U
    ÉZj ã                   @   sæ  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;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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ZKd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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maskr9   ÚaÚbÚf©ÚnamesÚformats©r   r   ©r:   r:   ©r7   r7   ©r=   r?   ©Úbar?   ©Zbbr?   ©r:   rD   )r.   Úfloatr   r   Únpr9   )ÚselfÚtestÚcontrolÚdt© rQ   ú]/var/www/html/TRUCKING_PROJECT/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©r:   r:   rD   rQ   ©rL   r9   ÚobjectÚmar.   r   ÚtypeÚcorer   Úlenr   Z_fill_value©rM   Zmy_dtypeÚ
masked_arrrQ   rQ   rR   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>   rU   r:   rD   rQ   rV   r\   rQ   rQ   rR   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 )Nr:   r7   r8   r;   r=   r>   r?   r@   rC   rD   )é
   r`   rF   rG   rI   rJ   )r   rK   r/   r   rL   r9   )rM   ÚbaserN   rO   rP   rQ   rQ   rR   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 )Nr:   é   r7   r8   r   )ÚrangerL   r	   ÚintÚfullr   r<   ÚdataÚsumr*   r   Ú
compressed)	rM   r?   ÚiÚjÚkÚjar=   ÚsÚslrQ   rQ   rR   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   r:   r7   é   é   é	   é   rc   )r   rL   r	   r
   r)   Úslicer   rp   ©rM   r=   rN   rO   rQ   rQ   rR   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 rq   )r   rL   r	   r
   r*   rv   r   rp   rw   rQ   rQ   rR   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   r8   ru   rs   é   rr   rt   )
r	   r+   r   rv   ÚsizerL   r   Úboolr<   r
   )rM   r=   rN   rQ   rQ   rR   Útest_flatnotmasked_contiguous’   s    z)TestGeneric.test_flatnotmasked_contiguousN)Ú__name__Ú
__module__Ú__qualname__rS   r^   r_   rb   rp   rx   ry   r}   rQ   rQ   rQ   rR   r5   #   s   

r5   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©rŠ   Úreturnedç      @r7   r:   ©rˆ   rŒ   )r   r   r   r   r
   r<   Úreshape)rM   ZottÚresultÚwtsrQ   rQ   rR   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:   rr   r8   r‡   ç      @)rˆ   rŠ   r„   r…   ç      (@r‰   g«ªªªªª
@r‚   rƒ   r�   g      $@Tg     ÀX@g      @ç      @)r	   rL   Zfloat_r   r   r   ÚaddÚreducer   r   r   r<   r   )rM   Úw1Úw2ÚxÚyÚm1Úm2Zm3Zm4Zm5ÚzrQ   rQ   rR   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 )Nrr   ru   r:   TrŽ   )r7   r7   ru   r   ©rˆ   rŠ   rŒ   )rŒ   r‹   r7   é   Fr‡   ç      à?r…   rƒ   g«ªªªªª@ç      ø?r�   )r	   r   r   r   r   r   rK   r   )rM   r=   r>   Úr1r˜   Úr2r™   Za2dZa2dmZa2daZa2dmarQ   rQ   rR   Útest_testAverage3Ü   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 )Nr7   ru   r¡   r:   FTr†   rz   rr   )rŠ   rˆ   Úkeepdimsr„   r…   r�   )rL   r   r�   rX   r   r   r   )rM   rš   r>   ÚwÚactualZdesiredrQ   rQ   rR   Útest_testAverage4ô   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:   r7   r£   ru   r¡   FTr†   )r   r   r   ©rM   r=   rQ   rQ   rR   Útest_onintegers_with_maský   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:   r8   y      ð?       @y      @      @y      @      @y      @       @y              "@y              ð?y       @      @y      @      @y      @      @r†   r‡   r¢   rƒ   r„   r‰   ©rŠ   rˆ   )	rL   r   r|   r   r   ri   r   ÚrealÚimag)rM   r<   r=   ÚavÚexpectedZav0Z	expected0Zav1Z	expected1r‘   ZwavZwav0Zwav1rQ   rQ   rR   Útest_complex  sR    ÿÿÿþ  ÿÿÿzTestAverage.test_complexz<x, axis, expected_avg, weights, expected_wavg, expected_wsumr:   r7   ru   Nr„   r¡   g      ü?ç       @rz   rr   é   r   rƒ   r�   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)rˆ   r§   )rˆ   rŠ   r§   )rˆ   rŠ   rŒ   r§   )rL   rX   r   r   ÚAssertionErrorr   )
rM   rš   rˆ   Zexpected_avgrŠ   Zexpected_wavgZexpected_wsumÚavgZwavgZwsumrQ   rQ   rR   Útest_basic_keepdims0  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 )Nrt   ru   r:   r   r†   rz   é   é   Fr    ç      @g     à@g     à@g0�­N@g0�­N@rƒ   r„   r…   r�   Tr‰   r£   r•   ç      @r³   g      "@r­   ç      @)rL   rX   r   r	   r�   r   r   r   Únanr   r<   )	rM   r=   Zweights_unmaskedZweights_maskedZavg_unmaskedZexpected_unmaskedZ
avg_maskedZexpected_maskedZavg_expectedrQ   rQ   rR   Útest_masked_weightsG  sF    ÿ ÿ


