o
    gI                     @   sf   d dl Zd dlmZ d dlZd dlmZ d dlmZm	Z	m
Z
 d dlmZ ddlmZ G dd	 d	ZdS )
    N)assert_allclose)raises)binned_statisticbinned_statistic_2dbinned_statistic_dd)check_random_state   )check_named_resultsc                   @   s  e Zd Ze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$ Zd%d& Zd'd( Zd)d* Zd+d, Zd-d. Zd/d0 Zd1d2 Zd3d4 Zd5d6 Zd7d8 Zd9d: Z d;d< Z!d=d> Z"d?d@ Z#dAdB Z$dCdD Z%dEdF Z&dGdH Z'dIdJ Z(dKdL Z)dMdN Z*dOdP Z+dQdR Z,dSdT Z-dUdV Z.dWdX Z/e0j12dYe3j4e3j5ge0j12dZe3j6e3j7e3j8e3j9e3j:e3j;d[d\d] d^d] g	d_d` Z<daS )bTestBinnedStatisticc                 C   sd   t d}|jdd| _|jdd| _|jdd| _|jdd| _|jdd| _|jddd | _d S )N&  d   size)r      g    .A)r   uniformxyvXwu)clsrng r   e/home/ubuntu/cloudmapper/venv/lib/python3.10/site-packages/scipy/stats/tests/test_binned_statistic.pysetup_class   s   zTestBinnedStatistic.setup_classc                 C   L   | j }| j}t||ddd\}}}tj|dd\}}t|| t|| d S )Ncount
   binsr   r   r   np	histogramr   )selfr   r   count1edges1bccount2edges2r   r   r   test_1d_count      
z!TestBinnedStatistic.test_1d_countc                 C   s2   | j }| j}g d}|D ]
}t|||dd qd S )N)meanmedianr   sumr   r   )r   r   r   )r$   r   r   
statistics	statisticr   r   r   test_gh5927"   s   zTestBinnedStatistic.test_gh5927c                 C   sH   | j }| j}t||ddd\}}}t||tjdd\}}}t|| d S Nstdr   r   )r   r   r   r"   r3   r   r$   r   r   stat1r&   r'   stat2r)   r   r   r   test_big_number_std+   s
   z'TestBinnedStatistic.test_big_number_stdc                 C   s\   | j }| j}tt||ddd t||ddd\}}}t||tjdd\}}}t|| d S )Nr   i  r   r3   )r   r   printr   r"   r3   r   r4   r   r   r   test_empty_bins_std5   s   z'TestBinnedStatistic.test_empty_bins_stdc              	   C   sv   | j }| j}|d }tj|d< ttt||ddd ttt||dtdd tj|d< ttt||ddd ||d< d S )Nr   r3   r   r   r   )	r   r   r"   infassert_raises
ValueErrorr   int64nan)r$   r   r   origr   r   r   #test_non_finite_inputs_and_int_bins?   s   

z7TestBinnedStatistic.test_non_finite_inputs_and_int_binsc                 C   .   | j }| j}t||ddd}d}t|| d S )Nr   r   r   r0   	bin_edges	binnumber)r   r   r   r	   )r$   r   r   res
attributesr   r   r   test_1d_result_attributesO   
   z-TestBinnedStatistic.test_1d_result_attributesc                 C   sN   | j }| j}t||ddd\}}}tj|d|d\}}t|| t|| d S )Nr.   r   r   r    weightsr!   )r$   r   r   sum1r&   r'   sum2r)   r   r   r   test_1d_sumW   s   
zTestBinnedStatistic.test_1d_sumc                 C   R   | j }| j}t||ddd\}}}t||tjdd\}}}t|| t|| d S )Nr,   r   r   )r   r   r   r"   r,   r   r$   r   r   r5   r&   r'   r6   r)   r   r   r   test_1d_meana      
z TestBinnedStatistic.test_1d_meanc                 C   rN   r2   )r   r   r   r"   r3   r   rO   r   r   r   test_1d_stdk   rQ   zTestBinnedStatistic.test_1d_stdc                 C   rN   )Nminr   r   )r   r   r   r"   rS   r   rO   r   r   r   test_1d_minu   rQ   zTestBinnedStatistic.test_1d_minc                 C   rN   )Nmaxr   r   )r   r   r   r"   rU   r   rO   r   r   r   test_1d_max   rQ   zTestBinnedStatistic.test_1d_maxc                 C   rN   )Nr-   r   r   )r   r   r   r"   r-   r   rO   r   r   r   test_1d_median   rQ   z"TestBinnedStatistic.test_1d_medianc                    sp   | j d d }| jd d }t||ddd\}} tg d} fddt D }t | t|| d S )N   r   r   r   )r      r   r   rY   r   r   r   r   r   r   r   r   r   rY   r   r   r   rY   r   c                       g | ]} |k  qS r   r.   .0ir'   r   r   
<listcomp>       z7TestBinnedStatistic.test_1d_bincode.<locals>.<listcomp>)r   r   r   r"   arrayuniquer   )r$   r   r   r%   r&   bc2bcountr   r_   r   test_1d_bincode   s   
z#TestBinnedStatistic.test_1d_bincodec           
      C   s   t jd t d}t jd}t|d d |d d \}}}t||dgd\}}}t||dd\}}	}t|| t|| t|| t||	 d S )Nr         )r      range)r"   randomseedaranger   r   )
r$   r   datar,   r    _
mean_range
bins_rangemean_range2bins_range2r   r   r   test_1d_range_keyword   s   
 


