
    d$                         d Z ddlmZmZ ddlmZ ddlZddlZddlZddl	m
c mZ ddlZddlmZmZmZmZmZmZmZmZ ddlmZ ddlmZ ddlmZ ej        d             Zej        d	             Z  G d
 d          Z!dS )z5
test with the TimeGrouper / grouping with datetimes
    )datetime	timedelta)StringION)	DataFrameDatetimeIndexIndex
MultiIndexSeries	Timestamp
date_rangeoffsets)Grouper)
BinGrouperc                      t          g dt          ddddd          t          ddddd          t          dddd	d          t          ddd
dd          t          j        t          ddddd          gd          } | S )z
    DataFrame used by groupby_with_truncated_bingrouper, made into
    a separate fixture for easier re-use in
    test_groupby_apply_timegrouper_with_nat_apply_squeeze
                	   r     r   r      r   r   
      r         )QuantityDate)r   r   pdNaT)dfs    a/var/www/html/t/fyr/venv311/lib/python3.11/site-packages/pandas/tests/groupby/test_timegrouper.pyframe_for_truncated_bingrouperr#       s     
+++$1b!,,$1b!,,$Ar1--$Ar1--$1b!,,
	
 
	

 
B I    c                     | }t          dd          }|                    |          }t          |j        j                  t          |j        j                  k    sJ |S )a+  
    GroupBy object such that gb.grouper is a BinGrouper and
    len(gb.grouper.result_index) < len(gb.grouper.group_keys_seq)

    Aggregations on this groupby should have

        dti = date_range("2013-09-01", "2013-10-01", freq="5D", name="Date")

    As either the index or an index level.
    r   5Dkeyfreq)r   groupbylengrouperresult_indexgroup_keys_seq)r#   r!   tdggbs       r"   !groupby_with_truncated_bingrouperr1   7   s\     
(B
f4
(
(
(C	CB rz&''3rz/H+I+IIIIIIr$   c                   b   e Zd Zd Zej                            dddg          d             Zd Zej                            dg d          d	             Z	d
 Z
d Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Z ej         d          d              Z!d!S )"TestGroupByc                 f   t          d                                g dt          ddddd          t          ddddd          t          dd	dd
d          t          dd	dd	d          t          ddddd          t          ddddd          gd          }|                    d          }||fD ]}|                    dg          }t          dddt          ddddd                    }|                    dt          i          }d|j        d<   d|j        d<   d|j        d <   t          j
        g d!d"#          |j        g d$df<   |                    d                                          }t          j        ||           |                                }|                    t#          d%                                                    }t          j        ||           |                    t#          d%                                                    }t          j        ||           d S )&NzCarl Carl Carl Carl Joe Carlr   r   r   r   r   r   r   r   r   r      r   r   Buyerr   r   r   byr   )r7   r   2013090120131205r&   left)r)   name	inclusiveindexr7   CarlCarlCarl)r   r   CarlCarl)   r   Joe)r   r   )   rC   r   int64dtype)r   rC   r   r)   )r   splitr   sort_values	set_indexr   astypeobjectilocnparrayresamplesumtmassert_frame_equal
sort_indexr*   r   )	selfdf_originaldf_reorderedr!   expectedresult1	df_sortedresult2result3s	            r"   test_groupby_with_timegrouperz)TestGroupBy.test_groupby_with_timegrouperO   sL     7==??///T1aQ//T1aQ//T2q"a00T2q"a00T2q"a00T1aQ// 
 
  #..*.==- 	5 	5Bvh''B ++ 
Ff    H  '899H"0HM$",HM$#(HM% +-8JJJg+N+N+NHM***a-(kk$''++--G!'8444I''T(:(:(:;;??AAG!'8444jjd!3!3!34488::G!'844441	5 	5r$   should_sortTFc                    t          d                                d                                g dt          ddddd          t          ddddd          t          dd	dd
d          t          dd	dd	d          t          ddddd          t          ddddd          gd          }|r|                    dd          }|                    dd          }|                    t          d                    }|j        sJ t          |j	        t                    sJ |j        }t          |t                    sJ t          |          dk    sJ d S )NzA A A A A BzCarl Mark Carl Joe Joe Carl)r   r   r      r   r   r   r   r   r   r   r   r   r   r5   r   Branchr7   r   r   r   Fr9   	ascendingr   drop6MrI   r   )r   rJ   r   rK   rL   r*   r   
group_keys
isinstancer,   r   groupsdictr+   )rW   r`   r!   grl   s        r"   %test_groupby_with_timegrouper_methodsz1TestGroupBy.test_groupby_with_timegrouper_methods   sl   
 '--//6<<>>...T1aQ//T1aQ//T2q"a00T2q"a00T2q"a00T2q"a00	 
 