ÿ



ý


ýü

ÿ
zTestAverage.test_masked_weights)r~   r   r€   r’   rŸ   r¦   rª   r¬   r²   ÚpytestÚmarkÚparametrizer·   r¾   rQ   rQ   rQ   rR   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:   r7   ru   r¡   rz   rr   r:   r7   ru   r¡   rz   rr   r   r†   )	r   r   r   r   r   r   Ú
isinstancer   r<   )rM   r>   ÚmÚdrT   rQ   rQ   rR   Útest_1dv  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 )Nrz   r   r†   Ú1)rz   r`   )r`   rz   )rL   ÚrandomÚrandZround_r   r   r   r   r   r<   Zr_)rM   Za_1Za_2Zm_1Zm_2Zb_1Zb_2rÅ   rQ   rQ   rR   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:   TFr7   )r   rL   rX   r
   r   r<   rg   )rM   r©   rQ   rQ   rR   Útest_masked_constant•  s    z%TestConcatenator.test_masked_constantN)r~   r   r€   rÆ   rÊ   rË   rQ   rQ   rQ   rR   rÂ   s  s   rÂ   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   rz   r   r:   r†   é   )r   r   r:   r   r   )r   r:   r7   ru   r¡   )ru   ru   ru   r¡   r¡   )r   r   r7   r   ru   )r¡   r7   r¡   r¡   r¡   )r   r   r   r   r   )r¡   r¡   r¡   r¡   r¡   éÿÿÿÿéþÿÿÿ)r:   r:   r7   r¡   r¡   )r   r:   r7   r¡   )r   r   r7   ru   )r¡   r7   r¡   r¡   )r   rL   r	   r�   r-   r   rg   r
   ©rM   rg   rN   rQ   rQ   rR   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 )NrÎ   ru   rs   r   r:   r†   r¡   é   é   é   r7   rr   rc   )r   rL   r	   r�   r,   r   rv   )rM   r=   ÚtmprQ   rQ   rR   Útest_contiguousÄ  s:    þÿ



ý
ø
ýzTestNotMasked.test_contiguousN)r~   r   r€   rÒ   r×   rQ   rQ   rQ   rR   rÌ   Ÿ  s   "rÌ   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<   ru   r¡   rz   )ru   r¡   rz   T©r:   r:   r:   r†   r   r7   r`   é   é   é   é   é   é   é   é(   é*   é+   é,   é2   é4   é5   é6   é7   é9   é:   é;   r:   rr   rc   rs   rt   r´   rÓ   é)   é-   é.   é/   é0   é1   é3   é8   é   é   rÔ   rÕ   rÎ   é   r¹   é    é!   é"   é#   é$   é%   é&   é'   rU   rÐ   )rÐ   rÍ   é   r¸   é   r6   rÏ   )rÏ   )r   r:   )r   rÐ   ©r:   r7   )rÐ   r7   )r:   rÏ   )rÐ   rÏ   ©r   r7   )r   rÏ   )
rL   r   Úlistrd   r�   r   Úastyper|   r&   r   )rM   rš   rÄ   r=   Úa2Úa3Za4rQ   rQ   rR   Útest_compress_ndç  sæ    

