
    
g                        d dl mZmZmZ d dlZd dlZd dlZd dlZd dlZd dl	Z
d dlmZmZ d dlmZ d dlm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  eej<                  j?                  d	d
            Z d Z!d Z"d Z#d Z$d Z%d Z&g ejN                   e(        e)       ddddfejT                  d e)       ddddfejV                   e(       ddiddddfejX                  dddidddd fejX                   e(        e)       dddd fejX                   e(       ddidddd fejZ                   e(        e)       dddd fej\                   e(        e)       dddd  fej^                  d! e)       dddd" fej`                   e(        e)       dddd# fejb                   e(        e)       dddd$ fejd                   e(        e)       dddd% fejf                   e(        e)       dddd& fejh                   e(        e)       dddd' fejj                   e(        e)       dddd( fejl                   e(        e)       dddd) fejl                   e(        e)ddg*      ddddfejn                   e(        e)       ddddfejp                   e
jr                  d g      f e)       dd+de!fejt                   e(        e)       dd+de!fejv                   e(        e)       dd+de!f e"ejp                        d, e)       ddddf e"ejt                         e(        e)       ddddf e"ejv                         e(        e)       ddddfejx                   e(        e)       dddd- fejz                   e(        e)       dddd. fej|                   e(        e)       dddd/ fej~                   e(        e)       ddddfej                   e(        e)d01      ddddfej                   e(       i ddddfej                   e(       i ddddfej                   e       j                  f e)       dd2dd3 fej                   e(        e)       dd2dd4 fej                   e       j                  f e)       dd2dd5 fej                   e(        e)       dd2dd6 fej                   e(       i ddddfej                   e(       d7d8d9ddddfej                   e(       i ddddfej                   e(        e)       dddd: fej                   e(        e)       dddd; fej                   e(        e)       ddddfej                   e(        e)       ddddfej                   e(        e)       ddddfej                  d e)       dddd< fej                   e(        e)       dddd= fej                   e(        e)       ddddfej                   e(       i ddddfej                   e(       i dddd> fej                   e(       i dddd? fej                   e(       i dddd@ fej                   e(       i ddddA fej                   e(       i ddddB fej                   e(       i ddddC fej                   e(        e)       ddddD fej                   e(        e)       ddddE fej                   e(        e)       ddddF fej                   e(       i ddddfej                   e(       i ddddG fej                   e(       i ddddfej                   e(        e)       dd2ddH fe& e(       i ddddfe# e(        e)       ddddI fe$ e(        e)       ddddJ fe% e(        e)       ddddK fej                   e(        e)       ddddL fZ`h dMZadNdOhZbejx                  hZcej                  hZdej                  hZe	 ddPZf	 ddQZgddRdddSdTZhej                  j                  dU      ej                  j                  dV      ej                  j                  dW      ej                  j                  dX      ej                  j                  dY      ej                  j                  dZ      ej                  j                  d[e`      ej                  j                  d\d]      ej                  j                  d^d_      ej                  j                  d`da      db                                                                       Zle r:ej                  j                  dU      ej                  j                  dV      ej                  j                  dW      ej                  j                  dc      ej                  j                  dY      ej                  j                  dZ      ej                  j                  d[e`      ej                  j                  d\d]      ej                  j                  d^ emddd            ej                  j                  d`de      df                                                                       Zndg Zoej                  j                  d[e`      ej                  j                  d\d]      ej                  j                  d`dh      di                      Zpej                  j                  dj      ej                  j                  dk      ej                  j                  d\dl      ej                  j                  d[e`      ej                  j                  dmdn      do                                    Zqej                  j                  dpejh                  dfejj                  dfg      dq        Zrej                  j                  d^dr      ds        Zsdt Ztdu Zuej                  j                  d[e`      dv        Zvdw Zwdx Zxej                  j                  ej                  j                  d[e`      dy               Zzdz Z{ej                  j                  d^d dg      ej                  j                  d{ e{             d|               Z|d} Z}ed~        Z~d Zej                  j                  d      ej                  j                  d      eej                  j                  d^ emddd            d                             Zej                  j                  d      ej                  j                  d      ed                      Zej                  j                  d      ej                  j                  d      ed                      Zd Zd Zej                  j                  d^ e e emddd      d            dgz         d        Zej                  j                  d      ej                  j                  d      eej                  j                  ddd fdd fdd fdd fg      d                             Zd Zej                  j                  de
j                  e
j                  e
j                  g      d        Zy)    )productcombinations_with_replacementpermutationsN)assert_allcloseassert_equal)stats)norm) _masked_arrays_2_sentinel_arraysSmallSampleWarningtoo_small_nd_omittoo_small_nd_not_omittoo_small_1d_omittoo_small_1d_not_omit)	AxisError)skip_xp_invalid_argSCIPY_XSLOW0c                     | j                         \  }}| j                  | j                  | j                  | j                  | j
                  ||fS N)confidence_interval	statisticpvaluedf_standard_error	_estimate)reslowhighs      c/var/www/dash_apps/app1/venv/lib/python3.12/site-packages/scipy/stats/tests/test_axis_nan_policy.pyunpack_ttest_resultr       sD    '')ICMM3::svvs/B/BMM3& &    c                       fd}|S )Nc                  4     | i |}|j                         S r   )r   )argskwargsr   ttests      r   ttest_ciz_get_ttest_ci.<locals>.ttest_ci%   s!    T$V$&&((r!    )r&   r'   s   ` r   _get_ttest_cir)   #   s    ) Or!   c                  d    |j                  dd        t        j                  j                  | i |S N_no_decopopr   	_stats_py_xp_meanr$   r%   s     r   xp_mean_1sampr2   +   s*    
JJz4 ??##T4V44r!   c                      |j                  dd        | d   }t        j                  j                  | d   g| dd  d|i|S )Nr,      r      weightsr-   )r$   r%   r6   s      r   xp_mean_2sampr7   0   sG    
JJz4 1gG??##DGRd12hRR6RRr!   c                  d    |j                  dd        t        j                  j                  | i |S r+   )r.   r   r/   _xp_varr1   s     r   xp_varr:   6   s*    
JJz4 ??""D3F33r!   c                  L    t        j                  | d   g| dd  | d   dd|S )Nr   r5   r4   stouffer)r6   method)r   combine_pvaluesr1   s     r   combine_pvalues_weightedr?   ;   s>      a >48 >T!W(2>6<> >r!      r5   F)lessr=   
asymptotic)prattmodeautoTc                 2    | j                   | j                  fS r   r   r   r   s    r   <lambda>rI   H       #--, r!   r4   c                 2    | j                   | j                  fS r   rG   rH   s    r   rI   rI   J   rJ   r!   c                 H    | j                   | j                  | j                  fS r   )r   r   
zstatisticrH   s    r   rI   rI   L   s    #--S^^< r!   c                     | fS r   r(   xs    r   rI   rI   M       1$ r!   c                     | fS r   r(   rO   s    r   rI   rI   N   rQ   r!   )gQ?c                     | fS r   r(   rO   s    r   rI   rI   O   rQ   r!   c                     | fS r   r(   rO   s    r   rI   rI   P        r!   c                     | fS r   r(   rO   s    r   rI   rI   Q   rU   r!   c                     | fS r   r(   rO   s    r   rI   rI   R       aT r!   c                     | fS r   r(   rO   s    r   rI   rI   S   s    ! r!   c                     | fS r   r(   rO   s    r   rI   rI   T   rQ   r!   c                     | fS r   r(   rO   s    r   rI   rI   U   rX   r!   c                     | fS r   r(   rO   s    r   rI   rI   V       A4 r!   )order   )r   c                 2    | j                   | j                  fS r   )rD   countrO   s    r   rI   rI   `   s    8I r!   c                     | fS r   r(   rO   s    r   rI   rI   a   s    ! r!   c                     | fS r   r(   rO   s    r   rI   rI   b   s    qd r!   normal)distribution   c                 <    g | | j                   | j                  S r   statistic_locationstatistic_signrH   s    r   rI   rI   h   "    C3C..C0B0BC r!   c                 <    g | | j                   | j                  S r   rh   rH   s    r   rI   rI   j   rk   r!   c                 <    g | | j                   | j                  S r   rh   rH   s    r   rI   rI   l   rk   r!   c                 <    g | | j                   | j                  S r   rh   rH   s    r   rI   rI   n   rk   r!   trimmedg{Gz?)centerproportiontocutc                     | fS r   r(   rO   s    r   rI   rI   s       QD r!   c                     | fS r   r(   rO   s    r   rI   rI   t   r]   r!   c                 2    | j                   | j                  fS r   rG   rH   s    r   rI   rI   y   rJ   r!   c                 2    | j                   | j                  fS r   rG   rH   s    r   rI   rI   {   rJ   r!   c                     | fS r   r(   rO   s    r   rI   rI   ~   s    qd r!   c                     | fS r   r(   rO   s    r   rI   rI          aT r!   c                     | fS r   r(   rO   s    r   rI   rI      ry   r!   c                     | fS r   r(   rO   s    r   rI   rI      ry   r!   c                     | fS r   r(   rO   s    r   rI   rI      ry   r!   c                     | fS r   r(   rO   s    r   rI   rI      ry   r!   c                     | fS r   r(   rO   s    r   rI   rI      rX   r!   c                     | fS r   r(   rO   s    r   rI   rI      rs   r!   c                     | fS r   r(   rO   s    r   rI   rI      rs   r!   c                 2    | j                   | j                  fS r   rG   rH   s    r   rI   rI      rJ   r!   c                     t        |       S r   )tuplerO   s    r   rI   rI      s
    E!H r!   c                     | fS r   r(   rO   s    r   rI   rI      rs   r!   c                     | fS r   r(   rO   s    r   rI   rI      r]   r!   c                     | fS r   r(   rO   s    r   rI   rI      ry   r!   c                 2    | j                   | j                  fS r   rG   rH   s    r   rI   rI      rJ   r!   >   division by zeroMean of empty sliceNot enough observations.divide by zero encounteredData input must not be emptyNot enough test observations`skewtest` requires at leastNot enough other observationsData must be at least length 3 `kurtosistest` requires at least!Degrees of freedom <= 0 for slice!x and y must contain at least two#No array values within given limits$At least one observation is required$The sample must contain at least two$`x` and `y` must be of nonzero size.'x and y should have at least 5 elements)Data passed to ks_2samp must not be empty)One or more sample arguments is too small*attempt to get argmax of an empty sequence+Input sample size must be greater than one.+The exact distribution of the Wilcoxon test+Window length (0) must be positive and less+Window length (1) must be positive and less+Window length (2) must be positive and less.zero-size array to reduction operation maximum/At least one slice along `axis` has zero lengthinvalid value encounteredz-Precision loss occurred in moment calculationz/Sample size too small for normal approximation.c           
      $   g }t        |       D ]  }d}|rdnd|z   }t        j                  |||f      t        j                  z  }	t        |      D ]k  }
|	|
d d d d f   }t	        dddd|dz
  |g      D ]0  \  }}|j                  |      d | }|j                  |      |||f<   2 |j                  |d      |d d  m |gdg| z  z   |gz   }d|d|z   <   |	j                  |      }	t        j                  |	d	|      }	|j                  |	        |S )
N      r   r4   r5   r@   sizeaxis)
rangenponesnan	enumeratepermutationrandomreshapemoveaxisappend)	n_samplesn_repetitionsr   rngpaireddatai
n_patternsn_obsrP   jsampleskn_realsindices	new_shapes                   r   _mixed_data_generatorr      s<    D9 
"q&GG]J67"&&@}% 	:A1ajG (Aq!U1We(DE ?
7//%0':&)jjgj&>7
#? q9GAJ	:$ #Oqc)m3ug=		!a%IIi KK2t$A9: Kr!   c                 *   g }t        |       D ]  }|rdnd|z   }|gdg| z  z   |gz   }	d|	d|z   <   |r&t        j                  |	      t        j                  z  n|j	                  |	      }
t        j
                  |
d|      }
|j                  |
        |S )Nr   r4   r5   r   )r   r   r   r   r   r   r   )r   r   r   r   r   all_nansr   r   r   shaperP   s              r   _homogeneous_data_generatorr      s    
 D9 "q&1#i-/5'9a!e'/BGGENRVV#SZZ5FKK2t$A Kr!   raise	n_outputs
nan_policyr   r,   c                   |dk(  r;|D ]5  }	t        j                  t        j                  |	            s,t        d       n|dk(  r^| t        vrV|D ]P  }	t        j                  t        j                  |	            s,t        j
                  |t         j                        c S  n|dk(  r|s'|D 	cg c]  }	|	t        j                  |	           }}	n^t        j                  |d         }
|dd  D ]+  }	t        j                  |
t        j                  |	            }
- |D 	cg c]  }	|	|
    
