U
    M»{jÓ ã                   @   sÔ  d 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
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-m.Z.m/Z/m0Z0m1Z1m2Z2m3Z3m4Z4m5Z5m6Z6m7Z7m8Z8m9Z9m:Z:m;Z; G dd„ dƒZ<G d	d
„ d
ƒZ=G dd„ dƒ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ZId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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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maskr8   ÚaÚbÚf©ÚnamesÚformats©r   r   ©r9   r9   ©r6   r6   ©r<   r>   ©Úbar>   ©Zbbr>   ©r9   rC   )r.   Úfloatr   r   Únpr8   )ÚselfÚtestÚcontrolÚdt© rP   úY/var/www/html/bwave/python/venv/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©r9   r9   rC   rP   ©rK   r8   ÚobjectÚmar.   r   ÚtypeÚcorer   Úlenr   Z_fill_value©rL   Zmy_dtypeÚ
masked_arrrP   rP   rQ   Ú"test_masked_all_with_object_nestedC   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=   rT   r9   rC   rP   rU   r[   rP   rP   rQ   Útest_masked_all_with_objectO   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 )Nr9   r6   r7   r:   r<   r=   r>   r?   rB   rC   )é
   r_   rE   rF   rH   rI   )r   rJ   r/   r   rK   r8   )rL   ÚbaserM   rN   rO   rP   rP   rQ   Útest_masked_all_likeY   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 )Nr9   é   r6   r7   r   )ÚrangerK   r	   ÚintÚfullr   r;   ÚdataÚsumr*   r   Ú
compressed)	rL   r>   ÚiÚjÚkÚjar<   ÚsÚslrP   rP   rQ   Úcheck_clumpm   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 ©
Nr_   r   r9   r6   é   é   é	   é   rb   )r   rK   r	   r
   r)   Úslicer   ro   ©rL   r<   rM   rN   rP   rP   rQ   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 rp   )r   rK   r	   r
   r*   ru   r   ro   rv   rP   rP   rQ   Útest_clump_unmaskedˆ   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 )	Nr_   r   r7   rt   rr   é   rq   rs   )
r	   r+   r   ru   ÚsizerK   r   Úboolr;   r
   )rL   r<   rM   rP   rP   rQ   Útest_flatnotmasked_contiguous’   s    z)TestGeneric.test_flatnotmasked_contiguousN)Ú__name__Ú
__module__Ú__qualname__rR   r]   r^   ra   ro   rw   rx   r|   rP   rP   rP   rQ   r4   #   s   

r4   c                   @   s<   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ 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      @r6   r9   ©r‡   r‹   )r   r   r   r   r
   r;   Úreshape)rL   ZottÚresultÚwtsrP   rP   rQ   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   r9   rq   r7   r†   ç      @)r‡   r‰   rƒ   r„   ç      (@rˆ   g«ªªªªª
@r�   r‚   rŒ   g      $@Tg     ÀX@g      @ç      @)r	   rK   Zfloat_r   r   r   ÚaddÚreducer   r   r   r;   r   )rL   Úw1Úw2ÚxÚyÚm1Úm2Zm3Zm4Zm5ÚzrP   rP   rQ   Útest_testAverage2º   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 )Nrq   rt   r9   Tr�   )r6   r6   rt   r   ©r‡   r‰   r‹   )r‹   rŠ   r6   é   Fr†   ç      à?r„   r‚   g«ªªªªª@ç      ø?rŒ   )r	   r   r   r   r   r   rJ   r   )rL   r<   r=   Úr1r—   Úr2r˜   Za2dZa2dmZa2daZa2dmarP   rP   rQ   Útest_testAverage3Ü   s*    
