o
    iǧ                     @   s  d dl Z d dlZd dlmZ d dlmZmZ d dlZd dl	m
Z
 d dlmZ ddlmZ d dlmZ d dlmZ d d	lmZ g d
ZdZdZg dZg dZg dZg dZee edZdhZddgZdd Zej j!ej "de ej "dddgdd Z#d>ddZ$dd  Z%d!d" Z&d#d$ Z'ej "d%e
j(d&fe
j)d'fgd(d) Z*d*d+ Z+d,d- Z,d.d/ Z-ej "d0e- d1d2 Z.	 	4d?d5d6Z/G d7d8 d8Z0g d9Z1G d:d; d;Z2G d<d= d=Z3dS )@    N)assert_allcloseassert_equal)statsdifferential_evolution   )distcont)FitError)distdiscrete)goodness_of_fit)    i'        ?      ?)
gausshypergenexpongengammakappa4ksonekstwoncfncx2
truncexpontukeylambdavonmiseslevy_stable	trapezoidtruncweibull_minstudentized_range)burrchichi2mielkepearson3genhalflogisticrdistparetopowerlawpowerlognorm
wrapcauchyrel_breitwigner)0alpha	betaprimer   burr12Zcauchyr    r!   crystalballdgammadweibullffatiguelifefisk
foldcauchy
genextremer   genhyperbolicgennorm	genparetoZ
halfcauchyinvgamma
invweibull	johnsonsukappa3r   r   ZlevyZlevy_lr   
loglaplacelomaxr"   nakagamir   nctr   r&   r(   	powernormr*   Z
skewcauchytr   triangtruncparetor   r   r   )argusexponpow	exponweibr   r   r$   halfgennormgompertz	johnsonsbr   	kstwobignrecipinvgaussr   r   vonmises_line)MMMLErD   erlangr6   c                  c   s&    t D ]\} }| tvr| |fV  qd S N)r   skip_fit)distnamearg rU   i/var/www/html/eduruby.in/lip-sync/lip-sync-env/lib/python3.10/site-packages/scipy/stats/tests/test_fit.pycases_test_cont_fitV   s   
rW   zdistname,argmethodrO   rN   c              	   C   s  | t | v r+z
ttjd  }W n ty   d}Y nw |r+d|  }|d7 }t| tt| }t	
|ddgg}t	t	|t t	|jd tgd}tD ]}t	jd	 t	jd
d |j|d|i}	|dkrt|jtv rtddi}
ni }
|j|	fd|i|
}|dkrt|	}|j|fi |
}d|j d| d| }t||d|d |dkr| tvrd}t	|	|	f}|d |df  d9  < |d |df  d9  < |jdd tj|d}|j|fi |
}d|j d| d| }t||d|d W d    n	1 sw   Y  || }t	t	|	 t tg|d< t	 t	!|r*t"dt	#t	||kr8 d S qOd t$| }|d!t$| 7 }|d"t$| 7 }t"d#|j | )$NZSCIPY_XFAILTz$Fitting %s doesn't work reliably yetzH [Set environment variable SCIPY_XFAIL=1 to run this test nevertheless.]g              ?   r   i  ignore)allsizerO   flocrX   zCDifferent results fitting uncensored data wrapped as CensoredData: z: est=z est1=g|=)rtolerr_msg   Gz?r   )\(?)Zaxis)intervalz2Different results fitting interval-censored data: z est2=皙?znan returned in fitzparameter: %s
zestimated: %s
zdiff     : %s
zfit not very good in %s
)%failing_fitsintosenviron	Exceptionpytestxfailgetattrr   npZhstackmaxZvstackthresh_percentfullZnumargs
thresh_min	fit_sizesrandomseederrstatervsnamemle_use_floc0fitZCensoredDatar   fail_interval_censoredZcolumn_stacksortabsmeananyisnanAssertionErrorr\   str)rS   rT   rX   rm   msgZdistfnZtrueargZdiffthresholdZfit_sizerx   kwdsZestZdata1Zest1Znicrd   Zdata2Zest2difftxtrU   rU   rV   test_cont_fit`   s   



