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4	·4b16c649ee8049634e1af1d53a591351·4514764·python·optional·python3-statsmodels_0.13.5+dfsg-7_all.deb	4	·4b16c649ee8049634e1af1d53a591351·4514764·python·optional·python3-statsmodels_0.13.5+dfsg-7_all.deb


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1	-rw-r--r--···0········0········0········4·2023-02-14·22:28:59.000000·debian-binary	1	-rw-r--r--···0········0········0········4·2023-02-14·22:28:59.000000·debian-binary
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1	Package:·python-statsmodels-doc	1	Package:·python-statsmodels-doc
2	Source:·statsmodels	2	Source:·statsmodels
3	Version:·0.13.5+dfsg-7	3	Version:·0.13.5+dfsg-7
4	Architecture:·all	4	Architecture:·all
5	Maintainer:·Debian·Science·Maintainers·<debian-science-maintainers@lists.alioth.debian.org>	5	Maintainer:·Debian·Science·Maintainers·<debian-science-maintainers@lists.alioth.debian.org>
6	Installed-Size:·14~~4908~~	6	Installed-Size:·146359
7	Depends:·libjs-sphinxdoc·(>=·5.2),·libjs-requirejs,·libjs-mathjax	7	Depends:·libjs-sphinxdoc·(>=·5.2),·libjs-requirejs,·libjs-mathjax
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9	Breaks:·python-scikits-statsmodels-doc,·python-scikits.statsmodels-doc,·python-statsmodels·(<<·0.9.0-3~)	9	Breaks:·python-scikits-statsmodels-doc,·python-scikits.statsmodels-doc,·python-statsmodels·(<<·0.9.0-3~)
10	Replaces:·python-scikits-statsmodels-doc,·python-scikits.statsmodels-doc,·python-statsmodels·(<<·0.9.0-3~)	10	Replaces:·python-scikits-statsmodels-doc,·python-scikits.statsmodels-doc,·python-statsmodels·(<<·0.9.0-3~)
11	Section:·doc	11	Section:·doc
12	Priority:·optional	12	Priority:·optional
13	Homepage:·https://www.statsmodels.org	13	Homepage:·https://www.statsmodels.org


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97	<span·class="gp">In·[3]:·</span><span·class="n">x</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">standard_normal</span><span·class="p">(</span><span·class="mi">50</span><span·class="p">)</span>	97	<span·class="gp">In·[3]:·</span><span·class="n">x</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">standard_normal</span><span·class="p">(</span><span·class="mi">50</span><span·class="p">)</span>

98	<span·class="go">#·initiate·EL</span>	98	<span·class="go">#·initiate·EL</span>
99	<span·class="gp">In·[4]:·</span><span·class="n">el</span>·<span·class="o">=</span>·<span·class="n">sm</span><span·class="o">.</span><span·class="n">emplike</span><span·class="o">.</span><span·class="n">DescStat</span><span·class="p">(</span><span·class="n">x</span><span·class="p">)</span>	99	<span·class="gp">In·[4]:·</span><span·class="n">el</span>·<span·class="o">=</span>·<span·class="n">sm</span><span·class="o">.</span><span·class="n">emplike</span><span·class="o">.</span><span·class="n">DescStat</span><span·class="p">(</span><span·class="n">x</span><span·class="p">)</span>

100	<span·class="go">#·confidence·interval·for·the·mean</span>	100	<span·class="go">#·confidence·interval·for·the·mean</span>
101	<span·class="gp">In·[5]:·</span><span·class="n">el</span><span·class="o">.</span><span·class="n">ci_mean</span><span·class="p">()</span>	101	<span·class="gp">In·[5]:·</span><span·class="n">el</span><span·class="o">.</span><span·class="n">ci_mean</span><span·class="p">()</span>
102	<span·class="gh">Out[5]:·</span><span·class="go">(-0.3337~~41332613~~6724,·0.~~1335755~~8~~158230648~~)</span>	102	<span·class="gh">Out[5]:·</span><span·class="go">(-0.12728255038602948,·0.44706708622759195)</span>

103	<span·class="go">#·test·variance·is·1</span>	103	<span·class="go">#·test·variance·is·1</span>
104	<span·class="gp">In·[6]:·</span><span·class="n">el</span><span·class="o">.</span><span·class="n">test_var</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">)</span>	104	<span·class="gp">In·[6]:·</span><span·class="n">el</span><span·class="o">.</span><span·class="n">test_var</span><span·class="p">(</span><span·class="mi">1</span><span·class="p">)</span>
105	<span·class="gh">Out[6]:·</span><span·class="go">(5.~~803330~~5160~~598~~99,·0.01599584752~~83444~~87)</span>	105	<span·class="gh">Out[6]:·</span><span·class="go">(0.06255159840363944,·0.8025075602976808)</span>
106	</pre></div>	106	</pre></div>
107	</div>	107	</div>
108	</section>	108	</section>
109	<section·id="module-statsmodels.emplike">	109	<section·id="module-statsmodels.emplike">
110	<span·id="module-reference"></span><h2>Module·Reference<a·class="headerlink"·href="#module-statsmodels.emplike"·title="Permalink·to·this·heading">¶</a></h2>	110	<span·id="module-reference"></span><h2>Module·Reference<a·class="headerlink"·href="#module-statsmodels.emplike"·title="Permalink·to·this·heading">¶</a></h2>
111	<table·class="autosummary·longtable·docutils·align-default">	111	<table·class="autosummary·longtable·docutils·align-default">
112	<tbody>	112	<tbody>


Offset 55, 19 lines modified		Offset 55, 19 lines modified
55	In·[3]:·x·=·np.random.standard_normal(50)	55	In·[3]:·x·=·np.random.standard_normal(50)

56	#·initiate·EL	56	#·initiate·EL
57	In·[4]:·el·=·sm.emplike.DescStat(x)	57	In·[4]:·el·=·sm.emplike.DescStat(x)

58	#·confidence·interval·for·the·mean	58	#·confidence·interval·for·the·mean
59	In·[5]:·el.ci_mean()	59	In·[5]:·el.ci_mean()
60	Out[5]:·(-0.3337~~41332613~~6724,·0.~~1335755~~8~~158230648~~)	60	Out[5]:·(-0.12728255038602948,·0.44706708622759195)

61	#·test·variance·is·1	61	#·test·variance·is·1
62	In·[6]:·el.test_var(1)	62	In·[6]:·el.test_var(1)
63	Out[6]:·(5.~~803330~~5160~~598~~99,·0.01599584752~~83444~~87)	63	Out[6]:·(0.06255159840363944,·0.8025075602976808)

64	***·Module·ReferenceÂ¶·***	64	***·Module·ReferenceÂ¶·***
65	descriptive.DescStat(endog)···Returns·an·instance·to·conduct·inference·on	65	descriptive.DescStat(endog)···Returns·an·instance·to·conduct·inference·on
66	······························descriptive·statistics·via·empirical·likelihood.	66	······························descriptive·statistics·via·empirical·likelihood.
67	······························A·class·to·compute·confidence·intervals·and	67	······························A·class·to·compute·confidence·intervals·and
68	descriptive.DescStatUV(endog)·hypothesis·tests·involving·mean,·variance,	68	descriptive.DescStatUV(endog)·hypothesis·tests·involving·mean,·variance,
69	······························kurtosis·and·skewness·of·a·univariate·random	69	······························kurtosis·and·skewness·of·a·univariate·random


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26	················},	26	················},
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30	················},	30	················},
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Offset 728, 15 lines modified		Offset 728, 15 lines modified
728	</div>	728	</div>
729	<div·class="nboutput·nblast·docutils·container">	729	<div·class="nboutput·nblast·docutils·container">
730	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[16]:	730	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[16]:
731	</pre></div>	731	</pre></div>
732	</div>	732	</div>
733	<div·class="output_area·docutils·container">	733	<div·class="output_area·docutils·container">
734	<div·class="highlight"><pre>	734	<div·class="highlight"><pre>
735	0.07516159285058~~377~~	735	0.07516159285058266
736	</pre></div></div>	736	</pre></div></div>
737	</div>	737	</div>
738	<div·class="nbinput·docutils·container">	738	<div·class="nbinput·docutils·container">
739	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[17]:	739	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[17]:
740	</pre></div>	740	</pre></div>
741	</div>	741	</div>
742	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">affair_mod</span><span·class="o">.</span><span·class="n">model</span><span·class="o">.</span><span·class="n">cdf</span><span·class="p">(</span><span·class="n">affair_mod</span><span·class="o">.</span><span·class="n">fittedvalues</span><span·class="p">[</span><span·class="mi">1000</span><span·class="p">])</span>	742	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">affair_mod</span><span·class="o">.</span><span·class="n">model</span><span·class="o">.</span><span·class="n">cdf</span><span·class="p">(</span><span·class="n">affair_mod</span><span·class="o">.</span><span·class="n">fittedvalues</span><span·class="p">[</span><span·class="mi">1000</span><span·class="p">])</span>
Offset 745, 15 lines modified		Offset 745, 15 lines modified
745	</div>	745	</div>
746	<div·class="nboutput·nblast·docutils·container">	746	<div·class="nboutput·nblast·docutils·container">
747	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[17]:	747	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[17]:
748	</pre></div>	748	</pre></div>
749	</div>	749	</div>
750	<div·class="output_area·docutils·container">	750	<div·class="output_area·docutils·container">
751	<div·class="highlight"><pre>	751	<div·class="highlight"><pre>
752	0.5187815572121522	752	0.5187815572121519
753	</pre></div></div>	753	</pre></div></div>
754	</div>	754	</div>
755	<p>The·“correct”·model·here·is·likely·the·Tobit·model.·We·have·an·work·in·progress·branch·“tobit-model”·on·github,·if·anyone·is·interested·in·censored·regression·models.</p>	755	<p>The·“correct”·model·here·is·likely·the·Tobit·model.·We·have·an·work·in·progress·branch·“tobit-model”·on·github,·if·anyone·is·interested·in·censored·regression·models.</p>
756	<section·id="Exercise:-Logit-vs-Probit">	756	<section·id="Exercise:-Logit-vs-Probit">
757	<h3>Exercise:·Logit·vs·Probit<a·class="headerlink"·href="#Exercise:-Logit-vs-Probit"·title="Permalink·to·this·heading">¶</a></h3>	757	<h3>Exercise:·Logit·vs·Probit<a·class="headerlink"·href="#Exercise:-Logit-vs-Probit"·title="Permalink·to·this·heading">¶</a></h3>
758	<div·class="nbinput·docutils·container">	758	<div·class="nbinput·docutils·container">
759	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[18]:	759	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[18]:
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770	</div>	770	</div>
771	<div·class="nboutput·docutils·container">	771	<div·class="nboutput·docutils·container">
772	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[18]:	772	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[18]:
773	</pre></div>	773	</pre></div>
774	</div>	774	</div>
775	<div·class="output_area·docutils·container">	775	<div·class="output_area·docutils·container">
776	<div·class="highlight"><pre>	776	<div·class="highlight"><pre>
777	<matplotlib.legend.Legend·at·0x7f~~36d43~~e~~f09~~0>	777	<matplotlib.legend.Legend·at·0x7fcf0e8e0f10>
778	</pre></div></div>	778	</pre></div></div>
779	</div>	779	</div>
780	<div·class="nboutput·nblast·docutils·container">	780	<div·class="nboutput·nblast·docutils·container">
781	<div·class="prompt·empty·docutils·container">	781	<div·class="prompt·empty·docutils·container">
782	</div>	782	</div>
783	<div·class="output_area·docutils·container">	783	<div·class="output_area·docutils·container">
784	<img·alt="../../../_images/examples_notebooks_generated_discrete_choice_example_25_1.png"·src="../../../_images/examples_notebooks_generated_discrete_choice_example_25_1.png"·/>	784	<img·alt="../../../_images/examples_notebooks_generated_discrete_choice_example_25_1.png"·src="../../../_images/examples_notebooks_generated_discrete_choice_example_25_1.png"·/>
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799	</div>	799	</div>
800	<div·class="nboutput·docutils·container">	800	<div·class="nboutput·docutils·container">
801	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[19]:	801	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[19]:
802	</pre></div>	802	</pre></div>
803	</div>	803	</div>
804	<div·class="output_area·docutils·container">	804	<div·class="output_area·docutils·container">
805	<div·class="highlight"><pre>	805	<div·class="highlight"><pre>
806	<matplotlib.legend.Legend·at·0x7f~~36cc26ef1~~0>	806	<matplotlib.legend.Legend·at·0x7fcf0175dc90>
807	</pre></div></div>	807	</pre></div></div>
808	</div>	808	</div>
809	<div·class="nboutput·nblast·docutils·container">	809	<div·class="nboutput·nblast·docutils·container">
810	<div·class="prompt·empty·docutils·container">	810	<div·class="prompt·empty·docutils·container">
811	</div>	811	</div>
812	<div·class="output_area·docutils·container">	812	<div·class="output_area·docutils·container">
813	<img·alt="../../../_images/examples_notebooks_generated_discrete_choice_example_26_1.png"·src="../../../_images/examples_notebooks_generated_discrete_choice_example_26_1.png"·/>	813	<img·alt="../../../_images/examples_notebooks_generated_discrete_choice_example_26_1.png"·src="../../../_images/examples_notebooks_generated_discrete_choice_example_26_1.png"·/>
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1374	</div>	1374	</div>
1375	<div·class="nboutput·docutils·container">	1375	<div·class="nboutput·docutils·container">
1376	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[41]:	1376	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[41]:
1377	</pre></div>	1377	</pre></div>
1378	</div>	1378	</div>
1379	<div·class="output_area·docutils·container">	1379	<div·class="output_area·docutils·container">
1380	<div·class="highlight"><pre>	1380	<div·class="highlight"><pre>
1381	[<matplotlib.lines.Line2D·at·0x7f~~36cc2~~09cd0>]	1381	[<matplotlib.lines.Line2D·at·0x7fcf01709790>]
1382	</pre></div></div>	1382	</pre></div></div>
1383	</div>	1383	</div>
1384	<div·class="nboutput·nblast·docutils·container">	1384	<div·class="nboutput·nblast·docutils·container">
1385	<div·class="prompt·empty·docutils·container">	1385	<div·class="prompt·empty·docutils·container">
1386	</div>	1386	</div>
1387	<div·class="output_area·docutils·container">	1387	<div·class="output_area·docutils·container">
1388	<img·alt="../../../_images/examples_notebooks_generated_discrete_choice_example_58_1.png"·src="../../../_images/examples_notebooks_generated_discrete_choice_example_58_1.png"·/>	1388	<img·alt="../../../_images/examples_notebooks_generated_discrete_choice_example_58_1.png"·src="../../../_images/examples_notebooks_generated_discrete_choice_example_58_1.png"·/>
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1408	</div>	1408	</div>
1409	<div·class="nboutput·nblast·docutils·container">	1409	<div·class="nboutput·nblast·docutils·container">
1410	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[42]:	1410	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[42]:
1411	</pre></div>	1411	</pre></div>
1412	</div>	1412	</div>
1413	<div·class="output_area·docutils·container">	1413	<div·class="output_area·docutils·container">
1414	<div·class="highlight"><pre>	1414	<div·class="highlight"><pre>
1415	<statsmodels.nonparametric.kde.KDEUnivariate·at·0x7f~~36cc34be9~~0>	1415	<statsmodels.nonparametric.kde.KDEUnivariate·at·0x7fcf0182a850>
1416	</pre></div></div>	1416	</pre></div></div>
1417	</div>	1417	</div>
1418	<div·class="nbinput·docutils·container">	1418	<div·class="nbinput·docutils·container">
1419	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[43]:	1419	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[43]:
1420	</pre></div>	1420	</pre></div>
1421	</div>	1421	</div>
1422	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">fig</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">figure</span><span·class="p">(</span><span·class="n">figsize</span><span·class="o">=</span><span·class="p">(</span><span·class="mi">12</span><span·class="p">,</span>·<span·class="mi">8</span><span·class="p">))</span>	1422	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">fig</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">figure</span><span·class="p">(</span><span·class="n">figsize</span><span·class="o">=</span><span·class="p">(</span><span·class="mi">12</span><span·class="p">,</span>·<span·class="mi">8</span><span·class="p">))</span>
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1428	</div>	1428	</div>
1429	<div·class="nboutput·docutils·container">	1429	<div·class="nboutput·docutils·container">
1430	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[43]:	1430	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[43]:
1431	</pre></div>	1431	</pre></div>
1432	</div>	1432	</div>
1433	<div·class="output_area·docutils·container">	1433	<div·class="output_area·docutils·container">
1434	<div·class="highlight"><pre>	1434	<div·class="highlight"><pre>
1435	[<matplotlib.lines.Line2D·at·0x7f~~36cc35079~~0>]	1435	[<matplotlib.lines.Line2D·at·0x7fcf0166d350>]
1436	</pre></div></div>	1436	</pre></div></div>
1437	</div>	1437	</div>
1438	<div·class="nboutput·nblast·docutils·container">	1438	<div·class="nboutput·nblast·docutils·container">
1439	<div·class="prompt·empty·docutils·container">	1439	<div·class="prompt·empty·docutils·container">
1440	</div>	1440	</div>
1441	<div·class="output_area·docutils·container">	1441	<div·class="output_area·docutils·container">
1442	<img·alt="../../../_images/examples_notebooks_generated_discrete_choice_example_62_1.png"·src="../../../_images/examples_notebooks_generated_discrete_choice_example_62_1.png"·/>	1442	<img·alt="../../../_images/examples_notebooks_generated_discrete_choice_example_62_1.png"·src="../../../_images/examples_notebooks_generated_discrete_choice_example_62_1.png"·/>


