o
    թZh^                     @   s   d dl Zd dlZd dlm  mZ d dlmZm	Z	m
Z
mZmZmZmZmZ d dlmZ d dlmZ ejdd Zejdd ZG dd	 d	Zejd
ddgdd ggdd Zeddd ZdS )    N)	DataFrameDatetimeIndexIndex
MultiIndexNaTSeries	Timestamp
date_range)offsetsc                   C   s"   t tddddtdddS )N20130101   speriodsfreqABr   )r   r	   range	set_index r   r   a/var/www/html/lang_env/lib/python3.10/site-packages/pandas/tests/window/test_timeseries_window.pyregular   s
   r   c                  C   s8   t dtdi} tdtdtdtdtdg| _| S )Nr   r   20130101 09:00:0020130101 09:00:0220130101 09:00:0320130101 09:00:0520130101 09:00:06)r   r   r   index)dfr   r   r   ragged   s   r    c                   @   s  e Zd Zdd Zdd Zejdde	dgdd	 Z
ejdd
eddgdd Zejdddeg dgdd Zdd Zdd Zdd Zdd Zdd Zdd Zd d! Zd"d# Zd$d% Zd&d' Zd(d) Zd*d+ Zd,d- Zd.d/ Zd0d1 Zd2d3 Zd4d5 Z d6d7 Z!d8d9 Z"d:d; Z#d<d= Z$ejd>d?d@dAgdB fd?dCdAgdD dEg fd?dFdAgdD dGg fdHd@dAgdB fdHdCdAgdD dEg fdHdFdAgdD dGg fd@d@dAgdB fd@dCdAgdD dEg fd@dFdAgdD dGg fdId@dAgdB fdIdCdAgdD dEg fdIdFdAgdD dGg fdJd@dAgdB fdJdCdAgdD dEg fdJdFdAgdD dGg fgdKdL Z%ejdMg dNdOdP Z&dQdR Z'dSdT Z(dUdV Z)dWdX Z*dYdZ Z+d[S )\TestRollingTSc                 C   sP   t ddddtjdgitdtdtdtd	td
gd}| |d  d S )Nr   r            r   r   r   r   r   r   2s)r   npnanr   rollingsumselfr   r   r   r   test_doc_string-   s   
zTestRollingTS.test_doc_stringc                 C   s   d}t jt|d |jdd W d    n1 sw   Y  d}t jt|d | jdd W d    d S 1 s<w   Y  d S )Nz@passed window foobar is not compatible with a datetimelike indexmatchfoobarwindowwindow must be an integer)pytestraises
ValueErrorr)   reset_index)r,   r   msgr   r   r   test_invalid_window_non_int;   s   "z)TestRollingTS.test_invalid_window_non_intr   Z2MSr#   c                 C   sD   d}t jt|d |j|d W d    d S 1 sw   Y  d S )Nz-\<2 \* MonthBegins\> is a non-fixed frequencyr.   r1   r4   r5   r6   r)   )r,   r   r   r8   r   r   r   test_invalid_window_nonfixedE   s   "z*TestRollingTS.test_invalid_window_nonfixed1DZ2msc                 C   s   |j |d d S )Nr1   )r)   )r,   r   r   r   r   r   test_valid_windowL   s   zTestRollingTS.test_valid_windowminp      ?Zfoo)r"   r#      c                 C   sF   d}t jt|d |jd|d W d    d S 1 sw   Y  d S )NzQlocal variable 'minp' referenced before assignment|min_periods must be an integerr.   r<   r2   min_periodsr:   )r,   r>   r   r8   r   r   r   test_invalid_minpP   s
   "zTestRollingTS.test_invalid_minpc                 C   s   |}d}t jt|d |jddd W d    n1 sw   Y  | }tdt|d|d< |jd	dd  d
}t jt|d |jd	dd W d    n1 sTw   Y  |jd	ddj  d S )NzSinvalid on specified as foobar, must be a column \(of DataFrame\), an Index or Noner.   r&   r0   )r2   onr   r   CZ2dr3   r   )	r4   r5   r6   r)   copyr	   lenr*   r   )r,   r   r   r8   r   r   r   test_onZ   s   zTestRollingTS.test_onc                 C   sb   t tddddtdd}|jjsJ |jddd  |d}|jjs(J |d  d S )	Nr   r   r   r   r   r&   r   rD   )	r   r	   r   r   is_monotonic_increasingr)   r*   r   r   r+   r   r   r   test_monotonic_onr   s   
zTestRollingTS.test_monotonic_onc                 C   s   t tddddtdd}|d}|j }|d |d< ||_|jjr'J d	}tjt	|d
 |
d  W d    n1 sBw   Y  | }d}tjt	|d
 |j
