U
    ¸mœdö ã                   @   sò  d Z ddlZddlZddlZddlZddlmZ ddlm	Z	m
Z
 ddlmZmZmZmZ ddlmZmZmZmZmZmZmZmZmZmZmZ ddlmZmZmZm Z m!Z!m"Z"m#Z#m$Z$m%Z%m&Z&m'Z'm(Z(m)Z)m*Z*m+Z+m,Z,m-Z-m.Z.m/Z/m0Z0m1Z1m2Z2m3Z3m4Z4m5Z5m6Z6m7Z7m8Z8m9Z9m:Z:m;Z;m<Z<m=Z=m>Z> G dd	„ d	ƒZ?G d
d„ dƒZ@G dd„ dƒZAG dd„ dƒZBG dd„ dƒZCG dd„ dƒZDG dd„ dƒZEG dd„ dƒZFG dd„ dƒZGG dd„ dƒZHG dd„ dƒZIG dd„ dƒZJG d d!„ d!ƒZKG d"d#„ d#ƒZLG d$d%„ d%ƒZMdS )&zæTests suite for MaskedArray.
Adapted from the original test_ma by Pierre Gerard-Marchant

:author: Pierre Gerard-Marchant
:contact: pierregm_at_uga_dot_edu
:version: $Id: test_extras.py 3473 2007-10-29 15:18:13Z jarrod.millman $

é    N)Únormalize_axis_tuple)Úassert_warnsÚsuppress_warnings)Úassert_Úassert_array_equalÚassert_equalÚassert_almost_equal)ÚarrayÚarangeÚmaskedÚMaskedArrayÚmasked_arrayÚgetmaskarrayÚshapeÚnomaskÚonesÚzerosÚcount)"Ú
atleast_1dÚ
atleast_2dÚ
atleast_3dÚmr_ÚdotÚpolyfitÚcovÚcorrcoefÚmedianÚaverageÚuniqueÚsetxor1dÚ	setdiff1dÚunion1dÚintersect1dÚin1dÚediff1dÚapply_over_axesÚapply_along_axisÚcompress_ndÚcompress_rowcolsÚmask_rowcolsÚclump_maskedÚclump_unmaskedÚflatnotmasked_contiguousÚnotmasked_contiguousÚnotmasked_edgesÚ
masked_allÚmasked_all_likeÚisinÚdiagflatÚndenumerateÚstackÚvstackc                   @   sL   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dd„ Z
dS )ÚTestGenericc                 C   sJ  t dtd�}tddgddgtd�}t||ƒ t ddgddgdœ¡}t d|d�}td	d	gd
d
g|d�}t||ƒ t d|d�}td	d	gd	d	ggd
d
gd
d
gg|d�}t||ƒ t ddddgfg¡}t d|d�}tddgddg|d�}t||ƒ t d|d�}tddgddg|d�}t||ƒ t d
|d�}tdggdgg|d�}t||ƒ d S )N©é   ©Údtypeé   ©Úmaskr:   ÚaÚbÚf©ÚnamesÚformats©r   r   ©r;   r;   ©r8   r8   ©r>   r@   ©Úbar@   ©Zbbr@   ©r;   rE   )r/   Úfloatr	   r   Únpr:   )ÚselfÚtestÚcontrolÚdt© rR   úS/home/sam/Atlas/atlas_env/lib/python3.8/site-packages/numpy/ma/tests/test_extras.pyÚtest_masked_all&   s:    

þ
 ÿ
 ÿ
zTestGeneric.test_masked_allc                 C   s    t  ddtfgdffg¡}t j d|¡}tt|d ƒt jjjƒ tt|d d ƒt jjjƒ tt	|d d ƒdƒ t|d d j
dƒ t|d d jj
dƒ d S )Nr?   Úc©r;   r;   rE   rR   ©rM   r:   ÚobjectÚmar/   r   ÚtypeÚcorer   Úlenr   Z_fill_value©rN   Zmy_dtypeÚ
masked_arrrR   rR   rS   Ú"test_masked_all_with_object_nestedD   s    z.TestGeneric.test_masked_all_with_object_nestedc                 C   sr   t  dtdffg¡}t j d|¡}tt|d ƒt jjjƒ tt	|d ƒdƒ t|d j
dƒ t|d jj
dƒ d S )Nr?   rV   r;   rE   rR   rW   r]   rR   rR   rS   Útest_masked_all_with_objectP   s    z'TestGeneric.test_masked_all_with_objectc                 C   sÐ   t ddgtd�}t|ƒ}t ddgddgtd�}t||ƒ t ddgddgdœ¡}t d	d	gd
d
g|d�}t|ƒ}t ddgd
d
g|d�}t||ƒ t ddddgfg¡}t ddgddg|d�}t|ƒ}t||ƒ d S )Nr;   r8   r9   r<   r>   r?   r@   rA   rD   rE   )é
   ra   rG   rH   rJ   rK   )r	   rL   r0   r   rM   r:   )rN   ÚbaserO   rP   rQ   rR   rR   rS   Útest_masked_all_likeZ   s     

 ÿz TestGeneric.test_masked_all_likec           	      C   s¾   t ddƒD ]®}t d| ƒD ]œ}tj|td�}tj||td�}td| ƒ}|d| @ dk|_d}||ƒD ]}||j|  ¡ 7 }qf|t	kršt
| ¡  ¡ |ƒ q|j |_t
| ¡  ¡ |ƒ qq
d S )Nr;   é   r8   r9   r   )ÚrangerM   r
   ÚintÚfullr   r=   ÚdataÚsumr+   r   Ú
compressed)	rN   r@   ÚiÚjÚkÚjar>   ÚsÚslrR   rR   rS   Úcheck_clumpn   s    
zTestGeneric.check_clumpc                 C   s^   t t d¡ƒ}t|ddddddg< t|ƒ}tddƒtdd	ƒtddƒg}t||ƒ |  t¡ d S ©
Nra   r   r;   r8   é   é   é	   é   rd   )r   rM   r
   r   r*   Úslicer   rq   ©rN   r>   rO   rP   rR   rR   rS   Útest_clump_masked~   s    
zTestGeneric.test_clump_maskedc                 C   sV   t t d¡ƒ}t|ddddddg< t|ƒ}tddƒtd	dƒg}t||ƒ |  t¡ d S rr   )r   rM   r
   r   r+   rw   r   rq   rx   rR   rR   rS   Útest_clump_unmasked‰   s    
zTestGeneric.test_clump_unmaskedc                 C   s¨   t dƒ}t|ƒ}t|td|jƒgƒ tjdtd�|_t|td|jƒgƒ t	||dk |dkB |dkB < t|ƒ}t|tddƒtddƒgƒ t	|d d …< t|ƒ}t|g ƒ d S )	Nra   r   r9   rv   rt   é   rs   ru   )
r
   r,   r   rw   ÚsizerM   r   Úboolr=   r   )rN   r>   rO   rR   rR   rS   Útest_flatnotmasked_contiguous“   s    z)TestGeneric.test_flatnotmasked_contiguousN)Ú__name__Ú
__module__Ú__qualname__rT   r_   r`   rc   rq   ry   rz   r~   rR   rR   rR   rS   r6   $   s   

