||  d S )Nra   z
12/31/2002)r$   rD   rn   r8   )r+  r5   r.   ry   r   r   r   !test_resample_anchored_monthstart  s   
r  z
label, secrh  z4.2c                 C   sn   t dddd}t dddd}||}ttjd|d	}|jd| d
 }|jd t	d| dks5J d S )Nz2014-10-14 23:06:23.206rl   Z400Lrt   z2014-10-15 23:00:00r   Z2200Lr3   r#   )rA   rC   z2014-10-15 23:00:Z00)
r   r
  r
   r   r    r   rn   r8   r$   r   )rA   secZindex1index2r$   r&   rV   r   r   r   test_resample_anchored_multiday  s   
"r  c                 C   sf   t dddd| }ttjt||d}|jdddd	 }t d
ddd| }t	
|j| d S )Nra   ru   r   rt   r#   r   r>   rj   rm   z1999-12-31 23:55rb   rC  )r.   r   ry   rV   Zex_indexr   r   r   test_corner_cases  s
   r  c                 C   s8   | ddddd d }| d }t|dksJ d S )Nz2007-01z2010-05r   r4   r   r)  )rn   r8   r"   )Zsimple_period_range_seriesZlen0ptsrV   r   r   r   test_corner_cases_period  s   r  c                 C   s\   | dddd}|j ||_ |jddd }t|dksJ |j d	 td
ddks,J d S )Nz
2000-04-28z2000-04-30 11:00r  r4   r   r   r   r/   r   z2000-04)r$   rD   rn   r8   r"   r   )r+  r.   ry   rV   r   r   r   test_corner_cases_date  s
   r  c                 C   s>   t dddd| }ttjt||d}|d  d S )Nr  iP  r&   rt   r#   r   )	r   rD   r
   r   r    r   r"   rn   r8   r  r   r   r   test_anchored_lowercase_buglet  s   r  c                 C   sR   t dddd| }ttjt||d}|dddg}t	|t
s'J d S )	N
2012-06-12rb   r  rt   r#   Z20minr8   r7   )r   rD   r
   r   r    r   r"   rn   	aggregater  r	   )r.   r   ry   rV   r   r   r   test_upsample_apply_functions  s   r  c                 C   sr   t dddd| }ttjt||d}|tjt|}|	d
 }| 	d
 }t|| d S )Nr     r  rt   r#   r   )r   rD   r
   r   r    r   r"   ZtakeZpermutationrn   r7   Z
sort_indexrL   rM   )r.   r   ry   rV   r  r   r   r   test_resample_not_monotonic  s   r  r2   r0   r~  rY   Z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   r3   r1   rs   c                 S   r;  r   rq  r~   r   r   r   ri     r   z/test_resample_median_bug_1688.<locals>.<lambda>)r	   r   rn   r   r3  rL   r   Zmedian)r2   r[   rV   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 )Nra   z4/1/2000r   c                 S   r;  r   rq  r~   r   r   r   ri     r   z+test_how_lambda_functions.<locals>.<lambda>foobarc                 S   r;  r   rq  r~   r   r   r   ri     r   c                 S      | j ddS Nr/   )Zddofr=  r~   r   r   r   ri     r   c                 S   r;  r   rq  r~   r   r   r   ri   
  r   c                 S   r  r  r  r~   r   r   r   ri   
  r   )r  r  F)Zcheck_names)r$   rD   rn   r   r8   rL   rM   rf   r=  rZ   r  )r+  r.   ry   rV   r  Zfoo_expZbar_expr   r   r   test_how_lambda_functions  s$   