ddd  W d    d S 1 siw   Y  d S )Nr   r   r   r   r   r   r@   r   zindex values must be monotonicr.   r&   zNinvalid on specified as A, must be a column \(of DataFrame\), an Index or NonerJ   )r   r	   r   r   r   Zto_listrK   r4   r5   r6   r)   r*   r7   )r,   r   Znon_monotonic_indexr8   r   r   r   test_non_monotonic_on   s$   

"z#TestRollingTS.test_non_monotonic_onc                 C   s   t tdtddddd}tdtdtdtdtd	g|d
< |d
dj jdd}|jdd
dj }t	
|| |d
ddg   dd
g }|jdd
ddg  }t	|| d S )Nr   r   3sr   )r   rF   r   r   r   r   r   r&   T)droprJ   r   )r   r   r	   r   r   r)   r   r*   r7   tmassert_series_equalassert_frame_equal)r,   r   expectedresultr   r   r   test_frame_on   s    	$	zTestRollingTS.test_frame_onc                 C   s  t tdtdtdtdtdg|}tg dddd	tjd
g|dg dd}tg ddddtjd
g|d dg dd}|jddd }|}t	|| t
dddtjd
gdd}|jdddj }t|| |g d }|jdddg d  }t	|| d S )Nr   r   r   r   r   )r   r"   r#   r@   r$   r   r"   r#   r$   )r   r   rF   )r   rF   r   )columns        r"   r@   r@      r@   rF   r&   rJ   r   )name)r   r   as_unitr   r'   r(   r)   r*   rP   rR   r   r   rQ   )r,   unitdtir   Z	expected1rT   rS   r   r   r   test_frame_on2   s<   		zTestRollingTS.test_frame_on2c                 C   s   |  }tdddd|_|jddd }|jdd }t|| tddd	d|_|jddd }|jd	dd }t|| |jddd }|jd	dd }t|| |jdd }|jd	d }t|| d S )
Nr   r   Dr   r"   rA   r<   r1   Z2D)rG   r	   r   r)   r*   rP   rR   r,   r   r   rS   rT   r   r   r   test_basic_regular   s   z TestRollingTS.test_basic_regularc                 C   sd   |}|j ddd }| d }t|| |j ddd }|j ddd }t|| d S )Nr#   r"   rB   r&   )r)   r*   rP   rR   r`   r   r   r   test_min_periods   s   zTestRollingTS.test_min_periodsc                 C   sz  t tdtdtdtdtdg|}tddgd i|d	}d
}tjt|d |jddd W d    n1 s<w   Y  | }g d|d< |jddd	 }t
|| |d	 }t
|| | }g d|d< |jddd	 }t
|| | }tjddddg|d< |jddd	 }t
|| | }tjdddtjg|d< |jddd	 }t
|| d S )Nz20130101 09:00:01r   r   z20130101 09:00:04r   r   r"   r   r%   z3closed must be 'right', 'left', 'both' or 'neither'r.   r&   Zblabla)r2   closed)r?   r#   r#   r#   r"   right)rd   )r?   r#   r@   r@   r#   Zbothr?   r#   leftZneither)r   r   r[   r   r4   r5   r6   r)   rG   r*   rP   rR   r'   r(   )r,   r   r\   r]   r   r8   rS   rT   r   r   r   test_closed   sH   
zTestRollingTS.test_closedc                 C   s  |}|j ddd }| }g d|d< t|| |j ddd }| }g d|d< t|| |j ddd }| }tjtjd	tjd
g|d< t|| |j ddd }| }g d|d< t|| |j dd }| }g d|d< t|| |j ddd }| }g d|d< t|| |j dd	d }| }tjtjd	ddg|d< t|| |j ddd }| }g d|d< t|| d S )N1sr"   rA   rX   r"   r#   r@   r$   r   r&   rW   r#   r@   rY   rN   )rX   r"   r@   r   rY   r1   Z4s)rX   r"   r@      	   rj   rk   5s)rX   r"   r@   rj   
   )r)   r*   rG   rP   rR   r'   r(   r,   r    r   rT   rS   r   r   r   test_ragged_sum.  sB   zTestRollingTS.test_ragged_sumc                 C   l   |}|j ddd }| }g d|d< t|| |j ddd }| }g d|d< t|| d S Nrh   r"   rA   ri   r   r&   rX   r"   g      ?      @g      @)r)   meanrG   rP   rR   rn   r   r   r   test_ragged_meanX     zTestRollingTS.test_ragged_meanc                 C   rp   rq   )r)   medianrG   rP   rR   rn   r   r   r   test_ragged_mediand  rv   z TestRollingTS.test_ragged_medianc                 C   sp   |}|j dddd}| }g d|d< t|| |j dddd}| }g d|d< t|| d S )	Nrh   r"   rA         ?ri   r   r&   rr   )r)   quantilerG   rP   rR   rn   r   r   r   test_ragged_quantilep  s   z"TestRollingTS.test_ragged_quantilec                 C      |}|j dddjdd}| }dgd |d< t|| |j dddjdd}| }tjgd |d< t|| |j d	ddjdd}| }dgd