r6   c                   @   s´   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Ze	j
 ddddgddgdddgdgdgfdddgdddggddddggddgdddggdddggfg¡dd„ ƒZd d!„ ZdS )"ÚTestAveragec                 C   s<  t ddddgddddgd�}tdt|dd	�ƒ tdt|ddddgd
�ƒ t|ddddgdd�\}}td|ƒ t|dkƒ t|d d …< tt|dd	�jdgƒ t ddddgddddgd�}| dd¡}t|d d …df< tt|dd	�ddgƒ tt|dd	�jd dgƒ tddgt|dd	�ƒ t|ddd�\}}t|ddgƒ d S )Nç        ç      ð?ç       @ç      @TF©r=   r   ©Úaxis©Úweights©r‹   Úreturnedç      @r8   r;   ©r‰   r�   )r	   r   r   r   r   r=   Úreshape)rN   ZottÚresultÚwtsrR   rR   rS   Útest_testAverage1¨   s     
zTestAverage.test_testAverage1c                 C   s’  ddddddg}ddddddgddddddgg}t dtjd�}tt|dd�dƒ tt|d|d�dƒ tt dtjd�dt dƒ gƒ}tt|d ƒtj t  d¡¡d	 d
 ƒ tt|dd�t  d¡d	 d ƒ tt|dd�t|dd�t|dd�d gƒ tt|d |d�dƒ tt|d|d�dddd	ddgƒ tt|dd�t|dd�t|dd�d gƒ tdƒ}ddddddg}ddddddgddddddgg}t	dƒ}ddddddg}	ttt
||ƒdd�dƒ ttt
||ƒdd�dƒ ttt
||ƒdd�jdgƒ ttt
||	ƒdd�dƒ tttt
||ƒdd�ƒdƒ t
||ƒ}
tt|
d ƒdƒ tt|
dd�ddddddgƒ tt|
dd�ddgƒ tt|
d|d�ddddddgƒ d S )Nr   r;   rs   r9   rˆ   ç      @)r‰   r‹   r…   r†   ç      (@rŠ   g«ªªªªª
@rƒ   r„   rŽ   g      $@Tg     ÀX@g      @ç      @)r
   rM   Zfloat_r   r   r	   ÚaddÚreducer   r   r   r=   r   )rN   Úw1Úw2ÚxÚyÚm1Úm2Zm3Zm4Zm5ÚzrR   rR   rS   Útest_testAverage2»   sF     & ÿÿÿ 
ÿzTestAverage.test_testAverage2c                 C   sf  t dƒ}t dƒd }t||g||ggddd�\}}tt|ƒt|ƒƒ t|j|jƒ ttdƒdddgdd�\}}tt|ƒt|ƒƒ ttdƒdd	�\}}tt|ƒt|ƒƒ ttdƒtdƒdd
�\}}tt|ƒt|ƒƒ tddgddggtƒ}t|ddgddggƒ}t|dd�}	t|	ddgƒ t|dd�}
t|
ddgƒ t|d d�}
t|
dƒ t|dd�}
t|
ddgƒ d S )Nrs   rv   r;   Tr�   )r8   r8   rv   r   ©r‰   r‹   r�   )r�   rŒ   r8   é   Frˆ   ç      à?r†   r„   g«ªªªªª@ç      ø?rŽ   )r
   r   r   r   r   r	   rL   r   )rN   r>   r?   Úr1r™   Úr2rš   Za2dZa2dmZa2daZa2dmarR   rR   rS   Útest_testAverage3Ý   s*    
zTestAverage.test_testAverage3c                 C   sŒ   t  dddg¡ dd¡}t jj|dgdgdggd�}t  ddd	g¡ dd¡}t||ddd
�}tdgdgdggdgdgdggƒ}t||ƒ d S )Nr8   rv   r¢   r;   FTr‡   r{   rs   )r‹   r‰   Úkeepdimsr…   r†   rŽ   )rM   r	   r�   rY   r   r   r   )rN   r›   r?   ÚwÚactualZdesiredrR   rR   rS   Útest_testAverage4õ   s    "zTestAverage.test_testAverage4c                 C   sH   t tddgƒƒ}t|dƒ t tddddgddddgd�ƒ}t|dƒ d S )	Nr;   r8   r¤   rv   r¢   FTr‡   )r   r	   r   ©rN   r>   rR   rR   rS   Útest_onintegers_with_maskþ   s    
 z%TestAverage.test_onintegers_with_maskc                 C   s  t jdddddgdddddggtd�}tdddddgdd	d
ddgg|d�}t|ƒ}t  | ¡ ¡}t|j|jƒ t|j|jƒ t|dd�}t|jdd�t|jdd�d	  }t|j|jƒ t|j|jƒ t|dd�}t|jdd�t|jdd�d	  }t|j|jƒ t|j|jƒ t  dddddgdddddgg¡}	t||	d�}
t j| ¡ |	|  d�}t|
j|jƒ t|
j|jƒ t||	dd�}t|j|	dd�t|j|	dd�d	  }t|j|jƒ t|j|jƒ t||	dd�}t|j|	dd�t|j|	dd�d	  }t|j|jƒ t|j|jƒ d S )Nr   r;   r9   y      ð?       @y      @      @y      @      @y      @       @y              "@y              ð?y       @      @y      @      @y      @      @r‡   rˆ   r£   r„   r…   rŠ   ©r‹   r‰   )	rM   r	   r}   r   r   rj   r   ÚrealÚimag)rN   r=   r>   ÚavÚexpectedZav0Z	expected0Zav1Z	expected1r’   ZwavZwav0Zwav1rR   rR   rS   Útest_complex  sR    ÿÿÿþ  ÿÿÿzTestAverage.test_complexz<x, axis, expected_avg, weights, expected_wavg, expected_wsumr;   r8   rv   Nr…   r¢   g      ü?ç       @r{   rs   é   r   r„   rŽ   r–   g      #@c           
      C   s¼   t jj||dd�}|jt  |¡ks&t‚t||ƒ t jj|||dd�}|jt  |¡ksXt‚t||ƒ t jj|||ddd�\}}	|jt  |¡ks�t‚t||ƒ |	jt  |¡ks®t‚t|	|ƒ d S )NT)r‰   r¨   )r‰   r‹   r¨   )r‰   r‹   r�   r¨   )rM   rY   r   r   ÚAssertionErrorr   )
rN   r›   r‰   Zexpected_avgr‹   Zexpected_wavgZexpected_wsumÚavgZwavgZwsumrR   rR   rS   Útest_basic_keepdims1  s    

 ÿ

zTestAverage.test_basic_keepdimsc           	      C   sš  t jjt  d¡ dd¡dddgdddgdddggd�}tdddgd	d�}tdddgdddgd�}t|d|d	d
�}t  dddg¡}t||ƒ t|d|d	d
�}t  dddg¡}t||ƒ t jjddddgd	d	ddgd�}t|dddt jgd�}t|dƒ t jjddddgddddgddddggd	ddd	gdd	ddgdd	dd	ggd�}t jj|dt jdgdd�}t jjdt jt jdgd	ddd	gd�}t||ƒ t	|j
|j
ƒ d S )Nru   rv   r;   r   r‡   r{   é   é   Fr¡   ç      @g     à@g     à@g0�­N@g0�­N@r„   r…   r†   rŽ   TrŠ   r¤   r–   ç      @r´   g      "@r®   ç      @)rM   rY   r	   r
   r�   r   r   r   Únanr   r=   )	rN   r>   Zweights_unmaskedZweights_maskedZavg_unmaskedZexpected_unmaskedZ
avg_maskedZexpected_maskedZavg_expectedrR   rR   rS   Útest_masked_weightsH  sF    ÿ ÿ


ÿ



ý


ýü

ÿ
zTestAverage.test_masked_weights)r   r€   r�   r“   r    r§   r«   r­   r³   ÚpytestÚmarkÚparametrizer¸   r¿   rR   rR   rR   rS   r‚   ¦   s$   "	,  
 
ÿÿþ
r‚   c                   @   s$   e Zd Zdd„ Zdd„ Zdd„ ZdS )ÚTestConcatenatorc                 C   sœ   t td tddddddgƒƒ tdƒ}dddddg}t||d	�}t|dd|f }tt|tƒƒ t |ddddddddddddgƒ t |jt|dd|f ƒ d S )
N)r;   r8   rv   r¢   r{   rs   r;   r8   rv   r¢   r{   rs   r   r‡   )	r   r   r	   r   r   r   Ú
isinstancer   r=   )rN   r?   ÚmÚdrU   rR   rR   rS   Útest_1dw  s    "zTestConcatenator.test_1dc                 C   s0  t j dd¡}t j dd¡}t  t j dd¡d¡}t  t j dd¡d¡}t||d�}t||d�}td||f }t|jdkƒ t|d d …d d…f |ƒ t|d d …dd …f |ƒ t|j	t j
d||f ƒ t||f }t|jdkƒ t|d d…d d …f |ƒ t|dd …d d …f |ƒ t|j	t j
||f ƒ d S )Nr{   r   r‡   Ú1)r{   ra   )ra   r{   )rM   ÚrandomÚrandZround_r   r   r   r   r   r=   Zr_)rN   Za_1Za_2Zm_1Zm_2Zb_1Zb_2rÆ   rR   rR   rS   Útest_2d‚  s     zTestConcatenator.test_2dc                 C   sr   t tjjdf }t|jddgƒ t|jd dƒ t ddgtjjf }t|jdddgƒ t|jd d… ddgƒ d S )Nr;   TFr8   )r   rM   rY   r   r   r=   rh   )rN   rª   rR   rR   rS   Útest_masked_constant–  s    z%TestConcatenator.test_masked_constantN)r   r€   r�   rÇ   rË   rÌ   rR   rR   rR   rS   rÃ   t  s   rÃ   c                   @   s   e Zd Zdd„ Zdd„ ZdS )ÚTestNotMaskedc                 C   s¬  t t d¡ dd¡dddddgdddddgdddddgdddddgdddddggd�}t|d ƒ}t|ddgƒ t|dƒ}t|d ddgƒ t|d d	dgƒ t|dƒ}t|d dd
gƒ t|d ddgƒ t|jd ƒ}t|ddgƒ t|jdƒ}t|d ddgƒ t|d ddgƒ t|jdƒ}t|d ddgƒ t|d ddgƒ t|d< t|dƒ}t|d ddgƒ t|d ddgƒ t|dƒ}t|d ddgƒ t|d ddgƒ d S )Né   r{   r   r;   r‡   é   )r   r   r;   r   r   )r   r;   r8   rv   r¢   )rv   rv   rv   r¢   r¢   )r   r   r8   r   rv   )r¢   r8   r¢   r¢   r¢   )r   r   r   r   r   )r¢   r¢   r¢   r¢   r¢   éÿÿÿÿéþÿÿÿ)r;   r;   r8   r¢   r¢   )r   r;   r8   r¢   )r   r   r8   rv   )r¢   r8   r¢   r¢   )r   rM   r
   r�   r.   r   rh   r   ©rN   rh   rO   rR   rR   rS   Ú
test_edges£  s>    üÿ




zTestNotMasked.test_edgesc                 C   sP  t t d¡ dd¡ddddddddgddddddddgddddddddggd�}t|d ƒ}t|tddd ƒtdd	d ƒtd
dd ƒgƒ t|dƒ}t|tddd ƒtddd ƒgtddd ƒtddd ƒgtddd ƒtddd ƒgtddd ƒtddd ƒgtddd ƒgtddd ƒgg tddd ƒggƒ t|dƒ}t|tddd ƒgg tddd ƒtddd ƒggƒ d S )NrÏ   rv   rt   r   r;   r‡   r¢   é   é   é   r8   rs   rd   )r   rM   r
   r�   r-   r   rw   )rN   r>   ÚtmprR   rR   rS   Útest_contiguousÅ  s:    þÿ