 
r   c                 C   s4   t t| }||dd  }t|||d|  d d S )Nrf   z"poor mle fit of (loc, scale) in %s)atolr`   )rn   r   r{   r   )ry   dataZdesiredr   dactualrU   rU   rV   _check_loc_scale_mle_fit   s
   

r   c                  C   s6   t g d} td| ddgd td| ddgd d S )N)rc   {Gz?r   r   Gz?r   r          @uniformrc   rb   MbP?expongp=
ף?)ro   arrayr   )r   rU   rU   rV   "test_non_default_loc_scale_mle_fit   s   r   c                  C   s.   g d} t jj| dd}t|ddgdd dS )zgh-6167)r   r   r   r   rZ   rZ   rZ   rZ   r   )r^   rY   r   r   N)r   r   r{   r   )r   ZphatrU   rU   rV   test_expon_fit   s   r   c               	   C   s   t t dt dg} d}tjt|d, tt t	j
|  W d    n1 s-w   Y  W d    d S W d    d S 1 sEw   Y  d S )N      z0Optimization converged to parameters that are...match)ro   ZconcatenateZzerosZonesrl   raisesr	   warnsRuntimeWarningr   betar{   )r   messagerU   rU   rV   test_fit_error   s   Pr   zdist, params)      ?      @)
   g333333?rZ   c                 C   s|   t jd}t| dr| j}n| j}| j|d|d}||g|R    }| ||}| 	||}t
|| t
|| d S )Nig:pdfd   r]   random_state)ro   ru   default_rnghasattrZlogpdfZlogpmfrx   sumnnlfZ_penalized_nnlfr   )distparamsrngZlogpxfxrefres1res2rU   rU   rV   test_nnlf_and_related_methods   s   

r   c                  c   s    h d} h d}h d}t tt D ]F}|| v st|ts.d}tj|tjj|ddV  q||v rBd}tj|tjj	|ddV  q||v rVd}tj|tjj
|ddV  q|V  qd S )	N>   r   rE   r   r   foldnormr   rD   r   >-   riceinvgaussrandintr8   r&   binomrF   r:   r=   rH   r0   r%   r'   r.   r1   r3   rI   r"   norminvgaussr?   rB   r   rJ   rL   arcsinelognormr,   rA   r)   r    r-   r<   bradfordr>   r7   r   weibull_maxnbinomrK   r4   r2   r5   r;   r#   r+   >   r@   r$   
reciprocalr   nchypergeom_fisherr   r   rC   nchypergeom_walleniusr   zipfianr6   geninvgaussr   	hypergeom
loguniformr   rG   r   r(   r*   r   skellam	betabinomr   	truncnorm
nhypergeomztested separatelyreasonZmarkstoo slow (>= 0.25s)too slow (>= 1.0s))dictr
   r   
isinstancer   rl   parammarkskipslowxslow)skip_basic_fitslow_basic_fitxslow_basic_fitr   r   rU   rU   rV   cases_test_fit_mle   s    
r   c                  c   s    h d} h d}h d}dh}t tt D ]Y}|| v s!t|ts1d}tj|tjj|ddV  q||v rEd}tj|tjj	|ddV  q||v rYd	}tj|tjj
|ddV  q||v rltjd
}tj||dV  q|V  qd S )N>   r   r   rE   skewnormr   r6   r   r   r   r   r   >8   r$   Zmaxwellr   r!   Zwaldr8   r&   rF   r:   r=   ZloggammarC   Zanglitr0   rP   r.   r3   r   rI   r"   Z	exponnormr   gammar?   rB   r   rJ   rG   rL   r   Zsemicircularr   rA   r)   weibull_minr   r    r>   r<   r   r   r   r   rM   rK   r4   r   r2   r5   r/   r;   Zlaplace_asymmetricZgenlogisticr+   rD   r   >   r@   r   r   r   r   r   r   r   rH   r   r%   r'   r1   r   r   r9   r   r   r   r(   r*   r,   r-   r   r7   r#   r   r   r   zFails. Oh well.r   r   r   r   zignore::RuntimeWarning)r   r
   r   r   r   rl   r   r   r   r   r   filterwarnings)r   r   r   Zwarns_basic_fitr   r   r   rU   rU   rV   cases_test_fit_mse  s(   	r   c                  c   s:    t t D ]\} }t| tr| dv rq| |fV  qd S )N>   r   rL   )r   r   itemsr   r   )rS   shapesrU   rU   rV   cases_test_fitstartD  s   
r   zdistname, shapesc                 C   sr   t t| }tjd}|d}tjddd ||}W d    n1 s'w   Y  |j|d d  s7J d S )NiV r   r[   )invaliddividerf   )rn   r   ro   ru   r   rw   Z	_fitstartZ	_argcheck)rS   r   r   r   r   guessrU   rU   rV   test_fitstartL  s   