gd  |d< t|| |j dddjdd}| }tjddddg|d< t|| d S )Nrh   r"   rA   r   ZddofrX   r   r   rN   ry   r$   rl   g۞?r?   gPS?)r)   stdrG   rP   rR   r'   r(   rn   r   r   r   test_ragged_std|  "   zTestRollingTS.test_ragged_stdc                 C   r|   )Nrh   r"   rA   r   r}   rX   r   r   rN   g      ?r$   rl   ry   r?   g?)r)   varrG   rP   rR   r'   r(   rn   r   r   r   test_ragged_var  r   zTestRollingTS.test_ragged_varc                 C   s|   |}|j ddd }| }tjgd |d< t|| |j ddd }| }tjgd g d |d< t|| d S )	NrN   r"   rA   r   r   rl   r#   )rX   rX   rX   )r)   skewrG   r'   r(   rP   rR   rn   r   r   r   test_ragged_skew  s   zTestRollingTS.test_ragged_skewc                 C   sz   |}|j ddd }| }tjgd |d< t|| |j ddd }| }tjgd dg |d< t|| d S )	NrN   r"   rA   r   r   rl   r$   g333333)r)   kurtrG   r'   r(   rP   rR   rn   r   r   r   test_ragged_kurt  s   zTestRollingTS.test_ragged_kurtc                 C   s   |}|j ddd }| }g d|d< t|| |}|j dd }t|| |j ddd }| }g d|d< t|| |j dd	d }| }tjtjd	tjd	g|d< t|| d S )
Nrh   r"   rA   )r?   r"   r"   r"   r"   r   r1   r&   )r?   r"   r#   r"   r#   r#   )r)   countrG   rP   rR   r'   r(   rn   r   r   r   test_ragged_count  s    zTestRollingTS.test_ragged_countc                 C   s   t tddddg ddd}|d }| }g d|d	< t|| t tddddg d
dd}t|| |d }| }g d|d	< t|| |d }| }g d|d	< t|| d S )Nr   r   r   r   ri   r   r   rh   r   )r   r$   r@   r$   r   r&   )      @r$   r@   r@   r$   rl   )r   r$   r@   r@   r@   )r   r	   r   r)   minrG   rP   rR   r,   r   rT   rS   r   r   r   test_regular_min  s.   zTestRollingTS.test_regular_minc                 C   s   |}|j ddd }| }g d|d< t|| |j ddd }| }g d|d< t|| |j ddd }| }g d	|d< t|| d S )
Nrh   r"   rA   ri   r   r&   )rX   r"   r"   r@   r@   rl   )rX   r   r   r"   r"   )r)   r   rG   rP   rR   rn   r   r   r   test_ragged_min     zTestRollingTS.test_ragged_minc                 C   s   d}t dtjd|itd|ddd}|jddd	 }|d
 }|| dk   s2J |jddd	 }|d }|| dk   sNJ d S )Ni'  r   r#   r   r   r   r%   r"   rb   r&   g{Gz?   Z200s)	r   r'   randomZdefault_rngZstandard_normalr	   r)   r   all)r,   NZdfprS   rT   r   r   r   test_perf_min  s   zTestRollingTS.test_perf_minc                 C   s   |}|j ddd }| }g d|d< t|| |j ddd }| }g d|d< t|| |j ddd }| }g d|d< t|| d S )Nrh   r"   rA   ri   r   r&   rl   )r)   maxrG   rP   rR   rn   r   r   r   test_ragged_max  r   zTestRollingTS.test_ragged_maxzfreq, op, result_datamsr   rX   rm   rt   rk   gqq?r   g       @r   hr_   c                 C   sn   t dd| dd}td|dd}tj|jd< d	|jd
< t|jd| d| }t||d}t|| d S )Nz2018-1-1 01:00:001rm   )startr   r   r   float)datar   dtyper"   r#   10r1   )r   r   )	r	   r   r'   r(   Zilocgetattrr)   rP   rQ   )r,   r   opZresult_datar   r   rT   rS   r   r   r   test_freqs_ops   s   
zTestRollingTS.test_freqs_opsf)
r*   rt   r   rw   r~   r   r   r   r   r   c                 C   sh   |d }|j dd}|j dd}t|| }t|| }t|| |d}|d}t|| d S )Nr#   r"   r1   rh   ry   )r)   r   rP   rR   rz   )r,   r   r   r   ZerrrT   rS   r   r   r   test_all@  s   