 }}	 | | g ||d|i|      S c c}	w c c}	w )Nr   The input contains nan values	propagateomitr   r4   r,   )r   anyisnan
ValueErroroverride_propagate_funcsfullr   
logical_or)hypotestdata1dunpackerr   r   r   r,   r$   kwdssamplenan_masks              r   nan_policy_1dr      sF    W 	BFvvbhhv&' !@AA	B 
#66
  	2Fvvbhhv&'wwy"&&11	2 
v	>DEFfbhhv../EFExxq	*H * E==288F3CDE6<=FfhY'=F=HGfGtGhG$GHH F
 >s   / E!E
z3ignore:Sample size too small for normal:UserWarningz0ignore:`kurtosistest` p-value may be:UserWarningz5ignore:all input arrays have length 1.:RuntimeWarningz7ignore:Degrees of freedom <= 0 for slice:RuntimeWarningz2ignore:Invalid value encountered in:RuntimeWarningz0ignore:divide by zero encountered:RuntimeWarning)r   r$   r   r   r   r   r   r   )r   r   r   r   )r4   data_generator)mixedc
                     | t         j                  t         j                  hv rt        st	        j
                  d       t        | |||||||||	
       y )N	Too slow.)r   cramervonmises_2sampkruskalr   pytestskip_axis_nan_policy_test
r   r$   r   r   r   r   r   r   r   r   s
             r   test_axis_nan_policy_fastr     sG    0 E..>>{K (D$	9f"JnFr!   z1ignore:Degrees of freedom <= 0 for:RuntimeWarning)r   
all_finiter   c
                 ,    t        | |||||||||	
       y r   )r   r   s
             r   test_axis_nan_policy_fullr   @  s"    2 	hdIy&&
D.	Jr!   c
           