þ


þý
ýýü

þþþú


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
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

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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 )Nrt   ru   r:   r   r†   r¡   rz   rc   rs   rr   r7   )r   rL   r	   r�   r   r'   Ú_datar{   ©rM   rš   rQ   rQ   rR   Útest_compress_rowcolsW  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 )Nrt   ru   r:   r   r†   )r   rL   r	   r�   r   r(   r<   r
  r   Úallr
   r  rQ   rQ   rR   Útest_mask_rowcolsk  sN    ÿ
ÿÿÿ&
ÿÿÿ&
ÿÿÿ&z'TestCompressFunctions.test_mask_rowcolsrˆ   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 )Nrt   ru   r:   r   r†   r‡   )r   rL   r	   r�   r   ÚDeprecationWarningr   r(   )rM   rˆ   r  r  rš   ÚresrQ   rQ   rR   Ú#test_mask_row_cols_axis_deprecation‹  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:   rc   r   r†   r7   ru   T)ÚstrictF)	rL   r	   r   r�   r   r   r<   Úfilledr   )rM   ÚnrÄ   r=   r>   rT   rQ   rQ   rR   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 )Nru   )rL   Úeyer   r   rY   r   r   ©rM   r=   r>   rQ   rQ   rR   Útest_dot_returns_maskedarrayÝ  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 )Nru   )ru   ru   ©Úout)r   rL   r  r   r   r   r   )rM   r=   r  r  rQ   rQ   rR   Útest_dot_outæ  s
    z"TestCompressFunctions.test_dot_out)r~   r   r€   r	  r  r  r¿   rÀ   rÁ   rL   rX   Z	mask_rowsZ	mask_colsr  r  r  r  rQ   rQ   rQ   rR   rØ   å  s   p ÿ	F	rØ   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”   r7   ru   c                 S   s   | d S ©Nr:   rQ   )r>   rQ   rQ   rR   Úmyfuncó  s    z*TestApplyAlongAxis.test_3d.<locals>.myfuncr:   r¡   rc   r`   ©r	   r�   r%   r   ©rM   r=   r   ZxarQ   rQ   rR   Útest_3dð  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 )NrÛ   r7   ru   r   c                 S   s   | d|  S r  rQ   )r>   ÚoffsetrQ   rQ   rR   r   ý  s    z1TestApplyAlongAxis.test_3d_kwargs.<locals>.myfuncr:   )r$  rz   rs   r´   )r   r!  r"  rQ   rQ   rR   Útest_3d_kwargsú  s    
z!TestApplyAlongAxis.test_3d_kwargsN)r~   r   r€   r#  r%  rQ   rQ   rQ   rR   r  î  s   
r  c                   @   s   e Zd Zdd„ ZdS )ÚTestApplyOverAxesc                 C   s�   t dƒ ddd¡}ttj|ddgƒ}t dgdgdggg¡}t||ƒ t||d  t	¡< ttj|ddgƒ}t d	gd
gdggg¡}t||ƒ d S )NrÎ   r7   ru   r¡   r   rÙ   é\   é|   r¸   rå   )
r	   r�   r$   rL   rh   r   r   r
   r  r|   )rM   r=   rN   ZctrlrQ   rQ   rR   Ú
test_basic  s    
zTestApplyOverAxes.test_basicN)r~   r   r€   r)  rQ   rQ   rQ   rR   r&    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$„ Zd%d&„ Zd'd(„ Zd)d*„ Zd+d,„ Zd-S ).Ú
TestMedianc                 C   s4   t jjt jt jgt jt jggdd�}t|t jƒ d S )NrÏ   r‡   )rL   rX   r   Úinfr   ©rM   ÚrrQ   rQ   rR   Útest_pytype  s    $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 )NrÏ   r‡   Tr†   )rL   rX   r   r   r+  r   r<   r,  rQ   rQ   rR   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 )Nrt   r�   rs   r¼   rz   r•   éH   r   r‡   r:   g      R@)
rL   r	   r   rX   r   r   rY   r   rd   r�   r  rQ   rQ   rR   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.medianrs   r   r¡   r:   r†   r£   rQ   úshape mismatchr`   r7   rz   rr   r“   rÏ   T©rˆ   Zoverwrite_inputr„   r•   r6   N)r   rL   r	   r   rX   r   r   r   rY   r   r�   )rM   rš   Zma_xrQ   rQ   rR   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 = %srz   )FTr:   )Úndminr<   FTr3  )