Offset 278, 43 lines modified		Offset 278, 43 lines modified
278	affair_mod.predict(respondent1000)	278	affair_mod.predict(respondent1000)
279	[15]:	279	[15]:
280	1000····0.518782	280	1000····0.518782
281	dtype:·float64	281	dtype:·float64
282	[16]:	282	[16]:
283	affair_mod.fittedvalues[1000]	283	affair_mod.fittedvalues[1000]
284	[16]:	284	[16]:
285	0.07516159285058~~377~~	285	0.07516159285058266
286	[17]:	286	[17]:
287	affair_mod.model.cdf(affair_mod.fittedvalues[1000])	287	affair_mod.model.cdf(affair_mod.fittedvalues[1000])
288	[17]:	288	[17]:
289	0.5187815572121522	289	0.5187815572121519
290	The·âcorrectâ·model·here·is·likely·the·Tobit·model.·We·have·an·work·in	290	The·âcorrectâ·model·here·is·likely·the·Tobit·model.·We·have·an·work·in
291	progress·branch·âtobit-modelâ·on·github,·if·anyone·is·interested·in	291	progress·branch·âtobit-modelâ·on·github,·if·anyone·is·interested·in
292	censored·regression·models.	292	censored·regression·models.
293	**·Exercise:·Logit·vs·ProbitÂ¶·**	293	**·Exercise:·Logit·vs·ProbitÂ¶·**
294	[18]:	294	[18]:
295	fig·=·plt.figure(figsize=(12,·8))	295	fig·=·plt.figure(figsize=(12,·8))
296	ax·=·fig.add_subplot(111)	296	ax·=·fig.add_subplot(111)
297	support·=·np.linspace(-6,·6,·1000)	297	support·=·np.linspace(-6,·6,·1000)
298	ax.plot(support,·stats.logistic.cdf(support),·"r-",·label="Logistic")	298	ax.plot(support,·stats.logistic.cdf(support),·"r-",·label="Logistic")
299	ax.plot(support,·stats.norm.cdf(support),·label="Probit")	299	ax.plot(support,·stats.norm.cdf(support),·label="Probit")
300	ax.legend()	300	ax.legend()
301	[18]:	301	[18]:
302	<matplotlib.legend.Legend·at·0x7f~~36d43~~e~~f09~~0>	302	<matplotlib.legend.Legend·at·0x7fcf0e8e0f10>
303	[../../../_images/	303	[../../../_images/
304	examples_notebooks_generated_discrete_choice_example_25_1.png]	304	examples_notebooks_generated_discrete_choice_example_25_1.png]
305	[19]:	305	[19]:
306	fig·=·plt.figure(figsize=(12,·8))	306	fig·=·plt.figure(figsize=(12,·8))
307	ax·=·fig.add_subplot(111)	307	ax·=·fig.add_subplot(111)
308	support·=·np.linspace(-6,·6,·1000)	308	support·=·np.linspace(-6,·6,·1000)
309	ax.plot(support,·stats.logistic.pdf(support),·"r-",·label="Logistic")	309	ax.plot(support,·stats.logistic.pdf(support),·"r-",·label="Logistic")
310	ax.plot(support,·stats.norm.pdf(support),·label="Probit")	310	ax.plot(support,·stats.norm.pdf(support),·label="Probit")
311	ax.legend()	311	ax.legend()
312	[19]:	312	[19]:
313	<matplotlib.legend.Legend·at·0x7f~~36cc26ef1~~0>	313	<matplotlib.legend.Legend·at·0x7fcf0175dc90>
314	[../../../_images/	314	[../../../_images/
315	examples_notebooks_generated_discrete_choice_example_26_1.png]	315	examples_notebooks_generated_discrete_choice_example_26_1.png]
316	Compare·the·estimates·of·the·Logit·Fair·model·above·to·a·Probit·model.·Does·the	316	Compare·the·estimates·of·the·Logit·Fair·model·above·to·a·Probit·model.·Does·the
317	prediction·table·look·better?·Much·difference·in·marginal·effects?	317	prediction·table·look·better?·Much·difference·in·marginal·effects?

318	**·Generalized·Linear·Model·ExampleÂ¶·**	318	**·Generalized·Linear·Model·ExampleÂ¶·**
319	[20]:	319	[20]:
Offset 658, 15 lines modified		Offset 658, 15 lines modified
658	····xlabel="Fitted·Values",	658	····xlabel="Fitted·Values",
659	····ylabel="Pearson·Residuals",	659	····ylabel="Pearson·Residuals",
660	)	660	)
661	ax.scatter(yhat,·stats.zscore(glm_mod.resid_pearson))	661	ax.scatter(yhat,·stats.zscore(glm_mod.resid_pearson))
662	ax.axis("tight")	662	ax.axis("tight")
663	ax.plot([0.0,·1.0],·[0.0,·0.0],·"k-")	663	ax.plot([0.0,·1.0],·[0.0,·0.0],·"k-")
664	[41]:	664	[41]:
665	[<matplotlib.lines.Line2D·at·0x7f~~36cc2~~09cd0>]	665	[<matplotlib.lines.Line2D·at·0x7fcf01709790>]
666	[../../../_images/	666	[../../../_images/
667	examples_notebooks_generated_discrete_choice_example_58_1.png]	667	examples_notebooks_generated_discrete_choice_example_58_1.png]

668	***·Histogram·of·standardized·deviance·residuals·with·Kernel·Density·Estimate	668	***·Histogram·of·standardized·deviance·residuals·with·Kernel·Density·Estimate
669	overlaidÂ¶·***	669	overlaidÂ¶·***
670	The·definition·of·the·deviance·residuals·depends·on·the·family.·For·the	670	The·definition·of·the·deviance·residuals·depends·on·the·family.·For·the
671	Binomial·distribution·this·is	671	Binomial·distribution·this·is
Offset 675, 22 lines modified		Offset 675, 22 lines modified
675	They·can·be·used·to·detect·ill-fitting·covariates	675	They·can·be·used·to·detect·ill-fitting·covariates
676	[42]:	676	[42]:
677	resid·=·glm_mod.resid_deviance	677	resid·=·glm_mod.resid_deviance
678	resid_std·=·stats.zscore(resid)	678	resid_std·=·stats.zscore(resid)
679	kde_resid·=·sm.nonparametric.KDEUnivariate(resid_std)	679	kde_resid·=·sm.nonparametric.KDEUnivariate(resid_std)
680	kde_resid.fit()	680	kde_resid.fit()
681	[42]:	681	[42]:
682	<statsmodels.nonparametric.kde.KDEUnivariate·at·0x7f~~36cc34be9~~0>	682	<statsmodels.nonparametric.kde.KDEUnivariate·at·0x7fcf0182a850>
683	[43]:	683	[43]:
684	fig·=·plt.figure(figsize=(12,·8))	684	fig·=·plt.figure(figsize=(12,·8))
685	ax·=·fig.add_subplot(111,·title="Standardized·Deviance·Residuals")	685	ax·=·fig.add_subplot(111,·title="Standardized·Deviance·Residuals")
686	ax.hist(resid_std,·bins=25,·density=True)	686	ax.hist(resid_std,·bins=25,·density=True)
687	ax.plot(kde_resid.support,·kde_resid.density,·"r")	687	ax.plot(kde_resid.support,·kde_resid.density,·"r")
688	[43]:	688	[43]:
689	[<matplotlib.lines.Line2D·at·0x7f~~36cc35079~~0>]	689	[<matplotlib.lines.Line2D·at·0x7fcf0166d350>]
690	[../../../_images/	690	[../../../_images/
691	examples_notebooks_generated_discrete_choice_example_62_1.png]	691	examples_notebooks_generated_discrete_choice_example_62_1.png]

692	*·QQ-plot·of·deviance·residualsÂ¶·*	692	*·QQ-plot·of·deviance·residualsÂ¶·*
693	[44]:	693	[44]:
694	fig·=·plt.figure(figsize=(12,·8))	694	fig·=·plt.figure(figsize=(12,·8))
695	ax·=·fig.add_subplot(111)	695	ax·=·fig.add_subplot(111)


Offset 10, 18 lines modified		Offset 10, 18 lines modified
10	············]	10	············]
11	········},	11	········},
12	········{	12	········{
13	············"cell_type":·"code",	13	············"cell_type":·"code",
14	············"execution_count":·1,	14	············"execution_count":·1,
15	············"metadata":·{	15	············"metadata":·{
16	················"execution":·{	16	················"execution":·{
17	····················"iopub.execute_input":·"2025-02-28T19:55:31.~~570269~~Z",	17	····················"iopub.execute_input":·"2024-01-27T17:17:05.449380Z",
18	····················"iopub.status.busy":·"2025-02-28T19:55:31.~~563025~~Z",	18	····················"iopub.status.busy":·"2024-01-27T17:17:05.448847Z",
19	····················"iopub.status.idle":·"2025-02-28T19:55:38.~~294520~~Z",	19	····················"iopub.status.idle":·"2024-01-27T17:17:14.459616Z",
20	····················"shell.execute_reply":·"2025-02-28T19:55:38.~~291~~848Z"	20	····················"shell.execute_reply":·"2024-01-27T17:17:14.454810Z"
21	················}	21	················}
22	············},	22	············},
23	············"outputs":·[],	23	············"outputs":·[],
24	············"source":·[	24	············"source":·[
25	················"import·numpy·as·np\n",	25	················"import·numpy·as·np\n",
26	················"from·scipy.stats.distributions·import·norm\n",	26	················"from·scipy.stats.distributions·import·norm\n",
27	················"from·statsmodels.base.distributed_estimation·import·DistributedModel\n",	27	················"from·statsmodels.base.distributed_estimation·import·DistributedModel\n",
Offset 61, 18 lines modified		Offset 61, 18 lines modified
61	············]	61	············]
62	········},	62	········},
63	········{	63	········{
64	············"cell_type":·"code",	64	············"cell_type":·"code",
65	············"execution_count":·2,	65	············"execution_count":·2,
66	············"metadata":·{	66	············"metadata":·{
67	················"execution":·{	67	················"execution":·{
68	····················"iopub.execute_input":·"2025-02-28T19:55:38.~~307300~~Z",	68	····················"iopub.execute_input":·"2024-01-27T17:17:14.469249Z",
69	····················"iopub.status.busy":·"2025-02-28T19:55:38.306801Z",	69	····················"iopub.status.busy":·"2024-01-27T17:17:14.468559Z",
70	····················"iopub.status.idle":·"2025-02-28T19:55:38.365~~965~~Z",	70	····················"iopub.status.idle":·"2024-01-27T17:17:14.545057Z",
71	····················"shell.execute_reply":·"2025-02-28T19:55:38.~~362308~~Z"	71	····················"shell.execute_reply":·"2024-01-27T17:17:14.540853Z"
72	················}	72	················}
73	············},	73	············},
74	············"outputs":·[],	74	············"outputs":·[],
75	············"source":·[	75	············"source":·[
76	················"X·=·np.random.normal(size=(1000,·25))\n",	76	················"X·=·np.random.normal(size=(1000,·25))\n",
77	················"beta·=·np.random.normal(size=25)\n",	77	················"beta·=·np.random.normal(size=25)\n",
78	················"beta·*=·np.random.randint(0,·2,·size=25)\n",	78	················"beta·*=·np.random.randint(0,·2,·size=25)\n",
Offset 88, 18 lines modified		Offset 88, 18 lines modified
88	············]	88	············]
89	········},	89	········},
90	········{	90	········{
91	············"cell_type":·"code",	91	············"cell_type":·"code",
92	············"execution_count":·3,	92	············"execution_count":·3,
93	············"metadata":·{	93	············"metadata":·{
94	················"execution":·{	94	················"execution":·{
95	····················"iopub.execute_input":·"2025-02-28T19:55:38.~~377~~434Z",	95	····················"iopub.execute_input":·"2024-01-27T17:17:14.563401Z",
96	····················"iopub.status.busy":·"2025-02-28T19:55:38.~~377121~~Z",	96	····················"iopub.status.busy":·"2024-01-27T17:17:14.562959Z",
97	····················"iopub.status.idle":·"2025-02-28T19:55:41.~~461296~~Z",	97	····················"iopub.status.idle":·"2024-01-27T17:17:19.134842Z",
98	····················"shell.execute_reply":·"2025-02-28T19:55:41.~~459865~~Z"	98	····················"shell.execute_reply":·"2024-01-27T17:17:19.131379Z"
99	················}	99	················}
100	············},	100	············},
101	············"outputs":·[],	101	············"outputs":·[],
102	············"source":·[	102	············"source":·[
103	················"debiased_OLS_mod·=·DistributedModel(m)\n",	103	················"debiased_OLS_mod·=·DistributedModel(m)\n",
104	················"debiased_OLS_fit·=·debiased_OLS_mod.fit(\n",	104	················"debiased_OLS_fit·=·debiased_OLS_mod.fit(\n",
105	················"····zip(_endog_gen(y,·m),·_exog_gen(X,·m)),·fit_kwds={\"alpha\":·0.2}\n",	105	················"····zip(_endog_gen(y,·m),·_exog_gen(X,·m)),·fit_kwds={\"alpha\":·0.2}\n",
Offset 114, 18 lines modified		Offset 114, 18 lines modified
114	············]	114	············]
115	········},	115	········},
116	········{	116	········{
117	············"cell_type":·"code",	117	············"cell_type":·"code",
118	············"execution_count":·4,	118	············"execution_count":·4,
119	············"metadata":·{	119	············"metadata":·{
120	················"execution":·{	120	················"execution":·{
121	····················"iopub.execute_input":·"2025-02-28T19:55:41.~~4755~~87Z",	121	····················"iopub.execute_input":·"2024-01-27T17:17:19.146886Z",
122	····················"iopub.status.busy":·"2025-02-28T19:55:41.~~475137~~Z",	122	····················"iopub.status.busy":·"2024-01-27T17:17:19.146398Z",
123	····················"iopub.status.idle":·"2025-02-28T19:55:48.9~~46590~~Z",	123	····················"iopub.status.idle":·"2024-01-27T17:17:27.928383Z",
124	····················"shell.execute_reply":·"2025-02-28T19:55:48.9~~4480~~8Z"	124	····················"shell.execute_reply":·"2024-01-27T17:17:27.923668Z"
125	················}	125	················}
126	············},	126	············},
127	············"outputs":·[],	127	············"outputs":·[],
128	············"source":·[	128	············"source":·[
129	················"from·statsmodels.genmod.generalized_linear_model·import·GLM\n",	129	················"from·statsmodels.genmod.generalized_linear_model·import·GLM\n",
130	················"from·statsmodels.genmod.families·import·Gaussian\n",	130	················"from·statsmodels.genmod.families·import·Gaussian\n",
131	················"\n",	131	················"\n",
Offset 145, 18 lines modified		Offset 145, 18 lines modified
145	············]	145	············]
146	········},	146	········},
147	········{	147	········{
148	············"cell_type":·"code",	148	············"cell_type":·"code",
149	············"execution_count":·5,	149	············"execution_count":·5,
150	············"metadata":·{	150	············"metadata":·{
151	················"execution":·{	151	················"execution":·{
152	····················"iopub.execute_input":·"2025-02-28T19:55:48.955513Z",	152	····················"iopub.execute_input":·"2024-01-27T17:17:27.951714Z",
153	····················"iopub.status.busy":·"2025-02-28T19:55:48.9~~55137~~Z",	153	····················"iopub.status.busy":·"2024-01-27T17:17:27.940790Z",
154	····················"iopub.status.idle":·"2025-02-28T19:55:51.~~239~~794Z",	154	····················"iopub.status.idle":·"2024-01-27T17:17:30.407750Z",
155	····················"shell.execute_reply":·"2025-02-28T19:55:51.~~237663~~Z"	155	····················"shell.execute_reply":·"2024-01-27T17:17:30.405828Z"
156	················}	156	················}
157	············},	157	············},
158	············"outputs":·[],	158	············"outputs":·[],
159	············"source":·[	159	············"source":·[
160	················"from·statsmodels.base.distributed_estimation·import·_est_regularized_naive,·_join_naive\n",	160	················"from·statsmodels.base.distributed_estimation·import·_est_regularized_naive,·_join_naive\n",
161	················"\n",	161	················"\n",
162	················"\n",	162	················"\n",
Offset 176, 18 lines modified		Offset 176, 18 lines modified
176	············]	176	············]
177	········},	177	········},
178	········{	178	········{
179	············"cell_type":·"code",	179	············"cell_type":·"code",
180	············"execution_count":·6,	180	············"execution_count":·6,
181	············"metadata":·{	181	············"metadata":·{
182	················"execution":·{	182	················"execution":·{
183	····················"iopub.execute_input":·"2025-02-28T19:55:51.~~258724~~Z",	183	····················"iopub.execute_input":·"2024-01-27T17:17:30.414880Z",
184	····················"iopub.status.busy":·"2025-02-28T19:55:51.~~25062~~5Z",	184	····················"iopub.status.busy":·"2024-01-27T17:17:30.414535Z",
185	····················"iopub.status.idle":·"2025-02-28T19:55:51.~~36071~~1Z",	185	····················"iopub.status.idle":·"2024-01-27T17:17:30.544081Z",
186	····················"shell.execute_reply":·"2025-02-28T19:55:51.~~35861~~0Z"	186	····················"shell.execute_reply":·"2024-01-27T17:17:30.537940Z"
187	················}	187	················}
188	············},	188	············},
189	············"outputs":·[],	189	············"outputs":·[],
190	············"source":·[	190	············"source":·[
191	················"from·statsmodels.base.distributed_estimation·import·(\n",	191	················"from·statsmodels.base.distributed_estimation·import·(\n",
192	················"····_est_unregularized_naive,\n",	192	················"····_est_unregularized_naive,\n",
193	················"····DistributedResults,\n",	193	················"····DistributedResults,\n",