z)TestBinnedStatistic.test_1d_range_keywordc                 C   s   | j }| j}| j}t||ddd\}}}t||ddd\}}}	t|||gddd\}
}}t|
d | t|
d | t|| t|| d S )Nr,   r   r   r   r   )r   r   r   r   r   )r$   r   r   r   stat1vedges1vbc1vstat1wedges1wbc1wr6   r)   rd   r   r   r   test_1d_multi_values   s   
z(TestBinnedStatistic.test_1d_multi_valuesc                 C   sd   | j }| j}| j}t|||ddd\}}}}tj||dd\}}	}
t|| t||	 t||
 d S )Nr      r   r   r   r   r   r"   histogram2dr   )r$   r   r   r   r%   binx1biny1r'   r(   binx2biny2r   r   r   test_2d_count   s   


z!TestBinnedStatistic.test_2d_countc                 C   s6   | j }| j}| j}t|||ddd}d}t|| d S )Nr   r}   r   )r0   x_edgey_edgerD   )r   r   r   r   r	   )r$   r   r   r   rE   rF   r   r   r   test_2d_result_attributes   s   z-TestBinnedStatistic.test_2d_result_attributesc                 C   sf   | j }| j}| j}t|||ddd\}}}}tj||d|d\}}	}
t|| t||	 t||
 d S )Nr.   r}   r   rI   r~   )r$   r   r   r   rK   r   r   r'   rL   r   r   r   r   r   test_2d_sum   s   

zTestBinnedStatistic.test_2d_sumc                 C   j   | j }| j}| j}t|||ddd\}}}}t|||tjdd\}}	}
}t|| t||	 t||
 d S Nr,   r}   r   r   r   r   r   r"   r,   r   r$   r   r   r   r5   r   r   r'   r6   r   r   r   r   r   test_2d_mean      

z TestBinnedStatistic.test_2d_meanc                 C   r   r   r   r   r   r   r   test_2d_mean_unicode   s   


z(TestBinnedStatistic.test_2d_mean_unicodec                 C   r   )Nr3   r}   r   )r   r   r   r   r"   r3   r   r   r   r   r   test_2d_std   r   zTestBinnedStatistic.test_2d_stdc                 C   r   )NrS   r}   r   )r   r   r   r   r"   rS   r   r   r   r   r   test_2d_min  r   zTestBinnedStatistic.test_2d_minc                 C   r   )NrU   r}   r   )r   r   r   r   r"   rU   r   r   r   r   r   test_2d_max  r   zTestBinnedStatistic.test_2d_maxc                 C   r   )Nr-   r}   r   )r   r   r   r   r"   r-   r   r   r   r   r   test_2d_median  s   


z"TestBinnedStatistic.test_2d_medianc           
         s   | j d d }| jd d }| jd d }t|||ddd\}}} tg d} fddt D }t | ||  }	t||	 d S )NrX   r   r   r   )            r   r      r   r      r   r   r   r   r   r   r   r   r      c                    rZ   r   r[   r\   r_   r   r   r`   2  ra   z7TestBinnedStatistic.test_2d_bincode.<locals>.<listcomp>)	r   r   r   r   r"   rb   rc   r   nonzero)
r$   r   r   r   r%   r   r   rd   re   	count1adjr   r_   r   test_2d_bincode(  s   