   	@:??B\\&u\--JJwD)))**|!)Z00000&$'''''6{{ar$   c                    t          d                                d                                g dt          ddddd          t          ddddd          t          dd	dd
d          t          dd	dd	d          t          dd	dd
d          t          dd	dd	d          t          ddddd          t          ddddd          gd                              d          }|                    dd          }||fD ]}t          d                                g dt          ddddd          t          ddddd          t          ddddd          gd                              ddg          }d}|                    t          d          dg                              d          }t          j	        ||           t          d                                g dt          ddddd          t          ddddd          t          ddddd          t          ddddd          gd                              ddg          }|                    t          d           dg                              d          }t          j	        ||           t          d                                d                                g dt          dd	ddd          t          dd	ddd          t          dd	dd
d          t          dd	dd	d          t          dd	dd
d          t          dd	dd	d          t          dd	ddd          t          dd	ddd          gd                              d          }|                    dd          }||fD ]}t          d!                                g d"t          dd	ddd          t          dd	ddd          t          dd	ddd          t          dd	ddd          t          dd	ddd          gd                              ddg          }|                    t          d#          dg                              d          }t          j	        ||           |                    t          d$          dg                              d          }t          d                                g dt          dd	ddd          t          dd	ddd          t          dd	ddd          gd                              ddg          }t          j	        ||           |
                                }|                    t          d$d%          dg                              d          }t          j	        ||           t          j        t          d&'          5  |                    t          d$d(%          dg                                           d d d            n# 1 swxY w Y   |                    d          }|                    t          d$d)          dg                              d          }t          j	        ||           |                    t          d$d)          dg                              d          }t          j	        ||           t          j        t          d*'          5  |                    t          d$d()          dg                                           d d d            n# 1 swxY w Y   |                                }|j        t#          j        d          z   |d<   |                    t          d$d%          dg                              d          }t          d                                g dt          dd+d,dd          t          dd+d,dd          t          dd+d,dd          gd                              ddg          }t          j	        ||           d-}t          j        t          |'          5  |                    t          d$dd.          dg                                           d d d            n# 1 swxY w Y   t          dggdgt'          t          dd	ddd          gt#          j                    d/          0          }|                    t          d$                                        d          }t          j	        ||           |                    t          d$          g                              d          }t          j	        ||           |j                            d          |_        |j        j        t#          j                    k    sJ |                    t          d$d%                                        d          }t          j	        ||           |                    t          d$d%          g                              d          }t          j	        ||           d S )1NzA A A A A A A Bz$Carl Mark Carl Carl Joe Joe Joe Carl)r   r   r   r   rb   r   r   r   r   r   r   r   r   r   r   r   r5   r   rc   r   r   Fre   zCarl Joe Mark)r   r   r      r6   r7   z!The default value of numeric_onlyArI   T)numeric_onlyzCarl Mark Carl Joe)r   r   r   r      6MSzCarl Joe Mark Carl Joe)rC   rb   r      r   1D1Mr)   r(   z#'The grouper name foo is not found')matchfoo)r)   levelzThe level foo is not valid      z2The Grouper cannot specify both a key and a level!)r)   r(   r|   r)   r=   columnsr@   )r   rJ   r   rL   rK   r*   r   rS   rT   rU   reset_indexpytestraisesKeyError
ValueErrorcopyr@   r   MonthEndr   shiftr)   )rW   rX   r\   r!   rZ   msgresults          r"    test_timegrouper_with_reg_groupsz,TestGroupBy.test_timegrouper_with_reg_groups   ss     +1133?EEGG444T1aQ//T1aQ//T2q"a00T2q"a00T2q"a00T2q"a00T2q"a00T2q"a00		 
 