zTestAverage.test_testAverage3c                 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 )	Nr9   r6   r¢   rt   r    FTr…   )r   r   r   ©rL   r<   rP   rP   rQ   Útest_onintegers_with_maskô   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   r9   r7   y      ð?       @y      @      @y      @      @y      @       @y              "@y              ð?y       @      @y      @      @y      @      @r…   r†   r¡   r‚   rƒ   rˆ   )r‰   r‡   )	rK   r   r{   r   r   rh   r   ÚrealÚimag)rL   r;   r<   ÚavÚexpectedZav0Z	expected0Zav1Z	expected1r�   ZwavZwav0Zwav1rP   rP   rQ   Útest_complexû   sR    ÿÿÿþ  ÿÿÿzTestAverage.test_complexc                 C   s¸   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 d S )Nrs   rt   r9   r   r…   ry   é   é   FrŸ   ç      @g     à@g     à@g0�­N@g0�­N@)rK   rW   r   r	   rŽ   r   r   r   )rL   r<   Zweights_unmaskedZweights_maskedZavg_unmaskedZexpected_unmaskedZ
avg_maskedZexpected_maskedrP   rP   rQ   Útest_masked_weights'  s    ÿ ÿ
zTestAverage.test_masked_weightsN)	r}   r~   r   r‘   rž   r¥   r§   r¬   r°   rP   rP   rP   rQ   r€   ¥   s   ",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)r9   r6   rt   r    ry   rq   r9   r6   rt   r    ry   rq   r   r…   )	r   r   r   r   r   r   Ú
isinstancer   r;   )rL   r=   ÚmÚdrS   rP   rP   rQ   Útest_1d<  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 )Nry   r   r…   Ú1)ry   r_   )r_   ry   )rK   ÚrandomÚrandZround_r   r   r   r   r   r;   Zr_)rL   Za_1Za_2Zm_1Zm_2Zb_1Zb_2r´   rP   rP   rQ   Útest_2dG  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 )Nr9   TFr6   )r   rK   rW   r
   r   r;   rf   )rL   ÚactualrP   rP   rQ   Útest_masked_constant[  s    z%TestConcatenator.test_masked_constantN)r}   r~   r   rµ   r¹   r»   rP   rP   rP   rQ   r±   9  s   r±   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   ry   r   r9   r…   é   )r   r   r9   r   r   )r   r9   r6   rt   r    )rt   rt   rt   r    r    )r   r   r6   r   rt   )r    r6   r    r    r    )r   r   r   r   r   )r    r    r    r    r    éÿÿÿÿéþÿÿÿ)r9   r9   r6   r    r    )r   r9   r6   r    )r   r   r6   rt   )r    r6   r    r    )r   rK   r	   rŽ   r-   r   rf   r
   ©rL   rf   rM   rP   rP   rQ   Ú
test_edgesh  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 )Nr¾   rt   rr   r   r9   r…   r    é   é   é   r6   rq   rb   )r   rK   r	   rŽ   r,   r   ru   )rL   r<   ÚtmprP   rP   rQ   Útest_contiguousŠ  s:    þÿ



ý
ø
ýzTestNotMasked.test_contiguousN)r}   r~   r   rÂ   rÇ   rP   rP   rP   rQ   r¼   e  s   "r¼   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$dddgdd%dddggdd&dddgdd,dddgdd-dddgggƒ t|dHƒ}t	||ƒ t|dIƒ}t	|d	d
ddgddddgddddggd.d0d1d2gd3d5d6d7gd8d:d;d<ggddddgddddgddddgggƒ t|dJƒ}t|dKƒ}t|dLƒ}t	||ƒ t	||ƒ t	||ƒ t|dMƒ}t	|d	d
ddgdd!d"d#gddddgddddggddddgd'd)d*d+gddddgddddgggƒ t|dNƒ}t	||ƒ d S )ONé<   rt   r    ry   )rt   r    ry   T©r9   r9   r9   r…   r   r6   r_   é   é   é   é   é   é   é   é(   é*   é+   é,   é2   é4   é5   é6   é7   é9   é:   é;   r9   rq   rb   rr   rs   é   rÃ   é)   é-   é.   é/   é0   é1   é3   é8   é   é   rÄ   rÅ   r¾   é   r®   é    é!   é"   é#   é$   é%   é&   é'   rT   rÀ   )rÀ   r½   é   r­   é   r5   r¿   )r¿   )r   r9   )r   rÀ   ©r9   r6   )rÀ   r6   )r9   r¿   )rÀ   r¿   ©r   r6   )r   r¿   )