r   Hz>r   c           
      C   sB   t | |}|||}|||}	||	k stjj||	||d d S d S )N)r_   r   )rn   ro   testingr   )
r   r   Zparams1Zparams0r_   r   	nlff_nameZnlffZnlff1Znlff0rU   rU   rV   assert_nlff_less_or_closeX  s   


r   c                   @   s  e Zd ZejZdZej	eZ
ejjddde
dZddgZdddZd	Zd
ZeedZdd Zdd Zdd Zdd Zdd Zdd Zejde dd Zejd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&ejj'd-d. Z(d/d0 Z)d1d2 Z*d3S )4TestFitl   Va   r   r   r   r   r   r   r   npre   {Gz?)r   r_   c                 O   s   t |ddi|S )Nrv   r   r   )selfargsr   rU   rU   rV   optl  s   zTestFit.optc                 C   sJ   d}t jt|d td| j| j W d    d S 1 sw   Y  d S )Nz `dist` must be an instance of...r   r   )rl   r   
ValueErrorr   r{   r   shape_bounds_ar   r   rU   rU   rV   test_dist_ivo  s   "zTestFit.test_dist_ivc                 C   s,  d}t jt|d t| jg dg| j W d    n1 s w   Y  d}t jt|d t| jdddtjg| j W d    n1 sGw   Y  t jt|d t| jdddtj	g| j W d    n1 slw   Y  t jt|d t| jg d| j W d    d S 1 sw   Y  d S )	Nz'`data` must be exactly one-dimensional.r   r   rZ      z.All elements of `data` must be finite numbers.r   rZ   r   )123)
rl   r   r   r   r{   r   r   ro   naninfr   rU   rU   rV   test_data_ivt  s   "zTestFit.test_data_ivc                 C   sP  d}dddd}t jt|d t| j| j| W d    n1 s#w   Y  d}ddg}t jt|d t| j| j| W d    n1 sIw   Y  d	}dd
g}t jt|d t| j| j| W d    n1 sow   Y  ddg}t jt|d t| j| j| W d    n1 sw   Y  d}dg}t jt|d t| j| j| W d    n1 sw   Y  d}g d}t jt|d t| j| j| W d    n1 sw   Y  d}ddd}t jt|d t| j| j| W d    n	1 sw   Y  d}ddg}t jt|d t| j| j| W d    n	1 s-w   Y  d}ddg}t jt|d t| j| j| W d    n	1 sTw   Y  d}t jt|d t| j| j W d    n	1 svw   Y  t	j
 t	j
fdg}t jt|d t| j| j| W d    d S 1 sw   Y  d S )Nz1Bounds provided for the following unrecognized...r   r   r   r   r   r   r   r   z6Each element of a `bounds` sequence must be a tuple...)r   r   r   z6Each element of `bounds` must be a tuple specifying...)r   r   r   r   r   z7A `bounds` sequence must contain at least 2 elements...z;A `bounds` sequence may not contain more than 3 elements...)r   r   r   r   z.There are no values for `p` on the interval...)r   r   r   z.There are no values for `n` on the interval...)r   r   z6There are no integer values for `n` on the interval...)gffffff?g?z0The intersection of user-provided bounds for `n`)rl   r   r   r   r{   r   r   r   r   ro   r   )r   r   shape_boundsboundsrU   rU   rV   test_bounds_iv  sh   
$zTestFit.test_bounds_ivc                 C   sD  d}dddd}t jt|d tj| j| j| j|d W d    n1 s&w   Y  d}dd	d
}t jt	|d tj| j| j| j|d W d    n1 sPw   Y  ddg}t jt	|d tj| j| j| j|d W d    n1 sww   Y  ddgg}t jt	|d tj| j| j| j|d W d    n1 sw   Y  d}dg}t jt	|d tj| j| j| j|d W d    n1 sw   Y  d}g d}t jt	|d tj| j| j| j|d W d    n1 sw   Y  d}ddd
}t jt|d tj| j| j| j|d W d    n	1 sw   Y  d}g d}t jt|d tj| j| j| j|d W d    n	1 sEw   Y  d}ddd
}t jt|d tj| j| j| j|d W d    n	1 spw   Y  d}g d}t jt|d tj| j| j| j|d W d    d S 1 sw   Y  d S )Nz2Guesses provided for the following unrecognized...r   r      r  r   )r   z+Each element of `guess` must be a scalar...hir   r1   rZ   z-A `guess` sequence must contain at least 2...z1A `guess` sequence may not contain more than 3...)r   rZ   r      z"Guess for parameter `n` rounded...g      @g      z$Guess for parameter `loc` rounded...)r   r   r   z"Guess for parameter `p` clipped...r   z$Guess for parameter `loc` clipped...)r   r   r   )
rl   r   r   r   r{   r   r   shape_bounds_dr   r   )r   r   r   rU   rU   rV   test_guess_iv  s`   