ý
ø
ýzTestNotMasked.test_contiguousN)r   r€   r�   rÓ   rØ   rR   rR   rR   rS   rÍ      s   "rÍ   c                   @   s~   e Zd Zdd„ Zdd„ Zdd„ Zej ddd	d
g¡ej ddge	j
jd	fe	j
jd
fg¡dd„ ƒƒZdd„ Zdd„ Zdd„ ZdS )ÚTestCompressFunctionsc                 C   s>  t  ttdƒƒ¡ ddd¡}t  d¡ t¡}d|d< t||d�}t|ƒ}t	|d	d
ddgddddgddddggddddgddddgddddgggƒ t|d	ƒ}t	|d	dd
ddgdd d!d"d#gdd$dddgdd%dddggdd&dddgd'd(d)d*d+gdd,dddgdd-dddgggƒ t|dƒ}t	|d	dd
ddgdd$dddgdd%dddggd.d/d0d1d2gd3d4d5d6d7gd8d9d:d;d<ggdd&dddgdd,dddgdd-dddgggƒ t|d=ƒ}t|d>ƒ}t|d?ƒ}t	||ƒ t	||ƒ t	||ƒ t|d
ƒ}t	|d	d
ddgdd!d"d#gddddgddddggd.d0d1d2gd@dAdBdCgd3d5d6d7gd8d:d;d<ggddddgd'd)d*d+gddddgddddgggƒ t|dDƒ}t|dEƒ}t|dFƒ}t	||ƒ t	||ƒ t	||ƒ t|dGƒ}t	|d	dd
ddgdd$dddgdd%dddggdd&dddgdd,dddgdd-dddgggƒ t|dHƒ}t	||ƒ t|dIƒ}t	|d	d
ddgddddgddddggd.d0d1d2gd3d5d6d7gd8d:d;d<ggddddgddddgddddgggƒ t|dJƒ}t|dKƒ}t|dLƒ}t	||ƒ t	||ƒ t	||ƒ t|dMƒ}t	|d	d
ddgdd!d"d#gddddgddddggddddgd'd)d*d+gddddgddddgggƒ t|dNƒ}t	||ƒ d S )ONé<   rv   r¢   r{   )rv   r¢   r{   T©r;   r;   r;   r‡   r   r8   ra   é   é   é   é   é   é   é   é(   é*   é+   é,   é2   é4   é5   é6   é7   é9   é:   é;   r;   rs   rd   rt   ru   rµ   rÔ   é)   é-   é.   é/   é0   é1   é3   é8   é   é   rÕ   rÖ   rÏ   é   rº   é    é!   é"   é#   é$   é%   é&   é'   rV   rÑ   )rÑ   rÎ   é   r¹   é   r7   rÐ   )rÐ   ©r   r;   )r   rÑ   ©r;   r8   )rÑ   r8   )r;   rÐ   )rÑ   rÐ   ©r   r8   )r   rÐ   )
rM   r	   Úlistre   r�   r   Úastyper}   r'   r   )rN   r›   rÅ   r>   Úa2Úa3Za4rR   rR   rS   Útest_compress_ndè  sæ    

þ


þý
ýýü

þþþú


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






ý
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

ý
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ýø

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
þþý


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
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þú



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
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ýü	
z&TestCompressFunctions.test_compress_ndc                 C   sÚ  t t d¡ dd¡dddgdddgdddggd�}tt|ƒddgdd	ggƒ tt|dƒdddgd
dd	ggƒ tt|dƒddgddgdd	ggƒ t |jdddgdddgdddggd�}tt|ƒddgd
d	ggƒ tt|dƒdddgd
dd	ggƒ tt|dƒddgddgd
d	ggƒ t |jdddgdddgdddggd�}tt|ƒd	ggƒ tt|dƒd
dd	ggƒ tt|dƒdgdgd	ggƒ t |jdddgdddgdddggd�}tt|ƒjdƒ tt|dƒjdƒ tt|dƒjdƒ d S )Nru   rv   r;   r   r‡   r¢   r{   rd   rt   rs   r8   )r	   rM   r
   r�   r   r(   Ú_datar|   ©rN   r›   rR   rR   rS   Útest_compress_rowcolsX  s$    ÿ "& "&&z+TestCompressFunctions.test_compress_rowcolsc                 C   s–  t t d¡ dd¡dddgdddgdddggd�}tt|ƒjdddgdddgdddggƒ tt|dƒjdddgdddgdddggƒ tt|dƒjdddgdddgdddggƒ t |jdddgdddgdddggd�}tt|ƒjdddgdddgdddggƒ tt|dƒjdddgdddgdddggƒ tt|dƒjdddgdddgdddggƒ t |jdddgdddgdddggd�}tt|ƒjdddgdddgdddggƒ tt|dƒjdddgdddgdddggƒ tt|dƒjdddgdddgdddggƒ t |jdddgdddgdddggd�}tt|ƒ 	¡ t
kƒ tt|dƒ 	¡ t
kƒ tt|dƒ 	¡ t
kƒ tt|ƒj 	¡ ƒ tt|dƒj 	¡ ƒ tt|dƒj 	¡ ƒ d S )Nru   rv   r;   r   r‡   )r	   rM   r
   r�   r   r)   r=   r  r   Úallr   r  rR   rR   rS   Útest_mask_rowcolsl  sN    ÿ
ÿÿÿ&
ÿÿÿ&
ÿÿÿ&z'TestCompressFunctions.test_mask_rowcolsr‰   Nr   r;   ÚfuncÚrowcols_axisc              	   C   sf   t t d¡ dd¡dddgdddgdddggd�}ttƒ�" |||d�}t|t||ƒƒ W 5 Q R X d S )Nru   rv   r;   r   r‡   rˆ   )r	   rM   r
   r�   r   ÚDeprecationWarningr   r)   )rN   r‰   r  r  r›   ÚresrR   rR   rS   Ú#test_mask_row_cols_axis_deprecationŒ  s    ÿ
z9TestCompressFunctions.test_mask_row_cols_axis_deprecationc                 C   s   t  dd¡}ddddddg}t||d� dd¡}t||d� dd¡}t||dd�}t|jddgddggƒ t||dd�}t|jdddgdddgdddggƒ t||d	d�}t|t  | d¡| d¡¡ƒ t||d	d�}t|t  | d¡| d¡¡ƒ ddddddg}t||d� dd¡}t||d� dd¡}t||dd�}t|jddgddggƒ t||dd�}t|jdddgdddgdddggƒ t||d	d�}t|t  | d¡| d¡¡ƒ t|t||ƒƒ t||d	d�}t|t  | d¡| d¡¡ƒ ddddddg}t||d� dd¡}t||d� dd¡}t||ƒ}t|jtƒ t||ƒ}t|jtƒ t|ddddddgd� dd¡}t|ddddddgd� dd¡}t||dd�}t|jddgddggƒ t||d	d�}t|t  | d¡| d¡¡ƒ t||dd�}t|jdddgdddgdddggƒ t||d	d�}t|t  | d¡| d¡¡ƒ t|ddddddgd� dd¡}t|ddddddgd� dd¡}t||dd�}t|jddgddggƒ t||ƒ}t|t  | d¡| d¡¡ƒ t||dd�}t|jdddgdddgdddggƒ t||d	d�}t|t  | d¡| d¡¡ƒ t|ddddddgd� dd¡}t|ddddddgd� dd¡}t||dd�}t|jddgddggƒ t||d	d�}t|t  | d¡| d¡¡ƒ t||dd�}t|jdddgdddgdddggƒ t||d	d�}t|t  | d¡| d¡¡ƒ d S )
Nr;   rd   r   r‡   r8   rv   T)ÚstrictF)	rM   r
   r   r�   r   r   r=   Úfilledr   )rN   ÚnrÅ   r>   r?   rU   rR   rR   rS   Útest_dot˜  sz    $$