rK   r   Úlistrc   rŽ   r   Úastyper{   r&   r   )rL   r™   r³   r<   Úa2Úa3Za4rP   rP   rQ   Útest_compress_nd­  sæ    

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ýýü

þþþú

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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 )Nrs   rt   r9   r   r…   r    ry   rb   rr   rq   r6   )r   rK   r	   rŽ   r   r'   Ú_datarz   ©rL   r™   rP   rP   rQ   Útest_compress_rowcols  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 )Nrs   rt   r9   r   r…   )r   rK   r	   rŽ   r   r(   r;   rû   r   Úallr
   rü   rP   rP   rQ   Útest_mask_rowcols1  sN    ÿ
ÿÿÿ&
ÿÿÿ&
ÿÿÿ&z'TestCompressFunctions.test_mask_rowcolsr‡   Nr   r9   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 )Nrs   rt   r9   r   r…   r†   )r   rK   r	   rŽ   r   ÚDeprecationWarningr   r(   )rL   r‡   r   r  r™   ÚresrP   rP   rQ   Ú#test_mask_row_cols_axis_deprecationQ  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 )
Nr9   rb   r   r…   r6   rt   T)ÚstrictF)	rK   r	   r   rŽ   r   r   r;   Úfilledr   )rL   Únr³   r<   r=   rS   rP   rP   rQ   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 )Nrt   )rK   Úeyer   r   rX   r   r   ©rL   r<   r=   rP   rP   rQ   Útest_dot_returns_maskedarray£  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 )Nrt   )rt   rt   ©Úout)r   rK   r	  r   r   r   r   )rL   r<   r  r  rP   rP   rQ   Útest_dot_out¬  s
    z"TestCompressFunctions.test_dot_out)r}   r~   r   rú   rý   rÿ   ÚpytestÚmarkZparametrizerK   rW   Z	mask_rowsZ	mask_colsr  r  r  r  rP   rP   rP   rQ   rÈ   «  s   p ÿ	F	rÈ   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“   r6   rt   c                 S   s   | d S ©Nr9   rP   )r=   rP   rP   rQ   Úmyfunc¹  s    z*TestApplyAlongAxis.test_3d.<locals>.myfuncr9   r    rb   r_   ©r	   rŽ   r%   r   ©rL   r<   r  ZxarP   rP   rQ   Útest_3d¶  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 )NrË   r6   rt   r   c                 S   s   | d|  S r  rP   )r=   ÚoffsetrP   rP   rQ   r  Ã  s    z1TestApplyAlongAxis.test_3d_kwargs.<locals>.myfuncr9   )r  ry   rr   rÞ   )r   r  r  rP   rP   rQ   Útest_3d_kwargsÀ  s    
z!TestApplyAlongAxis.test_3d_kwargsN)r}   r~   r   r  r  rP   rP   rP   rQ   r  ´  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 )Nr¾   r6   rt   r    r   rÉ   é\   é|   r­   rÕ   )
r	   rŽ   r$   rK   rg   r   r   r
   r÷   r{   )rL   r<   rM   ZctrlrP   rP   rQ   Ú
test_basicÌ  s    
zTestApplyOverAxes.test_basicN)r}   r~   r   r  rP   rP   rP   rQ   r  Ê  s   r  c                   @   s¼   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dd„ Z
dd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd „ Zd!d"„ Zd#d$„ Zd%d&„ Zd'd(„ Zd)d*„ Zd+d,„ Zd-S ).Ú
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 )Nr¿   r†   )rK   rW   r   Úinfr   ©rL   ÚrrP   rP   rQ   Útest_pytypeØ  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 )Nr¿   r†   Tr…   )rK   rW   r   r   r  r   r;   r  rP   rP   rQ   Útest_infÜ  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 )Nrs   rŒ   rr   g      @ry   r”   éH   r   r†   r9   g      R@)