Offset 503, 15 lines modified		Offset 503, 15 lines modified
503	</div>	503	</div>
504	<div·class="nboutput·docutils·container">	504	<div·class="nboutput·docutils·container">
505	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[4]:	505	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[4]:
506	</pre></div>	506	</pre></div>
507	</div>	507	</div>
508	<div·class="output_area·docutils·container">	508	<div·class="output_area·docutils·container">
509	<div·class="highlight"><pre>	509	<div·class="highlight"><pre>
510	<matplotlib.legend.Legend·at·0x7f~~e6d275415~~0>	510	<matplotlib.legend.Legend·at·0x7f7c8e9d16d0>
511	</pre></div></div>	511	</pre></div></div>
512	</div>	512	</div>
513	<div·class="nboutput·nblast·docutils·container">	513	<div·class="nboutput·nblast·docutils·container">
514	<div·class="prompt·empty·docutils·container">	514	<div·class="prompt·empty·docutils·container">
515	</div>	515	</div>
516	<div·class="output_area·docutils·container">	516	<div·class="output_area·docutils·container">
517	<img·alt="../../../_images/examples_notebooks_generated_ets_6_2.png"·src="../../../_images/examples_notebooks_generated_ets_6_2.png"·/>	517	<img·alt="../../../_images/examples_notebooks_generated_ets_6_2.png"·src="../../../_images/examples_notebooks_generated_ets_6_2.png"·/>
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577	</div>	577	</div>
578	<div·class="nboutput·docutils·container">	578	<div·class="nboutput·docutils·container">
579	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[5]:	579	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[5]:
580	</pre></div>	580	</pre></div>
581	</div>	581	</div>
582	<div·class="output_area·docutils·container">	582	<div·class="output_area·docutils·container">
583	<div·class="highlight"><pre>	583	<div·class="highlight"><pre>
584	<matplotlib.legend.Legend·at·0x7fe6c96~~e1f~~50>	584	<matplotlib.legend.Legend·at·0x7f7c86030a50>
585	</pre></div></div>	585	</pre></div></div>
586	</div>	586	</div>
587	<div·class="nboutput·nblast·docutils·container">	587	<div·class="nboutput·nblast·docutils·container">
588	<div·class="prompt·empty·docutils·container">	588	<div·class="prompt·empty·docutils·container">
589	</div>	589	</div>
590	<div·class="output_area·docutils·container">	590	<div·class="output_area·docutils·container">
591	<img·alt="../../../_images/examples_notebooks_generated_ets_8_2.png"·src="../../../_images/examples_notebooks_generated_ets_8_2.png"·/>	591	<img·alt="../../../_images/examples_notebooks_generated_ets_8_2.png"·src="../../../_images/examples_notebooks_generated_ets_8_2.png"·/>
Offset 900, 15 lines modified		Offset 900, 15 lines modified
900	</div>	900	</div>
901	<div·class="nboutput·docutils·container">	901	<div·class="nboutput·docutils·container">
902	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[9]:	902	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[9]:
903	</pre></div>	903	</pre></div>
904	</div>	904	</div>
905	<div·class="output_area·docutils·container">	905	<div·class="output_area·docutils·container">
906	<div·class="highlight"><pre>	906	<div·class="highlight"><pre>
907	<matplotlib.legend.Legend·at·0x7f~~e6d1e2bbd~~0>	907	<matplotlib.legend.Legend·at·0x7f7c86217810>
908	</pre></div></div>	908	</pre></div></div>
909	</div>	909	</div>
910	<div·class="nboutput·nblast·docutils·container">	910	<div·class="nboutput·nblast·docutils·container">
911	<div·class="prompt·empty·docutils·container">	911	<div·class="prompt·empty·docutils·container">
912	</div>	912	</div>
913	<div·class="output_area·docutils·container">	913	<div·class="output_area·docutils·container">
914	<img·alt="../../../_images/examples_notebooks_generated_ets_14_2.png"·src="../../../_images/examples_notebooks_generated_ets_14_2.png"·/>	914	<img·alt="../../../_images/examples_notebooks_generated_ets_14_2.png"·src="../../../_images/examples_notebooks_generated_ets_14_2.png"·/>
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1191	</div>	1191	</div>
1192	<div·class="nboutput·docutils·container">	1192	<div·class="nboutput·docutils·container">
1193	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[14]:	1193	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[14]:
1194	</pre></div>	1194	</pre></div>
1195	</div>	1195	</div>
1196	<div·class="output_area·docutils·container">	1196	<div·class="output_area·docutils·container">
1197	<div·class="highlight"><pre>	1197	<div·class="highlight"><pre>
1198	<matplotlib.legend.Legend·at·0x7f~~e6c98ffa9~~0>	1198	<matplotlib.legend.Legend·at·0x7f7c862b8d10>
1199	</pre></div></div>	1199	</pre></div></div>
1200	</div>	1200	</div>
1201	<div·class="nboutput·nblast·docutils·container">	1201	<div·class="nboutput·nblast·docutils·container">
1202	<div·class="prompt·empty·docutils·container">	1202	<div·class="prompt·empty·docutils·container">
1203	</div>	1203	</div>
1204	<div·class="output_area·docutils·container">	1204	<div·class="output_area·docutils·container">
1205	<img·alt="../../../_images/examples_notebooks_generated_ets_21_1.png"·src="../../../_images/examples_notebooks_generated_ets_21_1.png"·/>	1205	<img·alt="../../../_images/examples_notebooks_generated_ets_21_1.png"·src="../../../_images/examples_notebooks_generated_ets_21_1.png"·/>


Offset 175, 15 lines modified		Offset 175, 15 lines modified

175	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F	175	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F
176	····2······4·····13······5·····0·····1···2.043D-06···5.291D+00	176	····2······4·····13······5·····0·····1···2.043D-06···5.291D+00
177	··F·=···5.2909564634118551	177	··F·=···5.2909564634118551

178	CONVERGENCE:·NORM_OF_PROJECTED_GRADIENT_<=_PGTOL	178	CONVERGENCE:·NORM_OF_PROJECTED_GRADIENT_<=_PGTOL
179	[4]:	179	[4]:
180	<matplotlib.legend.Legend·at·0x7f~~e6d275415~~0>	180	<matplotlib.legend.Legend·at·0x7f7c8e9d16d0>
181	[../../../_images/examples_notebooks_generated_ets_6_2.png]	181	[../../../_images/examples_notebooks_generated_ets_6_2.png]
182	By·default·the·initial·states·are·considered·to·be·fitting·parameters·and·are	182	By·default·the·initial·states·are·considered·to·be·fitting·parameters·and·are
183	estimated·by·maximizing·log-likelihood.·It·is·possible·to·only·use·a·heuristic	183	estimated·by·maximizing·log-likelihood.·It·is·possible·to·only·use·a·heuristic
184	for·the·initial·values:	184	for·the·initial·values:
185	[5]:	185	[5]:
186	model_heuristic·=·ETSModel(oil,·initialization_method="heuristic")	186	model_heuristic·=·ETSModel(oil,·initialization_method="heuristic")
187	fit_heuristic·=·model_heuristic.fit()	187	fit_heuristic·=·model_heuristic.fit()
Offset 226, 15 lines modified		Offset 226, 15 lines modified

226	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F	226	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F
227	····1······1······2······1·····0·····1···0.000D+00···5.317D+00	227	····1······1······2······1·····0·····1···0.000D+00···5.317D+00
228	··F·=···5.3167544390512402	228	··F·=···5.3167544390512402

229	CONVERGENCE:·NORM_OF_PROJECTED_GRADIENT_<=_PGTOL	229	CONVERGENCE:·NORM_OF_PROJECTED_GRADIENT_<=_PGTOL
230	[5]:	230	[5]:
231	<matplotlib.legend.Legend·at·0x7fe6c96~~e1f~~50>	231	<matplotlib.legend.Legend·at·0x7f7c86030a50>
232	[../../../_images/examples_notebooks_generated_ets_8_2.png]	232	[../../../_images/examples_notebooks_generated_ets_8_2.png]
233	The·fitted·parameters·and·some·other·measures·are·shown·using·fit.summary().	233	The·fitted·parameters·and·some·other·measures·are·shown·using·fit.summary().
234	Here·we·can·see·that·the·log-likelihood·of·the·model·using·fitted·initial	234	Here·we·can·see·that·the·log-likelihood·of·the·model·using·fitted·initial
235	states·is·fractionally·lower·than·the·one·using·a·heuristic·for·the·initial	235	states·is·fractionally·lower·than·the·one·using·a·heuristic·for·the·initial
236	states.	236	states.
237	[6]:	237	[6]:
238	print(fit.summary())	238	print(fit.summary())
Offset 497, 15 lines modified		Offset 497, 15 lines modified

497	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F	497	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F
498	····9·····23·····32·····26·····0·····0···2.495D-01···2.338D+00	498	····9·····23·····32·····26·····0·····0···2.495D-01···2.338D+00
499	··F·=···2.3375999215355296	499	··F·=···2.3375999215355296

500	CONVERGENCE:·REL_REDUCTION_OF_F_<=_FACTR*EPSMCH	500	CONVERGENCE:·REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
501	[9]:	501	[9]:
502	<matplotlib.legend.Legend·at·0x7f~~e6d1e2bbd~~0>	502	<matplotlib.legend.Legend·at·0x7f7c86217810>
503	[../../../_images/examples_notebooks_generated_ets_14_2.png]	503	[../../../_images/examples_notebooks_generated_ets_14_2.png]
504	[10]:	504	[10]:
505	print(fit.summary())	505	print(fit.summary())
506	·································ETS·Results	506	·································ETS·Results
507	==============================================================================	507	==============================================================================
508	Dep.·Variable:······················y···No.·Observations:···················68	508	Dep.·Variable:······················y···No.·Observations:···················68
509	Model:······················ETS(AAdA)···Log·Likelihood················-158.957	509	Model:······················ETS(AAdA)···Log·Likelihood················-158.957
Offset 609, 15 lines modified		Offset 609, 15 lines modified
609	····simulated.iloc[:,·i].plot(label="_",·color="gray",·alpha=0.1)	609	····simulated.iloc[:,·i].plot(label="_",·color="gray",·alpha=0.1)
610	df["mean"].plot(label="mean·prediction")	610	df["mean"].plot(label="mean·prediction")
611	df["pi_lower"].plot(linestyle="--",·color="tab:blue",·label="95%·interval")	611	df["pi_lower"].plot(linestyle="--",·color="tab:blue",·label="95%·interval")
612	df["pi_upper"].plot(linestyle="--",·color="tab:blue",·label="_")	612	df["pi_upper"].plot(linestyle="--",·color="tab:blue",·label="_")
613	pred.endog.plot(label="data")	613	pred.endog.plot(label="data")
614	plt.legend()	614	plt.legend()
615	[14]:	615	[14]:
616	<matplotlib.legend.Legend·at·0x7f~~e6c98ffa9~~0>	616	<matplotlib.legend.Legend·at·0x7f7c862b8d10>
617	[../../../_images/examples_notebooks_generated_ets_21_1.png]	617	[../../../_images/examples_notebooks_generated_ets_21_1.png]
618	In·this·case,·we·chose·âendâ·as·simulation·anchor,·which·means·that·the	618	In·this·case,·we·chose·âendâ·as·simulation·anchor,·which·means·that·the
619	first·simulated·value·will·be·the·first·out·of·sample·value.·It·is·also	619	first·simulated·value·will·be·the·first·out·of·sample·value.·It·is·also
620	possible·to·choose·other·anchor·inside·the·sample.	620	possible·to·choose·other·anchor·inside·the·sample.