$zTestFit.test_guess_ivc                 C   s  d}t tt }tj| j}tt|}t	|| }tj
t|d dftjd}|dt|  |d ddf< |dt|  |d ddf< d|d< d	|d
< |j|d  }	|j|d
  }
t|| |	|
g }t|ddr|d d
 }t|	|d
< |j|||d}|d d
 }t|ddr|j|||d}t }|td tj||||| jd}W d    n1 sw   Y  ddd}|| }t|||j|fi | jd|i d S )Nr   rZ   )Zdtypeg      $@rf   r   r   r  )gؗҜ<r   ZpmfFr   r   zoverflow encountered)rX   	optimizerr   Z_penalized_nlpsf)mlemser   )r   r   r
   ro   ru   r   rv   rn   r   r   emptylenZfloat64signr   listfloorrx   nptZsuppress_warningsfilterr   r{   r   r   r   tols)r   	dist_namerX   NZ	dist_datar   r   r   r  locscaler   r   supresZ
nlff_namesr   rU   rU   rV   basic_fit_test  s>   


zTestFit.basic_fit_testr  c                 C      |  |d d S )Nr  r  r   r  rU   rU   rV   test_basic_fit_mle     zTestFit.test_basic_fit_mlec                 C   r  )Nr  r   r!  rU   rU   rV   test_basic_fit_mse	  r#  zTestFit.test_basic_fit_msec                 C   l   d}t j| j}tj}d}|j|||d}dddd}tj|||| jd}t	|||j
|fi | j d S )Nr   )rY   r         @r   皙?r   )r    r  r  r  )ro   ru   r   rv   r   rE   rx   r{   r   r   r   r  r   r  r   r   r   r   r  r  rU   rU   rV   
test_argus     zTestFit.test_argusc                 C   r%  )Nr   )g);?r   r&  r   r'  )cr  r  r)  )ro   ru   r   rv   r   r   rx   r{   r   r   r   r  r*  rU   rU   rV   test_foldnorm  r,  zTestFit.test_foldnormc                 C   j   d}t j| j}tj}d}|j|||d}dgd }tj|||| jd}t	|||j
|fi | j d S )Nr   )g?g333333@gffffff@gffffff@r   r'  r	  r)  )ro   ru   r   rv   r   rD   rx   r{   r   r   r   r  r*  rU   rU   rV   test_truncpareto)     
zTestFit.test_truncparetoc                 C   r/  )Nr   )r   r   g      ?r   r&  r   r'  r   r)  )ro   ru   r   rv   r   r   rx   r{   r   r   r   r  r*  rU   rU   rV   test_truncweibull_min7  r1  zTestFit.test_truncweibull_minc           
      C   s   d}t j| j}tj}d\}}}|j|||||d}dt ddgi}tj|||| j	d}	t
|	j|||ffi | j tj}d\}}|j||||d}tj||| j	d}	t
|	j||ffi | j d S )	Nr   r   ?r   r  r]   r   r   r      r)  )gY.?r   )ro   ru   r   rv   r   r   rx   r   r{   r   r   r   r  Z	bernoulli)
r   r  r   r   r   r   r  r   r  r  rU   rU   rV   test_missing_shape_boundsE  s   
z!TestFit.test_missing_shape_boundsc                 C   s  d}t j| j}tj}d\}}|j|||d}d}d|i}tj|||| jd}	t	|	j
||ffi | j d\}}|j|||d}d}
d	|
i}tj|||| jd}	t	|	j
||ffi | j tj}d
\}}|j||||d}||
d}tj|||| jd}	t	|	j
||ffi | j d S )Nr   )      ?r   r5  )r   r   r  r)  )r   r   )r  r]   r   r  r8  r   r  r  r]   r   r  r  )ro   ru   r   rv   r   normrx   r{   r   r   r   r  )r   r  r   r   r  r  r   Z
loc_boundsr  r  Zscale_boundsrU   rU   rV   test_fit_only_loc_scaleZ  s*   
zTestFit.test_fit_only_loc_scalec                 C   s   d}t j| j}tj}d\}}|j||||d}t||}t|j	dfi | j
 ||f||fd}t|||}t|j	||ffi | j
 tj}d\}	}
}|j|	|
|||d}dd	d
}tj|||| jd}t|j	|	|
|ffi | j
 d S )Nr   r9  r:  r   r;  r3  r5  )r   r6  )r4  r4  r   r)  )ro   ru   r   rv   r   r<  rx   r{   r   r   r  r   r   )r   r  r   r   r  r  r   r  r  r   r   r  rU   rU   rV   test_everything_fixedw  s    