      	   |sd }t         j                  j                  d      }
d}||||
|d}|	dk(  rd}t        di |}n/|	dk(  rd}d	|d<   t	        di |}n|	d
k(  rd}d|d<   t	        di |}|gg|z  z   }D cg c]  }t        j
                  ||d       }}|D cg c])  }t        j                  |||j                  d   gz         + }}t        j                  ||gz         }t        j                  t        j                  |            D ]  \  }}|D cg c]  }||   	 }}t        |D cg c]%  }t        j                  |      j                         ' c}      }d}|dk(  rp|rnt        j                  t        |      5  t        | ||g||||d	d| d d d        t        j                  t        |      5   | g ||d|i| d d d        	 t        | ||g||||d	d|}|dk(  rE|	dk(  r@| t.        vr8t        j0                  t2        t4              5   | g ||d|i|}d d d        nr|dk(  r^|	dk(  rY| t.        vrQt         j6                  j9                         5 }|j;                  t2        t4                | g ||d|i|}d d d        n | g ||d|i|} |      }t=        ||d       |||<    t        j
                  |dd      }|dk(  r<|	d
k(  s7d}t        j                  t        |      5   | g ||||d| d d d        y |dk(  rE|	dv rA| t.        vr9t        j0                  t2        t>              5   | g ||||d|}d d d        n | g ||||d|} |      }t=        ||d       y c c}w c c}w c c}w c c}w # 1 sw Y   xY w# 1 sw Y   xY w# t        t         t"        f$ rw}t%        |      }t        t&        D cg c]  }t%        |      j)                  |       nc c}w c}      r%t        j*                  |t         j,                        }n Y d }~Wd }~ww xY w# 1 sw Y   xY w# 1 sw Y   xY w# 1 sw Y   y xY w# 1 sw Y   xY w)Nc                     | S r   r(   rH   s    r   r   z'_axis_nan_policy_test.<locals>.unpackere      Jr!   r   r@   )r   r   r   r   r   r   r   r   r5   Tr   Fr   r   r   matchr   r   r   V瞯<rtolr   r   >   r   r   g+=r(   ) r   r   default_rngr   r   r   broadcast_tor   zerosndenumerater   r   r   raisesr   r   RuntimeWarningZeroDivisionErrorstrtoo_small_messages
startswithr   r   too_small_special_case_funcswarnsr   r   testingsuppress_warningsfilterr   r   ) r   r$   r   r   r   r   r   r   r   r   r   r   data_gen_kwdsinherent_sizer   output_shaper   data_bres_1dr   _r   contains_nanmessageres_1daeaea_strmsgr   supres_1dbres_nds                                    r   r   r   ]  s    	 ))


"C M"+m!#AM $5}5	:	%$(j!*;];	<	'$)j!*;];!?m_Y%>>L
 ;??bkk&$+?F?"$ ooflfll26F5G&GH $F $XXli[01Frxx56 41*01&)11HvBHHV,002HI 2 \z9 Dh D4 D(1)3%+dD ?CDD z9 HG&G4GJG$GH 

	#Hfh J J.7/9+1DJ EIJG & ^z%A">>08IJ NMMM*MMN N F"~'@">>--/ N3

-/@AMMM*MMN N
 IFITIjIDIC3-u5q	i4l [[Q'F W^|%C1]]:W5 	MLdLtL*LtL	M 	f3H!H::\\,4EF 	SRDRTRt
RTRC	S 	S NNN4JNN c]FFF/g @$
 2HD DH H N,=> 	WF;MNCCK**3/NNO'')RVV4 	N N
N N&	M	S 	Ss   ?N#.NN"6*N'
N,N9O&Q/*Q!Q.Q:,N6	9O	QQ2!P3QQQ	!Q+	.Q7:R)r   r   r   emptyc	           	      ,   |sd }t         j                  j                  d      }	|dk(  r(t        |      D 
cg c]  }
|	j                  d       }}
n't        |      D 
cg c]  }
|	j                  d       }}
|dk(  rRt        |      D 
cg c]  }
|	j                  d      dkD   }}
t	        ||      D ]  \  }}t         j
                  ||<    n%|dk(  r |D cg c]  }|t         j
                  z   }}|D cg c]  }|j                          }}|d	k(  ro|d
vrkd}t        j                  t        |      5   | g ||d |d| d d d        t        j                  t        |      5   | g ||d |d| d d d        y t        j                         5  t        j                  d       d\  }}}	 t        | ||g||||dd|}	  | g ||d|i|}	  | g ||d |d|}d d d        ssrt%        t&        D cg c]  }t!        |      j)                  |       c}      }||sJ t*        t,        h}t!              |v sJ t!              |v sJ t        j                         5  t        j                  d        | g ||d|i|} | g ||d |d|}d d d         |       |      }}t/        ||       t1        |      t1        |      z   }t3        ||d       |t1        |      z  }|D ]I  }t        j4                  |j6                  t         j8                        sJ t        j:                  |      rIJ  y c c}
w c c}
w c c}
w c c}w c c}w # 1 sw Y   $xY w# 1 sw Y   y xY w# t        t        t        f$ r}d }t!        |      }Y d }~d }~ww xY w# t"        $ r}t!        |      }Y d }~d }~ww xY w# t"        $ r}t!        |      }Y d }~d }~ww xY w# 1 sw Y   xY wc c}w # 1 sw Y   axY w)Nc                     | S r   r(   rH   s    r   r   z3test_axis_nan_policy_axis_is_None.<locals>.unpacker  r   r!   r   r  )r5   r   )r5   r   r   g?r   r   >   r  r   r   r   r   error)NNNTr   r   ignorer   r   )r   r   r   r   zipr   ravelr   r   r   warningscatch_warningssimplefilterr   r   r   r   r   r   r   r   r   r   r   listr   
issubdtypedtypenumberisscalar)r   r$   r   r   r   r   r   r   r   r   r   r   masksr   maskdata_raveledr  r  eb_strec_strres1dar  res1dbebres1dcecr  ok_msgdesired_warningsall_resultsitems                                  r   !test_axis_nan_policy_axis_is_Noner1    sN    	 ))