rd   r   Ú	itertoolsÚproductrL   rX   r   Ú	Exceptionrµ   Z	AxisError)rM   Úmsgr5  r<   rš   Úargsrˆ   ZoverrQ   rQ   rR   Útest_axis_argument_errorsL  s"    z$TestMedian.test_axis_argument_errorsc                 C   sD   t ddd�}ttj |¡dƒ t ddd�}ttj |¡tjjƒ d S )Nr:   Fr†   T)r   r   rL   rX   r   r
   r  rQ   rQ   rR   Útest_masked_0dd  s    zTestMedian.test_masked_0dc                 C   sÞ  t t d¡dd�}ttj |¡tjjƒ ttj |¡jddƒ tt	tj |¡ƒtjj
jkƒ t t d¡dd�}ttj |¡dƒ ttj |¡jddƒ tt	tj |¡ƒtk	ƒ t t d¡dd	dddgd�}ttj |¡d
ƒ ttj |¡jddƒ tt	tj |¡ƒtk	ƒ t t d¡dd	d	d	d	gd�}ttj |¡dƒ ttj |¡jddƒ tt	tj |¡ƒtk	ƒ t t d¡dd	d	ddgd�}ttj |¡dƒ ttj |¡jddƒ tt	tj |¡ƒtk	ƒ t t d¡dd	d	ddgd�}ttj |¡dƒ ttj |¡jddƒ tt	tj |¡ƒtk	ƒ t t d¡dd	d	d	d	dgd�}ttj |¡d
ƒ ttj |¡jddƒ tt	tj |¡ƒtk	ƒ t t d¡dd	d	d	d	dgd�}ttj |¡d
ƒ ttj |¡jddƒ tt	tj |¡ƒtk	ƒ d S )Nrz   Tr†   rQ   r2  Fr„   r   r:   r“   r‚   r…   r•   rr   rº   )r   rL   r	   r   rX   r   r
   r   r   rY   rZ   ZMaskedConstantr   r  rQ   rQ   rR   Útest_masked_1dk  s@    zTestMedian.test_masked_1dc              	   C   sJ   t tj tdddgdddgd�¡jtj tdddgdddgd�¡jƒ d S )Nr:   r7   ru   r   r†   )r   rL   rX   r   r   r   ©rM   rQ   rQ   rR   Útest_1d_shape_consistency‘  s    " ÿz$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   rø   ç      ð¿rƒ   r`   éöÿÿÿr8   r   r:   r‡   )r   rL   Zlinspacer
   ÚemptyrK   r	   r[   rd   rÈ   Úshuffler   r   r   ÚT)rM   r  Úprš   rž   Úidxrj   rQ   rQ   rR   rÊ   •  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 )Nrø   r`   ru   éýÿÿÿç      -@r   r‡   ç      +@g      /@r:   rÜ   rÓ   rá   )r   rL   r	   r�   r
   r   r   r   rY   rX   r   r<   r  rQ   rQ   rR   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 )NrÎ   ru   r¡   r7   r   rÛ   rt   rr   rÞ   rà   )r¡   ru   r7   éc   r`   r´   rÜ   rÝ   rz   rs   rÓ   rß   )rL   rX   r	   r�   r
   r   r   r   r  rQ   rQ   rR   r#  ±  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 )Nrø   r`   ru   rH  rÏ   r‡   r:   )r   rL   r	   r�   r
   r   r   r  rQ   rQ   rR   Útest_neg_axis¼  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)rø   ç      >@r¹   g      ?@ru   rH  rQ   r  rø   rI  g      .@)
r   rL   r	   r
   r   r   r   r   rY   r   )rM   Úvrš   r  r-  rQ   rQ   rR   Útest_out_1dÁ  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)râ   g      D@rø   rN  r`   rÏ   ru   rH  r:   )rˆ   r  rø   r‚   rÜ   rÓ   rá   TFr¡   r†   rJ  g     €1@g     €5@g     €9@)r   rL   r	   r�   r
   r   r   r   r   rY   r   )rM   rO  rš   r  r-  ÚerQ   rQ   rR   Útest_outÏ  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 )Nrƒ   r‚   r…   r   r‡   )rL   rX   Zmasked_equalr   r   )rM   rg   r]   r±   rQ   rQ   rR   Ú$test_single_non_masked_value_on_axisà  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 )NFrr   r8   r:   ru   r7   r‡   r   rÏ   r£   )rL   r   r|   rX   r   r½   r<   r   r   Úisscalarr   Zravelr   rY   r   r
   )rM   r<   Údmr-  rQ   rQ   rR   Útest_nané  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¡   ©ru   r¡   ©r7   r:   rE   r   r  ©ru   r:   rQ   )	rL   rX   r   r   r   r½   r
   r   r   )rM   ÚorÅ   rQ   rQ   rR   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 )NrÎ   r8   ru   r7   r   r‡   r¡   r:   )r:   r7   ru   )r:   r:   r7   ©r7   ru   r  ©r:   ru   r  )rL   rX   r   r	   rK   r