  $  
$  $zTestCompressFunctions.test_dotc                 C   sn   t  d¡}t|ƒ}ttt||ƒƒtkƒ ttt||ƒƒtkƒ ttt||ƒƒtkƒ ttt||ƒƒtkƒ d S )Nrv   )rM   Úeyer	   r   rZ   r   r   ©rN   r>   r?   rR   rR   rS   Útest_dot_returns_maskedarrayÞ  s    
z2TestCompressFunctions.test_dot_returns_maskedarrayc                 C   sD   t t d¡ƒ}t t d¡ƒ}t|||d�}t||kƒ t||ƒ d S )Nrv   )rv   rv   ©Úout)r	   rM   r  r   r   r   r   )rN   r>   r  r  rR   rR   rS   Útest_dot_outç  s
    z"TestCompressFunctions.test_dot_out)r   r€   r�   r  r  r  rÀ   rÁ   rÂ   rM   rY   Z	mask_rowsZ	mask_colsr  r  r  r  rR   rR   rR   rS   rÙ   æ  s   p ÿ	F	rÙ   c                   @   s   e Zd Zdd„ Zdd„ ZdS )ÚTestApplyAlongAxisc                 C   s@   t dƒ ddd¡}dd„ }t|d|ƒ}t|ddgdd	ggƒ d S )
Nr•   r8   rv   c                 S   s   | d S ©Nr;   rR   )r?   rR   rR   rS   Úmyfuncô  s    z*TestApplyAlongAxis.test_3d.<locals>.myfuncr;   r¢   rd   ra   ©r
   r�   r&   r   ©rN   r>   r"  ZxarR   rR   rS   Útest_3dñ  s    zTestApplyAlongAxis.test_3dc                 C   sF   t dƒ ddd¡}ddd„}t|d|dd�}t|dd	gd
dggƒ d S )NrÜ   r8   rv   r   c                 S   s   | d|  S r!  rR   )r?   ÚoffsetrR   rR   rS   r"  þ  s    z1TestApplyAlongAxis.test_3d_kwargs.<locals>.myfuncr;   )r&  r{   rt   rµ   )r   r#  r$  rR   rR   rS   Útest_3d_kwargsû  s    
z!TestApplyAlongAxis.test_3d_kwargsN)r   r€   r�   r%  r'  rR   rR   rR   rS   r   ï  s   
r   c                   @   s   e Zd Zdd„ ZdS )ÚTestApplyOverAxesc                 C   s�   t dƒ ddd¡}ttj|ddgƒ}t dgdgdggg¡}t||ƒ t||d  t	¡< ttj|ddgƒ}t d	gd
gdggg¡}t||ƒ d S )NrÏ   r8   rv   r¢   r   rÚ   é\   é|   r¹   ræ   )
r
   r�   r%   rM   ri   r	   r   r   r  r}   )rN   r>   rO   ZctrlrR   rR   rS   Ú
test_basic  s    
zTestApplyOverAxes.test_basicN)r   r€   r�   r+  rR   rR   rR   rS   r(    s   r(  c                   @   sÞ   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dd„ Z
dd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zejjdddd d!d"gd#�d$d%„ ƒZd&d'„ Zd(d)„ Zd*d+„ Zd,d-„ Zd.d/„ Zd0d1„ Zd2d3„ Zd4d5„ ZdS )6Ú
TestMedianc                 C   s4   t jjt jt jgt jt jggdd�}t|t jƒ d S )NrÐ   rˆ   )rM   rY   r   Úinfr   ©rN   ÚrrR   rR   rS   Útest_pytype  s    $zTestMedian.test_pytypec                 C   sì   t jjt j t jt jgt jt jgg¡dd�}t|t jƒ t jjt j t jt jgt jt jgg¡d d�}t|t jƒ t jjt jjt jt jgt jt jggdd�dd�}t|jdƒ t jjt jjt jt jgt jt jggdd�d d�}t|jdƒ d S )NrÐ   rˆ   Tr‡   )rM   rY   r   r   r-  r   r=   r.  rR   rR   rS   Útest_inf  s8    
ÿÿ
ÿÿ
ÿÿþ
ÿÿþzTestMedian.test_infc                 C   sl  t  d¡}tt j |¡dƒ ttt j |¡ƒtk	ƒ tdƒ}tt j |¡dƒ ttt j |¡ƒtk	ƒ d}tt j |¡dƒ ttt j |¡ƒtk	ƒ t  d¡ 	dd¡}tt jj|dd	�t j|dd	�ƒ tt jj|d
d	�t j|d
d	�ƒ tt jj|d
d	�tk	ƒ t  d¡ 	dd¡}tt jj|dd	�t j|dd	�ƒ tt jj|d
d	�t j|d
d	�ƒ tt jj|d
d	�tk	ƒ d S )Nru   rŽ   rt   r½   r{   r–   éH   r   rˆ   r;   g      R@)
rM   r
   r   rY   r   r   rZ   r   re   r�   r  rR   rR   rS   Útest_non_masked)  s"    
    zTestMedian.test_non_maskedc                 C   s  t t d¡dgd dgd  d�}ttj |¡dƒ ttj |¡jddƒ tttj |¡ƒt	k	ƒ t t d	¡ 
d
d¡dgd dgd  d�}ttj |¡dƒ ttj |¡jddƒ tttj |¡ƒt	k	ƒ tjj|ddd�}t|ddgƒ t|jddƒ tt|ƒt	kƒ dS )z5test the examples given in the docstring of ma.medianrt   r   r¢   r;   r‡   r¤   rR   úshape mismatchra   r8   r{   rs   r”   rÐ   T©r‰   Zoverwrite_inputr…   r–   r7   N)r	   rM   r
   r   rY   r   r   r   rZ   r   r�   )rN   r›   Zma_xrR   rR   rS   Útest_docstring_examples>  s    "*z"TestMedian.test_docstring_examplesc                 C   sþ   d}t dƒD ]ì}dD ]â}td||d�}t t | |ƒddg¡}|D ]H\}}ztjj|||d� W qB tk
rˆ   t|||||f ƒ‚Y qBX qBt |d  |gddg¡}|D ]J\}}ztjj|||d� W n tj	k
rÞ   Y qªX t|||||f ƒ‚qªqqd S )	Nz5mask = %s, ndim = %s, axis = %s, overwrite_input = %sr{   )FTr;   )Úndminr=   FTr5  )
re   r	   Ú	itertoolsÚproductrM   rY   r   Ú	Exceptionr¶   Z	AxisError)rN   Úmsgr7  r=   r›   Úargsr‰   ZoverrR   rR   rS   Útest_axis_argument_errorsM  s"    z$TestMedian.test_axis_argument_errorsc                 C   sD   t ddd�}ttj |¡dƒ t ddd�}ttj |¡tjjƒ d S )Nr;   Fr‡   T)r	   r   rM   rY   r   r   r  rR   rR   rS   Útest_masked_0de  s    zTestMedian.test_masked_0dc                 C   sÞ  t t d¡dd�}ttj |¡tjjƒ ttj |¡jddƒ tt	tj |¡ƒtjj
jkƒ t t d¡dd�}ttj |¡dƒ ttj |¡jddƒ tt	tj |¡ƒtk	ƒ t t d¡dd	dddgd�}ttj |¡d
ƒ ttj |¡jddƒ tt	tj |¡ƒtk	ƒ t t d¡dd	d	d	d	gd�}ttj |¡dƒ ttj |¡jddƒ tt	tj |¡ƒtk	ƒ t t d¡dd	d	ddgd�}ttj |¡dƒ ttj |¡jddƒ tt	tj |¡ƒtk	ƒ t t d¡dd	d	ddgd�}ttj |¡dƒ ttj |¡jddƒ tt	tj |¡ƒtk	ƒ t t d¡dd	d	d	d	dgd�}ttj |¡d
ƒ ttj |¡jddƒ tt	tj |¡ƒtk	ƒ t t d¡dd	d	d	d	dgd�}ttj |¡d
ƒ ttj |¡jddƒ tt	tj |¡ƒtk	ƒ d S )Nr{   Tr‡   rR   r4  Fr…   r   r;   r”   rƒ   r†   r–   rs   r»   )r	   rM   r
   r   rY   r   r   r   r   rZ   r[   ZMaskedConstantr   r  rR   rR   rS   Útest_masked_1dl  s@    zTestMedian.test_masked_1dc              	   C   sJ   t tj tdddgdddgd�¡jtj tdddgdddgd�¡jƒ d S )Nr;   r8   rv   r   r‡   )r   rM   rY   r   r	   r   ©rN   rR   rR   rS   Útest_1d_shape_consistency’  s    " ÿz$TestMedian.test_1d_shape_consistencyc                 C   sü   d\}}t t dd|¡ƒ}t |d d…< |dd …< t tj||ftd�ƒ}|d d … |d d …df< t t|ƒ¡}td|ƒD ]$}tj	 
|¡ || |d d …|f< qxtt|d d …df ƒdƒ tt|ƒdƒ tt|dd	�t |¡ƒ tt|jdd	�t |¡ƒ d S )
N)ée   rù   ç      ð¿r„   ra   éöÿÿÿr9   r   r;   rˆ   )r   rM   Zlinspacer   ÚemptyrL   r
   r\   re   rÉ   Úshuffler   r   r   ÚT)rN   r  Úpr›   rŸ   Úidxrk   rR   rR   rS   rË   –  s    zTestMedian.test_2dc                 C   sö   t t d¡ dd¡ƒ}t |d d…< |dd …< tt|ƒdƒ tttj	 |¡ƒt
k	ƒ tt|dd�ddd	gƒ tttj	j|dd�ƒt
kƒ tt|d
d�ddddddddddg
ƒ tttj	j|d
d�ƒt
kƒ tt|d
d�jd
d
d
ddddd
d
d
g
ƒ d S )Nrù   ra   rv   éýÿÿÿç      -@r   rˆ   ç      +@g      /@r;   rÝ   rÔ   râ   )r   rM   r
   r�   r   r   r   r   rZ   rY   r   r=   r  rR   rR   rS   Útest_2d_waxis¦  s    &zTestMedian.test_2d_waxisc                 C   sÂ   t j d¡ ddd¡}t||d dk< tt|dƒddgdd	gddgd
d	ggƒ d|_tt|dƒddgddgddggƒ t j d¡ ddd¡}t||d dk< tt|dƒddgddgddggƒ d S )NrÏ   rv   r¢   r8   r   rÜ   ru   rs   rß   rá   )r¢   rv   r8   éc   ra   rµ   rÝ   rÞ   r{   rt   rÔ   rà   )rM   rY   r
   r�   r   r   r   r   r  rR   rR   rS   r%  ²  s    ("zTestMedian.test_3dc                 C   sL   t t d¡ dd¡ƒ}t |d d…< |dd …< tt|dd�t|dd�ƒ d S )Nrù   ra   rv   rJ  rÐ   rˆ   r;   )r   rM   r
   r�   r   r   r   r  rR   rR   rS   Útest_neg_axis½  s    zTestMedian.test_neg_axisc                 C   sˆ   dD ]~}t t |¡ƒ}t |d d…< |dd …< t t d¡ƒ}t||d�}|dkr\t|dƒ n
t|dƒ t||kƒ tt|ƒt	kƒ qd S )	N)rù   ç      >@rº   g      ?@rv   rJ  rR   r  rù   rK  g      .@)
r   rM   r
   r   r   r   r   r   rZ   r   )rN   Úvr›   r  r/  rR   rR   rS   Útest_out_1dÂ  s    
zTestMedian.test_out_1dc                 C   s  dD �]}t t |¡ dd¡ƒ}t |d d…< |dd …< t t d¡ƒ}t|d|d�}|dkr t d	gd dd
ddg d	gd  dgd dgd  dgd  d�}nBt d	gd ddddg d	gd  dgd dgd  dgd  d�}t||ƒ t||kƒ tt	|ƒt
kƒ qd S )N)rã   g      D@rù   rP  ra   rÐ   rv   rJ  r;   )r‰   r  rù   rƒ   rÝ   rÔ   râ   TFr¢   r‡   rL  g     €1@g     €5@g     €9@)r   rM   r
   r�   r   r   r   r   r   rZ   r   )rN   rQ  r›   r  r/  ÚerR   rR   rS   Útest_outÐ  s    
 ÿ ÿ
zTestMedian.test_outr‰   Nr;   rV   r  )rJ  rÐ   )ÚargnamesZ	argvaluesc                    sØ   t jdtd�}t j d¡t  |j¡d d …d f  }| t j¡}t j|t	|ƒ< t
t  |j¡|d�‰|d krtdˆj }n*t|ˆjƒ‰ t	‡ ‡fdd„tˆjƒD ƒƒ}t
t  |¡ƒ}tˆ|d|d	�}||ksÈt‚t|j|ƒ d S )
N)rv   r{   rd   rµ   r9   )r¢   éÈ   r‡   rV   c                 3   s$   | ]}|ˆ krd nˆj | V  qdS )r;   N)r   )Ú.0rk   ©Z	axis_normrÆ   rR   rS   Ú	<genexpr>ö  s    z/TestMedian.test_keepdims_out.<locals>.<genexpr>T)r‰   r¨   r  )rM   r   r}   rÉ   r	   r   r  Zintpr¾   Útupler   r   Úndimr   re   rE  r   r¶   r   )rN   r‰   r=   r©   Z	shape_outr  r‘   rR   rX  rS   Útest_keepdims_outá  s    $ÿzTestMedian.test_keepdims_outc                 C   sF   ddgddgddgg}t j |d¡}ddg}tt jj|dd�|ƒ d S )Nr„   rƒ   r†   r   rˆ   )rM   rY   Zmasked_equalr   r   )rN   rh   r^   r²   rR   rR   rS   Ú$test_single_non_masked_value_on_axisý  s    þÿz/TestMedian.test_single_non_masked_value_on_axisc                 C   sª  dt jdtd�fD �]}t j dt jdgdddgg¡}||_t jj|d d�}tt  	|¡ƒ t
|t jƒ t jj| ¡ dd�}tt  	|¡ƒ t
|t jƒ t jj|dd�}tt|ƒtƒ t
|dt jdgƒ t jj|dd�}tt|ƒtƒ t
|t jdgƒ t jj|d	d�}tt|ƒtƒ t
|t jdgƒ qt j dt jdgdddgg¡}t jj|d d …df< t
t jj|d d�t jƒ t
t jj|dd�dt jdgƒ t
t jj|dd�t jd
gƒ d S )NFrs   r9   r;   rv   r8   rˆ   r   rÐ   r¤   )rM   r   r}   rY   r	   r¾   r=   r   r   Úisscalarr   Zravelr   rZ   r   r   )rN   r=   Údmr/  rR   rR   rS   Útest_nan  s.    zTestMedian.test_nanc                 C   s¨   t j t  d¡¡}t j t  d¡¡}t j|d< t jj|d< tt jj|d|d�|ƒ t j t  d¡¡}tt jj|d|d�|ƒ t j t  d	¡¡}tt jj||d�|ƒ d S )
N)r¢   ©rv   r¢   ©r8   r;   rF   r   r  ©rv   r;   rR   )	rM   rY   r   r   r   r¾   r   r   r   )rN   ÚorÆ   rR   rR   rS   Útest_out_nan#  s    
zTestMedian.test_out_nanc                 C   s†  t j t jdtd�¡}t jj|d d d…< t j|d< tt j |¡t jƒ tt jj|dd�t jƒ t j t jdtd� 	ddd¡¡}t  |j
¡d dk|_| ¡ }t j|d	< t j|d
< tt j |¡t jƒ tt  t j |¡¡ƒ t jj|dd�}t j|d< t j|d< tt j |d¡|ƒ t jj|dd�}t j|d< t j|d< tt j |d¡|ƒ t jj|dd�}t j|d< t j|d< tt j |d¡|ƒ d S )NrÏ   r9   rv   r8   r   rˆ   r¢   r;   )r;   r8   rv   )r;   r;   r8   ©r8   rv   r  ©r;   rv   r  )rM   rY   r   r
   rL   r   r¾   r   r   r�   r|   r=   Úcopyr   r^  r   )rN   r>   Zaorigr?   rR   rR   rS   Útest_nan_behavior.  s0    
 