rK   r	   r   rW   r   r   rX   r   rc   rŽ   rü   rP   rP   rQ   Útest_non_maskedî  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.medianrr   r   r    r9   r…   r¢   rP   úshape mismatchr_   r6   ry   rq   r’   r¿   T©r‡   Zoverwrite_inputrƒ   r”   r5   N)r   rK   r	   r   rW   r   r   r   rX   r   rŽ   )rL   r™   Zma_xrP   rP   rQ   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 = %sry   )FTr9   )Úndminr;   FTr&  )
rc   r   Ú	itertoolsÚproductrK   rW   r   Ú	ExceptionÚAssertionErrorZ	AxisError)rL   Úmsgr(  r;   r™   Úargsr‡   ZoverrP   rP   rQ   Útest_axis_argument_errors  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 )Nr9   Fr…   T)r   r   rK   rW   r   r
   rü   rP   rP   rQ   Útest_masked_0d*  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 )Nry   Tr…   rP   r%  Frƒ   r   r9   r’   r�   r„   r”   rq   r¯   )r   rK   r	   r   rW   r   r
   r   r   rX   rY   ZMaskedConstantr   rü   rP   rP   rQ   Útest_masked_1d1  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 )Nr9   r6   rt   r   r…   )r   rK   rW   r   r   r   ©rL   rP   rP   rQ   Útest_1d_shape_consistencyW  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   ré   ç      ð¿r‚   r_   éöÿÿÿr7   r   r9   r†   )r   rK   Zlinspacer
   ÚemptyrJ   r	   rZ   rc   r·   Úshuffler   r   r   ÚT)rL   r  Úpr™   r�   Úidxri   rP   rP   rQ   r¹   [  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 )Nré   r_   rt   éýÿÿÿç      -@r   r†   ç      +@g      /@r9   rÌ   rÃ   rÑ   )r   rK   r	   rŽ   r
   r   r   r   rX   rW   r   r;   rü   rP   rP   rQ   Útest_2d_waxisk  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 )Nr¾   rt   r    r6   r   rË   rs   rq   rÎ   rÐ   )r    rt   r6   éc   r_   rÞ   rÌ   rÍ   ry   rr   rÃ   rÏ   )rK   rW   r	   rŽ   r
   r   r   r   rü   rP   rP   rQ   r  w  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 )Nré   r_   rt   r<  r¿   r†   r9   )r   rK   r	   rŽ   r
   r   r   rü   rP   rP   rQ   Útest_neg_axis‚  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)ré   ç      >@r®   g      ?@rt   r<  rP   r  ré   r=  g      .@)
r   rK   r	   r
   r   r   r   r   rX   r   )rL   Úvr™   r  r   rP   rP   rQ   Útest_out_1d‡  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)rÒ   g      D@ré   rB  r_   r¿   rt   r<  r9   )r‡   r  ré   r�   rÌ   rÃ   rÑ   TFr    r…   r>  g     €1@g     €5@g     €9@)r   rK   r	   rŽ   r
   r   r   r   r   rX   r   )rL   rC  r™   r  r   ÚerP   rP   rQ   Útest_out•  s    
 ÿ ÿ
zTestMedian.test_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‚   r�   r„   r   r†   )rK   rW   Zmasked_equalr   r   )rL   rf   r\   r«   rP   rP   rQ   Ú$test_single_non_masked_value_on_axis¦  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 )NFrq   r7   r9   rt   r6   r†   r   r¿   r¢   )rK   r   r{   rW   r   Únanr;   r   r   Úisscalarr   Zravelr   rX   r   r
   )rL   r;   Údmr   rP   rP   rQ   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    )rt   r    )r6   r9   rD   r   r  ©rt   r9   rP   )	rK   rW   r   r   r   rH  r
   r   r   )rL   Úor´   rP   rP   rQ   Útest_out_nanÌ  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 )Nr¾   r7   rt   r6   r   r†   r    r9   )r9   r6   rt   )r9   r9   r6   ©r6   rt   rô   ©r9   rt   rõ   )rK   rW   r   r	   rJ   r