   r½   r   r   r�   r{   r<   Úcopyr   rT  r   )rM   r=   Zaorigr>   rQ   rQ   rR   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 )	Nru   éÿ   r8   r†   r:   r‡   Fr   )rL   r   Zuint8rX   r   r   r   r<   r«   rQ   rQ   rR   Útest_ambigous_fill4  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‡   r:   Frc   i÷ÿÿÿrB  rz   r¡   r8   r�   r»   r•   g      @g      $Àg      "Àg      ÀrA  r`   r7   )rL   r+  r   r½   rX   r   Úisnanr   r   r   r<   Zfloat32rd   )rM   r+  r=   rj   rk   rQ   rQ   rR   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 )Nr8   r   ru   )r9   r5  ÚalwaysÚ r7   r‡   r:   T)Úrecord)rL   rX   r   r   rK   r   rf  ÚRuntimeWarningr   r   r½   r   ÚlogÚcategoryÚwarningsÚfilterwarningsr   Úcatch_warnings)rM   r=   r¨   r>   rQ   rQ   rR   Ú
test_emptyh  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 )Nr»   r7   )rL   rX   r   r	   r   rY   r   r  rW   rK   r½   )rM   rZ  rQ   rQ   rR   Útest_object…  s    
zTestMedian.test_objectN)r~   r   r€   r.  r/  r1  r4  r;  r<  r=  r?  rÊ   rK  r#  rM  rP  rR  rS  rV  r[  r_  ra  rc  rm  rn  rQ   rQ   rQ   rR   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 ©NrÛ   )r   rL   rÈ   rÉ   rg   r>  rQ   rQ   rR   ÚsetupŽ  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©rs  Úbias)rg   r   rL   r   r  rQ   rQ   rR   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 )Nru   r¡   Frr  Trt  )rg   r�   r   rL   r   r  rQ   rQ   rR   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 )NrÏ   Frr  Trt  ©Zallow_maskedr:   )rg   r
   Úmeanri   r   rL   r   Ú
ValueError)rM   rš   ÚnxrQ   rQ   rR   Útest_1d_with_missing¡  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 )NrÏ   ru   r¡   r:   r   rƒ   T©ru  Frr  rt  )rg   r
   r�   rL   Zlogical_notr   r  re   r   rE  ry  r  r   r   r   )rM   rš   ZvalidÚfracZxfrQ   rQ   rR   Útest_2d_with_missing¹  s8     ÿÿÿÿÿÿÿÿzTestCov.test_2d_with_missingN)r~   r   r€   rq  rv  rw  r|  r  rQ   rQ   rQ   rR   ro  Œ  s
   ro  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 rp  )r   rL   rÈ   rÉ   rg   Údata2r>  rQ   rQ   rR   rq  Ñ  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 )Nrd  rÏ   ©Zddofúbias and ddof have no effectr   ru   ©rg   r�  rL   r   r   rj  Úsimplefilterr   r  Úfilterr   )rM   rš   r›   r±   Z	expected2ÚsuprQ   rQ   rR   Ú	test_ddofÕ  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 )Nrd  TFr}  rƒ  r:   r„  )rM   rš   r›   r±   r‡  rQ   rQ   rR   Ú	test_biaså  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 )NFrr  rƒ  Trt  )rg   r   rL   r   r   r†  r  ©rM   rš   r‡  rQ   rQ   rR   rv  ò  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 )Nru   r¡   Frr  rƒ  Trt  )rg   r�   r   rL   r   r   r†  r  rŠ  rQ   rQ   rR   rw  ý  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 )NrÏ   Frr  rƒ  Trt  rx  r:   r}  r7   r‚  )rg   r
   ry  ri   r   rL   r   r   r†  r  rz  )rM   rš   r{  r‡  rQ   rQ   rR   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 )	NrÏ   ru   r¡   rƒ  rÐ   r‚  r:   r}  )	rg   r
   r�   r   rL   r   r   r†  r  )rM   rš   rN   rO   r‡  rQ   rQ   rR   r  &  s"    
*ÿÿÿz!TestCorrcoef.test_2d_with_missingN)
r~   r   r€   rq  rˆ  r‰  rv  rw  r|  r  rQ   rQ   rQ   rR   r€  Ï  s   r€  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`   rö   rÏ   r7   ru   r   rC   ©rÏ   rÏ   T©rf   r:   )rf   r¨   )rL   rÈ   rÉ   r�   r   r   Úviewr   r
   ri   Úzipr^  r   )rM   rš   r›   ÚCÚRÚKÚSÚDrT   r-  rl   rn   rÅ   r=   Úa_r¨   ZwoZxsZysÚwsrQ   rQ   rR   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`   rö   rÏ   r7   r   rŒ  ru   Tr�  r:   )rL   rÈ   rÉ   r�   r½   rŽ  r   r
   r   r�  r   )rM   rš   r›   r�  r‘  r’  r“  r”  rT   r-  rl   rn   rÅ   r=   r•  rQ   rQ   rR   Útest_polyfit_with_masked_NaNsc  s    