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 )Ni  rl   r/   r3   r  rw   r-  rb   Z30minr4   r   r#   ZAS)r   r   rD   r	   rn   r7   )r.   r   r   Zbad_indr[   r   r   r   test_resample_unequal_times  s
   r  c           	      C   s   t dddd| }ttd|d}t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
2002-02-02rb   r	  rt         @r#   r   r   rC   Z10Tr4   bfill)r$   r   )r$   r   r   r   Z10Minr   )r   rD   r
   r   r   r   r   Zreindex_likern   r  rL   rM   )	r.   Zi30r&   Zi10Zs10Zs10_2ZrlZr10_2Zr10r   r   r   test_resample_consistency  s   
r    rX   rr   rl   r`   r3   r   rw   rx  dates1rb   dates2r   c                 C   sF  t | tt| d}|dd }tg dddd}t dg di|d}|d  	 r8|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)r5   rf   r   )r/   r   r   r   r/   r#   )r5   key)r   r   C)r   r  r  r   )r	   r   r   r"   r{  rn   r   r   r   anyr$   r  rL   r   rF   r   )r   r[   rV   Zexp_idxrp   r   r   r   test_resample_timegrouperB  s2   $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s@J ||fD ]}|j
 }t|| qD|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)ry  ZDATEr   r4   c                 S   r;  r   nuniquer~   r   r   r   ri   t  r   z'test_resample_nunique.<locals>.<lambda>ry  )r	   r   r$   rD   rn   rF   r   ry  r   rf   r  rL   rM   )r.   r[   r\   rP   rp   r   rV   r   r   r   test_resample_nuniquec  s*   

r  c                 C   sb   t jdd }|j| |_tjj|j	 gd ddgd|_|
d }t |j|j d S )Nr  r4   r   Zlev0Zlev1)r  rg  )rL   r   absr$   rD   r   r  Zfrom_arraysrZ   r   rn   r  rD  r  r   r   r   2test_resample_nunique_preserves_column_level_names  s   r  funcc                 C   r;  r   r  r~   r   r   r   ri     r   c                 C   s   |  tjS r   )rK   r
   r  r~   r   r   r   ri     r   c                 C   s
   |  dS )Nr  )rK   r~   r   r   r   ri     r>  )r  Zseries_nuniqueZnunique_str)Z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  r4   r  r  r0   r1   r   )
r   rD   rJ   r
   rx   r"   rn   r   rL   rM   )	r  r.   r$   r  Zindex3r&   r\   rV   rp   r   r   r   #test_resample_nunique_with_date_gap  s   

r  nrm  i k)rX   r  i  c                 C   s<  t jd}td| d dd|}t|d| | | d||| d}|	d	
 }t|j |j d	d
|}|j}t j|j|jdd}	t ||	f}
||
 |	|
 }}	t jd|dd  |d d kf }|t jd|	dd  |	d d kf O }t j|	| d t|djddd}t||d}t|| d S )Ni  z
2015-08-27rX   rs   r   r   r0   r#   r	  r   r>   ZsideTr/   rC   Z	minlengthFcopy)r   r    ZRandomStater   rD   r
   rr  r  choicern   r  r$   r:   r;   r   searchsortedZlexsortZr_bincountr"   rL   rM   )r  r  r.   Zprngdrry   rj   ixvalsbinsZsortermaskrS   r>   r   r   r   test_resample_group_info  s   ( "&$r  c           	      C   s   d}t d|dd| }ttj|tj||d}|d }t |j	
 |j	 dd| }tj|j|j	jdd	}tj|t|d
 dd
d  jddd}t||d}t|| d S )Nrm  z
2015-09-19rs   rt   r#   Z7Tr   r>   r  r/   r  r0   Fr  )r   rD   r
   r   r    r   r  rn   sizer$   r:   r;   r  r   r  r"   r  rL   rM   )	r.   r  r  ry   rj   r  r  r  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Xry   rz  r&   r.   UTCzEurope/Madridi 8XiFXr  r4   r3   r#   r   )r	   r   r   r  ry   dtr`  
tz_convertrn   r7   rL   r   )Zdf1Zdti1Zdf2Zdti2r[   rV   rp   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  rb  r/   r   r#   Z1dr4   z
2016-11-02z
2016-11-24r   r]  r   rv   rh  )r   r  rD   r	   rF   r   r   r   r   r   rL   r   )r.   r$   r[   rV   Zexpected_index_valuesrp   r   r   r   !test_groupby_with_dst_time_change  s    r  c                 C   s  t tddddgdd| }tdg|d}t |j d	d
| }tdg|d}t|jd	d	 | |jdd	  t|jdd	 tdgt tdddgddd| d t
ddddd| }t|j}t|||d|dd}dddd}t|d|g d tg dg dg ddt
ddddd| dd  t|d!|g d tg d"g d#g d$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`   rb      z
US/Easternr  r3   r#   r   r4   r  r  r/   r   r5   z
2013-09-30rf  Z30Minr\  r]  r5  r0   r1   r:   r;   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 FrequencyZ2MSr   r  r  r  r  z2MS Frequencyz
10/26/2013z
10/29/2013)i  i  iB  r  )i  iA  r  i  )r  rp  r  r  zD Frequency)r   r   rD   r	   r$   	normalizerL   r   rn   r7   r   rx   r  rK   )r.   rN   r[   rp   r   r  Zdf_dailyr   r   r   test_resample_dst_anchor  s   