"C ,1),<=q

6"==-29-=>

7#>> 49)4DEqG$s*EEe, 	"LFD66F4L	"	:	%.23F33156vFLLN6L6W7N!N1 ]]:W5 	$ $d $$* $"$	$ ]]:W5 	$ $l $$* $"$	$ 	 
	 	 	" g&!1	"8\8 Id I-6:*04ICGIF	R|RdRzRTRF	UtUdU*UPTUF%, 6 =OPcc&k,,S1PQ6)) ./DE6{....6{....$$& 	V!!(+R|RdRzRTRFUtUdU*UPTUF	V f%x'7FF v,f-KU3tF|# !}}TZZ333{{4   !e >> F 46	$ 	$	$ 	" 
,=> 	FWF	 " 	WF	
 " 	WF	' 4 Q	V 	Vs   MMMM!9M&8M+,M8O77NN3O	!P55P	+M58NN0N+%O7+N00O73	O<OO7OO7	O4O/)O7/O44O77P	Pzignore::UserWarningzignore::RuntimeWarning)r   r   )sample_shape
axis_cases))r5   r@   r@   rf   )Nr   r   )r   r5   )r4   r   )r@   r4   r5   r   ))
   )r   r   ))r   r   r   r4   c
           
         t         j                  t         j                  t         j                  t         j                  h}
|dk(  r| |
v rt        j                  d       |sd }t        j                  j                  d      }t        |      D cg c]  }|j                  |       }}|D cg c]  }|j                          }}t        |      D cg c]  }|j                  |      dk   }}t        ||      D ]  \  }}t        j                  ||<    |D ]:  }t        |      }|t        j                  t!        |            }n"t#        |t$              rd||<   n|D ]  }d||<   	 t'        |      } | | g |||dd|      } | | g |||d	d|      } | | g |||d|	d
|      } | | g |||d	|	d
|      }t        ||||      D ]s  \  }}}}|j(                  |k(  sJ t        j*                  ||      }t-        ||d       |j(                  |k(  sJ t        j*                  ||      }t-        ||d       u = y c c}w c c}w c c}w )Nr4  z$Sample too small; test raises error.c                     | S r   r(   rH   s    r   r   ztest_keepdims.<locals>.unpackerW  r   r!   r   皙?r4   T)r   keepdimsF)r   r:  r   r   gؗҜ<)atol)r   skewtestkurtosistest
normaltestdifferential_entropyr   r   r   r   r   r   copyr  r   r  r   len
isinstanceintr   r   squeezer   )r   r$   r   r   r   r   r   r2  r3  r   small_sample_raisesr   r
  r   r   nan_datar   r$  r   expected_shapeaxr   res_basenan_resnan_res_baserr_basernrn_bases                                r   test_keepdimsrP  D  s    !>>5+=+=u?O?O 557|#4G(G:;	
))


"C.3I.>?CJJ|$?D?,01&1H18=i8HI1

<(3.IHIHh/ vvt 5l+<WWS%67N$$'(t$ +B)*N2&+~.x ( ( (4$ ("&( )H -d -T -u -'+- .8 ,X , ,4-1j,&*, -   !H( !HT !H274>!HBF!H I '*#x*6'8 	5"Avr777n,,,

14(AAvE288~---BT*BBe4	5+5 @1Is   I,II!)funnsampc                    d\  }}t         j                  j                  d      }|j                  |||f      } | | } | |ddi} | |D cg c]  }|j                          c}      }	t	        ||       t	        ||	       y c c}w )N)   	   r   r,   T)r   r   r   r  r   )
rQ  rR  mnr   rP   r   res2xires3s
             r   !test_hypotest_back_compat_no_axisr[    s     DAq
))


"C

E1a=!A
q'C!D!DQ'r
'(Ddd (s   Br   r4   r5   c           	         d}t         j                  j                  d      }|j                  |      }|j                  |      }t        j                  ||dd|       }t        j                  ||dd|       }t        ||       d}t        j                  t        t        j                  |            5  t        j                  ||dd| |        d d d        y # 1 sw Y   y xY w)N)rT  rU  r5  r   Tz	two-sidedr   z6mannwhitneyu() got multiple values for argument 'axis'r   )r   r   r   r   mannwhitneyur   r   r   	TypeErrorreescape)r   r   r   rP   yres1rX  r  s           r   .test_axis_nan_policy_decorated_positional_axisrd    s     E
))


"C

5A

5AaD+t<DaD+DADtFG	y		'(:	; E1a{DtDE E Es   3CC!c                     d} t         j                  j                  d      }|j                  |       }t         j                  |d<   t	        j
                  |  d}t        j                  t        t        j                  |            5  t	        j
                  |       d d d        t        j                  t        t        j                  |            5  t	        j
                  |d|i d d d        y # 1 sw Y   VxY w# 1 sw Y   y xY w)Nr@   rT  rU  r5  r   r   r   r   r   z6kruskal() got an unexpected keyword argument 'samples'r   )r   r   )r   r   r   r   r   r   r   r   r_  r`  ra  )r   r   rP   r  s       r   .test_axis_nan_policy_decorated_positional_argsrh    s     E
))


"C

5AFFAjM	MM1FG	y		'(:	; !a ! 
y		'(:	; %q$!$% %! !% %s   C4D 4C= D	c                     d} t         j                  j                  d      }|j                  |       }t         j                  |d<   t	        j
                  | }t	        j
                  |d   |d         }t        ||       d}t        j                  t        t        j                  |            5  t	        j
                  ||d   |d   d d d d        y # 1 sw Y   y xY w)N)r5   rT  rU  r5  r   rg  r4   )rP   rb  z/mannwhitneyu() got multiple values for argumentr   )r   r   r   r   r   r^  r   r   r   r_  r`  ra  )r   r   rP   rc  rX  r  s         r   .test_axis_nan_policy_decorated_keyword_samplesrj    s    
 E
))


"C

5AFFAjMq!D!!-Dt?G	y		'(:	; /A11./ / /s   1CC c                    d| j                   v rt        j                  d       t        j                  j                  d      }|sd }|j                  |ddf      }t        j                  |       }	t        j                  |	      }
 | | g ||dd	i|      } | |
g ||dd	i|      }t        ||d
       y )Nr'   z0Can't pickle functions defined within functions.r   c                     | S r   r(   rH   s    r   r   z8test_axis_nan_policy_decorated_pickled.<locals>.unpacker  r   r!   r5      r   r   r   g-q=r   )__name__r   r   r   r   r   uniformpickledumpsloadsr   )r   r$   r   r   r   r   r   r   r   pickled_hypotestunpickled_hypotestrc  rX  s                r   &test_axis_nan_policy_decorated_pickledru    s     X&&&FG
))