z#TestBinnedStatistic.test_2d_bincodec                 C   s   | j }| j}| j}| j}t|||ddd\}}}}t|||ddd\}	}
}}t||||gddd\}}}}t|d | t|d |	 t|| t|| t|| d S )Nr,   r   r   r   r   )r   r   r   r   r   r   )r$   r   r   r   r   rv   binx1vbiny1vrx   ry   binx1wbiny1wr{   r6   r   r   rd   r   r   r   test_2d_multi_values8  s$   



z(TestBinnedStatistic.test_2d_multi_valuesc                 C   s   | j }| j}| j}t||ddd\}}}t||ddd\}}}t|||dddd\}	}
}}tj||dd	}tj||dd	}||| k  d
8  < ||| k  d
8  < t||d  t||d
  t||d  t||d
  d S )Nr,   rX   r   r   )rX   r   Tr    expand_binnumbersright)sider   r   )	r   r   r   r   r   r"   searchsortedrU   r   )r$   r   r   r   statedgesxbcxedgesybcyr6   edgesx2edgesy2rd   bcx3bcy3r   r   r   test_2d_binnumbers_unraveledK  s    z0TestBinnedStatistic.test_2d_binnumbers_unraveledc                 C   r   )Nr   r   r   )r   r   r   r"   histogramddr   )r$   r   r   r%   r&   r'   r(   r)   r   r   r   test_dd_countb  r+   z!TestBinnedStatistic.test_dd_countc                 C   rA   )Nr   r   r   rB   )r   r   r   r	   )r$   r   r   rE   rF   r   r   r   test_dd_result_attributesl  rH   z-TestBinnedStatistic.test_dd_result_attributesc           
      C   sz   | j }| j}t||ddd\}}}tj|d|d\}}t||tjdd\}}	}t|| t|| t|| t||	 d S )Nr.   r   r   rI   )r   r   r   r"   r   r.   r   )
r$   r   r   rK   r&   r'   rL   r)   sum3edges3r   r   r   test_dd_sumt  s   


zTestBinnedStatistic.test_dd_sumc                 C   rN   )Nr,   r   r   )r   r   r   r"   r,   r   r$   r   r   r5   r&   r'   r6   r)   r   r   r   test_dd_mean  rQ   z TestBinnedStatistic.test_dd_meanc                 C   rN   )Nr3   r   r   )r   r   r   r"   r3   r   r   r   r   r   test_dd_std  rQ   zTestBinnedStatistic.test_dd_stdc                 C   rN   )NrS   r   r   )r   r   r   r"   rS   r   r   r   r   r   test_dd_min  rQ   zTestBinnedStatistic.test_dd_minc                 C   rN   )NrU   r   r   )r   r   r   r"   rU   r   r   r   r   r   test_dd_max  rQ   zTestBinnedStatistic.test_dd_maxc                 C   rN   )Nr-   r   r   )r   r   r   r"   r-   r   r   r   r   r   test_dd_median  rQ   z"TestBinnedStatistic.test_dd_medianc                    s|   | j d d }| jd d }t||ddd\}} tg d} fddt D }t | ||  }t|| d S )NrX   r   r   r   )?   !   V   S   X   C   9   r   *   )   R   r   \       $   [   +   W   Q   r   c                    rZ   r   r[   r\   r_   r   r   r`     ra   z7TestBinnedStatistic.test_dd_bincode.<locals>.<listcomp>)r   r   r   r"   rb   rc   r   r   )r$   r   r   r%   r&   rd   re   r   r   r_   r   test_dd_bincode  s   
z#TestBinnedStatistic.test_dd_bincodec                 C   s   | j }| j}| j}dddddddtjfD ]B}t|||dd	\}}}t|||dd	\}}	}
t|||g|dd	\}}}t|d
 | t|d | t|| t|	| t|| qd S )Nr   r.   r,   r3   rS   rU   r-   r   r   r   r   )r   r   r   r"   r3   r   r   )r$   r   r   r   r   rv   rw   rx   ry   rz   r{   r6   r)   rd   r   r   r   test_dd_multi_values  s   