zTestRollingTS.test_allc                    s   | t dtditddddd}|dd}|jd	d
}t|  } fdd}||jj	
|jddd}t|| d S )Nr   2   r   r   r   r%   09:0016:00Z5hr1   c                    s"   |  dd} t| jddd  S )Nr   r   r   r"   rb   )between_timer   r)   )xr   r   r   
agg_by_dayo  s   z+TestRollingTS.test_all2.<locals>.agg_by_dayr   T)levelrO   )r   r'   aranger	   r   r)   r   groupbyr   dayapplyr7   rP   rR   )r,   Zarithmetic_win_operatorsr   Zdftr   rT   r   rS   r   r   r   	test_all2]  s   zTestRollingTS.test_all2c                 C   s   t dddd}ttt||d}|d }ttjgdgt|d   |d}t	|| |jd	dd
 }t	|| |d }ttjdgdgt|d	   |d}t	|| |jddd
 }t	|| d S )Nz
2017-01-01   Z1hr   r%   Z2hry   r"   r#   rb   Z3hr?   r@   )
r	   r   r'   r   rH   r)   Zcovr(   rP   rQ   )r,   idxssrT   rS   Z	expected2r   r   r   test_rolling_cov_offsety  s   "$z%TestRollingTS.test_rolling_cov_offsetc                 C   sr   t tdtdtdtdtdg|}tdg di|d}|d	 }tdg d
i|d}t|| d S )Nz20190101 09:00:30z20190101 09:00:27z20190101 09:00:20z20190101 09:00:18z20190101 09:00:10column)r@   r$   r$   r   rj   r%   rl   )rs   rs         @r         @)r   r   r[   r   r)   r   rP   rR   )r,   r\   r   r   rT   rS   r   r   r    test_rolling_on_decreasing_index  s   
z.TestRollingTS.test_rolling_on_decreasing_indexc                 C   s>   t dg ig d}|d }t dg ig d}t|| d S )Nr   r%   rl   )r   r)   r   rP   rR   r   r   r   r   test_rolling_on_empty  s   z#TestRollingTS.test_rolling_on_emptyc                 C   sr   t dtditjtdddtdgddgd	d
}|jd|jdd }t dg di|jd
}t	
|| d S )Nr   rj   Z20190101r@   rE   r#   dateseq)namesr%   Z10drJ   )rX   r?   rs   r   g      $@g      .@)r   r   r   Zfrom_productr	   r)   r   Zget_level_valuesr*   rP   rR   r   r   r   r   !test_rolling_on_multi_index_level  s   
z/TestRollingTS.test_rolling_on_multi_index_levelN),__name__
__module____qualname__r-   r9   r4   markparametrizer
   Z
MonthBeginr;   ZDayr=   r'   arrayrC   rI   rL   rM   rU   r^   ra   rc   rg   ro   ru   rx   r{   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r!   )   sx    



	 %/*

r!   z	msg, axisr   r"   r   c              	   C   s   t dtg}|dkrdnd|i}ttdfi |}d}|dkr#d}tjt|  dd	1 tj	t
|d	 |jd
|d  W d    n1 sIw   Y  W d    d S W d    d S 1 saw   Y  d S )NZ2020r"   rV   r   r#   z5The 'axis' keyword in DataFrame.rolling is deprecatedz5Support for axis=1 in DataFrame.rolling is deprecatedz values must not have NaTr.   r_   )axis)r   r   r   r'   eyer4   r5   r6   rP   Zassert_produces_warningFutureWarningr)   rt   )r8   r   r   kwargsr   Zwarn_msgr   r   r   test_nat_axis_error  s   "r   Zpyarrowc                  C   sF   t tjdtjdttdddddd} | d }t	||  d S )Nr   )r   z
2020-01-01rE   ztimestamp[ns][pyarrow]r%   r<   )
r   r'   r   Zfloat64r   r	   r)   r*   rP   rQ   )rS   rT   r   r   r   test_arrow_datetime_axis  s   r   )numpyr'   r4   Zpandas.util._test_decoratorsutilZ_test_decoratorstdZpandasr   r   r   r   r   r   r   r	   Zpandas._testingZ_testingrP   Zpandas.tseriesr
   Zfixturer   r    r!   r   r   r   Z
skip_if_nor   r   r   r   r   <module>   s(    (


     
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