"C 	 ;;Y2.;/D||H-&67H;d;T;;d;<D&EEtE"EEFDD$U+r!   c            	         t        d      D ]  } t        g d|       D ]  }t        t        |            D ]  }t        j                  |      f}t
        j                  j                  ||      }|<t        j                  j                         5 }|j                  t        d       |j                  t        d       |d   j                  |      }d d d        t        j                  j                  |          y # 1 sw Y   0xY w)N   r\  Mean of empty slice.r   r   r   )r   r   rA  r   r   r   _axis_nan_policy_check_empty_inputsr  r  r  r   meanr   )r   combor   r   outputr  	references          r   test_check_empty_inputsr    s     1X ?29a@ 
	?Ec%j) 	?88E?,//CCGDHJ%557 ?3

>3IJ

>3NO$+AJOOO$>	? JJ++FI>	?
	??? ?s   AC?	?Dc                 p   t        | D cg c]  }|j                   c}      }||dk\  r| |z   n|}t        d|dz         D ]m  }| |k(  r
t               }| D ]E  }||j                  k  s|j                  |    dk7  s'|j                  |j                  |           G t        |      dkD  sm y yc c}w )Nr   r4   FT)maxndimr   setr   addrA  )arraysr   arrn_dimsdimdim_lengthss         r   _check_arrays_broadcastabler    s     f-s#((-.F#'19$$Qq! 
44<e 	1Cchh399cT?a#7		3$0	1 {a
 ! .s   B3c           	         | t         j                  t         j                  hv rt        st	        j
                  d       | t        v rd}t	        j
                  |       |d }d }g d}	 |||	      D ]  }
t        d |
D              st        d |
D              }t        | |      D ]  }	 t         j                  j                  |
||	      }t        j                  j                         5 }|j                  t         d
       |j                  t         d       t        j"                  ||      t        j$                  z  }d d d        | t&        v rN | g g gt)        |
      z  |i |}t        j*                        }t        j,                  |      }|||<   |d   }j.                  rM| t0        vrE|dk(  rt2        nt4        }t	        j6                  t8        |      5   | g |
|d|i|}d d d        nLt        j                  j                         5 }|j                  t8        d        | g |
|d|i|}d d d         |      }t        |      D ]  }t;        ||   |          y # 1 sw Y   3xY w# 1 sw Y   DxY w# 1 sw Y   PxY w# t<        $ r t?        |
|rd n|      rJ d}t	        j@                  t<        |      5  t         j                  j                  |
||       d d d        n# 1 sw Y   nxY wt	        j@                  t<        |      5   | g |
|d|i| d d d        n# 1 sw Y   nxY wY w xY w)Nr   z4Doesn't follow the usual pattern. Tested separately.)reasonc                     | d   | d   fS )Nr   r4   r(   rH   s    r   rI   ztest_empty.<locals>.<lambda>   s    AA/ r!   c              3   |   K   d }t        |       D cg c]
  } ||       }}t        | E d {    y c c}w 7 
w)Nc              3   n   K   | D ],  }t        g d|      D ]  }t        j                  |        . y w)Nr\  )r   r   r   )r  r   r|  s      r   small_sample_generatorzHtest_empty.<locals>.small_data_generator.<locals>.small_sample_generator$  s9      *:9aH *E((5/)**s   35)r   r   )r   r  r  r   genss        r   small_data_generatorz(test_empty.<locals>.small_data_generator"  sA     	* 9>i8HI1&v.IID>!! J!s   <5<:<r4   r5   r@   c              3   :   K   | ]  }|j                   d k(    yw)r   Nr   .0r   s     r   	<genexpr>ztest_empty.<locals>.<genexpr>3  s     :6;;!#:s   c              3   4   K   | ]  }|j                     y wr   )r  r  s     r   r  ztest_empty.<locals>.<genexpr>6  s     9vv{{9s   )r   rx  r   r   r(   r4   r   r   zall input arrays have length 1/Array shapes are incompatible for broadcasting.)!r   r   friedmanchisquarer   r   r   r   r   r  r   r/   _broadcast_concatenater   r  r  r  r   r{  r   empty_special_case_funcsrA  asarrayr   r   r   r   r   r  r   r   r   r  r   )r   r$   r   r   r   r   r   r  r  r  r   max_axisr   concatr  expected	empty_valr$  r  r   r   s                        r   
test_emptyr    s@   
 EMM5#:#:;;KK ++G6"/" F'	6: 7A :'::999 8)X. .	AD,A ??GM @ OZZ113 CsJJ~/EFJJ~/JK!wwvD9BFFBHC
 77 ( MB4G+< M M MI!zz(3H88H-D%.HTN'|H==X5Q%Q8@A4$9 &8H K&JJ$JTJTJK K 557 K3

#57WX&JJ$JTJTJK smy) 3A Q23A.	A7A"C CK KK K  A6w?Et4Q Q Q
 L]]:W= ROO::7D&QR R R]]:W= A@g@@4@4@A A AAs   .A J.AI4BJ!J1'J&J>/J4I>9JJ
JJJ8M"K<	3	M<L"M#L<	3	M<MMMc               #      K   t         j                  j                  d      } t        D ]  }|\  }}}}}}}|dk(  r|| fz     y w)Nl   T;]L r4   )r   r   r   axis_nan_policy_cases)	r   caser   r$   r   r   r   r   r   s	            r   paired_non_broadcastable_casesr  j  sS     
))