z(TestBinnedStatistic.test_dd_multi_valuesc                 C   s   | j }| j}t|d d df |ddd\}}}t|d d df |ddd\}}}t|d d df |ddd\}}}	t||dd	d
d\}
}}t||d  t||d  t|	|d  d S )Nr   r,   rh   r   r   rX   rY   r   )rh   rX   r   Tr   )r   r   r   r   r   )r$   r   r   r   r   r   r   r   edgeszbczr6   r)   rd   r   r   r   test_dd_binnumbers_unraveled  s   """
z0TestBinnedStatistic.test_dd_binnumbers_unraveledc                 C   sj   t jd}t jd}t ddd}|||f}t||d|d}|j}t||d|d}|j}t|| d S )	N'  r   r   r   r   r   r,   r   )binned_statistic_result)r"   rl   linspacer   r0   r   )r$   r   r   r    resultr   r6   r   r   r   test_dd_binned_statistic_result  s   
z3TestBinnedStatistic.test_dd_binned_statistic_resultc                 C   s~   t jd}t jd}t ddd}t |d}|||f}ttdd t||d|d	 W d    d S 1 s8w   Y  d S )
Nr   r   r   r   r   zdifference is numerically 0matchr,   r   )r"   rl   r   appendr;   r<   r   )r$   r   r   r    r   r   r   test_dd_zero_dedges  s   
"z'TestBinnedStatistic.test_dd_zero_dedgesc                 C   s6  t tdd t| jg| jddggd W d    n1 sw   Y  t tdd t| j| jg| jddgddggd W d    n1 sFw   Y  t tdd t| j| jg| jddgddggd W d    n1 snw   Y  t tdd t| j| jg| jddggd W d    d S 1 sw   Y  d S )	NzIn range, start must be <= stopr   r   r   rj   z.In dimension 1 of range, start must be <= stopz.In dimension 2 of range, start must be <= stopz(range given for 1 dimensions; 2 required)r;   r<   r   r   r   r   )r$   r   r   r   test_dd_range_errors  s>   "z(TestBinnedStatistic.test_dd_range_errorsc                 C   sH   t jddgt jd}t|d ddd\}}}t|t jg dt jd d S )Nr   ghw?)dtyper   r}   r   )r   r   r   r   r   )r"   rb   float32r   r   float64)r$   r   r   rp   r   r   r   test_binned_statistic_float32  s   z1TestBinnedStatistic.test_binned_statistic_float32c           
      C   s   g }d}t |D ]}|dd|  g7 }qtddd}t|tt||gdd\}}}tj||d\}}	t|| t|d |	 d S )	NrX   r   g?r   r   r.   )r    r0   r   )rk   r"   r   r   oneslenr#   r   )
r$   r   r   r^   r    rK   r&   r'   rL   r)   r   r   r   test_gh14332  s   
z TestBinnedStatistic.test_gh14332r   r0   r   c                 C   s   | d   S )NrY   r[   r   r   r   r   <lambda>'  s    zTestBinnedStatistic.<lambda>c                 C   s   | d   d S )NrY                 ?r[   r   r   r   r   r   (  s    c                    s    fdd}t jd}d}|j|d}|dk}|j|d}|t ju r-||j|dd  }t|| dd	\}	}
}
t |||  ||| g}t|	| |	jt |jt j	ksZJ d S )
Nc                    s    dkrt | S  | S )Nr   )r   r   r0   r   r   ref_statistic*  s   z6TestBinnedStatistic.test_dd_all.<locals>.ref_statisticl   #t%i r   r   g      ?r   rY   r   )
r"   rl   default_rng
complex128r   rb   r   r   result_typer   )r$   r   r0   r   r   nr   r^   r   r   rp   refr   r   r   test_dd_all$  s   
 
zTestBinnedStatistic.test_dd_allN)=__name__
__module____qualname__classmethodr   r*   r1   r7   r9   r@   rG   rM   rP   rR   rT   rV   rW   rf   ru   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   r   pytestmarkparametrizer"   r   r   r,   r-   r.   r3   rS   rU   r   r   r   r   r   r
      sj    
	
	







	





	
r
   )numpyr"   numpy.testingr   r   r   r;   scipy.statsr   r   r   scipy._lib._utilr   common_testsr	   r
   r   r   r   r   <module>   s    