  )F

! 	$  ++zU+KK		* 	4 	4B ,2244 + r2q!44 r2q!44 r2q!44 
 
 i)**  6CZZc!2!2!2G <==AAtATTF!&(333 17799 - q!Q22 q!Q22 q!Q22 q!Q22		 	  i)**  ZZe!4!4!4g >??CCQUCVVF!&(3333+1133?EEGG444T2q"a00T2q"a00T2q"a00T2q"a00T2q"a00T2q"a00T2q"a00T2q"a00		 
 
  )F

! 	$  ++zU+KK		* f	4 f	4B 5;;== 0 0 0 r1a33 r1a33 r1a33 r1a33 r1a33
 
  i)**  ZZd!3!3!3W =>>BBPTBUUF!&(333ZZd!3!3!3W =>>BBPTBUUF ,2244 + r2q!44 r2q!44 r2q!44 
 
 i)**  !&(333 !!BZZd!?!?!? IJJNN! O  F !&(333x/TUUU K K

G59997CDDHHJJJK K K K K K K K K K K K K K K f%%BZZd&!A!A!A7 KLLPP! Q  F !&(333ZZd!!<!<!<g FGGKK! L  F !&(333z1MNNN M M

GU;;;WEFFJJLLLM M M M M M M M M M M M M M M BG$4Q$7$77BvJZZd!?!?!? IJJNN! O  F !,2244 + r2q!44 r2q!44 r2q!44 
 
 i)**  !&(333 GCz555  

$F&AAA7K #%%%               !##dBAq1129I9K9KRX    H ZZT 2 2 23377T7JJF!&(333ZZd!3!3!3 45599t9LLF!&(333%^11!44HN>&'*:*<*<<<<<ZZTv > > >??CCQUCVVF!&(333ZZd!?!?!? @AAEESWEXXF!&(3333Mf	4 f	4s6   /9W44W8	;W8	9\\	\	.:a44a8	;a8	r)   )DMrr   zQ-APRc                    t          t          j        g d          g dg dg dd                              d          }|                    d          d                             |                              d	
                                                              ddg          	                                
                    d          }d|_        |	                                                    t          |          dg          d                                         }t          j        ||           |                    t          |          dg          d                                         }t          j        ||           d S )N)2012100220121007201301302013020220130305r   20121207r   r   r   r   r   )r   r   r   r   r   r   r   r   r   r   r   r   )i  il  i  i     io  Z   i8  g  i-  r   i!  )r5      r   rE   '   r   r   r   -   "   r   r5   )dateuser_id
whole_costcost1r   r   r   r   )	min_countrF   rI   )r   r   to_datetimerL   r*   rR   rS   dropnareorder_levelsrV   rM   r=   r   rT   assert_series_equal)rW   r)   r!   rZ   r[   r]   s         r"   %test_timegrouper_with_reg_groups_freqz1TestGroupBy.test_timegrouper_with_reg_groups_freqS  s         @??   GFFA! !#
 #
F )F

G 	L JJy!!,/Xd^^S1SVXX^VY/00Z\\VG__ 	 % MMOO##W$%7%7%7$CDD\RVVXX 	 	w111**g4000)<==lKOOQQ
w11111r$   c                    t          d                                g dt          ddddd          t          ddddd          t          dd	dd
d          t          dd	dd	d          t          ddddd          t          ddddd          gd          }|                    d          }|j        g d         |j        ddg         |j        dg         g}g d}||fD ]u}|                    t          dd                    }t          ||          D ]>\  }}t          |          }	|	                    |	          }
t          j        |
|           ?v|j        dg         |j        dg         |j        dg         g}g d}||fD ]|}|                    dt          dd          g          }t          ||          D ]C\  \  }}}t          |          }	|	                    ||	f          }
t          j        |
|           D}|                    d          }|                    d          }|j        g d         |j        ddg         |j        dg         g}||fD ]t}|                    t          d                    }t          ||          D ]>\  }}t          |          }	|	                    |	          }
t          j        |
|           ?ud S )NzCarl Joe Joe Carl Joe Carlr   r   r   r   r   r   r   r   r   r   r5   r   r   r6   r   r8   )r   r   r   rv   )
2013-09-30
2013-10-31
2013-12-31r   r   ry   ))rD   r   )Carlr   )rD   r   r7   rI   )r   rJ   r   rK   rO   r*   r   zipr   	get_grouprT   rU   rL   )rW   rX   rY   expected_listdt_listr!   groupedtrZ   dtr   g_listbs                r"   test_timegrouper_get_groupz&TestGroupBy.test_timegrouper_get_group  sR     5;;==///T1aQ//T1aQ//T2q"a00T2q"a00T2q"a00T1aQ// 
 
 #..*.== YYY'aV$aS!