4&z,TestPolynomial.test_polyfit_with_masked_NaNsN)r~   r   r€   r—  r˜  rQ   rQ   rQ   rR   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 )	Nr:   r7   ru   T©Zreturn_indexZreturn_inverser   r†   rz   )r   r   rÃ   r   r   r   rÑ   rQ   rQ   rR   Útest_unique_onlistv  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:   r7   ru   r   r†   Trš  rÏ   rz   )rg   r<   Ú
fill_value)r   r   r   rœ  rÑ   rQ   rQ   rR   Útest_unique_onmaskedarray  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†   rš  r   r7   )r   r   r   r
   rÑ   rQ   rQ   rR   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 )Nrz   r:   r   r†   r¡   )r   rL   r	   r   r#   r   r  r<   )rM   rš   rO   rN   rQ   rQ   rR   Útest_ediff1dž  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 )	Nrz   r:   r   r†   )Úto_beginr¡   r7   ru   ©	r   rL   r	   r#   r
   r   r   r  r<   ©rM   rš   rN   rO   rQ   rQ   rR   Útest_ediff1d_tobegin§  s     
(
z$TestArraySetOps.test_ediff1d_tobeginc              	   C   sâ   t t d¡dddddgd�}t|td�}tdddddgdddddgd�}t||ƒ t| d¡| d¡ƒ t|j|jƒ t|dddgd�}tdddddddgdddddddgd�}t||ƒ t| d¡| d¡ƒ t|j|jƒ d S )	Nrz   r:   r   r†   )Úto_endr¡   r7   ru   r¡  r¢  rQ   rQ   rR   Útest_ediff1d_toend¶  s     
(
z"TestArraySetOps.test_ediff1d_toendc              
   C   sî   t t d¡dddddgd�}t|ttd�}tddddddgddddddgd�}t||ƒ t| d¡| d¡ƒ t|j|jƒ t|dddgtd�}tddddddddgddddddddgd�}t||ƒ t| d¡| d¡ƒ t|j|jƒ d S )	Nrz   r:   r   r†   ©r¤  r   r¡   r7   ru   r¡  r¢  rQ   rQ   rR   Útest_ediff1d_tobegin_toendÅ  s    $
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 )Nrz   r:   r   r†   r¦  )rL   r	   r#   r   r   r   rÃ   r   r  r<   r
   r¢  rQ   rQ   rR   Útest_ediff1d_ndarrayÕ  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:   ru   r   r†   rÏ   )r   r!   r   )rM   rš   r›   rN   rO   rQ   rQ   rR   Útest_intersect1då  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:   r7   rz   rc   rÏ   r   r†   ru   r¡   rr   rs   )r   r   r   r   rÃ   r   r   ©rM   r=   r>   rN   rQ   rQ   rR   Útest_setxor1dí  s&     $
 
