
    M/Ph                     8   d Z ddlZddlmZ ddlmZmZ dZdZ	dZ
d\  ZZ ej        eee
          Z ej        e          Zedddf          ej        ed	z             z  Ze                    d	          Zee	ej                            e
          z  z   Z ej        d
e          Ze                    e           e                    e          Zeez
  Zeez                                  Z ee            eeeddddf                                                   Z  e ej!        ej"                  e j#        z
              ej$        e
          Z%de%de
dz  <   d
e%e
 dz  d<    ej        d
e          Z&e&                    ee%           e&                    e          Z'ee'z
  Zeez                                  Z ee            eeeddddf         e%                                          Z( e ej!        e&j"                  e(j#        z
             d	Z)e)rrddl*m+Z,  e,j-        ed            e,j-        edd            e,j-        edd            e,j-        e'dd            e,j.        d            e,j/                     dS dS )z5
Created on Fri Nov 04 10:51:39 2011

@author: josef
    N)	smoothers)OLSWLS   g      ?d   )      r	   g?   )weights.zb-true)label-polyzpoly -wz
upper left)loc)0__doc__numpynp!statsmodels.sandbox.nonparametricr   #statsmodels.regression.linear_modelr   r   ordersigma_noisenobslbublinspacexsinarangeexogsumy_truerandomrandnyPolySmootherpmodfitpredicty_prederrormeanmseprintres_olssqueezecoefparamsonesr   pmodwy_predwres_wlsdoplotmatplotlib.pyplotpyplotpltplotlegendclose     t/var/www/html/test/jupyter/venv/lib/python3.11/site-packages/statsmodels/sandbox/nonparametric/tests/ex_smoothers.py<module>rB      s,   
     7 7 7 7 7 7 8 8 8 8 8 8 8 8 	

	BBKB
BF1II4y)")E!G$$$	!
[29??40000
 ya## 	a	F
U{ c



#aaaad


 
 
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" jbjgn, - - - "'$--q q		 	q!$$ 		!W	   
--

	GU{ c



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3 jbjw~- . . . 
	 ######CHQCHVT((((CHVS''''CHWc++++CJ<    CIKKKKK r@   