 =<<- 	8 	8Bjjcv!>!>!>??G"7M:: 8 88q\\ **2..%fh77778 aS!aS!aS!

 XWW- 	8 	8Bjj'7+H+H+H!IJJG$'$>$> 8 8 Aq\\ **Ar733%fh77778 "++F33"..*.== YYY'aV$aS!
 - 	8 	8Bjjc!2!2!233G"7M:: 8 88q\\ **2..%fh77778	8 	8r$   c                    t          ddgddgd          }|                                }t          j        |d                   |d<   d }|                    t          d                                        |          }|                    t          d	d
                                        |          }t          j        |	                    d          |	                    d                     d S )N
10/10/2000
11/10/2000r   r   r   valuer   c                 T    t          | d                                         gd          S )Nr   )rS   )r
   rS   xs    r"   sumfunc_serieszMTestGroupBy.test_timegrouper_apply_return_type_series.<locals>.sumfunc_series  s#    1W:>>++,h777r$   r(   r   ry   Trg   )
r   r   r   r   r*   r   applyrT   rU   r   )rW   r!   df_dtr   rZ   r   s         r"   )test_timegrouper_apply_return_type_seriesz5TestGroupBy.test_timegrouper_apply_return_type_series  s     | <BxPPQQ		uV}55f	8 	8 	8 ::g&1112288HHwCV<<<==CCNSS
D))8+?+?T+?+J+J	
 	
 	
 	
 	
r$   c                    t          ddgddgd          }|                                }t          j        |d                   |d<   d }|                    t          d                                        |          }|                    t          d	d
                                        |          }t          j        |	                    d          |	                    d                     d S )Nr   r   r   r   r   r   c                 4    | j                                         S N)r   rS   r   s    r"   sumfunc_valuezKTestGroupBy.test_timegrouper_apply_return_type_value.<locals>.sumfunc_value  s    7;;== r$   r   r   ry   Trg   )
r   r   r   r   r*   r   r   rT   r   r   )rW   r!   r   r   rZ   r   s         r"   (test_timegrouper_apply_return_type_valuez4TestGroupBy.test_timegrouper_apply_return_type_value  s     | <BxPPQQ		uV}55f	! 	! 	! ::g&1112288GGwCV<<<==CCMRR
D))8+?+?T+?+J+J	
 	
 	
 	
 	
r$   c                 P   d}t          dd|          }t          t          j        |          t          j        |          d|          }|                    d           }|j        }t          t          |                                          d         t                    sJ t          d	d
d          }t          g dg dd|          }|                    d          j        }g d}d |D             }	t          j        ||	           |                    d          }|D ]}}
|                    |
          }|j        |
df         |j        |
df         gg}t          |
gdd          }t          |t          d          |          }	t          j        ||	           ~d S )Ni  z2012/1/15min)startr)   periods)highlowr?   c                 B    t          | j        | j        | j                  S r   )r   yearmonthdayr   s    r"   <lambda>z?TestGroupBy.test_groupby_groups_datetimeindex.<locals>.<lambda>  s    x'G'G r$   r   z
2015/01/01r   r   )r   r=   )r   rC   rt   rb   r   )r   r   r   rv   r   rr   Br|   )z
2015-01-05z
2015-01-04z
2015-01-03z
2015-01-02z
2015-01-01c                 N    i | ]"}t          |          t          |gd           #S )r   r=   )r   r   ).0r   s     r"   
<dictcomp>zATestGroupBy.test_groupby_groups_datetimeindex.<locals>.<dictcomp>  s<     
 
 
DHIdOO]D6???
 
 
r$   rr   r   r   )r=   r)   ABr   )r   r   rP   aranger*   rl   rk   listkeysr   rT   assert_dict_equalr   locr   rU   )rW   r   indr!   r   rl   r@   r   datesrZ   r   dataexpected_indexs                r"   !test_groupby_groups_datetimeindexz-TestGroupBy.test_groupby_groups_datetimeindex  s   zHHHYw''	'0B0BCC3
 