zTestMedian.test_nan_behaviorc                 C   s’   t jdddgdddggt jd�}t jj||dkd�}tt jj|dd�dƒ tt jj|dd�jdƒ tt jj|dd�|d ƒ tt j |¡dƒ d S )	Nrv   éÿ   r9   r‡   r;   rˆ   Fr   )rM   r	   Zuint8rY   r   r   r   r=   r¬   rR   rR   rS   Útest_ambigous_fillQ  s     zTestMedian.test_ambigous_fillc                 C   s  t jt j fD �]ì}t  |t jgt jt jgg¡}t jj|t  |¡d�}tt jj|dd�|t jgƒ tt jj|dd�|t jgƒ tt j |¡|ƒ t  t jt j|gt jt j|gg¡}t jj|t  |¡d�}t	t jj|dd�|ƒ t	t jj|dd�j
dƒ t	t jj|dd�|d ƒ t	t j |¡|ƒ t  ||g||gg¡}tt j |¡|ƒ tt jj|dd�|ƒ tt jj|dd�|ƒ t j|d| dgdt jt jd	gd
t jt j|ggt jd�}t jj|t  |¡d�}|dk�rtt jj|dd�dd| dgƒ tt j |¡dƒ n2tt jj|dd�dd| dgƒ tt j |¡dƒ tt jj|dd�dd|gƒ tddƒD ] }tddƒD ]Ž}t  t jg| |g|  gd ¡}t jj|t  |¡d�}tt j |¡|ƒ tt jj|dd�|ƒ tt jj|dd�t jg| |g|  ƒ �qh�qZqd S )Nr‡   r   rˆ   r;   Frd   i÷ÿÿÿrD  r{   r¢   r9   rŽ   r¼   r–   g      @g      $Àg      "Àg      ÀrC  ra   r8   )rM   r-  r	   r¾   rY   r   Úisnanr   r   r   r=   Zfloat32re   )rN   r-  r>   rk   rl   rR   rR   rS   Útest_specialZ  sL    "þý
  "ÿzTestMedian.test_specialc              	   C   st  t j t jg td�¡}tƒ �8}| t¡ tt j 	|¡t j
ƒ t|jd jtkƒ W 5 Q R X t j t jg tdd�¡}tƒ �F}| t¡ t ddt¡ tt j 	|¡t j
ƒ t|jd jtkƒ W 5 Q R X t j t jg tdd�¡}tt jj	|dd�|ƒ tt jj	|d	d�|ƒ t j t jt j
tdd�¡}tjd
d��<}t ddt¡ tt jj	|dd�|ƒ t|d jtkƒ W 5 Q R X d S )Nr9   r   rv   )r:   r7  ÚalwaysÚ r8   rˆ   r;   T)Úrecord)rM   rY   r   r	   rL   r   rp  ÚRuntimeWarningr   r   r¾   r   ÚlogÚcategoryÚwarningsÚfilterwarningsr   Úcatch_warnings)rN   r>   r©   r?   rR   rR   rS   Ú
test_empty…  s&    