/C% GKD$iFH>cVm	s   AA)r   r$   r   r   r   r   r   r   c	           
         d}	|	rJt        |      D 
cg c]&  }
|j                  |j                  ddd            ( }}
t        ||      }	|	rJd}t	        j
                  t        |      5   | g |i | d d d        |sy |j                  ddd      }t        |d	z
        D 
cg c]  }
|j                  |       }}
t        |      }||xx   d	z  cc<   |j                  |      }t	        j
                  t        |      5   | |g||i | d d d        y c c}
w # 1 sw Y   xY wc c}
w # 1 sw Y   y xY w)
NTr5   d   r   r   r  r   r5  r4   )r   r   integersr  r   r   r   r  )r   r$   r   r   r   r   r   r   r   get_samplesr   r   r  r   most_samplesother_samples                   r   test_non_broadcastabler  s  sP    K
!),. ::3<<3Q<#?:@ . . 2'E	  @G	z	1 *)')D)D)* 
 LLBQL'E49)A+4FGqCJJEJ*GLGKE	$K1K::5:)L	z	1 =<<t<t<= =).* * H= =s#   +D!,D&)D2	D7&D/7E c                  x   t         j                  j                  d       t         j                  j                  ddd      } t         j                  j                  d      }| dk  }t         j                  j                  | |      } t        j                  t         j                        j                  }t        j                  |t         j                         }t        j                  |t         j                         }t         j                  | d<   t         j                  | d<   || d<   t         j                  |d	<   t         j                  |d
<   ||d<   t        | |g      \  }}|\  }}	||k7  r||k7  sJ ||k(  sJ | j                  }
||
| j                  <   t         j                  j!                  ||
       |	|u sJ y )Nr   r5        g      ?)r@   rf   r4   )rf   rw  r5   )rw  r   r@   rT  r_   r   )r   r   seedrandmamasked_arrayfinfofloat64r  	nextafterinfr   r
   r   r$  r  assert_array_equal)ABr$  	max_float
max_float2
max_float3
out_arrayssentinelA_outB_outA_references              r   "test_masked_array_2_sentinel_arrayr    sa   IINN1
		r2r"A
		rAs7D
1d#A $((Ii"&&1Jj266'2JAgJAgJAgJ66AaD66AaDAaD <QFCJLE5 	!J(>??z!!! &&K"KJJ!!%5A::r!   c                     t        j                  t         j                        j                  } t        j                  t         j
                        j                  }t        j                  dd| gt         j                        }t         j                  j                  g dt         j                  g d      }t         j                  j                  g dt         j
                  g d      }t        ||g      \  }}|\  }}|| dz
  k(  sJ |j                  t         j                  k(  sJ t        ||d   ||d	   g       ||u sJ t        |t         j                  j                        rJ t        ||g      \  }}|\  }}	||k(  sJ |j                  t         j
                  k(  sJ t        ||d   ||d	   g       t        |t         j                  j                        rJ t        |	t         j                  j                        rJ t        j                  t         j                        j                  t        j                  t         j                        j                  }}
t        j                  |
|dz   t         j                        }t        j                   |t"              }t        j                   |t"              }d
|d<   t         j                  j                  ||      }t        |g      \  }}||
dz   k(  sJ d
|d<   t         j                  j                  ||      }d}t%        j&                  t(        |      5  t        |g       d d d        t         j                  j                  g dg dt         j*                        }t-        j.                  |      j                  t         j*                  k(  sJ y # 1 sw Y   pxY w)Nr4   r5   r   )r4   r5   r4   r   r4   r   )r   r$  r   r   r   r   r   Tr$  z7This function replaces masked elements with sentinel...r   r  )r$  r   )r   iinfoint16r  r  
complex128arrayr  int8r
   r   r   rB  MaskedArrayminarange
zeros_likeboolr   r   r   float32r   gmean)max16max128cabcr  r  a_outb_outc_outmin8max8mask1mask0a1a0r  s                    r   test_masked_dtyper    s    HHRXX""Ehhr}}%))G 	!Qbhh/A
IRWW9=A
IR]]CA <QFCJLE5uQw;;"(("""EAaD(AbE23A::%!2!2333 <QFCJLE5w;;"--'''EAaD(AbE23%!2!2333%!2!2333 "''"&&(9(=(=$D
		$Qbgg.AMM!4(EMM!4(E E!H	QU	#B;RDAJtAv E!H	QU	#BGG	z	1 /("./ 	IIRZZ@A;;q>2::---/ /s   N==Oc                     g d} g d}t        j                  | |      }dddt        j                  dg}t        j                  | |d      }t        j                  j                  ||       g d	}g d
}t        j                  j                  ||      }t        j                  | |      }t        j                  j                  ||       dddt        j                  ddg}g d}	t        j                  j                  ||	      }t        j                  | |d      }
t        j                  j                  |
|       dddt        j                  ddg}g d}t        j                  j                  ||      }t        j                  | |d      }t        j                  | |d      }t        j                  j                  ||       t        j                  j                  ||       y )N)               )r   r     r  r   r  r  r  r   )r   )r   r  r    r  )FFFTFr  r  )FFFFTF)FFFTTFr   r   )r   r^  r   r   r  r  r  r  )malesfemalesr   females2rX  females3mask3rZ  females4mask4res4females5mask5res5res6s                  r   test_masked_stat_1dr    s    EG


UG
,C BBFFB'HeX&ADJJ!!$, &H.Euu!!(!7HeX.DJJ!!$, BBFFD"-H5Euu!!(!7HeX&ADJJ!!$, BBFFD"-H4Euu!!(!7HeX+FDeX'BDJJ!!$,JJ!!$,r!   zignore:After omitting NaNs...z(ignore:One or more axis-slices of one...c                    t         j                  j                  d       t         j                  j                  ddd      }t         j                  j                  dd      }t         j                  j                  dd      }|dk  }g d}t         j                  j                  ||      }t         j                  j                  ||      }|j                         }t         j                  ||<   |j                         }	t         j                  |	|<   t        j                  |||	d	| 
      }
t        j                  ||||       }t         j                  j                  |
|       y )Nr   r@   rf   rw  r4   皙?)FFFTr  r   r   r   r   )r   r   r  r  r  r  r@  r   r   r   r  r  )r   r  r  r  mask_amask_ca_maskedc_maskeda_nansc_nansr   rX  s               r   test_masked_stat_3dr    s     IINN1
		q!QA
		q!A
		q!AWF(Fuu!!!&!1Huu!!!&!1HVVXFVVF6NVVXFVVF6N
--6f4
HC==1hT:DJJ!!#t,r!   c                     d\  } }d}t         j                  j                  d       t         j                  j                  | |      }t         j                  j                  | |      }t         j                  j                  | |      dk  }t         j                  j                  | |      dk  }t         j                  j                  | |      dk  }t         j                  j                  | |      dk  }d|dd d f<   |j	                         }	|j	                         }
t         j
                  |	||z  <   t         j
                  |
||z  <   t         j                  j                  ||	      }t         j                  j                  ||	      }t         j
                  ||<   t         j
                  ||<   t         j                  j                  ||	      }t         j                  j                  ||	      }t         j
                  ||<   t         j
                  ||<   t         j                  j                  |||z  	      }t         j                  j                  |||z  	      }t        j                  |	|
d
|      }t        j                  ||d
|      }t        j                  ||d
|      }t        j                  ||d|      }t        j                  ||d|      }t         j                  j                  ||       t         j                  j                  ||       t         j                  j                  ||       t         j                  j                  ||       y )Nr@   r   r   r   r9  r  333333?Tr5   r  r   r  r   r   )r   r   r  r  r@  r   r  r  r   wilcoxonr  r  )rV  rW  r   r  r  mask_a1mask_a2mask_b1mask_b2r  b_nans	a_masked1	b_masked1	a_masked2	b_masked2	a_masked3	b_masked3r   rc  rX  rZ  r  s                         r   test_mixed_mask_nan_1r  /  s    DAqDIINN1
		q!A
		q!AiinnQ"S(GiinnQ"S(GiinnQ"T)GiinnQ"T)GGAqDMVVXFVVXF "F7W "F7W""17"3I""17"3IIgIg""17"3I""17"3IIgIg""1Gg,="?I""1Gg,="?I
..F
FC>>)Y6MD>>)Y6MD>>)Y7ND>>)Y%0t=D JJ!!$,JJ!!$,JJ!!$,JJ!!$,r!   c                     dt         j                  dgt         j                  t         j                  t         j                  gg ddt         j                  dgdt         j                  dgg dg} g dg dg dg dg dg dg}t         j                  j                  | |	      }g d
g}t	        j
                  ddgg d
      }t	        j
                  g dg d
      }t	        j
                  ||dd      }t         j                  t         j                  t         j                  |j                  |j                  |j                  g}t         j                  t         j                  t         j                  |j                  |j                  |j                  g}t         j                  j                  |j                  |       t         j                  j                  |j                  |       t	        j
                  ||dd      }t         j                  t         j                  t         j                  t         j                  |j                  |j                  g}t         j                  t         j                  t         j                  t         j                  |j                  |j                  g}t         j                  j                  |j                  |       t         j                  j                  |j                  |       y )Nr4   r5   r  r@   )r4   r   r4   r  r4   r4   r4   r  r  rf   rw  r   r   r   r  r   )
r   r   r  r  r   ranksumsr   r   r  r  )	r  r$  r  r  ref1ref2r   stat_refp_refs	            r   test_mixed_mask_nan_2r  a  s    RVVQ"&&"&&"&&19
RVVQ!RVVQ	4Ay)y)-Duu!!!$!/H	A>>1a&),D>>)Y/D ..1b
AC@HVVRVVRVV[[$++t{{4EJJ!!#--:JJ!!#**e4 ..12
FC8HVVRVVRVVVVT[[$++/EJJ!!#--:JJ!!#**e4r!   c                      d} t         j                  j                  d      }|j                  |       }t        j                  |dd i}t        j                  |ddi}t         j
                  j                  ||       y )Nrf  r   r   r\  )r   r   r   r   r   r  r  )r   r   rP   r   rX  s        r   test_axis_None_vs_tupler    sc    E
))