 
 **GGHH $v{{}}--a0(;;;;; <@@@___???CC5QQQ&))0VVV
 
LQ
 
 
 	VX...**6*** 	4 	4D&&t,,FVD#I&tSy(9:;D*D6SIIIN tDzzPPPH!&(3333	4 	4r$   c                 (   g d}t          g d|t          j        dd          ddgdz  d	          }|d
                             d           |d
<   t	          g ddd
          }t          ddgdz  d          }t          j        ||g          }t          g dg dd|ddg          }|                    d
dg          	                                }t          j        ||           t	          |d          }t          t          j        dd          g dd|          }t	          g dd          }t          g dg dd|ddg          }|                    d !          	                                }t          j        ||           d S )"N2011-07-19 07:00:002011-07-19 08:00:002011-07-19 09:00:00r   r   r   ar   r   r   r   r   rC   rF   rG   r   r   r   )labelr   value1value2r   c                 $    t          | d          S )N
US/Pacifictz)r   )ds    r"   r   zBTestGroupBy.test_groupby_groups_datetimeindex_tz.<locals>.<lambda>#  s    	!8U8U8U r$   r   r   r   r   r   r   r   )r   r=   r   r   r   r   r   r   r   rv   r   r   r   r   r   r   r   r   r   r   r   r   r@   r   z
Asia/Tokyor   r   r   r   r   r   r   r?   r   r   r   r   r   rt   r   rv   rC   r   r   )r   rP   r   r   r   r   r	   from_arraysr*   rS   rT   rU   	rW   r   r!   exp_idx1exp_idx2exp_idxrZ   r   didxs	            r"   $test_groupby_groups_datetimeindex_tzz0TestGroupBy.test_groupby_groups_datetimeindex_tz  s   
 
 
 777!)AW555a&1*	 
 
 J--.U.UVV:    
 
 
 #sag666((H)=>>)))5G5G5GHHx(
 
 
 Z1226688
fh/// U|444y'222>P>P>PQQ
 
 

  QQQ
 
 
  yyIII66x(
 
 
 !$$((**
fh/////r$   c                    t          dt          j        d          fdt          j        d          fgddg          }|                    d                                          }|d         d         t          d          k    sJ d S )Nr   z
2012-07-03z
2012-07-04r   r   )r   )r   rP   
datetime64r*   firstr   )rW   r!   r   s      r"   &test_frame_datetime64_handling_groupbyz2TestGroupBy.test_frame_datetime64_handling_groupbyP  s    |,,-2=3N3N/OP&M
 
 
 C&&((f~a Il$;$;;;;;;;r$   c           
         d}t          j        t          |          d g d          }|                    dd          j                            d           }t          t          dd	
          t          dd	
          t          dd
          t          dd	
          t          dd
          gdt                    }t          j
        ||           d	}|                    d          j                            |          }t          j        |          j                            |          }t          g dg dd          }t          j        |          j                            |          }t          j
        ||           d S )Nz0,2000-01-28 16:47:00,America/Chicago
1,2000-01-29 16:48:00,America/Chicago
2,2000-01-30 16:49:00,America/Los_Angeles
3,2000-01-31 16:50:00,America/Chicago
4,2000-01-01 16:50:00,America/New_York)r   r   r   )headernamesr   F)rj   c                 d    t          j        |           j                            | j                  S r   )r   r   r   tz_localizer=   r   s    r"   r   z9TestGroupBy.test_groupby_multi_timezone.<locals>.<lambda>d  s#    bnQ''*66qv>> r$   z2000-01-28 16:47:00-0600zAmerica/Chicagor   z2000-01-29 16:48:00-0600z2000-01-30 16:49:00-0800zAmerica/Los_Angelesz2000-01-31 16:50:00-0600z2000-01-01 16:50:00-0500zAmerica/New_Yorkr   )r=   rH   )z2000-01-28 16:47:00z2000-01-29 16:48:00z2000-01-31 16:50:00)r   r   r   r@   r=   )r   read_csvr   r*   r   r   r
   r   rN   rT   r   r   r   r   r  )rW   r   r!   r   rZ   r   
res_values
exp_valuess           r"   test_groupby_multi_timezonez'TestGroupBy.test_groupby_multi_timezoneY  s   * [$<S<S<STTTDU338>>>>
 
 49JKKK49JKKK49NOOO49JKKK49KLLL 

 

 

 	vx000ZZ%%*44R88

++.::2>>QQQ))
 