621	[Logo]	621	[Logo]
622	**·Table_of_Contents·**	622	**·Table_of_Contents·**


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39	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eeeef4ff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·73a8ceff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ff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40	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eeeef4ff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·73a8ceff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·
41	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eeeef4ff·ffffffff·~~73a8ce~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~8eb9d7~~ff·~~ffff~~ffff·74a9cfff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c3~~ff·~~5294c~~[·...·truncated·by·diffoscope;·len:·3412,·SHA:·~~970~~bb1ca8~~adeca7b~~4a952~~71b7a~~b351de~~a8976~~2~~f14d00~~51e~~dd23~~87cb5db936bdc·...·]ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·	26	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf[·...·truncated·by·diffoscope;·len:·3412,·SHA:·bc9cf789b9d1b24891d52cedd91b155d8dff4267872558deff4c18f73f5c328c·...·]ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·
		27	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eeeef4ff·ffffffff·8fbad8ff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·77acd1ff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·8fbad8ff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·ececf3ff·fcfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·8fbad8ff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·8fbad8ff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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		28	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eeeef4ff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·73a8ceff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ececf3ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·ffffffff·eeeef4ff·eeeef4ff·f1f1f6ff·ffffffff·8fbad8ff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·a4c7dfff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·73a8ceff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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		29	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eeeef4ff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·73a8ceff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ececf3ff·fcfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·73a8ceff·ffffffff·f1f1f6ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·ececf3ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ececf3ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·ececf3ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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		30	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ececf3ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·ececf3ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ececf3ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·f1f1f6ff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·73a8ceff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eeeef4ff·ffffffff·8fbad8ff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·77acd1ff·73a8ceff·73a8ceff·a4c7dfff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·83b2d3ff·fdfdfeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfdfdff·ececf3ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ececf3ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·ececf3ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ececf3ff·fcfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfdfdff·ececf3ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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		31	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ececf3ff·fcfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfdfdff·efeff5ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·efeff5ff·fcfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·73a8ceff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ececf3ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·f1f1f6ff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·90bad9ff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·8fbad8ff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ececf3ff·fcfdfdff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfdfdff·ececf3ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ececf3ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·ffffffff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·ececf3ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eeeef4ff·ffffffff·8fbad8ff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·8fbad8ff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ececf3ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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		35	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·ebebf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eeeef4ff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·83b2d3ff·fdfdfeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·90bad9ff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·8fbad8ff·ffffffff·f1f1f6ff·eeeef4ff·eeeef4ff·ffffffff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·f1f1f6ff·ffffffff·8fbad8ff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·a4c7dfff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·73a8ceff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eeeef4ff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·90bad9ff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·a4c7dfff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·73a8ceff·ffffffff·f1f1f6ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·f1f1f6ff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·73a8ceff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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		36	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ebebf2ff·ffffffff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·eeeef4ff·f1f1f6ff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·90bad9ff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·a4c7dfff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·83b2d3ff·fdfdfeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·73a8ceff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eeeef4ff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·83b2d3ff·fdfdfeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·73a8ceff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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		37	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ededf3ff·fdfdfeff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·90bad9ff·73a8ceff·73a8ceff·77acd1ff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·a4c7dfff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·73a8ceff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eeeef4ff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·90bad9ff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·a4c7dfff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·73a8ceff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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		38	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eeeef4ff·ffffffff·8fbad8ff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·73a8ceff·a4c7dfff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·73a8ceff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eeeef4ff·ffffffff·73a8ceff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5799c6ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·8eb9d7ff·ffffffff·74a9cfff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·5294c3ff·73a8ceff·ffffffff·eeeef4ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·eaeaf2ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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		37	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·adadadff·202020ff·000000ff·000000ff·000000ff·202020ff·adadadff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·202020ff·4d4d4dff·fdfdfdff·ffffffff·ffffffff·ffffffff·fdfdfdff·4d4d4dff·212121ff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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		41	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a6a6a6ff·000000ff·f3f3f3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f2f2f2ff·000000ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·202020ff·4d4d4dff·fdfdfdff·ffffffff·ffffffff·ffffffff·fdfdfdff·4d4d4dff·212121ff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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		42	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·c7c7c7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c6c6c6ff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·adadadff·010101ff·4d4d4dff·c6c6c6ff·f2f2f2ff·c6c6c6ff·4d4d4dff·010101ff·adadadff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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		57	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c1c1c1ff·4c4c4cff·191919ff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·adadadff·464646ff·131313ff·000000ff·cfcfcfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·000000ff·000000ff·000000ff·000000ff·000000ff·f7f7f7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·adadadff·010101ff·4d4d4dff·c7c7c7ff·f3f3f3ff·c7c7c7ff·4d4d4dff·010101ff·adadadff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·bfbfbfff·a6a6a6ff·bfbfbfff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·202020ff·4d4d4dff·fdfdfdff·ffffffff·ffffffff·ffffffff·fdfdfdff·4d4d4dff·212121ff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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		58	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·b6b6b6ff·7b7b7bff·adadadff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·a2a2a2ff·818181ff·9b9b9bff·000000ff·cfcfcfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·0e0e0eff·e7e7e7ff·e7e7e7ff·e7e7e7ff·e7e7e7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·bfbfbfff·a6a6a6ff·bfbfbfff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·fcfcfcff·202020ff·4d4d4dff·fdfdfdff·ffffffff·ffffffff·ffffffff·fdfdfdff·4d4d4dff·212121ff·fcfcfcff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·adadadff·202020ff·000000ff·000000ff·000000ff·202020ff·adadadff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·c7c7c7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c6c6c6ff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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		59	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·000000ff·afafafff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·dfdfdfff·000000ff·cfcfcfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·9f9f9fff·0f0f0fff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·adadadff·202020ff·000000ff·000000ff·000000ff·202020ff·adadadff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bfbfbfff·000000ff·c7c7c7ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·c6c6c6ff·000000ff·bfbfbfff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·adadadff·010101ff·4d4d4dff·c7c7c7ff·f3f3f3ff·c7c7c7ff·4d4d4dff·010101ff·adadadff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a6a6a6ff·000000ff·f3f3f3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f2f2f2ff·000000ff·a6a6a6ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·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100	ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f1f1f1ff·000000ff·f1f1f1ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·bcbcbcff·6b7f79ff·b2e0d1ff·78988dff·000000ff·303d38ff·627c73ff·303d38ff·000000ff·79988eff·78988dff·000000ff·202926ff·0f1312ff·010101ff·000000ff·767676ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ccccccff·657570ff·b1dfd0ff·b2e0d1ff·addaccff·667570ff·d3d3d3ff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·a9a9a9ff·4c605aff·000000ff·303d38ff·627c73ff·303d38ff·000000ff·79988eff·91b7abff·727977ff·fafafaff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·ffffffff·f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31	Exponential·Smoothing·By·Hyndman·and·Athanasopoulos·[1].·We·will·work·through	31	Exponential·Smoothing·By·Hyndman·and·Athanasopoulos·[1].·We·will·work·through
32	all·the·examples·in·the·chapter·as·they·unfold.	32	all·the·examples·in·the·chapter·as·they·unfold.
33	[1]·Hyndman,_Rob_J.,_and_George_Athanasopoulos._Forecasting:_principles_and	33	[1]·Hyndman,_Rob_J.,_and_George_Athanasopoulos._Forecasting:_principles_and
34	practice._OTexts,_2014.	34	practice._OTexts,_2014.
35	***·Loading·dataÂ¶·***	35	***·Loading·dataÂ¶·***
36	First·we·load·some·data.·We·have·included·the·R·data·in·the·notebook·for	36	First·we·load·some·data.·We·have·included·the·R·data·in·the·notebook·for
37	expedience.	37	expedience.
38	[·]:	38	[1]:
39	import·os	39	import·os
40	import·numpy·as·np	40	import·numpy·as·np
41	import·pandas·as·pd	41	import·pandas·as·pd
42	import·matplotlib.pyplot·as·plt	42	import·matplotlib.pyplot·as·plt
43	from·statsmodels.tsa.api·import·ExponentialSmoothing,·SimpleExpSmoothing,·Holt	43	from·statsmodels.tsa.api·import·ExponentialSmoothing,·SimpleExpSmoothing,·Holt

44	%matplotlib·inline	44	%matplotlib·inline
Offset 148, 25 lines modified		Offset 148, 27 lines modified
148	····47.9137,	148	····47.9137,
149	]	149	]
150	index·=·pd.date_range(start="2005",·end="2010-Q4",·freq="QS-OCT")	150	index·=·pd.date_range(start="2005",·end="2010-Q4",·freq="QS-OCT")
151	aust·=·pd.Series(data,·index)	151	aust·=·pd.Series(data,·index)

152	***·Simple·Exponential·SmoothingÂ¶·***	152	***·Simple·Exponential·SmoothingÂ¶·***
153	Lets·use·Simple·Exponential·Smoothing·to·forecast·the·below·oil·data.	153	Lets·use·Simple·Exponential·Smoothing·to·forecast·the·below·oil·data.
154	[·]:	154	[2]:
155	ax·=·oildata.plot()	155	ax·=·oildata.plot()
156	ax.set_xlabel("Year")	156	ax.set_xlabel("Year")
157	ax.set_ylabel("Oil·(millions·of·tonnes)")	157	ax.set_ylabel("Oil·(millions·of·tonnes)")
158	print("Figure·7.1:·Oil·production·in·Saudi·Arabia·from·1996·to·2007.")	158	print("Figure·7.1:·Oil·production·in·Saudi·Arabia·from·1996·to·2007.")
		159	Figure·7.1:·Oil·production·in·Saudi·Arabia·from·1996·to·2007.
		160	[../../../_images/examples_notebooks_generated_exponential_smoothing_4_1.png]
159	Here·we·run·three·variants·of·simple·exponential·smoothing:·1.·In·fit1·we·do	161	Here·we·run·three·variants·of·simple·exponential·smoothing:·1.·In·fit1·we·do
160	not·use·the·auto·optimization·but·instead·choose·to·explicitly·provide·the	162	not·use·the·auto·optimization·but·instead·choose·to·explicitly·provide·the
161	model·with·the·\(\alpha=0.2\)·parameter·2.·In·fit2·as·above·we·choose·an·\	163	model·with·the·\(\alpha=0.2\)·parameter·2.·In·fit2·as·above·we·choose·an·\
162	(\alpha=0.6\)·3.·In·fit3·we·allow·statsmodels·to·automatically·find·an	164	(\alpha=0.6\)·3.·In·fit3·we·allow·statsmodels·to·automatically·find·an
163	optimized·\(\alpha\)·value·for·us.·This·is·the·recommended·approach.	165	optimized·\(\alpha\)·value·for·us.·This·is·the·recommended·approach.
164	[·]:	166	[3]:
165	fit1·=·SimpleExpSmoothing(oildata,·initialization_method="heuristic").fit(	167	fit1·=·SimpleExpSmoothing(oildata,·initialization_method="heuristic").fit(
166	····smoothing_level=0.2,·optimized=False	168	····smoothing_level=0.2,·optimized=False
167	)	169	)
168	fcast1·=·fit1.forecast(3).rename(r"$\alpha=0.2$")	170	fcast1·=·fit1.forecast(3).rename(r"$\alpha=0.2$")
169	fit2·=·SimpleExpSmoothing(oildata,·initialization_method="heuristic").fit(	171	fit2·=·SimpleExpSmoothing(oildata,·initialization_method="heuristic").fit(
170	····smoothing_level=0.6,·optimized=False	172	····smoothing_level=0.6,·optimized=False
171	)	173	)
Offset 180, 25 lines modified		Offset 182, 28 lines modified
180	plt.plot(fit1.fittedvalues,·marker="o",·color="blue")	182	plt.plot(fit1.fittedvalues,·marker="o",·color="blue")
181	(line1,)·=·plt.plot(fcast1,·marker="o",·color="blue")	183	(line1,)·=·plt.plot(fcast1,·marker="o",·color="blue")
182	plt.plot(fit2.fittedvalues,·marker="o",·color="red")	184	plt.plot(fit2.fittedvalues,·marker="o",·color="red")
183	(line2,)·=·plt.plot(fcast2,·marker="o",·color="red")	185	(line2,)·=·plt.plot(fcast2,·marker="o",·color="red")
184	plt.plot(fit3.fittedvalues,·marker="o",·color="green")	186	plt.plot(fit3.fittedvalues,·marker="o",·color="green")
185	(line3,)·=·plt.plot(fcast3,·marker="o",·color="green")	187	(line3,)·=·plt.plot(fcast3,·marker="o",·color="green")
186	plt.legend([line1,·line2,·line3],·[fcast1.name,·fcast2.name,·fcast3.name])	188	plt.legend([line1,·line2,·line3],·[fcast1.name,·fcast2.name,·fcast3.name])
		189	[3]:
		190	<matplotlib.legend.Legend·at·0x7f8417e66d90>
		191	[../../../_images/examples_notebooks_generated_exponential_smoothing_6_1.png]

187	***·Holtâs·MethodÂ¶·***	192	***·Holtâs·MethodÂ¶·***
188	Lets·take·a·look·at·another·example.·This·time·we·use·air·pollution·data·and	193	Lets·take·a·look·at·another·example.·This·time·we·use·air·pollution·data·and
189	the·Holtâs·Method.·We·will·fit·three·examples·again.·1.·In·fit1·we·again	194	the·Holtâs·Method.·We·will·fit·three·examples·again.·1.·In·fit1·we·again
190	choose·not·to·use·the·optimizer·and·provide·explicit·values·for·\(\alpha=0.8\)	195	choose·not·to·use·the·optimizer·and·provide·explicit·values·for·\(\alpha=0.8\)
191	and·\(\beta=0.2\)·2.·In·fit2·we·do·the·same·as·in·fit1·but·choose·to·use·an	196	and·\(\beta=0.2\)·2.·In·fit2·we·do·the·same·as·in·fit1·but·choose·to·use·an
192	exponential·model·rather·than·a·Holtâs·additive·model.·3.·In·fit3·we·used·a	197	exponential·model·rather·than·a·Holtâs·additive·model.·3.·In·fit3·we·used·a
193	damped·versions·of·the·Holtâs·additive·model·but·allow·the·dampening	198	damped·versions·of·the·Holtâs·additive·model·but·allow·the·dampening
194	parameter·\(\phi\)·to·be·optimized·while·fixing·the·values·for·\(\alpha=0.8\)	199	parameter·\(\phi\)·to·be·optimized·while·fixing·the·values·for·\(\alpha=0.8\)
195	and·\(\beta=0.2\)	200	and·\(\beta=0.2\)
196	[·]:	201	[4]:
197	fit1·=·Holt(air,·initialization_method="estimated").fit(	202	fit1·=·Holt(air,·initialization_method="estimated").fit(
198	····smoothing_level=0.8,·smoothing_trend=0.2,·optimized=False	203	····smoothing_level=0.8,·smoothing_trend=0.2,·optimized=False
199	)	204	)
200	fcast1·=·fit1.forecast(5).rename("Holt's·linear·trend")	205	fcast1·=·fit1.forecast(5).rename("Holt's·linear·trend")
201	fit2·=·Holt(air,·exponential=True,·initialization_method="estimated").fit(	206	fit2·=·Holt(air,·exponential=True,·initialization_method="estimated").fit(
202	····smoothing_level=0.8,·smoothing_trend=0.2,·optimized=False	207	····smoothing_level=0.8,·smoothing_trend=0.2,·optimized=False
203	)	208	)
Offset 213, 21 lines modified		Offset 218, 24 lines modified
213	plt.plot(fit1.fittedvalues,·color="blue")	218	plt.plot(fit1.fittedvalues,·color="blue")
214	(line1,)·=·plt.plot(fcast1,·marker="o",·color="blue")	219	(line1,)·=·plt.plot(fcast1,·marker="o",·color="blue")
215	plt.plot(fit2.fittedvalues,·color="red")	220	plt.plot(fit2.fittedvalues,·color="red")
216	(line2,)·=·plt.plot(fcast2,·marker="o",·color="red")	221	(line2,)·=·plt.plot(fcast2,·marker="o",·color="red")
217	plt.plot(fit3.fittedvalues,·color="green")	222	plt.plot(fit3.fittedvalues,·color="green")
218	(line3,)·=·plt.plot(fcast3,·marker="o",·color="green")	223	(line3,)·=·plt.plot(fcast3,·marker="o",·color="green")
219	plt.legend([line1,·line2,·line3],·[fcast1.name,·fcast2.name,·fcast3.name])	224	plt.legend([line1,·line2,·line3],·[fcast1.name,·fcast2.name,·fcast3.name])
		225	[4]:
		226	<matplotlib.legend.Legend·at·0x7f840f893950>
		227	[../../../_images/examples_notebooks_generated_exponential_smoothing_8_1.png]
220	**·Seasonally·adjusted·dataÂ¶·**	228	**·Seasonally·adjusted·dataÂ¶·**
221	Lets·look·at·some·seasonally·adjusted·livestock·data.·We·fit·five·Holtâs	229	Lets·look·at·some·seasonally·adjusted·livestock·data.·We·fit·five·Holtâs
222	models.·The·below·table·allows·us·to·compare·results·when·we·use·exponential	230	models.·The·below·table·allows·us·to·compare·results·when·we·use·exponential
223	versus·additive·and·damped·versus·non-damped.	231	versus·additive·and·damped·versus·non-damped.
224	Note:·fit4·does·not·allow·the·parameter·\(\phi\)·to·be·optimized·by·providing·a	232	Note:·fit4·does·not·allow·the·parameter·\(\phi\)·to·be·optimized·by·providing·a
225	fixed·value·of·\(\phi=0.98\)	233	fixed·value·of·\(\phi=0.98\)
226	[·]:	234	[5]:
227	fit1·=·SimpleExpSmoothing(livestock2,·initialization_method="estimated").fit()	235	fit1·=·SimpleExpSmoothing(livestock2,·initialization_method="estimated").fit()
228	fit2·=·Holt(livestock2,·initialization_method="estimated").fit()	236	fit2·=·Holt(livestock2,·initialization_method="estimated").fit()
229	fit3·=·Holt(livestock2,·exponential=True,	237	fit3·=·Holt(livestock2,·exponential=True,
230	initialization_method="estimated").fit()	238	initialization_method="estimated").fit()
231	fit4·=·Holt(livestock2,·damped_trend=True,	239	fit4·=·Holt(livestock2,·damped_trend=True,
232	initialization_method="estimated").fit(	240	initialization_method="estimated").fit(
233	····damping_trend=0.98	241	····damping_trend=0.98
Offset 249, 34 lines modified		Offset 257, 47 lines modified
249	)	257	)
250	results["SES"]·=·[fit1.params[p]·for·p·in·params]·+·[fit1.sse]	258	results["SES"]·=·[fit1.params[p]·for·p·in·params]·+·[fit1.sse]
251	results["Holt's"]·=·[fit2.params[p]·for·p·in·params]·+·[fit2.sse]	259	results["Holt's"]·=·[fit2.params[p]·for·p·in·params]·+·[fit2.sse]
252	results["Exponential"]·=·[fit3.params[p]·for·p·in·params]·+·[fit3.sse]	260	results["Exponential"]·=·[fit3.params[p]·for·p·in·params]·+·[fit3.sse]
253	results["Additive"]·=·[fit4.params[p]·for·p·in·params]·+·[fit4.sse]	261	results["Additive"]·=·[fit4.params[p]·for·p·in·params]·+·[fit4.sse]
254	results["Multiplicative"]·=·[fit5.params[p]·for·p·in·params]·+·[fit5.sse]	262	results["Multiplicative"]·=·[fit5.params[p]·for·p·in·params]·+·[fit5.sse]
255	results	263	results
		264	[5]:
		265	·________________________________________________________________________
		266	\|________\|SES________\|Holt's_____\|Exponential_\|Additive___\|Multiplicative\|
		267	\|$\alpha$\|1.000000___\|0.974303___\|9.764839e-01\|0.978866___\|0.974892______\|
		268	\|$\beta$_\|NaN________\|0.000000___\|1.065633e-11\|0.000000___\|0.000000______\|
		269	\|$\phi$__\|NaN________\|NaN________\|NaN_________\|0.980000___\|0.981641______\|
		270	\|$l_0$___\|263.917683_\|258.882489_\|2.603445e+02\|257.357012_\|258.952319____\|
		271	\|$b_0$___\|NaN________\|5.010784___\|1.013781e+00\|6.645826___\|1.038152______\|
		272	\|SSE_____\|6761.350235\|6004.138200\|6.104203e+03\|6036.555034\|6081.995051___\|