zTestMedian.test_emptyc                 C   sX   t j t  d¡¡}ttt j | t¡¡ƒt	ƒ t j
|d< ttt j | t¡¡ƒt	ƒ d S )Nr¼   r8   )rM   rY   r   r
   r   rZ   r   r  rX   rL   r¾   )rN   rd  rR   rR   rS   Útest_object¢  s    
zTestMedian.test_object)r   r€   r�   r0  r1  r3  r6  r=  r>  r?  rA  rË   rM  r%  rO  rR  rT  rÀ   rÁ   rÂ   r\  r]  r`  re  ri  rk  rm  rw  rx  rR   rR   rR   rS   r,    s@   &ûþ

	#	+r,  c                   @   s4   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ ZdS )ÚTestCovc                 C   s   t tj d¡ƒ| _d S ©NrÜ   )r	   rM   rÉ   rÊ   rh   r@  rR   rR   rS   Úsetup_method«  s    zTestCov.setup_methodc                 C   sZ   | j }tt |¡t|ƒƒ ttj|dd�t|dd�ƒ ttj|ddd�t|ddd�ƒ d S )NF©ÚrowvarT©r}  Úbias)rh   r   rM   r   r  rR   rR   rS   Útest_1d_without_missing®  s    ÿzTestCov.test_1d_without_missingc                 C   sb   | j  dd¡}tt |¡t|ƒƒ ttj|dd�t|dd�ƒ ttj|ddd�t|ddd�ƒ d S )Nrv   r¢   Fr|  Tr~  )rh   r�   r   rM   r   r  rR   rR   rS   Útest_2d_without_missing¶  s    ÿzTestCov.test_2d_without_missingc                 C   s@  | j }t|d< || ¡ 8 }| ¡ }tt |¡t|ƒƒ ttj|dd�t|dd�ƒ ttj|ddd�t|ddd�ƒ zt|dd� W n tk
r–   Y nX |dd… }tt ||d d d… ¡t||d d d… ƒƒ ttj||d d d… dd�t||d d d… dd�ƒ ttj||d d d… ddd�t||d d d… ddd�ƒ d S )NrÐ   Fr|  Tr~  ©Zallow_maskedr;   )rh   r   Úmeanrj   r   rM   r   Ú
ValueError)rN   r›   ÚnxrR   rR   rS   Útest_1d_with_missing¾  s*    ÿ,ÿÿzTestCov.test_1d_with_missingc                 C   s6  | j }t|d< | dd¡}t t|ƒ¡ t¡}t ||j	¡}|| 
d¡d d …d f   d¡}tt|ƒt |¡|jd d  |d  ƒ tt|dd�tj|dd�|jd  | ƒ t |j	|¡}|| 
d¡  d¡}tt|d	d
�tj|d	d
�|jd d  |d  ƒ tt|d	dd�tj|d	dd�|jd  | ƒ d S )NrÐ   rv   r¢   r;   r   r„   T©r  Fr|  r~  )rh   r   r�   rM   Zlogical_notr   r  rf   r   rG  rƒ  r  r   r   r   )rN   r›   ZvalidÚfracZxfrR   rR   rS   Útest_2d_with_missingÖ  s8     ÿÿÿÿÿÿÿÿzTestCov.test_2d_with_missingN)r   r€   r�   r{  r€  r�  r†  r‰  rR   rR   rR   rS   ry  ©  s
   ry  c                   @   sD   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dS )ÚTestCorrcoefc                 C   s(   t tj d¡ƒ| _t tj d¡ƒ| _d S rz  )r	   rM   rÉ   rÊ   rh   Údata2r@  rR   rR   rS   r{  î  s    zTestCorrcoef.setup_methodc              	   C   sÈ   | j | j }}t |¡}t ||¡}tƒ �”}t d¡ ttt|dd� | 	td¡ t
tj|dd�t|dd�ƒ t
t|dd�|ƒ t
t||dd�|ƒ t
t|dd�|ƒ t
t||dd�|ƒ W 5 Q R X d S )Nrn  rÐ   ©Zddofúbias and ddof have no effectr   rv   ©rh   r‹  rM   r   r   rt  Úsimplefilterr   r  Úfilterr   )rN   r›   rœ   r²   Z	expected2ÚsuprR   rR   rS   Ú	test_ddofò  s    

zTestCorrcoef.test_ddofc              	   C   sŠ   | j | j }}t |¡}tƒ �b}t d¡ ttt||ddƒ ttt||ddƒ ttt|dd� | 	td¡ t
t|dd�|ƒ W 5 Q R X d S )Nrn  TFr‡  r�  r;   rŽ  )rN   r›   rœ   r²   r‘  rR   rR   rS   Ú	test_bias  s    

zTestCorrcoef.test_biasc              	   C   sx   | j }tt |¡t|ƒƒ ttj|dd�t|dd�ƒ tƒ �2}| td¡ ttj|ddd�t|ddd�ƒ W 5 Q R X d S )NFr|  r�  Tr~  )rh   r   rM   r   r   r�  r  ©rN   r›   r‘  rR   rR   rS   r€    s    
ÿÿz$TestCorrcoef.test_1d_without_missingc              	   C   s€   | j  dd¡}tt |¡t|ƒƒ ttj|dd�t|dd�ƒ tƒ �2}| td¡ ttj|ddd�t|ddd�ƒ W 5 Q R X d S )Nrv   r¢   Fr|  r�  Tr~  )rh   r�   r   rM   r   r   r�  r  r”  rR   rR   rS   r�    s    
ÿÿz$TestCorrcoef.test_2d_without_missingc              	   C   s¤  | j }t|d< || ¡ 8 }| ¡ }tt |¡t|ƒƒ ttj|dd�t|dd�ƒ tƒ �2}| t	d¡ ttj|ddd�t|ddd�ƒ W 5 Q R X zt|dd� W n t
k
r´   Y nX |dd… }tt ||d d d… ¡t||d d d… ƒƒ ttj||d d d… dd�t||d d d… dd�ƒ tƒ �r}| t	d¡ tt ||d d d… ¡t||d d d… dd	�ƒ tt ||d d d… ¡t||d d d… d
d�ƒ W 5 Q R X d S )NrÐ   Fr|  r�  Tr~  r‚  r;   r‡  r8   rŒ  )rh   r   rƒ  rj   r   rM   r   r   r�  r  r„  )rN   r›   r…  r‘  rR   rR   rS   r†  %  s<    
ÿÿ,ÿÿÿz!TestCorrcoef.test_1d_with_missingc              	   C   s  | j }t|d< | dd¡}t|ƒ}t |¡}t|d d…d d…f |d d…d d…f ƒ tƒ �¨}| td¡ tt|dd�d d…d d…f |d d…d d…f ƒ tt|dd�d d…d d…f |d d…d d…f ƒ tt|dd�d d…d d…f |d d…d d…f ƒ W 5 Q R X d S )	NrÐ   rv   r¢   r�  rÑ   rŒ  r;   r‡  )	rh   r   r�   r   rM   r   r   r�  r  )rN   r›   rO   rP   r‘  rR   rR   rS   r‰  C  s"    
*ÿÿÿz!TestCorrcoef.test_2d_with_missingN)
r   r€   r�   r{  r’  r“  r€  r�  r†  r‰  rR   rR   rR   rS   rŠ  ì  s   rŠ  c                   @   s   e Zd Zdd„ Zdd„ ZdS )ÚTestPolynomialc                 C   s¸  t j d¡}t j d¡ dd¡}tt||dƒt  ||d¡ƒ | t¡}t|d< | t¡}t |d< |d< t||d d …df dd	d
�\}}}}}t j|dd … |dd …df  	¡ dd	d
�\}}	}
}}t
|||||f||	|
||fƒD ]\}}t||ƒ qàt||d d …df dd	d
�\}}}}}t j|dd… |dd…df dd	d
�\}}	}
}}t
|||||f||	|
||fƒD ]\}}t||ƒ �qht||dd	d
�\}}}}}t j|dd… |dd…d d …f dd	d
�\}}	}
}}t
|||||f||	|
||fƒD ]\}}t||ƒ �qêt j d¡d }| ¡ }|dd… }|dd… }|dd… }t||dd	|d�\}}}}}t j||dd	|d�\}}	}
}}t||ƒ t
|||||f||	|
||fƒD ]\}}t||ƒ �qžd S )Nra   r÷   rÐ   r8   rv   r   rD   ©rÐ   rÐ   T©rg   r;   )rg   r©   )rM   rÉ   rÊ   r�   r   r   Úviewr   r   rj   Úziprh  r   )rN   r›   rœ   ÚCÚRÚKÚSÚDrU   r/  rm   ro   rÆ   r>   Úa_r©   ZwoZxsZysÚwsrR   rR   rS   Útest_polyfitY  s>    