 


 >*--0<<R@@
vx00000r$   c                    g d}t          g dd |D             t          j        dd          ddgd	z  d
          }t          j        g ddd          }t          ddgd	z  d          }t          j        ||g          }t          g dg dd|ddg          }|                    ddg          	                                }t          j        ||           t          j        |d          }t          t          j        dd          g dd|          }t          j        g dd          }t          g dg dd|ddg          }|                    d           	                                }t          j        ||           d S )!Nr   r   c                 :    g | ]}t          j        |d           S )HrI   )r   Period)r   r   s     r"   
<listcomp>z;TestGroupBy.test_groupby_groups_periods.<locals>.<listcomp>  s'    AAAa29QS111AAAr$   rC   rF   rG   r   r   r   )r   periodr   r   r   r  r  r   r   r   r   r   r   r   r   r   r   r   rI   r   r?   r   r   r   r   r   )r   rP   r   r   PeriodIndexr   r	   r   r*   rS   rT   rU   r   s	            r"   test_groupby_groups_periodsz'TestGroupBy.test_groupby_groups_periods  s   
 
 
 777AA5AAA)AW555a&1*	 
 
 >   
 
 
 #sag666((H)=>>)))5G5G5GHHx(
 
 
 Xw/004466
fh/// ~e#...y'222>P>P>PQQ
 
 

 .QQQ
 
 
  yyIII66x(
 
 
 !$$((**
fh/////r$   c                    t          ddg          }|d                             d          |d<   t          |d         j        j        t
          j                  sJ |                    d                                          }|d         j        }t          |j        t
          j                  sJ |d                             d                                          }|j        }t          |j        t
          j                  sJ d S )N)r        |>c )r   r  r   zM8[ns]r   r   )	r   view
issubclassrH   typerP   r  r*   r  )rW   r!   r   got_dts       r"   test_groupby_first_datetime64z)TestGroupBy.test_groupby_first_datetime64  s    02JKLL1

8$$1"Q%+*BM:::::!$$**,,&+r}55555AQ''--//&+r}5555555r$   c                 J   t          t          d          t          j        d          d          }|                    d          d                             d           }|                    d          d                                         }t          j        ||           d S )N20130101r   r   rr   c                 *    |                                  S r   )maxr   s    r"   r   z9TestGroupBy.test_groupby_max_datetime64.<locals>.<lambda>  s     r$   )	r   r   rP   r   r*   r   r$  rT   r   )rW   r!   rZ   r   s       r"   test_groupby_max_datetime64z'TestGroupBy.test_groupby_max_datetime64  s     Yz221FFGG::c??3'--.?.?@@C%))++
vx00000r$   c                 :   t          t          d          t          d          gdz  d          }|                    d          d                             t
                    }t          t          d          gdz  d          }t          j        ||           d S )Nr   z	2000-01-1r   rr   r   r   )	r   ranger   r*   	transformminr
   rT   r   rW   r!   r   rZ   s       r"   test_groupby_datetime64_32_bitz*TestGroupBy.test_groupby_datetime64_32_bit  s     U1XXY{-C-C,Dq,HIIJJC%//449[112Q6SAAA
vx00000r$   c           	         t           j                            d           t          t           j                            ddd          t          dddd	          d
          }|                    d                                          d         }|                    d          d                                         }t          j	        ||           d S )N*   r   r   <   )sizez01/01/2000 00:00sUTC)r   r)   r   )factortimer2  r3  )
rP   randomseedr   randintr   r*   r$  rT   r   )rW   r!   df1df2s       r"   $test_groupby_with_timezone_selectionz0TestGroupBy.test_groupby_with_timezone_selection  s     		r)++Aqr+::"#5rPUVVV 
 
 jj""&&((0jj""6*..00
sC(((((r$   c                 Z   t          dgt          j        t          j                  gd          }|d         d         j        t          j        k    sJ t          dg di          }t          j        t          j                  |d<   |d         d         j        t          j        k    sJ d S )Nr   )r   r   r   r   r   r   r   r   )r   r   nowpytzutctzinfo)rW   r!   s     r"   test_timezone_infozTestGroupBy.test_timezone_info  s     aSTX(>(>'?@@AA#wqz DH,,,,YYY'((,tx((3#wqz DH,,,,,,r$   c                     t          g ddz  t          ddd          d          }|                    d          j                                        }t          g d	t          g dd
          d          }t          j        ||           d S )Nr;  r   r<  rC   T)r   r)   )r   r   r   )r   r   r   r   r   r  )	r   r   r*   r   countr
   r   rT   r   r*  s       r"   test_datetime_countzTestGroupBy.test_datetime_count  s    ))a-*UAC*P*P*PQQ
 