"

zTestArraySetOps.test_setxor1dc                 C   sÚ   t  d¡ dddg¡}t  dddg¡}d|d< t||d�}tdd	d
ddddddg	dddddddddg	d�}tdtd�}d|d< d|d< d|d< t||ƒ}tt|t	ƒƒ t
||ƒ t  |||j  ¡|j @ }t
||ƒ d S )NrÎ   r7   ru   r¡   r:   )r:   r7   r   r†   r   r`   rö   rø   r´   rÔ   rú   )rg   r<   ©r7   ru   r¡   r8   T)r   r   r   )r   r   r:   )r   r7   ru   )rL   r	   r�   r   r   r|   r0   r   rÃ   r   r   r<   )rM   r=   r<   r>   ÚecrT   rÅ   rQ   rQ   rR   Ú	test_isin  s     ÿ

zTestArraySetOps.test_isinc                 C   sÌ   t dddddgdddddgd�}t dddd	ddgddddddgd�}t||ƒ}t|d
d
d
dd
gƒ t dddddgdddddgd�}t dddgdddgd�}t||ƒ}t|d
d
dd
d
gƒ tg tg g ƒƒ d S )Nr:   r7   rz   rc   rÏ   r   r†   ru   r¡   TF)r   r"   r   r   rª  rQ   rQ   rR   Ú	test_in1d  s     $
 
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:   r7   rz   rc   rÏ   r   r†   ru   r¡   T)Úinvert)r   r   rL   r°  r"   r   r  rQ   rQ   rR   Útest_in1d_invert*  s     $   z TestArraySetOps.test_in1d_invertc           	   	   C   s  t ddddddgddddddgd�}t dddd	ddgddddddgd�}t||ƒ}t dddd	dddgdddddddgd�}t||ƒ t dddgdd	dggdddgdddggd�}t ddddd	gdddddgd�}t ddddd	dgddddddgd�}t||ƒ}t||ƒ tg tg g ƒƒ d S )
Nr:   r7   rz   rc   rÏ   r   r†   ru   r¡   )r   r    r   r   )	rM   r=   r>   rN   rO   rš   r›   Zezrž   rQ   rQ   rR   Útest_union1d6  s    $$
(
, $