256	**·Plots·of·Seasonally·Adjusted·DataÂ¶·**	273	**·Plots·of·Seasonally·Adjusted·DataÂ¶·**
257	The·following·plots·allow·us·to·evaluate·the·level·and·slope/trend·components	274	The·following·plots·allow·us·to·evaluate·the·level·and·slope/trend·components
258	of·the·above·tableâs·fits.	275	of·the·above·tableâs·fits.
259	[·]:	276	[6]:
260	for·fit·in·[fit2,·fit4]:	277	for·fit·in·[fit2,·fit4]:
261	····pd.DataFrame(np.c_[fit.level,·fit.trend]).rename(	278	····pd.DataFrame(np.c_[fit.level,·fit.trend]).rename(
262	········columns={0:·"level",·1:·"slope"}	279	········columns={0:·"level",·1:·"slope"}
263	····).plot(subplots=True)	280	····).plot(subplots=True)
264	plt.show()	281	plt.show()
265	print(	282	print(
266	····"Figure·7.4:·Level·and·slope·components·for·Holtâs·linear·trend·method	283	····"Figure·7.4:·Level·and·slope·components·for·Holtâs·linear·trend·method
267	and·the·additive·damped·trend·method."	284	and·the·additive·damped·trend·method."
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Offset 490, 27 lines modified		Offset 490, 27 lines modified
490	······<th></th>	490	······<th></th>
491	······<th>Variance</th>	491	······<th>Variance</th>
492	····</tr>	492	····</tr>
493	··</thead>	493	··</thead>
494	··<tbody>	494	··<tbody>
495	····<tr>	495	····<tr>
496	······<th>groups_ix</th>	496	······<th>groups_ix</th>
497	······<td>0.9~~06483~~</td>	497	······<td>0.982775</td>
498	····</tr>	498	····</tr>
499	····<tr>	499	····<tr>
500	······<th>level1_ix</th>	500	······<th>level1_ix</th>
501	······<td>2.0~~21896~~</td>	501	······<td>2.052273</td>
502	····</tr>	502	····</tr>
503	····<tr>	503	····<tr>
504	······<th>level2_ix</th>	504	······<th>level2_ix</th>
505	······<td>2.9~~266~~24</td>	505	······<td>2.980924</td>
506	····</tr>	506	····</tr>
507	····<tr>	507	····<tr>
508	······<th>Residual</th>	508	······<th>Residual</th>
509	······<td>4.016425</td>	509	······<td>4.013470</td>
510	····</tr>	510	····</tr>
511	··</tbody>	511	··</tbody>
512	</table>	512	</table>
513	</div></div>	513	</div></div>
514	</div>	514	</div>
515	</section>	515	</section>


Offset 99, 18 lines modified		Offset 99, 18 lines modified
99	The·estimated·covariance·parameters·should·be·similar·to·groups_var,	99	The·estimated·covariance·parameters·should·be·similar·to·groups_var,
100	level1_var,·etc.·as·defined·above.	100	level1_var,·etc.·as·defined·above.
101	[13]:	101	[13]:
102	r.cov_struct.summary()	102	r.cov_struct.summary()
103	[13]:	103	[13]:
104	·__________________	104	·__________________
105	\|_________\|Variance\|	105	\|_________\|Variance\|
106	\|groups_ix\|0.9~~06483~~\|	106	\|groups_ix\|0.982775\|
107	\|level1_ix\|2.0~~21896~~\|	107	\|level1_ix\|2.052273\|
108	\|level2_ix\|2.9~~266~~24\|	108	\|level2_ix\|2.980924\|
109	\|Residual_\|4.016425\|	109	\|Residual_\|4.013470\|
110	[Logo]	110	[Logo]
111	**·Table_of_Contents·**	111	**·Table_of_Contents·**
112	····*·Installing_statsmodels	112	····*·Installing_statsmodels
113	····*·Getting_started	113	····*·Getting_started
114	····*·User_Guide	114	····*·User_Guide
115	····*·Examples	115	····*·Examples
116	····*·API_Reference	116	····*·API_Reference


Offset 12, 18 lines modified		Offset 12, 18 lines modified
12	············]	12	············]
13	········},	13	········},
14	········{	14	········{
15	············"cell_type":·"code",	15	············"cell_type":·"code",
16	············"execution_count":·1,	16	············"execution_count":·1,
17	············"metadata":·{	17	············"metadata":·{
18	················"execution":·{	18	················"execution":·{
19	····················"iopub.execute_input":·"2025-02-28T19:55:21.728814Z",	19	····················"iopub.execute_input":·"2024-01-27T17:16:53.320612Z",
20	····················"iopub.status.busy":·"2025-02-28T19:55:21.72~~8324~~Z",	20	····················"iopub.status.busy":·"2024-01-27T17:16:53.320108Z",
21	····················"iopub.status.idle":·"2025-02-28T19:55:31.~~229432~~Z",	21	····················"iopub.status.idle":·"2024-01-27T17:17:04.862864Z",
22	····················"shell.execute_reply":·"2025-02-28T19:55:31.~~224235~~Z"	22	····················"shell.execute_reply":·"2024-01-27T17:17:04.860944Z"
23	················}	23	················}
24	············},	24	············},
25	············"outputs":·[],	25	············"outputs":·[],
26	············"source":·[	26	············"source":·[
27	················"import·numpy·as·np\n",	27	················"import·numpy·as·np\n",
28	················"import·pandas·as·pd\n",	28	················"import·pandas·as·pd\n",
29	················"import·statsmodels.api·as·sm"	29	················"import·statsmodels.api·as·sm"
Offset 37, 18 lines modified		Offset 37, 18 lines modified
37	············]	37	············]
38	········},	38	········},
39	········{	39	········{
40	············"cell_type":·"code",	40	············"cell_type":·"code",
41	············"execution_count":·2,	41	············"execution_count":·2,
42	············"metadata":·{	42	············"metadata":·{
43	················"execution":·{	43	················"execution":·{
44	····················"iopub.execute_input":·"2025-02-28T19:55:31.~~234363~~Z",	44	····················"iopub.execute_input":·"2024-01-27T17:17:04.868846Z",
45	····················"iopub.status.busy":·"2025-02-28T19:55:31.~~233771~~Z",	45	····················"iopub.status.busy":·"2024-01-27T17:17:04.868265Z",
46	····················"iopub.status.idle":·"2025-02-28T19:55:31.~~261098~~Z",	46	····················"iopub.status.idle":·"2024-01-27T17:17:04.894359Z",
47	····················"shell.execute_reply":·"2025-02-28T19:55:31.~~258~~752Z"	47	····················"shell.execute_reply":·"2024-01-27T17:17:04.892741Z"
48	················}	48	················}
49	············},	49	············},
50	············"outputs":·[],	50	············"outputs":·[],
51	············"source":·[	51	············"source":·[
52	················"p·=·5"	52	················"p·=·5"
53	············]	53	············]
54	········},	54	········},
Offset 60, 18 lines modified		Offset 60, 18 lines modified
60	············]	60	············]
61	········},	61	········},
62	········{	62	········{
63	············"cell_type":·"code",	63	············"cell_type":·"code",
64	············"execution_count":·3,	64	············"execution_count":·3,
65	············"metadata":·{	65	············"metadata":·{
66	················"execution":·{	66	················"execution":·{
67	····················"iopub.execute_input":·"2025-02-28T19:55:31.~~265574~~Z",	67	····················"iopub.execute_input":·"2024-01-27T17:17:04.914935Z",
68	····················"iopub.status.busy":·"2025-02-28T19:55:31.~~265152~~Z",	68	····················"iopub.status.busy":·"2024-01-27T17:17:04.912978Z",
69	····················"iopub.status.idle":·"2025-02-28T19:55:31.~~283~~701Z",	69	····················"iopub.status.idle":·"2024-01-27T17:17:04.940755Z",
70	····················"shell.execute_reply":·"2025-02-28T19:55:31.~~281232~~Z"	70	····················"shell.execute_reply":·"2024-01-27T17:17:04.936703Z"
71	················}	71	················}
72	············},	72	············},
73	············"outputs":·[],	73	············"outputs":·[],
74	············"source":·[	74	············"source":·[
75	················"groups_var·=·1\n",	75	················"groups_var·=·1\n",
76	················"level1_var·=·2\n",	76	················"level1_var·=·2\n",
77	················"level2_var·=·3\n",	77	················"level2_var·=·3\n",
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86	············]	86	············]
87	········},	87	········},
88	········{	88	········{
89	············"cell_type":·"code",	89	············"cell_type":·"code",
90	············"execution_count":·4,	90	············"execution_count":·4,
91	············"metadata":·{	91	············"metadata":·{
92	················"execution":·{	92	················"execution":·{
93	····················"iopub.execute_input":·"2025-02-28T19:55:31.294~~699~~Z",	93	····················"iopub.execute_input":·"2024-01-27T17:17:04.949215Z",
94	····················"iopub.status.busy":·"2025-02-28T19:55:31.294271Z",	94	····················"iopub.status.busy":·"2024-01-27T17:17:04.948798Z",
95	····················"iopub.status.idle":·"2025-02-28T19:55:31.~~314149~~Z",	95	····················"iopub.status.idle":·"2024-01-27T17:17:04.969515Z",
96	····················"shell.execute_reply":·"2025-02-28T19:55:31.~~312728~~Z"	96	····················"shell.execute_reply":·"2024-01-27T17:17:04.965876Z"
97	················}	97	················}
98	············},	98	············},
99	············"outputs":·[],	99	············"outputs":·[],
100	············"source":·[	100	············"source":·[
101	················"n_groups·=·100"	101	················"n_groups·=·100"
102	············]	102	············]
103	········},	103	········},
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109	············]	109	············]
110	········},	110	········},
111	········{	111	········{
112	············"cell_type":·"code",	112	············"cell_type":·"code",
113	············"execution_count":·5,	113	············"execution_count":·5,
114	············"metadata":·{	114	············"metadata":·{
115	················"execution":·{	115	················"execution":·{
116	····················"iopub.execute_input":·"2025-02-28T19:55:31.~~3415~~72Z",	116	····················"iopub.execute_input":·"2024-01-27T17:17:04.980971Z",
117	····················"iopub.status.busy":·"2025-02-28T19:55:31.340468Z",	117	····················"iopub.status.busy":·"2024-01-27T17:17:04.980493Z",
118	····················"iopub.status.idle":·"2025-02-28T19:55:31.~~359~~617Z",	118	····················"iopub.status.idle":·"2024-01-27T17:17:05.008643Z",
119	····················"shell.execute_reply":·"2025-02-28T19:55:31.~~356388~~Z"	119	····················"shell.execute_reply":·"2024-01-27T17:17:05.000609Z"
120	················}	120	················}
121	············},	121	············},
122	············"outputs":·[],	122	············"outputs":·[],
123	············"source":·[	123	············"source":·[
124	················"group_size·=·20\n",	124	················"group_size·=·20\n",
125	················"level1_size·=·10\n",	125	················"level1_size·=·10\n",
126	················"level2_size·=·5"	126	················"level2_size·=·5"
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134	············]	134	············]
135	········},	135	········},
136	········{	136	········{
137	············"cell_type":·"code",	137	············"cell_type":·"code",
138	············"execution_count":·6,	138	············"execution_count":·6,
139	············"metadata":·{	139	············"metadata":·{
140	················"execution":·{	140	················"execution":·{
141	····················"iopub.execute_input":·"2025-02-28T19:55:31.~~372256~~Z",	141	····················"iopub.execute_input":·"2024-01-27T17:17:05.026411Z",
142	····················"iopub.status.busy":·"2025-02-28T19:55:31.~~368500~~Z",	142	····················"iopub.status.busy":·"2024-01-27T17:17:05.025936Z",
143	····················"iopub.status.idle":·"2025-02-28T19:55:31.~~393655~~Z",	143	····················"iopub.status.idle":·"2024-01-27T17:17:05.049270Z",
144	····················"shell.execute_reply":·"2025-02-28T19:55:31.~~391358~~Z"	144	····················"shell.execute_reply":·"2024-01-27T17:17:05.045485Z"
145	················}	145	················}
146	············},	146	············},
147	············"outputs":·[],	147	············"outputs":·[],
148	············"source":·[	148	············"source":·[
149	················"n·=·n_groups··group_size··level1_size·*·level2_size"	149	················"n·=·n_groups··group_size··level1_size·*·level2_size"
150	············]	150	············]
151	········},	151	········},
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157	············]	157	············]
158	········},	158	········},
159	········{	159	········{
160	············"cell_type":·"code",	160	············"cell_type":·"code",
161	············"execution_count":·7,	161	············"execution_count":·7,
162	············"metadata":·{	162	············"metadata":·{
163	················"execution":·{	163	················"execution":·{
164	····················"iopub.execute_input":·"2025-02-28T19:55:31.406913Z",	164	····················"iopub.execute_input":·"2024-01-27T17:17:05.069146Z",
165	····················"iopub.status.busy":·"2025-02-28T19:55:31.405842Z",	165	····················"iopub.status.busy":·"2024-01-27T17:17:05.068744Z",
166	····················"iopub.status.idle":·"2025-02-28T19:55:31.~~63636~~5Z",	166	····················"iopub.status.idle":·"2024-01-27T17:17:05.321295Z",
167	····················"shell.execute_reply":·"2025-02-28T19:55:31.~~632511~~Z"	167	····················"shell.execute_reply":·"2024-01-27T17:17:05.317289Z"
168	················}	168	················}
169	············},	169	············},
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Offset 489, 16 lines modified		Offset 489, 16 lines modified
489	</div>	489	</div>
490	<div·class="nboutput·nblast·docutils·container">	490	<div·class="nboutput·nblast·docutils·container">
491	<div·class="prompt·empty·docutils·container">	491	<div·class="prompt·empty·docutils·container">
492	</div>	492	</div>
493	<div·class="output_area·docutils·container">	493	<div·class="output_area·docutils·container">
494	<div·class="highlight"><pre>	494	<div·class="highlight"><pre>
495	········Mean··Prop(p<0.1)	495	········Mean··Prop(p<0.1)
496	H0··0.~~491139~~········0.112	496	H0··0.505897········0.124
497	H1··0.047457········0.864	497	H1··0.041457········0.894
498	</pre></div></div>	498	</pre></div></div>
499	</div>	499	</div>
500	<p>Next·we·check·to·make·sure·that·the·scale·parameter·estimates·are·reasonable.·We·are·assessing·the·robustness·of·the·GEE·score·test·to·dependence·and·overdispersion,·so·here·we·are·confirming·that·the·overdispersion·is·present·as·expected.</p>	500	<p>Next·we·check·to·make·sure·that·the·scale·parameter·estimates·are·reasonable.·We·are·assessing·the·robustness·of·the·GEE·score·test·to·dependence·and·overdispersion,·so·here·we·are·confirming·that·the·overdispersion·is·present·as·expected.</p>
501	<div·class="nbinput·docutils·container">	501	<div·class="nbinput·docutils·container">
502	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[10]:	502	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[10]:
503	</pre></div>	503	</pre></div>
504	</div>	504	</div>
Offset 543, 16 lines modified		Offset 543, 16 lines modified
543	</div>	543	</div>
544	<div·class="nboutput·nblast·docutils·container">	544	<div·class="nboutput·nblast·docutils·container">
545	<div·class="prompt·empty·docutils·container">	545	<div·class="prompt·empty·docutils·container">
546	</div>	546	</div>
547	<div·class="output_area·docutils·container">	547	<div·class="output_area·docutils·container">
548	<div·class="highlight"><pre>	548	<div·class="highlight"><pre>
549	········Mean··Prop(p<0.1)	549	········Mean··Prop(p<0.1)
550	H0··0.4~~83471~~·········0.11	550	H0··0.495296·········0.09
551	H1··0.03~~5310~~·········0.90	551	H1··0.032059·········0.88
552	</pre></div></div>	552	</pre></div></div>
553	</div>	553	</div>
554	</section>	554	</section>