 zTestFit.test_everything_fixedc           	      C   sz   d}t j| j}tj}d}|j|||d}| dksJ g d}t|||}d}|j	
|s4J |jdu s;J d S )Nr   )r   r   r   r   )r      r   )r   r   z3Optimization converged to parameter values that areF)ro   ru   r   rv   r   r   rx   minr{   r   
startswithsuccess)	r   r  r   r   r   r   r  r  r   rU   rU   rV   test_failure  s   zTestFit.test_failurec                 C   s   d}t j| j}tj}d}g d}|j|||d}tj|||| jd}t j	|j
|fi | jr3J tj||||| jd}t|j
|fi | j d S )Ni  )r6        r   ))rZ      )gffffff?F   )g333333?x   r  r   r)  )r   r  )ro   ru   r   rv   r   r   rx   r{   r   allcloser   r  r   )r   r  r   r   r   r  r   r  rU   rU   rV   
test_guess  s   zTestFit.test_guessc                 C   sd   ddg}t j}ddd}t j|||dd}t|jjdd	d
 t j|||dd}t|jjdd	d
 d S )NrZ   r	  )r   r   :0yE>r   r;  r  r  rX   r   r   r   r  gRQ@)r   r   r{   r   r   r  )r   r   r   r  Zres_mleZres_mserU   rU   rV   test_mse_accuracy_1  s   
zTestFit.test_mse_accuracy_1c                 C   s   t jd}tj}d}|ddj||d}ddd}tj|||d	d
}t |}||d  |d  |d  }||d  |d  |d  }	||	| f}
t|j	|
dd d S )Nl   4gcvD r   r      r   r  rL  r;  r  rN  r   r  r   -C6?r_   )
ro   ru   r   r   r   rx   r{   r}   r   r   )r   r   r   r   r   r  r  r   abr   rU   rU   rV   test_mse_accuracy_2  s   

zTestFit.test_mse_accuracy_2N)+__name__
__module____qualname__r   r   r   rv   ro   ru   r   r   rx   r   r   r
  r   r_   r  r   r   r  r  r  r  rl   r   parametrizer   r"  r   r$  r+  r.  r0  r2  r7  r=  r>  rD  r   rK  rO  rU  rU   rU   rU   rV   r   a  s@    

3/"


r   )xA   =   Q   X   E   Y   7   T   V   ra  G   r\  ra  r\  N   C   `   B   I   K   ;   rc  r^  ?   O   L   rk  U   W   r]  P   rc  rZ  ra  rc  ri  r\  rl  @   rZ  ra  M   rH  ri  ra  ri  rh  \   Z   rl  rp  rc  rh  rc  :   rl  rh  rq  rr  R   r\  rj  6   rv  9   rl  rl  rh  J   rv  rk  rq  rh  r^  ro  D   r\  rh  S   rh  rp  rh  rh  rc  rg  rd  rq  ry  rz  re  ri  ri  rp  rn  ry  rm  rp  rr  ]   rH  rb  rp  r\  r{  rz  <   rn  rq  ry  rv  r\  rr  rg  rn  ri  r\  r^  r}  r{  H   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d Z	dd Z