r  c                 C   s   t d}tddd}t||ddd| }td|d	d
 }tdt	j
gd dg t||dd
d| d	}t|| d S )NzEurope/Berlinr  rX      rb   rj  rt   r3   r#   r        @rl   rw   )pytztimezoner   r   localizerD   r
   rn   r8   r   r   rL   rM   )r.   r   r  r   rV   rp   r   r   r   test_downsample_across_dstc  s   
r  c                 C   sd   t tg ddd| g dd}|d }t ddgtd	d
gddd| d}t|| d S )N)z
2017-03-25
2017-03-26z
2017-03-27z
2017-03-28z
2017-03-29Europe/Amsterdamr  )r`   ru   r      rx  )r$   r   Z1Wr  *   r  z
2017-04-02r}  r  r#   )r	   r   rD   rn   r7   rL   r   )r.   r[   rV   rp   r   r   r   !test_downsample_across_dst_weeklyp  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  r1   r}  z
2013-04-07r3   )r5   re   r   )	r   rD   r
   r   rY   rn   r8   rL   rM   )r.   rT   r&   rV   rp   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`   rl   ru   r3   rk  r4   r  zAmerica/Havanar#   r  z
2018-11-03re   T)rc  r   )g      @g      <@g     @F@)r   r   rD   r`  r  listrx   r"   r	   rF   r   r8   r   rL   r   )	r.   r   r   r$   r   Z	dataframerV   rN   rp   r   r   r   test_downsample_dst_at_midnight  s   r  c           	      C   s   t tjdtjddg}tg d|d}|j| |_t g d| }tg d|d}t|d	 | t ddg| }td	d
g|d}t|d	 | t dg| }tdg|d}t|d	 | t|d	 | d S )N1970-01-01 00:00:001970-01-01 00:00:011970-01-01 00:00:02)r   rl   r3   rw   r`   r#   )r  r  r  )ri        @      &@Z1sr  r  Z2sr  Z3sZ60s)
r   r   NaTr	   r$   rD   rL   r   rn   r8   )	r.   r$   frameZindex_1sZframe_1sZindex_2sZframe_2sZindex_3sZframe_3sr   r   r   test_resample_with_nat  s4   	r  c                 C   s   t dddt dddg}td|i|d}|j| |_tt dddtjt dddgtddd	d
| dd}|d		 d }t
|| |d d		 }t
|| d S )Ni  r/   rx     r   r#   z
2016-01-15rl   Z2Drt   )r$   rf   )r   r	   r$   rD   r
   r   r  r   rn   firstrL   rM   )r.   r   r[   r  r  r   r   r   test_resample_datetime_values  s   r  c                 C   s   dd }| j || _ d}| d||}| d |}t|| | dj||d}| d |}t|| tdddt	d	dd
d}|
dd||t}|
dd |}t|| d S )Nc                 S   s   t | | S r   )r   r8   )r   add_argr   r   r   rR     s   z3test_resample_apply_with_additional_args.<locals>.frX   r   )r  r/   r   r   Z2017r  r#   r   )r$   rD   rn   r   r8   multiplyrL   rM   r	   r   rF   rK   r  r  r   )ro   r.   rR   
multiplierrV   rp   r[   r   r   r   (test_resample_apply_with_additional_args  s   r  )r/   r   rl   zn1, freq1, n2, freq2)
)   S      ?r   )<   r  r/   r   )i  r  r/   r  )r  r   r/   r  )i`T  r  g      ?r   )r8  r  r/   r   )i  r  r  r   )i  r   r/   r   )ru   r  r  r   )   r  r/   r   c                 C   sx   | | }|| }t dtdd|d|d}|tt| }|t||  }	|t||  }
t	|	|
 d S )Nr   z19910905 13:00z19911005 07:00r4   r#   )
r