 C&,,..)))5+E+E+EGTTT
vx00000r$   c           	         t          t          j        dddt          j        gt          j        t          d          t          d          t          d          t          j        gd          }t	          j        |j                  |_        d	|d
<   ||j                                                 }|                    d
          }|                    d
          }t          j
        |                                |                                           t          j
        |                                |                                           t          j
        |                                |                                           t          j
        |                                |                                           d S )Nz2015-07-24 10:10z2015-07-25 11:11z2015-07-23 12:12r   )daysr   r   )r   tdrr   group)r   rP   nanr   r   r   r   notnar*   rT   rU   r$  r)  r  last)rW   df_testdf_refgrouped_testgrouped_refs        r"   $test_first_last_max_min_on_time_dataz0TestGroupBy.test_first_last_max_min_on_time_data  sy     F&&&F F1%%%1%%%1%%%F 
 
$ ^GJ//
))++,w//nnW--
koo//1A1A1C1CDDD
koo//1A1A1C1CDDD
k//11<3E3E3G3GHHH
k..00,2C2C2E2EFFFFFr$   c                    t          t          d          t          j        t          d          gg dd          }t	          dd          }|                    |          d                                         }||j                                                                     |          d                                         }|j	        
                    d           |_	        t          j        ||           d S )	Nz2016-06-28 09:35:35z2016-06-28 16:46:28)123)r3  r   r3  hr'   r   )r   r   r   r    r   r*   nuniquer3  notnullr@   
_with_freqrT   r   )rW   testr,   r   rZ   s        r"   %test_nunique_with_timegrouper_and_natz1TestGroupBy.test_nunique_with_timegrouper_and_nat  s     344F344
 ( 	
 	
 f3///g&&v.6688	))++,44W==fEMMOO!22488
vx00000r$   c                 p   g dt          g dd          g dd}t          |                              d          }t          d	          }|                    |          }|                                }|                    |g          }|                                }t          j        ||           d S )
N)shanghaibeijingr\  )z2017-08-09 13:32:23z2017-08-11 23:23:15z2017-08-11 22:23:15zdatetime64[ns]rG   r;  )locationr3  r   r3  r   rI   )r
   r   rL   r   r*   rC  rT   rU   )rW   
data_framer,   r   r   rZ   s         r"   !test_scalar_call_versus_list_callz-TestGroupBy.test_scalar_call_versus_list_call0  s     <;;UUU&   YY
 

 z**44V<<
s###$$W--$$gY//==??
fh/////r$   c           
         d}t          j        d|dd          }t          t          |          |          }|                    |j        j                                                  }t          t          d|          t          t          d|dz             |j	        	                    }t          j        ||           d S )
Nr   z2018-01r   Month)r   r   r)   r=   r?   r   r   r   )r   period_ranger
   r'  r*   r@   r   rS   r   r=   rT   r   )rW   r   r@   period_seriesr   rZ   s         r"   test_grouper_period_indexz%TestGroupBy.test_grouper_period_indexD  s    W3W
 