"C

5A
--
&
&C==!,),DJJ!!#t,r!   c                  
   t         j                  j                  d      } | j                  d      }| j                  d      }t        j                  ||      \  }}t	        j
                  |j                         |j                               }t	        j
                  ||d       }t	        j
                  ||d      }t	        j
                  |j                         |j                               }||k(  sJ ||k(  sJ ||k7  sJ y )Nr   )rw  r4   )r4   rw  r   r6  )r   r   r   broadcast_arraysr   r^  r  )	r   rP   rb  x2y2res0rc  rX  rZ  s	            r   )test_axis_None_vs_tuple_with_broadcastingr$    s     ))


"C

6A

6A  A&FBaggi3Da.Da0Dbhhj"((*5D4<<4<<4<<r!   )r4   c                    t         j                  j                  d      }d}d}|j                  |      }|j                  |      }| }t        | D cg c]  }|dk\  r|nd|z    c}      } t	        |       } t        t        |             t        |       k7  rRd}t        j                  t        t        j                  |            5  t        j                  |||       d d d        y | d   dk  s| d   d	kD  rRd
}t        j                  t        t        j                  |            5  t        j                  |||       d d d        y t        j                  |||      }	h dt        |       z
  }
t        t        |
            }
|}g d}||
   ||
<   t        j                   ||      }|j"                  |
   }t        j$                  || d      }t        j$                  || d      }t        j&                  ||df      }t        j&                  ||df      }t        j                  ||d      }t         j(                  j+                  |	|       y c c}w # 1 sw Y   y xY w# 1 sw Y   y xY w)Nr   r  )r4   r   r@   z*`axis` must contain only distinct elementsr   r   r   r5   z0`axis` is out of bounds for array of dimension 3>   r   r4   r5   )r4   r4   r   )r4   r5   r4   )r   r   r   r   sortedrA  r  r   r   r   r`  ra  r   r^  nextiterr   r   r   r   r  r  )r   r   shape_xshape_yrP   rb  axis_originalr   r  r   not_axisr!  shape_y_broadcastedr"  rV  rX  s                   r   test_other_axis_tuplesr/    s	    ))


"CGG

7A

7AM D9qQ1AE)9:D$<D
3t9~T">]]9BIIg,>? 	9q!-8	9Aw{d2hlD]]9BIIg,>? 	9q!-8	9


Q
6C 3t9$HDN#H	
B#$+H$5!	/	0B
A	Rv	&B	Rv	&B	BB	 B	BB	 Bb"1-DJJ!!#t,C :
	9	9s   II(I!I!I*zweighted_fun_name, unpackerr  c                     | S r   r(   rO   s    r   rI   rI         A r!   hmeanc                     | S r   r(   rO   s    r   rI   rI     r1  r!   pmeanc                     | S r   r(   rO   s    r   rI   rI     r1  r!   r>   c                 2    | j                   | j                  fS r   )r   r   rO   s    r   rI   rI     s    qxx&= r!   c                    | dk(  rd nt        t        |       fd}d\  }}d}t        j                  j	                  d      }|j                  ||f      }|j                  ||f      }|j                  ||f      dk  }	|j                  ||f      d	k  }
|j                  ||f      d
k  }|j                  ||f      d
k  }d|	dd d f<   |j                         }|j                         }t        j                  ||	|
z  <   t        j                  |||z  <   t        j                  j                  ||	      }t        j                  j                  ||      }t        j                  ||
<   t        j                  ||<   t        j                  j                  ||
      }t        j                  j                  ||      }t        j                  ||	<   t        j                  ||<   t        j                  j                  ||	|
z        }t        j                  j                  |||z        }t        j                  j                         5 }d}|j                  t        |        |||d|      } |||d|      } |||d|      } |||d|      } |||d|      }d d d        t        j                  j                         t        j                  j                  |       t        j                  j                  |       t        j                  j                  |       y # 1 sw Y   xY w)Nr4  c                 2    t        j                  | fddi|S )NpgzG?)r   r4  )r  r%   s     r   weighted_funz6test_mean_mixed_mask_nan_weights.<locals>.weighted_fun  s    ;;q3D3F33r!   c                         | i |      S r   r(   )r$   r%   r   r:  s     r   funcz.test_mean_mixed_mask_nan_weights.<locals>.func  s    d5f566r!   r  r   l    r   r9  r  r  Tr5   r  r   r   )r6   r   r   r   r   )getattrr   r   r   r   ro  r@  r   r  r  r  r  r  r   r  )weighted_fun_namer   r<  rV  rW  r   r   r  r  r  r	  r
  r  r  r  r  r  r  r  r  r  r  r  r   rc  rX  rZ  r  r:  s    `                          @r    test_mean_mixed_mask_nan_weightsr?    s   " G#	4 u&787 DAqD
))