&"ÿ&&0&4&
&zTestPolynomial.test_polyfitc                 C   sÜ   t j d¡}t j d¡ dd¡}t j|d< t j|d< | t¡}| t¡}t|d< t|d< t||ddd	�\}}}}}t j|d
d… |d
d…d d …f ddd	�\}}	}
}}t	|||||f||	|
||fƒD ]\}}t
||ƒ qÄd S )Nra   r÷   rÐ   r8   r   r–  rv   Tr—  r;   )rM   rÉ   rÊ   r�   r¾   r˜  r   r   r   r™  r   )rN   r›   rœ   rš  r›  rœ  r�  rž  rU   r/  rm   ro   rÆ   r>   rŸ  rR   rR   rS   Útest_polyfit_with_masked_NaNs€  s    



4&z,TestPolynomial.test_polyfit_with_masked_NaNsN)r   r€   r�   r¡  r¢  rR   rR   rR   rS   r•  W  s   'r•  c                   @   sŒ   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dd„ Z
dd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd „ Zd!S )"ÚTestArraySetOpsc                 C   s„   ddddddg}t |ddd�}tt|d tƒƒ t|d tdddgdddgd�ƒ t|d dddgƒ t|d ddddddgƒ d S )	Nr;   r8   rv   T©Zreturn_indexZreturn_inverser   r‡   r{   )r   r   rÄ   r   r   r   rÒ   rR   rR   rS   Útest_unique_onlist“  s    "z"TestArraySetOps.test_unique_onlistc                 C   s  t ddddddgddddddgd�}t|ddd�}t|d t ddddgddddgd�ƒ t|d ddd	dgƒ t|d ddddddgƒ d|_t ddddddgddddddgdd
�}t|ddd�}t|d t ddddgddddgd�ƒ t|d ddd	dgƒ t|d ddddddgƒ d S )Nr;   r8   rv   r   r‡   Tr¤  rÐ   r{   )rh   r=   Ú
fill_value)r   r   r   r¦  rÒ   rR   rR   rS   Útest_unique_onmaskedarrayœ  s    $& ÿ&z)TestArraySetOps.test_unique_onmaskedarrayc                 C   s¦   t dddgdd�}t|ddd�}t|d t dgdgd�ƒ t|d dgƒ t|d dddgƒ t}t|ddd�}t|d t tƒƒ t|d dgƒ t|d dgƒ d S )Nr;   Tr‡   r¤  r   r8   )r   r   r   r   rÒ   rR   rR   rS   Útest_unique_allmasked¬  s    z%TestArraySetOps.test_unique_allmaskedc                 C   sr   t t d¡dddddgd�}tddddgddddgd�}t|ƒ}t||ƒ t| d¡| d¡ƒ t|j|jƒ d S )Nr{   r;   r   r‡   r¢   )r   rM   r
   r	   r$   r   r  r=   )rN   r›   rP   rO   rR   rR   rS   Útest_ediff1d»  s    
zTestArraySetOps.test_ediff1dc              	   C   sâ   t t d¡dddddgd�}t|td�}tdddddgdddddgd�}t||ƒ t| d¡| d¡ƒ t|j|jƒ t|dddgd�}tdddddddgdddddddgd�}t||ƒ t| d¡| d¡ƒ t|j|jƒ d S )	Nr{   r;   r   r‡   )Úto_beginr¢   r8   rv   ©	r   rM   r
   r$   r   r	   r   r  r=   ©rN   r›   rO   rP   rR   rR   rS   Útest_ediff1d_tobeginÄ  s     
(
z$TestArraySetOps.test_ediff1d_tobeginc              	   C   sâ   t t d¡dddddgd�}t|td�}tdddddgdddddgd�}t||ƒ t| d¡| d¡ƒ t|j|jƒ t|dddgd�}tdddddddgdddddddgd�}t||ƒ t| d¡| d¡ƒ t|j|jƒ d S )	Nr{   r;   r   r‡   )Úto_endr¢   r8   rv   r«  r¬  rR   rR   rS   Útest_ediff1d_toendÓ  s     
(
z"TestArraySetOps.test_ediff1d_toendc              
   C   sî   t t d¡dddddgd�}t|ttd�}tddddddgddddddgd�}t||ƒ t| d¡| d¡ƒ t|j|jƒ t|dddgtd�}tddddddddgddddddddgd�}t||ƒ t| d¡| d¡ƒ t|j|jƒ d S )	Nr{   r;   r   r‡   ©r®  rª  r¢   r8   rv   r«  r¬  rR   rR   rS   Útest_ediff1d_tobegin_toendâ  s    $
ÿ
z*TestArraySetOps.test_ediff1d_tobegin_toendc                 C   sÒ   t  d¡}t|ƒ}tddddgddddgd�}t||ƒ tt|tƒƒ t| d¡| d¡ƒ t|j	|j	ƒ t|t
t
d�}tddddddgddddddgd�}tt|tƒƒ t| d¡| d¡ƒ t|j	|j	ƒ d S )Nr{   r;   r   r‡   r°  )rM   r
   r$   r	   r   r   rÄ   r   r  r=   r   r¬  rR   rR   rS   Útest_ediff1d_ndarrayò  s    

$z$TestArraySetOps.test_ediff1d_ndarrayc                 C   sh   t ddddgddddgd�}t ddddgddddgd�}t||ƒ}t dddgdddgd�}t||ƒ d S )Nr;   rv   r   r‡   rÐ   )r	   r"   r   )rN   r›   rœ   rO   rP   rR   rR   rS   Útest_intersect1d  s
    
z TestArraySetOps.test_intersect1dc                 C   s€  t dddddgdddddgd�}t dddd	ddgddddddgd�}t||ƒ}t|t dd	dgƒƒ t dddddgdddddgd�}dddd	dg}t||ƒ}t|t dd	ddgddddgd�ƒ t dddgƒ}t d
dd	gƒ}t||ƒ}tt|tƒƒ t|dddd	dd
gƒ t ddddgddddgd�}t d
dd	dgddddgd�}t||ƒ}tt|tƒƒ t|dddd	dd
gƒ tg tg g ƒƒ d S )Nr;   r8   r{   rd   rÐ   r   r‡   rv   r¢   rs   rt   )r	   r   r   r   rÄ   r   r   ©rN   r>   r?   rO   rR   rR   rS   Útest_setxor1d
  s&     $
 
"

zTestArraySetOps.test_setxor1dc                 C   sÚ   t  d¡ dddg¡}t  dddg¡}d|d< t||d�}tdd	d
ddddddg	dddddddddg	d�}tdtd�}d|d< d|d< d|d< t||ƒ}tt|t	ƒƒ t
||ƒ t  |||j  ¡|j @ }t
||ƒ d S )NrÏ   r8   rv   r¢   r;   )r;   r8   r   r‡   r   ra   r÷   rù   rµ   rÕ   rû   )rh   r=   ©r8   rv   r¢   r9   T)r   r   r   )r   r   r;   )r   r8   rv   )rM   r
   r�   r   r	   r}   r1   r   rÄ   r   r   r=   )rN   r>   r=   r?   ÚecrU   rÆ   rR   rR   rS   Ú	test_isin$  s     ÿ

zTestArraySetOps.test_isinc                 C   sÌ   t dddddgdddddgd�}t dddd	ddgddddddgd�}t||ƒ}t|d
d
d
dd
gƒ t dddddgdddddgd�}t dddgdddgd�}t||ƒ}t|d
d
dd
d
gƒ tg tg g ƒƒ d S )Nr;   r8   r{   rd   rÐ   r   r‡   rv   r¢   TF)r	   r#   r   r   r´  rR   rR   rS   Ú	test_in1d9  s     $
 
