
    !g                        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j%                  d	      Zee	ej(                  j+                  e
      z  z   Z ej.                  d
e      Zej3                  e       ej5                  e      Zeez
  Zeez  j;                         Z ee        eeeddddf         j3                         Z  e ejB                  ejD                        e jF                  z
          ejH                  e
      Z%de%de
dz   d
e%e
 dz  d  ej.                  d
e      Z&e&j3                  ee%       e&j5                  e      Z'ee'z
  Zeez  j;                         Z ee        eeeddddf   e%      j3                         Z( e ejB                  e&jD                        e(jF                  z
         d	Z)e)r}ddl*m+Z,  e,jZ                  ed        e,jZ                  edd        e,jZ                  edd        e,jZ                  e'dd        e,j\                  d        e,j^                          yy)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     q/var/www/dash_apps/app1/venv/lib/python3.12/site-packages/statsmodels/sandbox/nonparametric/tests/ex_smoothers.py<module>rB      sh  
  7 8 	

	BBKKB
BFF1I4y)"))E!G$$	!
[299??4000
 ya# 	a	F
U{ c

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

aadW
-
1
1
3 jbjjw~~- . 
	#CHHQCHHVT(CHHVS'CHHWc+CJJ< CIIK 
r@   