ejjdd Zdd Zdd Zejddg dfdg dfdg dfgdd Zejjejdg d d!d" Zd#d$ Zd%S )&TestGoodnessOfFitc                 C   sV  t j}g d}d}tjt|d tt  | W d    n1 s"w   Y  d}tjt|d t|g dg W d    n1 sCw   Y  d}tjt|d t||dd W d    n1 scw   Y  d}tjt|d t||d	d
 W d    n1 sw   Y  d}tjt|d t||dd W d    d S 1 sw   Y  d S )Nr   z.`dist` must be a \(non-frozen\) instance of...r   z2`data` must be a one-dimensional array of numbers.z`statistic` must be one of...mm)	statisticz"`n_mc_samples` must be an integer.g     D@)n_mc_samplesz"'herring' cannot be used to seed aZherring)r   )r   r<  rl   r   	TypeErrorr   r   )r   r   r   r   rU   rU   rV   test_gof_iv  s,   "zTestGoodnessOfFit.test_gof_ivc                 C   s   t jd}t}t |t j|ddd}ttj||d|d}tj	|tjdi |j
dd}t|j|j t|j|jd	d
 d S )Nl   H]Vh1 r   Zddofr;  ksknown_paramsr  r   exactrX   {Gzt?r   rU   )ro   ru   r   
examgradesr   stdr   r   r<  kstestcdfr   r  pvaluer   r   r   r  r  r   rU   rU   rV   test_against_ks  s   
z!TestGoodnessOfFit.test_against_ksc                 C   s|   t jd}t}ttj|d|d}t |t j|ddd}tj	|tjdi |j
dd}t|j|j t|jd	d
d d S )Nl   8<*}p~ r  r  r   r   r  r;  r  r  g5;Nѡ?r  r   rU   )ro   ru   r   r  r   r   r<  r   r  r  r  r   r  r  r   r   r   r  r  r   rU   rU   rV   test_against_lilliefors  s   z)TestGoodnessOfFit.test_against_lillieforsc                 C   s|   t jd}t}t |t j|ddd}ttj||d|d}t	|tjd	i |j
}t|j|j t|j|jdd d S )
Nl   vj!$'C r   r  r;  Zcvmr  r  r   rU   )ro   ru   r   r  r   r  r   r   r<  Zcramervonmisesr  r   r  r  r  rU   rU   rV   test_against_cvm  s   
z"TestGoodnessOfFit.test_against_cvmc                 C   sV   t jd}t dd}ddd}ttj||d|d}t|jd	 t|j	d
dd d S )Nl   jHJE3 r   e   gF6F@r@  r;  adr  gV-@re   r  r   
ro   ru   r   Zaranger   r   r<  r   r  r  r   r   r   r  r  rU   rU   rV   test_against_anderson_case_0  s   