   rH  r   r   rŽ   rz   r;   Úcopyr   rI  r   )rL   r<   Zaorigr=   rP   rP   rQ   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 )	Nrt   éÿ   r7   r…   r9   r†   Fr   )rK   r   Zuint8rW   r   r   r   r;   r¦   rP   rP   rQ   Útest_ambigous_fillú  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   r†   r9   Frb   i÷ÿÿÿr6  ry   r    r7   rŒ   ç      @r”   g      @g      $Àg      "Àg      Àr5  r_   r6   )rK   r  r   rH  rW   r   Úisnanr   r   r   r;   Zfloat32rc   )rL   r  r<   ri   rj   rP   rP   rQ   Útest_special  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 )Nr7   r   rt   )r8   r(  ÚalwaysÚ r6   r†   r9   T)Úrecord)rK   rW   r   r   rJ   r   rZ  ÚRuntimeWarningr   r   rH  r   ÚlogÚcategoryÚwarningsÚfilterwarningsr   Úcatch_warnings)rL   r<   Úwr=   rP   rP   rQ   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 )NrU  r6   )rK   rW   r   r	   r   rX   r   r÷   rV   rJ   rH  )rL   rM  rP   rP   rQ   Útest_objectK  s    
zTestMedian.test_objectN)r}   r~   r   r!  r"  r$  r'  r/  r0  r1  r3  r¹   r?  r  rA  rD  rF  rG  rK  rN  rR  rT  rW  rb  rc  rP   rP   rP   rQ   r  ×  s,   &	#	+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 ©NrË   )r   rK   r·   r¸   rf   r2  rP   rP   rQ   ÚsetupT  s    zTestCov.setupc                 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©rh  Úbias)rf   r   rK   r   rü   rP   rP   rQ   Útest_1d_without_missingW  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 )Nrt   r    Frg  Tri  )rf   rŽ   r   rK   r   rü   rP   rP   rQ   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 )Nr¿   Frg  Tri  ©Zallow_maskedr9   )rf   r
   Úmeanrh   r   rK   r   Ú
ValueError)rL   r™   ÚnxrP   rP   rQ   Útest_1d_with_missingg  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 )Nr¿   rt   r    r9   r   r‚   T©rj  Frg  ri  )rf   r
   rŽ   rK   Zlogical_notr   r÷   rd   r   r9  rn  r  r   r   r   )rL   r™   ZvalidÚfracZxfrP   rP   rQ   Útest_2d_with_missing  s8     ÿÿÿÿÿÿÿÿzTestCov.test_2d_with_missingN)r}   r~   r   rf  rk  rl  rq  rt  rP   rP   rP   rQ   rd  R  s
   rd  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 re  )r   rK   r·   r¸   rf   Údata2r2  rP   rP   rQ   rf  —  s    zTestCorrcoef.setupc              	   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 )NrX  r¿   ©Zddofúbias and ddof have no effectr   rt   ©rf   rv  rK   r   r   r^  Úsimplefilterr   r  Úfilterr   )rL   r™   rš   r«   Z	expected2ÚsuprP   rP   rQ   Ú	test_ddof›  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 )NrX  TFrr  rx  r9   ry  )rL   r™   rš   r«   r|  rP   rP   rQ   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 )NFrg  rx  Tri  )rf   r   rK   r   r   r{  r  ©rL   r™   r|  rP   rP   rQ   rk  ¸  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 )Nrt   r    Frg  rx  Tri  )rf   rŽ   r   rK   r   r   r{  r  r  rP   rP   rQ   rl  Ã  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 )Nr¿   Frg  rx  Tri  rm  r9   rr  r6   rw  )rf   r
   rn  rh   r   rK   r   r   r{  r  ro  )rL   r™   rp  r|  rP   rP   rQ   rq  Î  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 )	Nr¿   rt   r    rx  rÀ   rw  r9   rr  )	rf   r
   rŽ   r   rK   r   r   r{  r  )rL   r™   rM   rN   r|  rP   rP   rQ   rt  ì  s"    