+C!Q A!Q Akk1vk&,Gkk1vk&,Gkk1vk&-Gkk1vk&-GGAqDMVVXFVVXF "F7W "F7W""17"3I""17"3IIgIg""17"3I""17"3IIgIg""1Gg,="?I""1Gg,="?I		%	%	' U3-

>7+66f4HIyV$OIyV$OIyW4PIy[tTU JJ!!$,JJ!!$,JJ!!$,JJ!!$,U Us   AL55L>c                  b   d} t        j                  t        |       5  t        j                  g dd       d d d        d} t        j                  t        |       5  t        j                  g dd       d d d        d} t        j                  t        |       5  t        j                          d d d        d	} t        j                  t        |       5  t        j                  g dd
t
        g dd       d d d        y # 1 sw Y   xY w# 1 sw Y   xY w# 1 sw Y   ixY w# 1 sw Y   y xY w)Nz"got an unexpected keyword argumentr   r  T)invalid_argz! got multiple values for argument)r  z&missing 1 required positional argumentz7takes from 1 to 4 positional arguments but 5 were givenr   r  r5  )r   r   r_  r   r  float)r  s    r   test_raise_invalid_args_g17713rC  !  s     3G	y	0 1I401 2G	y	0 'I&' 7G	y	0  HG	y	0 8Iq%B78 81 1' ' 8 8s/   DDD"D%D
DD"%D.r   c                      G fdd      }dgdz  g dz   t        j                   ||             }|j                  dk(  sJ |j                  dk(  sJ y )Nc                        e Zd Zd Zd fd	Zy)&test_array_like_input.<locals>.ArrLikec                      || _         || _        y r   )_x_dtype)selfrP   r   s      r   __init__z/test_array_like_input.<locals>.ArrLike.__init__<  s    DGDKr!   Nc                 F    t        j                  | j                        S )Nr  )r   r  rI  )rJ  r   r@  rP   s      r   	__array__z0test_array_like_input.<locals>.ArrLike.__array__@  s    ::at{{33r!   )NN)rn  
__module____qualname__rK  rM  rO   s   r   ArrLikerF  ;  s    	 	4r!   rP  r4   r5   )r@   rf   rw  r  )r   rD   ra   )r   rP  r   rP   s      @r   test_array_like_inputrQ  6  sT    
4 4 
A	A
**WQe,
-C88q==99>>r!   )F)FT)	itertoolsr   r   r   osr`  rp  r   r  numpyr   numpy.testingr   r   scipyr   scipy.statsr	   scipy.stats._axis_nan_policyr
   r   r   r   r   r   scipy._lib._utilr   scipy.conftestr   rC  environgetr   r    r)   r2   r7   r:   r?   r   r   dictr  r^  r  r  r2  r4  semiqrkurtosisskewkstatkstatvarmomentjarque_berattest_1sampr  	ttest_rel	ttest_indrD   r?  	variationr  brunnermunzelmoodshapiroks_1sampcdfks_2sampkstestlevenefligneransarientropyr<  r=  r>  cramervonmisesr   epps_singleton_2sampbartletttmeantvartmintmaxtstdtsemcircmeancircvarcircstdf_onewayalexandergovernr>   lmomentchatterjeexir  r   inaccuracy_messagesr   r  r   r   r   r   markfilterwarningsparametrizer   r   r   r   r1  rP  r[  rd  rh  rj  ru  r  r  slowr  r  r  r  r  r  r  r  r  r  r$  r  r/  r?  rC  r  r  r  rQ  r(   r!   r   <module>r     s   K J 	 	     7  T T ' . "**..45&5
S4
>
R ]]EGTVQ5$7	R
 ^^Y1eT:R 8\":Aq%NR ^^Z&&!11a,.R ^^UWdfaD,.R ^^UWx61d<>R [[%'461a?R [[%'461a?R [['461a?R  YYAun=!R" YYAun=#R$ ^^UWdfaE>B%R& ZZ$&!Q~>'R( [[%'461a?)R* ^^UWdfaE>B+R, \\57DFAq%@-R. \\57D1v.1eTB/R0 Aud;1R2 1#($&!Q3R6 __egtvq!T3FG7R8 __egtvq!U4GH9R: 5$$%tTVQ5$G;R< 5??#UWdfaD$G=R> 5??#UWdfaE4H?R@ ZZ$&!Q.IJARB $&!Q~NCRD __egtvq!UNCERF egtvq!T4@GRH %'4X#>1eTRIRJ ZZ"aE40KRL ]]EGRAud3MRN ^^dfjj]DFAq%CEORR ^^UWdfaECESRV \\DFJJ=$&!QCEWRZ \\57DFAq%CE[R^ \\57B1eT2_R` ]]EG	dK5$aRd \\57B1eT2eRf ]]EGTVQ5.AgRh ]]EGTVQ4@iRj ^^UWdfaE48kRl $&!Qt<mRn uw1eT:oRp 9dfaE,.qRt $&!Q,.uRx $&!QtDyRz ^^UWb!Qt4{R| [[%'2q!UN;}R~ ZZ"aE>:R@ ZZ"aE>:ARB ZZ"aE>:CRD ZZ"aE>:ERF ZZ"aE>:GRH ^^UWdfaE>BIRJ ]]EGTVQ5.AKRL ]]EGTVQ5.AMRN ^^UWb!Qt4ORP EGRAu,.QRT EGRAud;URV ]]EGTVQ52DEWRX uwAq$=YRZ EGTVQ5.A[R\ EGTVQ4@]R^ UWdfaE>:_R` $&!Q,.aR l @ GHJ  "JJ<  "MM?  !&  "'$P 8<  @A$UTID QRNOST
 UV PQNO 01FH,)GH&4(*Z8F 9 ) IH P R W U P S*F  [[ UV[[ RS[[ WX
 [[ ST [[ TU[[ RS[[ 45JL[[l-KL[[fuR|4[[.@BJB 5 ML T V U Y T W,Jv0r  01FH,)GH*EG_!G IH
_!R 1245'<= 01FH"-5H > 6 3-5` ) ;;* >>1-/0	0	 &9-E .E$%$/$  01FH,H,*?,B  01FHQAH QAh !Q( 779;=; )=< F 6. 6.r -F ;<FG&5Q<0- 1  H =-, ;<FG,-  H =,-^ ;<FG'5  H ='5T-$ &l5Q<;<yHJ+-J+-\ ;<FG"	+	+	+	=>	8-  H =8-v8* 288RZZ"GH Ir!   