555	············<div·class="clearer"></div>	555	············<div·class="clearer"></div>
556	··········</div>	556	··········</div>


Offset 161, 16 lines modified		Offset 161, 16 lines modified
161	····rslt.append(s)	161	····rslt.append(s)
162	····scales.append(t)	162	····scales.append(t)

163	rslt·=·pd.DataFrame(rslt,·index=["H0",·"H1"],·columns=["Mean",·"Prop(p<0.1)"])	163	rslt·=·pd.DataFrame(rslt,·index=["H0",·"H1"],·columns=["Mean",·"Prop(p<0.1)"])

164	print(rslt)	164	print(rslt)
165	········Mean··Prop(p<0.1)	165	········Mean··Prop(p<0.1)
166	H0··0.~~491139~~········0.112	166	H0··0.505897········0.124
167	H1··0.047457········0.864	167	H1··0.041457········0.894
168	Next·we·check·to·make·sure·that·the·scale·parameter·estimates·are·reasonable.	168	Next·we·check·to·make·sure·that·the·scale·parameter·estimates·are·reasonable.
169	We·are·assessing·the·robustness·of·the·GEE·score·test·to·dependence·and	169	We·are·assessing·the·robustness·of·the·GEE·score·test·to·dependence·and
170	overdispersion,·so·here·we·are·confirming·that·the·overdispersion·is·present·as	170	overdispersion,·so·here·we·are·confirming·that·the·overdispersion·is·present·as
171	expected.	171	expected.
172	[10]:	172	[10]:
173	_·=·plt.boxplot([scales[0][0],·scales[0][1],·scales[1][0],·scales[1][1]])	173	_·=·plt.boxplot([scales[0][0],·scales[0][1],·scales[1][0],·scales[1][1]])
174	plt.ylabel("Estimated·scale")	174	plt.ylabel("Estimated·scale")
Offset 189, 16 lines modified		Offset 189, 16 lines modified
189	····rslt.append(s)	189	····rslt.append(s)
190	····scales.append(t)	190	····scales.append(t)

191	rslt·=·pd.DataFrame(rslt,·index=["H0",·"H1"],·columns=["Mean",·"Prop(p<0.1)"])	191	rslt·=·pd.DataFrame(rslt,·index=["H0",·"H1"],·columns=["Mean",·"Prop(p<0.1)"])

192	print(rslt)	192	print(rslt)
193	········Mean··Prop(p<0.1)	193	········Mean··Prop(p<0.1)
194	H0··0.4~~83471~~·········0.11	194	H0··0.495296·········0.09
195	H1··0.03~~5310~~·········0.90	195	H1··0.032059·········0.88
196	[Logo]	196	[Logo]
197	**·Table_of_Contents·**	197	**·Table_of_Contents·**
198	····*·Installing_statsmodels	198	····*·Installing_statsmodels
199	····*·Getting_started	199	····*·Getting_started
200	····*·User_Guide	200	····*·User_Guide
201	····*·Examples	201	····*·Examples
202	····*·API_Reference	202	····*·API_Reference


Offset 17, 18 lines modified		Offset 17, 18 lines modified
17	············]	17	············]
18	········},	18	········},
19	········{	19	········{
20	············"cell_type":·"code",	20	············"cell_type":·"code",
21	············"execution_count":·1,	21	············"execution_count":·1,
22	············"metadata":·{	22	············"metadata":·{
23	················"execution":·{	23	················"execution":·{
24	····················"iopub.execute_input":·"2025-02-28T19:55:05.~~891683~~Z",	24	····················"iopub.execute_input":·"2024-01-27T17:16:24.212494Z",
25	····················"iopub.status.busy":·"2025-02-28T19:55:05.~~891~~086Z",	25	····················"iopub.status.busy":·"2024-01-27T17:16:24.212018Z",
26	····················"iopub.status.idle":·"2025-02-28T19:55:15.~~55679~~4Z",	26	····················"iopub.status.idle":·"2024-01-27T17:16:36.611314Z",
27	····················"shell.execute_reply":·"2025-02-28T19:55:15.~~555~~029Z"	27	····················"shell.execute_reply":·"2024-01-27T17:16:36.608102Z"
28	················},	28	················},
29	················"jupyter":·{	29	················"jupyter":·{
30	····················"outputs_hidden":·false	30	····················"outputs_hidden":·false
31	················}	31	················}
32	············},	32	············},
33	············"outputs":·[],	33	············"outputs":·[],
34	············"source":·[	34	············"source":·[
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69	············]	69	············]
70	········},	70	········},
71	········{	71	········{
72	············"cell_type":·"code",	72	············"cell_type":·"code",
73	············"execution_count":·2,	73	············"execution_count":·2,
74	············"metadata":·{	74	············"metadata":·{
75	················"execution":·{	75	················"execution":·{
76	····················"iopub.execute_input":·"2025-02-28T19:55:15.~~561355~~Z",	76	····················"iopub.execute_input":·"2024-01-27T17:16:36.625462Z",
77	····················"iopub.status.busy":·"2025-02-28T19:55:15.~~561037~~Z",	77	····················"iopub.status.busy":·"2024-01-27T17:16:36.624968Z",
78	····················"iopub.status.idle":·"2025-02-28T19:55:15.911694Z",	78	····················"iopub.status.idle":·"2024-01-27T17:16:37.176529Z",
79	····················"shell.execute_reply":·"2025-02-28T19:55:15.~~903926~~Z"	79	····················"shell.execute_reply":·"2024-01-27T17:16:37.172164Z"
80	················},	80	················},
81	················"jupyter":·{	81	················"jupyter":·{
82	····················"outputs_hidden":·false	82	····················"outputs_hidden":·false
83	················}	83	················}
84	············},	84	············},
85	············"outputs":·[	85	············"outputs":·[
86	················{	86	················{
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139	············]	139	············]
140	········},	140	········},
141	········{	141	········{
142	············"cell_type":·"code",	142	············"cell_type":·"code",
143	············"execution_count":·3,	143	············"execution_count":·3,
144	············"metadata":·{	144	············"metadata":·{
145	················"execution":·{	145	················"execution":·{
146	····················"iopub.execute_input":·"2025-02-28T19:55:15.~~923~~502Z",	146	····················"iopub.execute_input":·"2024-01-27T17:16:37.188557Z",
147	····················"iopub.status.busy":·"2025-02-28T19:55:15.~~922742~~Z",	147	····················"iopub.status.busy":·"2024-01-27T17:16:37.188079Z",
148	····················"iopub.status.idle":·"2025-02-28T19:55:16.284~~184~~Z",	148	····················"iopub.status.idle":·"2024-01-27T17:16:37.754470Z",
149	····················"shell.execute_reply":·"2025-02-28T19:55:16.~~283043~~Z"	149	····················"shell.execute_reply":·"2024-01-27T17:16:37.751198Z"
150	················},	150	················},
151	················"jupyter":·{	151	················"jupyter":·{
152	····················"outputs_hidden":·false	152	····················"outputs_hidden":·false
153	················}	153	················}
154	············},	154	············},
155	············"outputs":·[	155	············"outputs":·[
156	················{	156	················{
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215	············]	215	············]
216	········},	216	········},
217	········{	217	········{
218	············"cell_type":·"code",	218	············"cell_type":·"code",
219	············"execution_count":·4,	219	············"execution_count":·4,
220	············"metadata":·{	220	············"metadata":·{
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232	················{	232	················{


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1894	</div>	1894	</div>
1895	<div·class="nboutput·nblast·docutils·container">	1895	<div·class="nboutput·nblast·docutils·container">
1896	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[39]:	1896	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[39]:
1897	</pre></div>	1897	</pre></div>
1898	</div>	1898	</div>
1899	<div·class="output_area·docutils·container">	1899	<div·class="output_area·docutils·container">
1900	<div·class="highlight"><pre>	1900	<div·class="highlight"><pre>
1901	44.433141751220234	1901	44.43314175122023
1902	</pre></div></div>	1902	</pre></div></div>
1903	</div>	1903	</div>
1904	</section>	1904	</section>
1905	</section>	1905	</section>
1906	<section·id="Remainder">	1906	<section·id="Remainder">
1907	<h2>Remainder<a·class="headerlink"·href="#Remainder"·title="Permalink·to·this·heading">¶</a></h2>	1907	<h2>Remainder<a·class="headerlink"·href="#Remainder"·title="Permalink·to·this·heading">¶</a></h2>
1908	<p>The·remainder·of·the·notebook·just·contains·some·additional·checks·and·can·be·ignored.</p>	1908	<p>The·remainder·of·the·notebook·just·contains·some·additional·checks·and·can·be·ignored.</p>


Offset 625, 15 lines modified		Offset 625, 15 lines modified
625	44.433141751219935	625	44.433141751219935
626	[39]:	626	[39]:
627	(	627	(
628	····(res_o2._results.resid_response··2·-·res_o._results.resid_response··2)	628	····(res_o2._results.resid_response··2·-·res_o._results.resid_response··2)
629	····/·res_o2.model.family.variance(res_o2.mu)	629	····/·res_o2.model.family.variance(res_o2.mu)
630	).sum()	630	).sum()
631	[39]:	631	[39]:
632	44.433141751220234	632	44.43314175122023

633	***·RemainderÂ¶·***	633	***·RemainderÂ¶·***
634	The·remainder·of·the·notebook·just·contains·some·additional·checks·and·can·be	634	The·remainder·of·the·notebook·just·contains·some·additional·checks·and·can·be
635	ignored.	635	ignored.
636	[40]:	636	[40]:
637	np.exp(res_e2.model.exposure)[:5],·np.asarray(df_a["affairs_count"])[:5]	637	np.exp(res_e2.model.exposure)[:5],·np.asarray(df_a["affairs_count"])[:5]
638	[40]:	638	[40]:


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429	</div>	429	</div>
430	<div·class="nboutput·nblast·docutils·container">	430	<div·class="nboutput·nblast·docutils·container">
431	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[5]:	431	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[5]:
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434	<div·class="output_area·docutils·container">	434	<div·class="output_area·docutils·container">
435	<div·class="highlight"><pre>	435	<div·class="highlight"><pre>
436	<statsmodels.nonparametric.kde.KDEUnivariate·at·0x7f~~d7584bda~~d0>	436	<statsmodels.nonparametric.kde.KDEUnivariate·at·0x7f93331447d0>
437	</pre></div></div>	437	</pre></div></div>
438	</div>	438	</div>
439	<p>We·present·a·figure·of·the·fit,·as·well·as·the·true·distribution.</p>	439	<p>We·present·a·figure·of·the·fit,·as·well·as·the·true·distribution.</p>
440	<div·class="nbinput·docutils·container">	440	<div·class="nbinput·docutils·container">
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443	</div>	443	</div>
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688	</div>	688	</div>
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691	<statsmodels.nonparametric.kde.KDEUnivariate·at·0x7f~~d74daf015~~0>	691	<statsmodels.nonparametric.kde.KDEUnivariate·at·0x7f9331763790>
692	</pre></div></div>	692	</pre></div></div>
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697	</div>	697	</div>
698	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">fig</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">figure</span><span·class="p">(</span><span·class="n">figsize</span><span·class="o">=</span><span·class="p">(</span><span·class="mi">12</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">))</span>	698	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">fig</span>·<span·class="o">=</span>·<span·class="n">plt</span><span·class="o">.</span><span·class="n">figure</span><span·class="p">(</span><span·class="n">figsize</span><span·class="o">=</span><span·class="p">(</span><span·class="mi">12</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">))</span>
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752	</pre></div>	752	</pre></div>
753	</div>	753	</div>
754	<div·class="output_area·docutils·container">	754	<div·class="output_area·docutils·container">
755	<div·class="highlight"><pre>	755	<div·class="highlight"><pre>
756	<statsmodels.nonparametric.kde.KDEUnivariate·at·0x7f~~d74f4f~~c290>	756	<statsmodels.nonparametric.kde.KDEUnivariate·at·0x7f933174c250>
757	</pre></div></div>	757	</pre></div></div>
758	</div>	758	</div>
759	<div·class="nbinput·docutils·container">	759	<div·class="nbinput·docutils·container">
760	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[15]:	760	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[15]:
761	</pre></div>	761	</pre></div>
762	</div>	762	</div>
763	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">kde</span><span·class="o">.</span><span·class="n">entropy</span>	763	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">kde</span><span·class="o">.</span><span·class="n">entropy</span>


Offset 96, 15 lines modified		Offset 96, 15 lines modified
96	The·histogram·above·is·discontinuous.·To·compute·a·continuous·probability	96	The·histogram·above·is·discontinuous.·To·compute·a·continuous·probability
97	density·function,·we·can·use·kernel·density·estimation.	97	density·function,·we·can·use·kernel·density·estimation.
98	We·initialize·a·univariate·kernel·density·estimator·using·KDEUnivariate.	98	We·initialize·a·univariate·kernel·density·estimator·using·KDEUnivariate.
99	[5]:	99	[5]:
100	kde·=·sm.nonparametric.KDEUnivariate(obs_dist)	100	kde·=·sm.nonparametric.KDEUnivariate(obs_dist)
101	kde.fit()··#·Estimate·the·densities	101	kde.fit()··#·Estimate·the·densities
102	[5]:	102	[5]:
103	<statsmodels.nonparametric.kde.KDEUnivariate·at·0x7f~~d7584bda~~d0>	103	<statsmodels.nonparametric.kde.KDEUnivariate·at·0x7f93331447d0>
104	We·present·a·figure·of·the·fit,·as·well·as·the·true·distribution.	104	We·present·a·figure·of·the·fit,·as·well·as·the·true·distribution.
105	[6]:	105	[6]:
106	fig·=·plt.figure(figsize=(12,·5))	106	fig·=·plt.figure(figsize=(12,·5))
107	ax·=·fig.add_subplot(111)	107	ax·=·fig.add_subplot(111)