   r   rD   rx   r"   rn   r   r8   rL   rM   )Zn1Zfreq1Zn2Zfreq2r  r.   Zn1_Zn2_r&   r   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s;J d S )Nr)   r  )
r   rs  r5   rD   r   r   r  ZfrequenciesZ	to_offsetr   )r  r   r5   Z	exp_firstexp_lastr.   rV   rp   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}| r"ddg|_|d	tj	}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   ru   r   r5   re   r#   r   r   r   r$  r   r  r     r  r  i  i  r   )z
2012-03-31z
2012-06-30z
2012-09-30z
2012-12-31Q-DECr4   r   )r   rD   r
   rx   r	   rZ   rn   r   r   r9   rE   r0   r   rL   r   )r  r.   r$   ry   r[   rV   rp   r   r   r   test_resample_apply_product,  s   
&r  z$first,last,freq_in,freq_out,exp_last))
2020-03-28
2020-03-31r   r_  z2020-03-30 01:00)r  
2020-10-27r   r_  2020-10-27 00:00)
2020-10-25r  r   r_  z2020-10-26 23:00)r  r  r_  r   z2020-03-30 00:00)r  r  r_  r   r  )r  r  r_  r   z2020-10-26 00:00r  r   freq_infreq_outr  c           	      C   sV   t dt| ||dd|}|| }t dt| ||dd|}t|| d S )Nr   r  r]  )r
   r   rD   rn   r   rL   rM   )	r  r   r  r  r  r.   ry   rV   rp   r   r   r   #test_resample_calendar_day_with_dstA  s   'r  )r:   r;   r  r   c                 C   sn   t dddd|}tdtjtjg|}t|d| dd}ttjgtd	gd
d|d}t	|| d S )NZ2020r   rl   r  r/   r$  r   )Z	min_countr  r  r4   r#   )
r   rD   r
   r   r   r   rn   r   rL   rM   )r  r.   r$   serrV   rp   r   r   r   +test_resample_aggregate_functions_min_counts  s   r   c                 C   s   t tdddd|dgg dd | d}|j|jd	k |jd
kB d d f }|d }t dtjdgdgtdddd|d}t	
|| d S )NrZ  z2000-01-03 23Z12Hr   r   )r   r/   r   r   )r$   rZ   r   r2   z
2000-01-02z
2000-01-03r   r/   r   r6  )r	   r   rD   r  r$   rn   r;   r   r   rL   r   )Zany_unsigned_int_numpy_dtyper.   r[   rV   rp   r   r   r   test_resample_unsigned_int  s$   
"
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
0300-01-01rZ  r&   Z100Y)r.   r5   )r/   rb   r   r   r3   rw   r/   rb   r   r   r3   rw   r/   rb   r   r   r3   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-DECr4   )	r   ri        @r  ri  r"  r  ri  r"  )
r   r
   rn   r8   r   r   rE   r  rL   rM   )rT   r  rV   Zexpected_idxrp   r   r   r   test_long_rule_non_nano  s   r#  )r   	functoolsr   ior   typingr   numpyr   r   r  Zpandas._libsr   Zpandas._typingr   Zpandasr   r	   r
   r   r   r   r   Zpandas._testingZ_testingrL   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.   rW   r]   markZparametrizerq   rz   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  r4  r7  r:  r<  r?  rF  rP  objectrU  rV  r[  r^  ra  rl  rn  ro  ru  r|  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r,   Zxfailr  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   <module>   s    



$
			

D:


	0
	





%!7

0

	







2

 
	 a!#