*ÿÿÿz!TestCorrcoef.test_2d_with_missingN)
r}   r~   r   rf  r}  r~  rk  rl  rq  rt  rP   rP   rP   rQ   ru  •  s   ru  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 )Nr_   rç   r¿   r6   rt   r   rB   ©r¿   r¿   T©re   r9   )re   ra  )rK   r·   r¸   rŽ   r   r   Úviewr   r
   rh   ÚziprQ  r   )rL   r™   rš   ÚCÚRÚKÚSÚDrS   r   rk   rm   r´   r<   Úa_ra  ZwoZxsZysÚwsrP   rP   rQ   Útest_polyfit  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 )Nr_   rç   r¿   r6   r   r�  rt   Tr‚  r9   )rK   r·   r¸   rŽ   rH  rƒ  r   r
   r   r„  r   )rL   r™   rš   r…  r†  r‡  rˆ  r‰  rS   r   rk   rm   r´   r<   rŠ  rP   rP   rQ   Útest_polyfit_with_masked_NaNs)  s    



4&z,TestPolynomial.test_polyfit_with_masked_NaNsN)r}   r~   r   rŒ  r�  rP   rP   rP   rQ   r€     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 )	Nr9   r6   rt   T©Zreturn_indexZreturn_inverser   r…   ry   )r   r   r²   r   r   r   rÁ   rP   rP   rQ   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 )Nr9   r6   rt   r   r…   Tr�  r¿   ry   )rf   r;   Ú
fill_value)r   r   r   r‘  rÁ   rP   rP   rQ   Útest_unique_onmaskedarrayE  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 )Nr9   Tr…   r�  r   r6   )r   r   r   r
   rÁ   rP   rP   rQ   Útest_unique_allmaskedU  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 )Nry   r9   r   r…   r    )r   rK   r	   r   r#   r   r  r;   )rL   r™   rN   rM   rP   rP   rQ   Útest_ediff1dd  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 )	Nry   r9   r   r…   )Úto_beginr    r6   rt   ©	r   rK   r	   r#   r
   r   r   r  r;   ©rL   r™   rM   rN   rP   rP   rQ   Útest_ediff1d_tobeginm  s     
(
z$TestArraySetOps.test_ediff1d_tobeginc              	   C   sâ   t t d¡dddddgd�}t|td�}tdddddgdddddgd�}t||ƒ t| d¡| d¡ƒ t|j|jƒ t|dddgd�}tdddddddgdddddddgd�}t||ƒ t| d¡| d¡ƒ t|j|jƒ d S )	Nry   r9   r   r…   )Úto_endr    r6   rt   r–  r—  rP   rP   rQ   Útest_ediff1d_toend|  s     
(
z"TestArraySetOps.test_ediff1d_toendc              
   C   sî   t t d¡dddddgd�}t|ttd�}tddddddgddddddgd�}t||ƒ t| d¡| d¡ƒ t|j|jƒ t|dddgtd�}tddddddddgddddddddgd�}t||ƒ t| d¡| d¡ƒ t|j|jƒ d S )	Nry   r9   r   r…   ©r™  r•  r    r6   rt   r–  r—  rP   rP   rQ   Útest_ediff1d_tobegin_toend‹  s    $
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 )Nry   r9   r   r…   r›  )rK   r	   r#   r   r   r   r²   r   r  r;   r
   r—  rP   rP   rQ   Útest_ediff1d_ndarray›  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 )Nr9   rt   r   r…   r¿   )r   r!   r   )rL   r™   rš   rM   rN   rP   rP   rQ   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 )Nr9   r6   ry   rb   r¿   r   r…   rt   r    rq   rr   )r   r   r   r   r²   r   r   ©rL   r<   r=   rM   rP   rP   rQ   Útest_setxor1d³  s&     $
 
"

zTestArraySetOps.test_setxor1dc                 C   sÚ   t  d¡ dddg¡}t  dddg¡}d|d< t||d�}tdd	d
ddddddg	dddddddddg	d�}tdtd�}d|d< d|d< d|d< t||ƒ}tt|t	ƒƒ t
||ƒ t  |||j  ¡|j @ }t
||ƒ d S )Nr¾   r6   rt   r    r9   )r9   r6   r   r…   r   r_   rç   ré   rÞ   rÄ   rë   )rf   r;   )r6   rt   r    r7   T)r   r   r   )r   r   r9   )r   r6   rt   )rK   r	   rŽ   r   r   r{   r0   r   r²   r   r   r;   )rL   r<   r;   r=   ÚecrS   r´   rP   rP   rQ   Ú	test_isinÍ  s     ÿ