108	#·Plot·the·histrogram	108	#·Plot·the·histrogram
109	ax.hist(	109	ax.hist(
Offset 270, 15 lines modified		Offset 270, 15 lines modified
270	····dist=[stats.norm,·stats.beta],	270	····dist=[stats.norm,·stats.beta],
271	····kwargs=(dict(loc=-1,·scale=0.5),·dict(loc=1,·scale=1,·args=(1,·0.5))),	271	····kwargs=(dict(loc=-1,·scale=0.5),·dict(loc=1,·scale=1,·args=(1,·0.5))),
272	)	272	)
273	[12]:	273	[12]:
274	kde·=·sm.nonparametric.KDEUnivariate(obs_dist)	274	kde·=·sm.nonparametric.KDEUnivariate(obs_dist)
275	kde.fit()	275	kde.fit()
276	[12]:	276	[12]:
277	<statsmodels.nonparametric.kde.KDEUnivariate·at·0x7f~~d74daf015~~0>	277	<statsmodels.nonparametric.kde.KDEUnivariate·at·0x7f9331763790>
278	[13]:	278	[13]:
279	fig·=·plt.figure(figsize=(12,·5))	279	fig·=·plt.figure(figsize=(12,·5))
280	ax·=·fig.add_subplot(111)	280	ax·=·fig.add_subplot(111)
281	ax.hist(obs_dist,·bins=20,·density=True,·edgecolor="k",·zorder=4,·alpha=0.5)	281	ax.hist(obs_dist,·bins=20,·density=True,·edgecolor="k",·zorder=4,·alpha=0.5)
282	ax.plot(kde.support,·kde.density,·lw=3,·zorder=7)	282	ax.plot(kde.support,·kde.density,·lw=3,·zorder=7)
283	#·Plot·the·samples	283	#·Plot·the·samples
284	ax.scatter(	284	ax.scatter(
Offset 307, 15 lines modified		Offset 307, 15 lines modified
307	····size=1000,	307	····size=1000,
308	····dist=[stats.norm,·stats.norm],	308	····dist=[stats.norm,·stats.norm],
309	····kwargs=(dict(loc=-1,·scale=0.5),·dict(loc=1,·scale=0.5)),	309	····kwargs=(dict(loc=-1,·scale=0.5),·dict(loc=1,·scale=0.5)),
310	)	310	)
311	kde·=·sm.nonparametric.KDEUnivariate(obs_dist)	311	kde·=·sm.nonparametric.KDEUnivariate(obs_dist)
312	kde.fit(gridsize=2·**·10)	312	kde.fit(gridsize=2·**·10)
313	[14]:	313	[14]:
314	<statsmodels.nonparametric.kde.KDEUnivariate·at·0x7f~~d74f4f~~c290>	314	<statsmodels.nonparametric.kde.KDEUnivariate·at·0x7f933174c250>
315	[15]:	315	[15]:
316	kde.entropy	316	kde.entropy
317	[15]:	317	[15]:
318	1.314324140492138	318	1.314324140492138
319	[16]:	319	[16]:
320	kde.evaluate(-1)	320	kde.evaluate(-1)
321	[16]:	321	[16]:


Offset 18, 18 lines modified		Offset 18, 18 lines modified
18	············]	18	············]
19	········},	19	········},
20	········{	20	········{
21	············"cell_type":·"code",	21	············"cell_type":·"code",
22	············"execution_count":·1,	22	············"execution_count":·1,
23	············"metadata":·{	23	············"metadata":·{
24	················"execution":·{	24	················"execution":·{
25	····················"iopub.execute_input":·"2025-02-28T19:54:21.~~399344~~Z",	25	····················"iopub.execute_input":·"2024-01-27T17:15:30.864207Z",
26	····················"iopub.status.busy":·"2025-02-28T19:54:21.~~398~~953Z",	26	····················"iopub.status.busy":·"2024-01-27T17:15:30.852939Z",
27	····················"iopub.status.idle":·"2025-02-28T19:54:32.~~40760~~2Z",	27	····················"iopub.status.idle":·"2024-01-27T17:15:44.943932Z",
28	····················"shell.execute_reply":·"2025-02-28T19:54:32.405~~246~~Z"	28	····················"shell.execute_reply":·"2024-01-27T17:15:44.935770Z"
29	················}	29	················}
30	············},	30	············},
31	············"outputs":·[],	31	············"outputs":·[],
32	············"source":·[	32	············"source":·[
33	················"import·pandas·as·pd\n",	33	················"import·pandas·as·pd\n",
34	················"import·numpy·as·np\n",	34	················"import·numpy·as·np\n",
35	················"import·statsmodels.api·as·sm\n",	35	················"import·statsmodels.api·as·sm\n",
Offset 44, 18 lines modified		Offset 44, 18 lines modified
44	············]	44	············]
45	········},	45	········},
46	········{	46	········{
47	············"cell_type":·"code",	47	············"cell_type":·"code",
48	············"execution_count":·2,	48	············"execution_count":·2,
49	············"metadata":·{	49	············"metadata":·{
50	················"execution":·{	50	················"execution":·{
51	····················"iopub.execute_input":·"2025-02-28T19:54:32.~~421528~~Z",	51	····················"iopub.execute_input":·"2024-01-27T17:15:44.972971Z",
52	····················"iopub.status.busy":·"2025-02-28T19:54:32.420976Z",	52	····················"iopub.status.busy":·"2024-01-27T17:15:44.965047Z",
53	····················"iopub.status.idle":·"2025-02-28T19:54:32.442~~977~~Z",	53	····················"iopub.status.idle":·"2024-01-27T17:15:45.012593Z",
54	····················"shell.execute_reply":·"2025-02-28T19:54:32.~~43583~~7Z"	54	····················"shell.execute_reply":·"2024-01-27T17:15:45.007727Z"
55	················}	55	················}
56	············},	56	············},
57	············"outputs":·[],	57	············"outputs":·[],
58	············"source":·[	58	············"source":·[
59	················"np.random.seed(3424)"	59	················"np.random.seed(3424)"
60	············]	60	············]
61	········},	61	········},
Offset 67, 18 lines modified		Offset 67, 18 lines modified
67	············]	67	············]
68	········},	68	········},
69	········{	69	········{
70	············"cell_type":·"code",	70	············"cell_type":·"code",
71	············"execution_count":·3,	71	············"execution_count":·3,
72	············"metadata":·{	72	············"metadata":·{
73	················"execution":·{	73	················"execution":·{
74	····················"iopub.execute_input":·"2025-02-28T19:54:32.451783Z",	74	····················"iopub.execute_input":·"2024-01-27T17:15:45.046123Z",
75	····················"iopub.status.busy":·"2025-02-28T19:54:32.~~451377~~Z",	75	····················"iopub.status.busy":·"2024-01-27T17:15:45.037030Z",
76	····················"iopub.status.idle":·"2025-02-28T19:54:32.46~~2631~~Z",	76	····················"iopub.status.idle":·"2024-01-27T17:15:45.068388Z",
77	····················"shell.execute_reply":·"2025-02-28T19:54:32.46~~1110~~Z"	77	····················"shell.execute_reply":·"2024-01-27T17:15:45.063937Z"
78	················}	78	················}
79	············},	79	············},
80	············"outputs":·[],	80	············"outputs":·[],
81	············"source":·[	81	············"source":·[
82	················"n·=·1000"	82	················"n·=·1000"
83	············]	83	············]
84	········},	84	········},
Offset 90, 18 lines modified		Offset 90, 18 lines modified
90	············]	90	············]
91	········},	91	········},
92	········{	92	········{
93	············"cell_type":·"code",	93	············"cell_type":·"code",
94	············"execution_count":·4,	94	············"execution_count":·4,
95	············"metadata":·{	95	············"metadata":·{
96	················"execution":·{	96	················"execution":·{
97	····················"iopub.execute_input":·"2025-02-28T19:54:32.~~481814~~Z",	97	····················"iopub.execute_input":·"2024-01-27T17:15:45.077482Z",
98	····················"iopub.status.busy":·"2025-02-28T19:54:32.479014Z",	98	····················"iopub.status.busy":·"2024-01-27T17:15:45.077008Z",
99	····················"iopub.status.idle":·"2025-02-28T19:54:32.513~~926~~Z",	99	····················"iopub.status.idle":·"2024-01-27T17:15:45.123313Z",
100	····················"shell.execute_reply":·"2025-02-28T19:54:32.501906Z"	100	····················"shell.execute_reply":·"2024-01-27T17:15:45.121803Z"
101	················},	101	················},
102	················"lines_to_next_cell":·1	102	················"lines_to_next_cell":·1
103	············},	103	············},
104	············"outputs":·[],	104	············"outputs":·[],
105	············"source":·[	105	············"source":·[
106	················"exp·=·np.random.normal(size=n)"	106	················"exp·=·np.random.normal(size=n)"
107	············]	107	············]
Offset 114, 18 lines modified		Offset 114, 18 lines modified
114	············]	114	············]
115	········},	115	········},
116	········{	116	········{
117	············"cell_type":·"code",	117	············"cell_type":·"code",
118	············"execution_count":·5,	118	············"execution_count":·5,
119	············"metadata":·{	119	············"metadata":·{
120	················"execution":·{	120	················"execution":·{
121	····················"iopub.execute_input":·"2025-02-28T19:54:32.521~~726~~Z",	121	····················"iopub.execute_input":·"2024-01-27T17:15:45.141291Z",
122	····················"iopub.status.busy":·"2025-02-28T19:54:32.~~521295~~Z",	122	····················"iopub.status.busy":·"2024-01-27T17:15:45.140816Z",
123	····················"iopub.status.idle":·"2025-02-28T19:54:32.~~550584~~Z",	123	····················"iopub.status.idle":·"2024-01-27T17:15:45.206125Z",
124	····················"shell.execute_reply":·"2025-02-28T19:54:32.~~543~~338Z"	124	····················"shell.execute_reply":·"2024-01-27T17:15:45.204321Z"
125	················},	125	················},
126	················"lines_to_next_cell":·1	126	················"lines_to_next_cell":·1
127	············},	127	············},
128	············"outputs":·[],	128	············"outputs":·[],
129	············"source":·[	129	············"source":·[
130	················"def·gen_mediator():\n",	130	················"def·gen_mediator():\n",
131	················"····mn·=·np.exp(exp)\n",	131	················"····mn·=·np.exp(exp)\n",
Offset 144, 18 lines modified		Offset 144, 18 lines modified
144	············]	144	············]
145	········},	145	········},
146	········{	146	········{
147	············"cell_type":·"code",	147	············"cell_type":·"code",
148	············"execution_count":·6,	148	············"execution_count":·6,
149	············"metadata":·{	149	············"metadata":·{
150	················"execution":·{	150	················"execution":·{
151	····················"iopub.execute_input":·"2025-02-28T19:54:32.555693Z",	151	····················"iopub.execute_input":·"2024-01-27T17:15:45.221552Z",
152	····················"iopub.status.busy":·"2025-02-28T19:54:32~~.55~~5304Z",	152	····················"iopub.status.busy":·"2024-01-27T17:15:45.221050Z",
153	····················"iopub.status.idle":·"2025-02-28T19:54:32.~~604313~~Z",	153	····················"iopub.status.idle":·"2024-01-27T17:15:45.285842Z",
154	····················"shell.execute_reply":·"2025-02-28T19:54:32.602~~903~~Z"	154	····················"shell.execute_reply":·"2024-01-27T17:15:45.282821Z"
155	················},	155	················},
156	················"lines_to_next_cell":·1	156	················"lines_to_next_cell":·1
157	············},	157	············},
158	············"outputs":·[],	158	············"outputs":·[],
159	············"source":·[	159	············"source":·[
160	················"def·gen_outcome(otype,·mtime0):\n",	160	················"def·gen_outcome(otype,·mtime0):\n",
161	················"····if·otype·==·\"full\":\n",	161	················"····if·otype·==·\"full\":\n",
Offset 180, 18 lines modified		Offset 180, 18 lines modified
180	············]	180	············]
181	········},	181	········},
182	········{	182	········{
183	············"cell_type":·"code",	183	············"cell_type":·"code",
184	············"execution_count":·7,	184	············"execution_count":·7,
185	············"metadata":·{	185	············"metadata":·{
186	················"execution":·{	186	················"execution":·{
187	····················"iopub.execute_input":·"2025-02-28T19:54:32.~~611~~143Z",	187	····················"iopub.execute_input":·"2024-01-27T17:15:45.308169Z",
188	····················"iopub.status.busy":·"2025-02-28T19:54:32.~~610~~803Z",	188	····················"iopub.status.busy":·"2024-01-27T17:15:45.296866Z",
189	····················"iopub.status.idle":·"2025-02-28T19:54:32.635883Z",	189	····················"iopub.status.idle":·"2024-01-27T17:15:45.352734Z",
190	····················"shell.execute_reply":·"2025-02-28T19:54:32.633917Z"	190	····················"shell.execute_reply":·"2024-01-27T17:15:45.347371Z"
191	················},	191	················},
192	················"lines_to_next_cell":·1	192	················"lines_to_next_cell":·1
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Offset 545, 15 lines modified		Offset 545, 15 lines modified
545	</div>	545	</div>
546	<div·class="nboutput·docutils·container">	546	<div·class="nboutput·docutils·container">
547	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[10]:	547	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[10]:
548	</pre></div>	548	</pre></div>
549	</div>	549	</div>
550	<div·class="output_area·docutils·container">	550	<div·class="output_area·docutils·container">
551	<div·class="highlight"><pre>	551	<div·class="highlight"><pre>
552	<matplotlib.legend.Legend·at·0x7f0~~346b~~1fc50>	552	<matplotlib.legend.Legend·at·0x7f81f91f4410>
553	</pre></div></div>	553	</pre></div></div>
554	</div>	554	</div>
555	<div·class="nboutput·nblast·docutils·container">	555	<div·class="nboutput·nblast·docutils·container">
556	<div·class="prompt·empty·docutils·container">	556	<div·class="prompt·empty·docutils·container">
557	</div>	557	</div>
558	<div·class="output_area·docutils·container">	558	<div·class="output_area·docutils·container">
559	<img·alt="../../../_images/examples_notebooks_generated_ols_18_1.png"·src="../../../_images/examples_notebooks_generated_ols_18_1.png"·/>	559	<img·alt="../../../_images/examples_notebooks_generated_ols_18_1.png"·src="../../../_images/examples_notebooks_generated_ols_18_1.png"·/>
Offset 963, 14 lines modified		Offset 963, 27 lines modified
963	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="nb">print</span><span·class="p">(</span><span·class="n">infl</span><span·class="o">.</span><span·class="n">summary_frame</span><span·class="p">()</span><span·class="o">.</span><span·class="n">filter</span><span·class="p">(</span><span·class="n">regex</span><span·class="o">=</span><span·class="s2">"dfb"</span><span·class="p">))</span>	963	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="nb">print</span><span·class="p">(</span><span·class="n">infl</span><span·class="o">.</span><span·class="n">summary_frame</span><span·class="p">()</span><span·class="o">.</span><span·class="n">filter</span><span·class="p">(</span><span·class="n">regex</span><span·class="o">=</span><span·class="s2">"dfb"</span><span·class="p">))</span>
964	</pre></div>	964	</pre></div>
965	</div>	965	</div>
966	</div>	966	</div>
967	<div·class="nboutput·docutils·container">	967	<div·class="nboutput·docutils·container">
968	<div·class="prompt·empty·docutils·container">	968	<div·class="prompt·empty·docutils·container">
969	</div>	969	</div>
		970	<div·class="output_area·stderr·docutils·container">
		971	<div·class="highlight"><pre>
		972	/usr/lib/python3/dist-packages/statsmodels/stats/outliers_influence.py:696:·RuntimeWarning:·invalid·value·encountered·in·sqrt
		973	··return·self.resid·/·sigma·/·np.sqrt(1·-·hii)
		974	/usr/lib/python3/dist-packages/statsmodels/stats/outliers_influence.py:737:·RuntimeWarning:·invalid·value·encountered·in·sqrt
		975	··dffits_·=·self.resid_studentized_internal·*·np.sqrt(hii·/·(1·-·hii))
		976	/usr/lib/python3/dist-packages/statsmodels/stats/outliers_influence.py:766:·RuntimeWarning:·invalid·value·encountered·in·sqrt
		977	··dffits_·=·self.resid_studentized_external·*·np.sqrt(hii·/·(1·-·hii))
		978	</pre></div></div>
		979	</div>
		980	<div·class="nboutput·nblast·docutils·container">
		981	<div·class="prompt·empty·docutils·container">
		982	</div>
970	<div·class="output_area·docutils·container">	983	<div·class="output_area·docutils·container">
971	<div·class="highlight"><pre>	984	<div·class="highlight"><pre>
972	····dfb_const··dfb_GNPDEFL·······dfb_GNP·····dfb_UNEMP·····dfb_ARMED··\	985	····dfb_const··dfb_GNPDEFL·······dfb_GNP·····dfb_UNEMP·····dfb_ARMED··\
973	0···-0.016406··-169.822675··1.673981e+06··54490.318088··51447.824036	986	0···-0.016406··-169.822675··1.673981e+06··54490.318088··51447.824036
974	1···-0.020608··-187.251727··1.829990e+06··54495.312977··52659.808664	987	1···-0.020608··-187.251727··1.829990e+06··54495.312977··52659.808664
975	2···-0.008382···-65.417834··1.587601e+06··52002.330476··49078.352378	988	2···-0.008382···-65.417834··1.587601e+06··52002.330476··49078.352378
976	3····0.018093···288.503914··1.155359e+06··56211.331922··60350.723082	989	3····0.018093···288.503914··1.155359e+06··56211.331922··60350.723082
Offset 1002, 27 lines modified		Offset 1015, 14 lines modified
1002	11···95414.217290·-29690.904188	1015	11···95414.217290·-29690.904188
1003	12··258559.048569·-29296.334617	1016	12··258559.048569·-29296.334617
1004	13··104434.061226·-30025.564763	1017	13··104434.061226·-30025.564763
1005	14··275103.677859·-36060.612522	1018	14··275103.677859·-36060.612522
1006	15·-110176.960671·-28053.834556	1019	15·-110176.960671·-28053.834556
1007	</pre></div></div>	1020	</pre></div></div>
1008	</div>	1021	</div>
1009	<div·class="nboutput·nblast·docutils·container">
1010	<div·class="prompt·empty·docutils·container">
1011	</div>
1012	<div·class="output_area·stderr·docutils·container">
1013	<div·class="highlight"><pre>
1014	/usr/lib/python3/dist-packages/statsmodels/stats/outliers_influence.py:696:·RuntimeWarning:·invalid·value·encountered·in·sqrt
1015	··return·self.resid·/·sigma·/·np.sqrt(1·-·hii)
1016	/usr/lib/python3/dist-packages/statsmodels/stats/outliers_influence.py:737:·RuntimeWarning:·invalid·value·encountered·in·sqrt
1017	··dffits_·=·self.resid_studentized_internal·*·np.sqrt(hii·/·(1·-·hii))
1018	/usr/lib/python3/dist-packages/statsmodels/stats/outliers_influence.py:766:·RuntimeWarning:·invalid·value·encountered·in·sqrt
1019	··dffits_·=·self.resid_studentized_external·*·np.sqrt(hii·/·(1·-·hii))
1020	</pre></div></div>
1021	</div>
1022	</section>	1022	</section>
1023	</section>	1023	</section>
1024	</section>	1024	</section>
1025	</section>	1025	</section>