z.TestGoodnessOfFit.test_against_anderson_case_0c                 C   T   t jd}t dd}ddi}ttj||d|d}t|jd t|j	d	d
d d S )Nl   H'b4:/ r   r  r  g{U=@r  r  guV?r(  r  r   r  r  rU   rU   rV   test_against_anderson_case_1     
z.TestGoodnessOfFit.test_against_anderson_case_1c                 C   r  )Nl   P^QqPr   r  r  gfHF@r  r  gZd;@皙?r  r   r  r  rU   rU   rV   test_against_anderson_case_2'  r  z.TestGoodnessOfFit.test_against_anderson_case_2c                 C   sT   t jd}tjjdddd|d}ttj|d|d}t|j	d	 t|j
d
dd d S )Nl   iUn gBQ_ *?r   rZ   r   r:  r  r  gS?g333333?r  r   )ro   ru   r   r   r   rx   r   r<  r   r  r  )r   r   r   r  rU   rU   rV   test_against_anderson_case_32  s   z.TestGoodnessOfFit.test_against_anderson_case_3c                 C   sv   t jd}tjddddjd|d}ttj|d|d	}tj|d
d}t	|j
|jd  t	|j|jd d dd d S )Nl   /JG gQ8?r   r8  r;  r   r   r  r  gumbel_r)r   r   r   r  r   )ro   ru   r   r   r5   rx   r   r  Zandersonr   r  Zcritical_valuesr  Zsignificance_level)r   r   r   r  r   rU   rU   rV   test_against_anderson_gumbel_r<  s   
z0TestGoodnessOfFit.test_against_anderson_gumbel_rc                 C   s   t jd}g d}ddd}tjtj||d|d}t|jdd	d
 d|j  k r.dk s1J  J t|jddd t|jddd d S )Nl   fKW7/z )rP  r      rf   r   r   r   r   r;  fillibenr  gG=D;?rQ  r   r   g?gF8y?gh㈵>rR  gffffff?Mb`?)	ro   ru   r   r   r   r<  r   r  r  )r   r   yr  r  rU   rU   rV   test_against_filliben_normH  s   
	z,TestGoodnessOfFit.test_against_filliben_normc                 C   sf   t jd}|jdddd}tjtj|d|d}dd	d
}tjtj||d|d}t|j|jdd d S )Nl   1gDF3 r   r   r   )r  r  r]   r  r  r   r   r;  r  gV瞯<rR  )	ro   ru   r   normalr   r   r<  r   r  r  rU   rU   rV   test_filliben_property_  s   