 
 uW~~U;;;&&}':'@AAEEGG!WU5GaK+@+@uz%R%R%R
 
 
 	vx00000r$   c                    |}|d                              d           }t          dddd          }t          j        |dgt	          |          z  g          }t          g d	|d
          }t          j        ||           d S )Nr   c                 $    dt          |           iS )Nr{   )r+   r   s    r"   r   zRTestGroupBy.test_groupby_apply_timegrouper_with_nat_dict_returns.<locals>.<lambda>Z  s    eSVV_ r$   
2013-09-01
2013-10-01r&   r   r   r{   )r   r   r   r   r   r   r   r  )r   r   r	   r   r+   r
   rT   r   )rW   r1   r0   resdtimirZ   s          r"   4test_groupby_apply_timegrouper_with_nat_dict_returnsz@TestGroupBy.test_groupby_apply_timegrouper_with_nat_dict_returnsR  s     /n""#<#<==|$VLLL#S5'CHH*<$=>>///r
KKK
sH-----r$   c           	      N   |}|d                              d           }t          dddd          }t          dt          j        t          j        t          j        t          j        t          j        d	g|                    d           d
          }t          j        ||           d S )Nr   c                 R    t          |           r| j        d         nt          j        S )Nr   )r+   rO   rP   rI  r   s    r"   r   zTTestGroupBy.test_groupby_apply_timegrouper_with_nat_scalar_returns.<locals>.<lambda>h  s    #a&&-LQVAYYbf r$   rh  ri  r&   r   r   r   r   r  )r   r   r
   rP   rI  rX  rT   r   )rW   r1   r0   rj  rk  rZ   s         r"   6test_groupby_apply_timegrouper_with_nat_scalar_returnszBTestGroupBy.test_groupby_apply_timegrouper_with_nat_scalar_returnsa  s    
 /n""#L#LMM|$VLLL;..&&
 
 
 	sH-----r$   c                    |}t          dd          }|                    |          }|j        dk    sJ |j                            |j                  j        dk    sJ |                    d           }t          g dgt          t          d          gd          t          g d	d
                    }t          j        ||           d S )Nr   100Yr'   r   c                     | d         dz  S )Nr   r    r   s    r"   r   zSTestGroupBy.test_groupby_apply_timegrouper_with_nat_apply_squeeze.<locals>.<lambda>  s    :!2 r$   )$   rC   rC   r   r   r   r   )r   r   r   r   r   r   r   )r   r*   ngroups_selected_obj	_get_axisaxisnlevelsr   r   r   r   rT   rU   )rW   r#   r!   r/   r0   rj  rZ   s          r"   5test_groupby_apply_timegrouper_with_nat_apply_squeezezATestGroupBy.test_groupby_apply_timegrouper_with_nat_apply_squeezes  s     , &v...ZZ__ zQ))"'22:a???? hh2233<001???///
;;;
 
 

 	c8,,,,,r$   numbac                 n   |}|d                              d d          }|d                              t          j                  }t          j        ||           |dg                              d d          }|dg                              t          j                  }t          j        ||           d S )Nr   c                 *    t          j        |           S r   rP   nanmeanvaluesr@   s     r"   r   zITestGroupBy.test_groupby_agg_numba_timegrouper_with_nat.<locals>.<lambda>      "*V"4"4 r$   r|  )enginec                 *    t          j        |           S r   r  r  s     r"   r   zITestGroupBy.test_groupby_agg_numba_timegrouper_with_nat.<locals>.<lambda>  r  r$   )	aggregaterP   r  rT   r   rU   )rW   r1   r0   r   rZ   	result_dfexpected_dfs          r"   +test_groupby_agg_numba_timegrouper_with_natz7TestGroupBy.test_groupby_agg_numba_timegrouper_with_nat  s    
 /J))44W * 
 
 j>++BJ77
vx000
|$..44W / 
 
	 *&00<<
i55555r$   N)"__name__
__module____qualname__r_   r   markparametrizero   r   r   r   r   r   r   r  r  r  r  r   r%  r+  r9  r@  rD  rP  rZ  r`  re  rm  rp  r{  rG  
skip_if_nor  rt  r$   r"   r3   r3   N   s       .5 .5 .5` []T5M::    ;: @q4 q4 q4f [V%=%=%=>>82 82 ?>82t@8 @8 @8D
 
 
"
 
 
"4 4 4>=0 =0 =0~< < <$1 $1 $1L;0 ;0 ;0z6 6 61 1 11 1 1) ) )- - -1 1 1 G  G  GD1 1 1&0 0 0(1 1 1. . .. . .$- - -2 R]76 6 6 6 6r$   r3   )"__doc__r   r   ior   numpyrP   r   r=  pandas.util._test_decoratorsutil_test_decoratorsrG  pandasr   r   r   r   r	   r
   r   r   r   pandas._testing_testingrT   pandas.core.groupby.grouperr   pandas.core.groupby.opsr   fixturer#   r1   r3   rt  r$   r"   <module>r     s                       ) ) ) ) ) ) ) ) )    	 	 	 	 	 	 	 	 	 	 	 	 	 	 	 	 	 	 	 	       / / / / / / . . . . . .   ,   ,P6 P6 P6 P6 P6 P6 P6 P6 P6 P6r$   