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 )Nrr   rz   r¡   rc   r:   r7   r   r†   ru   rÏ   r`   rs   rt   )r   r   r   r	   rL   Zuint32r9   rª  rQ   rQ   rR   Útest_setdiff1dH  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>   rT   rn   )rL   r   r   r   r  rQ   rQ   rR   Útest_setdiff1d_char_arrayU  s    z)TestArraySetOps.test_setdiff1d_char_arrayN)r~   r   r€   r›  r�  rž  rŸ  r£  r¥  r§  r¨  r©  r«  r®  r¯  r±  r²  r³  r´  rQ   rQ   rQ   rR   r™  t  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:   r7   r†   r]  rY  )r   r   r   r   r<   rg   r  rQ   rQ   rR   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 )Nrƒ   rU   r„   rD   rÚ   )r   r   r   r<   rg   r   r   r1   )rM   r>   r=   rQ   rQ   rR   Útest_shape_scalarh  s<    


zTestShapeBase.test_shape_scalarN)r~   r   r€   r¶  r·  rQ   rQ   rQ   rR   rµ  \  s   
rµ  c                   @   s$   e Zd Zdd„ Zdd„ Zdd„ ZdS )ÚTestNDEnumeratec                 C   s‚   t  d¡ d¡}t j|td�}t||d�}ttt  |¡ƒtt|ƒƒƒ ttt|ƒƒtt|ƒƒƒ ttt|ƒƒtt|dd�ƒƒ d S )Nrº   )r:   ru   r7   r8   r†   F©ri   )	rL   r	   r�   Z
zeros_liker|   r   r   r  r2   )rM   ZordinaryZ
empty_maskZ	with_maskrQ   rQ   rR   Útest_ndenumerate_nomasked•  s    
ÿ
ÿÿz)TestNDEnumerate.test_ndenumerate_nomaskedc                 C   sª   t dƒ}t dƒ}t dƒ}ttt|ƒƒg ƒ ttt|ƒƒg ƒ ttt|dd�ƒttt d¡dtg ƒƒƒ ttt|ƒƒg ƒ ttt|dd�ƒttt d¡dtg ƒƒƒ d S )NrQ   )éd   r¬  Fr¹  r»  rÎ   )r.   r   r  r2   r�  rL   Zndindexr
   )rM   r=   r>   rT   rQ   rQ   rR   Útest_ndenumerate_allmasked   s    ÿÿz*TestNDEnumerate.test_ndenumerate_allmaskedc                 C   sš   t t d¡ d¡ddddgddddgddddggd�}dddd	d
g}ttt|ƒƒ|ƒ tttt|dd�ƒƒ|jƒ t|dd�D ]\}}t|| |ƒ q~d S )NrÛ   rW  r:   r   r†   )r  rr   ))r7   r   rs   )rX  rt   )rE   r`   )r\  r´   Fr¹  )	r   rL   r	   r�   r   r  r2   r[   r{   )rM   r=   ÚitemsZ
coordinateÚvaluerQ   rQ   rR   Útest_ndenumerate_mixedmasked¬  s     


þÿ   ÿz,TestNDEnumerate.test_ndenumerate_mixedmaskedN)r~   r   r€   rº  r¼  r¿  rQ   rQ   rQ   rR   r¸  “  s   r¸  c                   @   s$   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   r:   r7   r†   rt   rs   rc   r‡   r\  ©ru   r7   ©r   r3   r   r   r   r<   r4   rg   ©rM   r=   r>   rT   rÅ   rQ   rQ   rR   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   r:   r7   Tr†   rt   rs   rc   Fr‡   r\  rÁ  rÂ  rÃ  rQ   rQ   rR   Útest_stack_masksÍ  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 )NrÁ  r   r`   r7   r†   r‡   r6   r:   rÏ   ).r   ).r:   )ru   r7   r¡   rz   )rL   rÈ   Úrandintr  r|   r   r3   r   r   r   r<   )
rM   ZshpZd1Zd2rœ   r�   Za1r  rT   Zc_shprQ   rQ   rR   Útest_stack_ndß  sD    zTestStack.test_stack_ndN)r~   r   r€   rÄ  rÅ  rÇ  rQ   rQ   rQ   rR   rÀ  ¹  s   rÀ  )LÚ__doc__rj  r6  r¿   ÚnumpyrL   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   r5   r�   rÂ   rÌ   rØ   r  r&  r*  ro  r€  r‹  r™  rµ  r¸  rÀ  rQ   rQ   rQ   rR   Ú<module>   s<   4�
  O,F    }Ck: i7&