z(TestGoodnessOfFit.test_filliben_propertycase   )gV-?gCl?gffffff?g-?gx?2   )g㥛 ?gzG?gv?$C?g1Zd?_   )r  gS?g~jt?gZd;O?gS?c           	      C   sp   t jd}|\}}||}ddd}tjtj||d|d}t g d}t|j|d }t	||d	d
 d S )Nl   +^8r   r   r;  r  r  )r  r   r  re   r(  r   r  r   )
ro   ru   r   r   r   r<  r   Zscoreatpercentilenull_distributionr   )	r   r  r   r   r   r   r  r  ZpercentilesrU   rU   rV    test_against_filliben_norm_tablej  s   

z2TestGoodnessOfFit.test_against_filliben_norm_table))r   g?g;On?)rP  gǄ?g-?)rE  g-hC/?g\ Ac?c                 C   sZ   |\}}}t jd}|j|d}tjtj|d|d}t|j|dd t|j	|dd d S )	Nl   vTV_ )r]   r  r  rQ  rR  gQ?r   )
ro   ru   r   r  r   r   Zrayleighr   r  r  )r   r  r   Zref_statisticZ
ref_pvaluer   r   r  rU   rU   rV   test_against_ppccy  s   
z#TestGoodnessOfFit.test_against_ppccc           	   	   C   s  t jd}tjjdddd|d}ddi}d	d
i}ddi}t jd}ttj|d||||d}t |j	j
jdr:J t|j	j
jd
 t|j	j
jd ddi}t jd}ttj|d||||d}t j|j	j
j|j	j
jddrpJ t j|j|jddr|J t|j	j
jd
 t|j	j
jd dd
d}t jd}ttj|d||||d}t|j	j
jd t|j	j
jd
 t|j	j
jd t |j|jrJ d S )Nl   zV8t g}-r   rZ   r  r:  r-  g*@r  g(\u+@r  g33333+)r  guessed_params
fit_paramsr  r   rM  rR  )r-  r  )ro   ru   r   r   r   rx   r   r   rJ  Z
fit_resultr   r-  r   r  r  r  )	r   r   r   r  r  r  r   r   Zres3rU   rU   rV   test_params_effects  sT   






z%TestGoodnessOfFit.test_params_effectsN)rV  rW  rX  r  r  r  r  r  r  r  r  rl   r   r   r  r  r  rY  r  r  r  rU   rU   rU   rV   r    s,    
	





r  c                   @   s   e Zd Zdd ZdS )TestFitResultc                    s   t jd tjjddd d} fdd}dd	g}tjtj|||d
}z(dd l}d}tj	t
|d |jdd W d    W d S 1 sEw   Y  W d S  ttfyy   d}tj	t|d |jdd W d    Y d S 1 sqw   Y  Y d S w )Nl   u!u\xD r   r   r   r   c                     s   t | i |d iS )Nrv   r   )r   kwargsr   rU   rV   r    s   z-TestFitResult.test_plot_iv.<locals>.optimizerr?  r   r)  z!`plot_type` must be one of \{'...r   llama)Z	plot_typez2matplotlib must be installed to use method `plot`.)ro   ru   r   r   r<  rx   r{   
matplotlibrl   r   r   ZplotModuleNotFoundErrorImportError)r   r   r  r  r  r  r   rU   r  rV   test_plot_iv  s"   &&zTestFitResult.test_plot_ivN)rV  rW  rX  r  rU   rU   rU   rV   r    s    r  rQ   )r   r   r   )4ri   numpyro   Znumpy.testingr   r  r   r   rl   Zscipyr   Zscipy.optimizer   Ztest_continuous_basicr   Z!scipy.stats._distn_infrastructurer	   Zscipy.stats._distr_paramsr
   Zscipy.statsr   rt   rq   rs   Zmle_failing_fitsrz   Zmm_failing_fitsZmm_slow_fitsrg   r|   rR   rW   r   r   rY  r   r   r   r   r   r<  r   r   r   r   r   r   r   r   r  r  r  rU   rU   rU   rV   <module>   sj    

J
,<

	  q
 f