zTestArraySetOps.test_in1dc                 C   sÔ   t dddddgdddddgd�}t dddd	ddgddddddgd�}tt t||ƒ¡t||d
d�ƒ t dddddgdddddgd�}t dddgdddgd�}tt t||ƒ¡t||d
d�ƒ tg tg g d
d�ƒ d S )Nr;   r8   r{   rd   rÐ   r   r‡   rv   r¢   T)Úinvert)r	   r   rM   rº  r#   r   r  rR   rR   rS   Útest_in1d_invertG  s     $   z TestArraySetOps.test_in1d_invertc           	   	   C   s  t ddddddgddddddgd�}t dddd	ddgddddddgd�}t||ƒ}t dddd	dddgdddddddgd�}t||ƒ t dddgdd	dggdddgdddggd�}t ddddd	gdddddgd�}t ddddd	dgddddddgd�}t||ƒ}t||ƒ tg tg g ƒƒ d S )
Nr;   r8   r{   rd   rÐ   r   r‡   rv   r¢   )r	   r!   r   r   )	rN   r>   r?   rO   rP   r›   rœ   ZezrŸ   rR   rR   rS   Útest_union1dS  s    $$
(
, $

zTestArraySetOps.test_union1dc              
   C   sº   t ddddddddgddddddddgd�}t ddd	d	dddgƒ}t||ƒ}t|t ddd
gdddgd�ƒ tdƒ}tdƒ}tt||ƒt ddgƒƒ t g tjg d�}tt|g ƒjtjƒ d S )Nrs   r{   r¢   rd   r;   r8   r   r‡   rv   rÐ   ra   rt   ru   )r	   r    r   r
   rM   Zuint32r:   r´  rR   rR   rS   Útest_setdiff1de  s    ,
zTestArraySetOps.test_setdiff1dc                 C   s<   t  dddg¡}t  dddg¡}tt||ƒt  dg¡ƒ d S )Nr>   r?   rU   ro   )rM   r	   r   r    r  rR   rR   rS   Útest_setdiff1d_char_arrayr  s    z)TestArraySetOps.test_setdiff1d_char_arrayN)r   r€   r�   r¥  r§  r¨  r©  r­  r¯  r±  r²  r³  rµ  r¸  r¹  r»  r¼  r½  r¾  rR   rR   rR   rS   r£  ‘  s    		r£  c                   @   s   e Zd Zdd„ Zdd„ ZdS )ÚTestShapeBasec                 C   sr   t dddgdddgd�}t|ƒ}t|jdƒ t|jj|jjƒ t|jdƒ t|jj|jjƒ t|jj|jjƒ d S )Nr   r;   r8   r‡   rg  rc  )r   r   r   r   r=   rh   r  rR   rR   rS   Útest_atleast_2d{  s    zTestShapeBase.test_atleast_2dc                 C   sˆ  t dƒ}t|jdƒ t|jj|jƒ t|jj|jƒ t ddƒ}|D ]0}t|jdƒ t|jj|jƒ t|jj|jƒ qBtdƒ}t|jdƒ t|jj|jƒ t|jj|jƒ tddƒ}|D ]0}t|jdƒ t|jj|jƒ t|jj|jƒ q¶tdƒ}t|jdƒ t|jj|jƒ t|jj|jƒ tddƒ}|D ]2}t|jdƒ t|jj|jƒ t|jj|jƒ �q*tdƒ}t|jdƒ t|jj|jjƒ d S )Nr„   rV   r…   rE   rÛ   )r   r   r   r=   rh   r   r   r2   )rN   r?   r>   rR   rR   rS   Útest_shape_scalar…  s<    


zTestShapeBase.test_shape_scalarN)r   r€   r�   rÀ  rÁ  rR   rR   rR   rS   r¿  y  s   
r¿  c                   @   s$   e Zd Zdd„ Zdd„ Zdd„ ZdS )ÚTestNDEnumeratec                 C   s‚   t  d¡ d¡}t j|td�}t||d�}ttt  |¡ƒtt|ƒƒƒ ttt|ƒƒtt|ƒƒƒ ttt|ƒƒtt|dd�ƒƒ d S )Nr»   )r;   rv   r8   r9   r‡   F©rj   )	rM   r
   r�   Z
zeros_liker}   r   r   r  r3   )rN   ZordinaryZ
empty_maskZ	with_maskrR   rR   rS   Útest_ndenumerate_nomasked²  s    
ÿ
ÿÿz)TestNDEnumerate.test_ndenumerate_nomaskedc                 C   sª   t dƒ}t dƒ}t dƒ}ttt|ƒƒg ƒ ttt|ƒƒg ƒ ttt|dd�ƒttt d¡dtg ƒƒƒ ttt|ƒƒg ƒ ttt|dd�ƒttt d¡dtg ƒƒƒ d S )NrR   )éd   r¶  FrÃ  rÅ  rÏ   )r/   r   r  r3   r™  rM   Zndindexr   )rN   r>   r?   rU   rR   rR   rS   Útest_ndenumerate_allmasked½  s    ÿÿz*TestNDEnumerate.test_ndenumerate_allmaskedc                 C   sš   t t d¡ d¡ddddgddddgddddggd�}dddd	d
g}ttt|ƒƒ|ƒ tttt|dd�ƒƒ|jƒ t|dd�D ]\}}t|| |ƒ q~d S )NrÜ   ra  r;   r   r‡   )r  rs   ))r8   r   rt   )rb  ru   )rF   ra   )rf  rµ   FrÃ  )	r   rM   r
   r�   r   r  r3   r\   r|   )rN   r>   ÚitemsZ
coordinateÚvaluerR   rR   rS   Útest_ndenumerate_mixedmaskedÉ  s     


þÿ   ÿz,TestNDEnumerate.test_ndenumerate_mixedmaskedN)r   r€   r�   rÄ  rÆ  rÉ  rR   rR   rR   rS   rÂ  °  s   rÂ  c                   @   s$   e Zd Zdd„ Zdd„ Zdd„ ZdS )Ú	TestStackc                 C   sì   t dddgdddgd�}t dddgdddgd�}t||gdd�}t|jd	ƒ t|j|d jƒ t|j|d jƒ t||gƒ}t|j|jƒ t|j|jƒ t||gdd�}t|jd
ƒ t|j|d d …df jƒ t|j|d d …df jƒ d S )Nr   r;   r8   r‡   ru   rt   rd   rˆ   rf  ©rv   r8   ©r   r4   r   r   r   r=   r5   rh   ©rN   r>   r?   rU   rÆ   rR   rR   rS   Útest_stack_1dØ  s    zTestStack.test_stack_1dc                 C   sà   t dddgdd�}t dddgd	d�}t||gdd
�}t|jdƒ t|j|d jƒ t|j|d jƒ t||gƒ}t|j|jƒ t|j|jƒ t||gdd
�}t|jdƒ t|j|d d …df jƒ t|j|d d …df jƒ d S )Nr   r;   r8   Tr‡   ru   rt   rd   Frˆ   rf  rË  rÌ  rÍ  rR   rR   rS   Útest_stack_masksê  s    zTestStack.test_stack_masksc           
      C   sô  d}t j dd|¡}t j dd|¡}t j dd|¡ t¡}t j dd|¡ t¡}t||d�}t||d�}t||gdd�}d| }	t|j|	ƒ t	|j
|d j
ƒ t	|j
|d j
ƒ t||gd	d�}|d }	t|j|	ƒ t	|j
|d
 j
ƒ t	|j
|d j
ƒ d}t j dd|¡}t j dd|¡}t j dd|¡ t¡}t j dd|¡ t¡}t||d�}t||d�}t||gdd�}d| }	t|j|	ƒ t	|j
|d j
ƒ t	|j
|d j
ƒ t||gd	d�}|d }	t|j|	ƒ t	|j
|d
 j
ƒ t	|j
|d j
ƒ d S )NrË  r   ra   r8   r‡   rˆ   r7   r;   rÐ   ).r   ).r;   )rv   r8   r¢   r{   )rM   rÉ   Úrandintr  r}   r   r4   r   r   r   r=   )
rN   ZshpZd1Zd2r�   rž   Za1r	  rU   Zc_shprR   rR   rS   Útest_stack_ndü  sD    zTestStack.test_stack_ndN)r   r€   r�   rÎ  rÏ  rÑ  rR   rR   rR   rS   rÊ  Ö  s   rÊ  )NÚ__doc__rt  r8  rÀ   ÚnumpyrM   Znumpy.core.numericr   Znumpy.testingr   r   Znumpy.ma.testutilsr   r   r   r   Znumpy.ma.corer	   r
   r   r   r   r   r   r   r   r   r   Znumpy.ma.extrasr   r   r   r   r   r   r   r   r   r   r   r   r    r!   r"   r#   r$   r%   r&   r'   r(   r)   r*   r+   r,   r-   r.   r/   r0   r1   r2   r3   r4   r5   r6   r‚   rÃ   rÍ   rÙ   r   r(  r,  ry  rŠ  r•  r£  r¿  rÂ  rÊ  rR   rR   rR   rS   Ú<module>   s@   4�
  O,F     Ck: i7&