zTestArraySetOps.test_isinc                 C   sÌ   t dddddgdddddgd�}t dddd	ddgddddddgd�}t||ƒ}t|d
d
d
dd
gƒ t dddddgdddddgd�}t dddgdddgd�}t||ƒ}t|d
d
dd
d
gƒ tg tg g ƒƒ d S )Nr9   r6   ry   rb   r¿   r   r…   rt   r    TF)r   r"   r   r   rŸ  rP   rP   rQ   Ú	test_in1dâ  s     $
 
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 )Nr9   r6   ry   rb   r¿   r   r…   rt   r    T)Úinvert)r   r   rK   r¤  r"   r   r
  rP   rP   rQ   Útest_in1d_invertð  s     $   z TestArraySetOps.test_in1d_invertc           	   	   C   s  t ddddddgddddddgd�}t dddd	ddgddddddgd�}t||ƒ}t dddd	dddgdddddddgd�}t||ƒ t dddgdd	dggdddgdddggd�}t ddddd	gdddddgd�}t ddddd	dgddddddgd�}t||ƒ}t||ƒ tg tg g ƒƒ d S )
Nr9   r6   ry   rb   r¿   r   r…   rt   r    )r   r    r   r   )	rL   r<   r=   rM   rN   r™   rš   Zezr�   rP   rP   rQ   Útest_union1dü  s    $$
(
, $

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 )Nrq   ry   r    rb   r9   r6   r   r…   rt   r¿   r_   rr   rs   )r   r   r   r	   rK   Zuint32r8   rŸ  rP   rP   rQ   Útest_setdiff1d  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=   rS   rm   )rK   r   r   r   r
  rP   rP   rQ   Útest_setdiff1d_char_array  s    z)TestArraySetOps.test_setdiff1d_char_arrayN)r}   r~   r   r�  r’  r“  r”  r˜  rš  rœ  r�  rž  r   r¢  r£  r¥  r¦  r§  r¨  rP   rP   rP   rQ   rŽ  :  s    		rŽ  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   r9   r6   r…   rP  rL  )r   r   r   r   r;   rf   r
  rP   rP   rQ   Útest_atleast_2d$  s    zTestShapeBase.test_atleast_2dc                 C   sˆ  t dƒ}t|jdƒ t|jj|jƒ t|jj|jƒ t ddƒ}|D ]0}t|jdƒ t|jj|jƒ t|jj|jƒ qBtdƒ}t|jdƒ t|jj|jƒ t|jj|jƒ tddƒ}|D ]0}t|jdƒ t|jj|jƒ t|jj|jƒ q¶tdƒ}t|jdƒ t|jj|jƒ t|jj|jƒ tddƒ}|D ]2}t|jdƒ t|jj|jƒ t|jj|jƒ �q*tdƒ}t|jdƒ t|jj|jjƒ d S )Nr‚   rT   rƒ   rC   rÊ   )r   r   r   r;   rf   r   r   r1   )rL   r=   r<   rP   rP   rQ   Útest_shape_scalar.  s<    


zTestShapeBase.test_shape_scalarN)r}   r~   r   rª  r«  rP   rP   rP   rQ   r©  "  s   
r©  c                   @   s$   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   r9   r6   r…   rs   rr   rb   r†   rO  ©rt   r6   ©r   r2   r   r   r   r;   r3   rf   ©rL   r<   r=   rS   r´   rP   rP   rQ   Útest_stack_1d\  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   r9   r6   Tr…   rs   rr   rb   Fr†   rO  r­  r®  r¯  rP   rP   rQ   Útest_stack_masksn  s    zTestStack.test_stack_masksc           
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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
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ƒ d S )Nr­  r   r_   r6   r…   r†   r5   r9   r¿   ).r   ).r9   )rt   r6   r    ry   )rK   r·   Úrandintr÷   r{   r   r2   r   r   r   r;   )
rL   ZshpZd1Zd2r›   rœ   Za1rø   rS   Zc_shprP   rP   rQ   Útest_stack_nd€  sD    zTestStack.test_stack_ndN)r}   r~   r   r°  r±  r³  rP   rP   rP   rQ   r¬  Z  s   r¬  )JÚ__doc__r^  r)  r  ÚnumpyrK   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.   r/   r0   r1   r2   r3   r4   r€   r±   r¼   rÈ   r  r  r  rd  ru  r€  rŽ  r©  r¬  rP   rP   rP   rQ   Ú<module>   s:   4Œ
  ,F    }Ck: i8