1026	············<div·class="clearer"></div>	1026	············<div·class="clearer"></div>


Offset 161, 15 lines modified		Offset 161, 15 lines modified
161	ax.plot(x,·y,·"o",·label="data")	161	ax.plot(x,·y,·"o",·label="data")
162	ax.plot(x,·y_true,·"b-",·label="True")	162	ax.plot(x,·y_true,·"b-",·label="True")
163	ax.plot(x,·res.fittedvalues,·"r--.",·label="OLS")	163	ax.plot(x,·res.fittedvalues,·"r--.",·label="OLS")
164	ax.plot(x,·iv_u,·"r--")	164	ax.plot(x,·iv_u,·"r--")
165	ax.plot(x,·iv_l,·"r--")	165	ax.plot(x,·iv_l,·"r--")
166	ax.legend(loc="best")	166	ax.legend(loc="best")
167	[10]:	167	[10]:
168	<matplotlib.legend.Legend·at·0x7f0~~346b~~1fc50>	168	<matplotlib.legend.Legend·at·0x7f81f91f4410>
169	[../../../_images/examples_notebooks_generated_ols_18_1.png]	169	[../../../_images/examples_notebooks_generated_ols_18_1.png]

170	***·OLS·with·dummy·variablesÂ¶·***	170	***·OLS·with·dummy·variablesÂ¶·***
171	We·generate·some·artificial·data.·There·are·3·groups·which·will·be·modelled	171	We·generate·some·artificial·data.·There·are·3·groups·which·will·be·modelled
172	using·dummy·variables.·Group·0·is·the·omitted/benchmark·category.	172	using·dummy·variables.·Group·0·is·the·omitted/benchmark·category.
173	[11]:	173	[11]:
174	nsample·=·50	174	nsample·=·50
Offset 392, 14 lines modified		Offset 392, 23 lines modified
392	to·be·influential·observations	392	to·be·influential·observations
393	[26]:	393	[26]:
394	2.0·/·len(X)·**·0.5	394	2.0·/·len(X)·**·0.5
395	[26]:	395	[26]:
396	0.5	396	0.5
397	[27]:	397	[27]:
398	print(infl.summary_frame().filter(regex="dfb"))	398	print(infl.summary_frame().filter(regex="dfb"))
		399	/usr/lib/python3/dist-packages/statsmodels/stats/outliers_influence.py:696:
		400	RuntimeWarning:·invalid·value·encountered·in·sqrt
		401	··return·self.resid·/·sigma·/·np.sqrt(1·-·hii)
		402	/usr/lib/python3/dist-packages/statsmodels/stats/outliers_influence.py:737:
		403	RuntimeWarning:·invalid·value·encountered·in·sqrt
		404	··dffits_·=·self.resid_studentized_internal·*·np.sqrt(hii·/·(1·-·hii))
		405	/usr/lib/python3/dist-packages/statsmodels/stats/outliers_influence.py:766:
		406	RuntimeWarning:·invalid·value·encountered·in·sqrt
		407	··dffits_·=·self.resid_studentized_external·*·np.sqrt(hii·/·(1·-·hii))
399	····dfb_const··dfb_GNPDEFL·······dfb_GNP·····dfb_UNEMP·····dfb_ARMED··\	408	····dfb_const··dfb_GNPDEFL·······dfb_GNP·····dfb_UNEMP·····dfb_ARMED··\
400	0···-0.016406··-169.822675··1.673981e+06··54490.318088··51447.824036	409	0···-0.016406··-169.822675··1.673981e+06··54490.318088··51447.824036
401	1···-0.020608··-187.251727··1.829990e+06··54495.312977··52659.808664	410	1···-0.020608··-187.251727··1.829990e+06··54495.312977··52659.808664
402	2···-0.008382···-65.417834··1.587601e+06··52002.330476··49078.352378	411	2···-0.008382···-65.417834··1.587601e+06··52002.330476··49078.352378
403	3····0.018093···288.503914··1.155359e+06··56211.331922··60350.723082	412	3····0.018093···288.503914··1.155359e+06··56211.331922··60350.723082
404	4····1.871260··-171.109595··4.498197e+06··82532.785818··71034.429294	413	4····1.871260··-171.109595··4.498197e+06··82532.785818··71034.429294
405	5···-0.321373··-104.123822··1.398891e+06··52559.760056··47486.527649	414	5···-0.321373··-104.123822··1.398891e+06··52559.760056··47486.527649
Offset 427, 23 lines modified		Offset 436, 14 lines modified
427	9····18392.575057·-29203.217108	436	9····18392.575057·-29203.217108
428	10···93617.648517·-29846.022426	437	10···93617.648517·-29846.022426
429	11···95414.217290·-29690.904188	438	11···95414.217290·-29690.904188
430	12··258559.048569·-29296.334617	439	12··258559.048569·-29296.334617
431	13··104434.061226·-30025.564763	440	13··104434.061226·-30025.564763
432	14··275103.677859·-36060.612522	441	14··275103.677859·-36060.612522
433	15·-110176.960671·-28053.834556	442	15·-110176.960671·-28053.834556
434	/usr/lib/python3/dist-packages/statsmodels/stats/outliers_influence.py:696:
435	RuntimeWarning:·invalid·value·encountered·in·sqrt
436	··return·self.resid·/·sigma·/·np.sqrt(1·-·hii)
437	/usr/lib/python3/dist-packages/statsmodels/stats/outliers_influence.py:737:
438	RuntimeWarning:·invalid·value·encountered·in·sqrt
439	··dffits_·=·self.resid_studentized_internal·*·np.sqrt(hii·/·(1·-·hii))
440	/usr/lib/python3/dist-packages/statsmodels/stats/outliers_influence.py:766:
441	RuntimeWarning:·invalid·value·encountered·in·sqrt
442	··dffits_·=·self.resid_studentized_external·*·np.sqrt(hii·/·(1·-·hii))

443	[Logo]	443	[Logo]
444	**·Table_of_Contents·**	444	**·Table_of_Contents·**
445	····*·Installing_statsmodels	445	····*·Installing_statsmodels
446	····*·Getting_started	446	····*·Getting_started
447	····*·User_Guide	447	····*·User_Guide
448	····*·Examples	448	····*·Examples


Offset 803, 15 lines modified		Offset 803, 15 lines modified
803	</div>	803	</div>
804	</div>	804	</div>
805	<div·class="nboutput·docutils·container">	805	<div·class="nboutput·docutils·container">
806	<div·class="prompt·empty·docutils·container">	806	<div·class="prompt·empty·docutils·container">
807	</div>	807	</div>
808	<div·class="output_area·stderr·docutils·container">	808	<div·class="output_area·stderr·docutils·container">
809	<div·class="highlight"><pre>	809	<div·class="highlight"><pre>
810	/tmp/ipykernel_~~925847~~/427128218.py:3:·UserWarning:·FixedFormatter·should·only·be·used·together·with·FixedLocator	810	/tmp/ipykernel_3546181/427128218.py:3:·UserWarning:·FixedFormatter·should·only·be·used·together·with·FixedLocator
811	··ax.set_xticklabels(dta.columns.values[::10])	811	··ax.set_xticklabels(dta.columns.values[::10])
812	</pre></div></div>	812	</pre></div></div>
813	</div>	813	</div>
814	<div·class="nboutput·nblast·docutils·container">	814	<div·class="nboutput·nblast·docutils·container">
815	<div·class="prompt·empty·docutils·container">	815	<div·class="prompt·empty·docutils·container">
816	</div>	816	</div>
817	<div·class="output_area·docutils·container">	817	<div·class="output_area·docutils·container">


Offset 147, 15 lines modified		Offset 147, 15 lines modified
147	lines·=·ax.plot(pca_model.factors.iloc[:,·:3],·lw=4,·alpha=0.6)	147	lines·=·ax.plot(pca_model.factors.iloc[:,·:3],·lw=4,·alpha=0.6)
148	ax.set_xticklabels(dta.columns.values[::10])	148	ax.set_xticklabels(dta.columns.values[::10])
149	ax.set_xlim(0,·51)	149	ax.set_xlim(0,·51)
150	ax.set_xlabel("Year",·size=17)	150	ax.set_xlabel("Year",·size=17)
151	fig.subplots_adjust(0.1,·0.1,·0.85,·0.9)	151	fig.subplots_adjust(0.1,·0.1,·0.85,·0.9)
152	legend·=·fig.legend(lines,·["PC·1",·"PC·2",·"PC·3"],·loc="center·right")	152	legend·=·fig.legend(lines,·["PC·1",·"PC·2",·"PC·3"],·loc="center·right")
153	legend.draw_frame(False)	153	legend.draw_frame(False)
154	/tmp/ipykernel_~~925847~~/427128218.py:3:·UserWarning:·FixedFormatter·should·only	154	/tmp/ipykernel_3546181/427128218.py:3:·UserWarning:·FixedFormatter·should·only
155	be·used·together·with·FixedLocator	155	be·used·together·with·FixedLocator
156	··ax.set_xticklabels(dta.columns.values[::10])	156	··ax.set_xticklabels(dta.columns.values[::10])
157	[../../../_images/examples_notebooks_generated_pca_fertility_factors_15_1.png]	157	[../../../_images/examples_notebooks_generated_pca_fertility_factors_15_1.png]
158	To·better·understand·what·is·going·on,·we·will·plot·the·fertility·trajectories	158	To·better·understand·what·is·going·on,·we·will·plot·the·fertility·trajectories
159	for·sets·of·countries·with·similar·PC·scores.·The·following·convenience	159	for·sets·of·countries·with·similar·PC·scores.·The·following·convenience
160	function·produces·such·a·plot.	160	function·produces·such·a·plot.
161	[8]:	161	[8]:


Offset 319, 23 lines modified		Offset 319, 23 lines modified
319	div.rendered_html·tbody·tr:hover·{	319	div.rendered_html·tbody·tr:hover·{
320	··background:·rgba(66,·165,·245,·0.2);	320	··background:·rgba(66,·165,·245,·0.2);
321	}	321	}
322	</style>	322	</style>
323	<section·id="Prediction-(out-of-sample)">	323	<section·id="Prediction-(out-of-sample)">
324	<h1>Prediction·(out·of·sample)<a·class="headerlink"·href="#Prediction-(out-of-sample)"·title="Permalink·to·this·heading">¶</a></h1>	324	<h1>Prediction·(out·of·sample)<a·class="headerlink"·href="#Prediction-(out-of-sample)"·title="Permalink·to·this·heading">¶</a></h1>
325	<div·class="nbinput·nblast·docutils·container">	325	<div·class="nbinput·nblast·docutils·container">
326	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[·]:	326	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[1]:
327	</pre></div>	327	</pre></div>
328	</div>	328	</div>
329	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="o">%</span><span·class="k">matplotlib</span>·inline	329	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="o">%</span><span·class="k">matplotlib</span>·inline
330	</pre></div>	330	</pre></div>
331	</div>	331	</div>
332	</div>	332	</div>
333	<div·class="nbinput·nblast·docutils·container">	333	<div·class="nbinput·nblast·docutils·container">
334	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[·]:	334	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[2]:
335	</pre></div>	335	</pre></div>
336	</div>	336	</div>
337	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">import</span>·<span·class="nn">numpy</span>·<span·class="k">as</span>·<span·class="nn">np</span>	337	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">import</span>·<span·class="nn">numpy</span>·<span·class="k">as</span>·<span·class="nn">np</span>
338	<span·class="kn">import</span>·<span·class="nn">matplotlib.pyplot</span>·<span·class="k">as</span>·<span·class="nn">plt</span>	338	<span·class="kn">import</span>·<span·class="nn">matplotlib.pyplot</span>·<span·class="k">as</span>·<span·class="nn">plt</span>

339	<span·class="kn">import</span>·<span·class="nn">statsmodels.api</span>·<span·class="k">as</span>·<span·class="nn">sm</span>	339	<span·class="kn">import</span>·<span·class="nn">statsmodels.api</span>·<span·class="k">as</span>·<span·class="nn">sm</span>

Offset 343, 15 lines modified		Offset 343, 15 lines modified
343	<span·class="n">plt</span><span·class="o">.</span><span·class="n">rc</span><span·class="p">(</span><span·class="s2">"font"</span><span·class="p">,</span>·<span·class="n">size</span><span·class="o">=</span><span·class="mi">14</span><span·class="p">)</span>	343	<span·class="n">plt</span><span·class="o">.</span><span·class="n">rc</span><span·class="p">(</span><span·class="s2">"font"</span><span·class="p">,</span>·<span·class="n">size</span><span·class="o">=</span><span·class="mi">14</span><span·class="p">)</span>
344	</pre></div>	344	</pre></div>
345	</div>	345	</div>
346	</div>	346	</div>
347	<section·id="Artificial-data">	347	<section·id="Artificial-data">
348	<h2>Artificial·data<a·class="headerlink"·href="#Artificial-data"·title="Permalink·to·this·heading">¶</a></h2>	348	<h2>Artificial·data<a·class="headerlink"·href="#Artificial-data"·title="Permalink·to·this·heading">¶</a></h2>
349	<div·class="nbinput·nblast·docutils·container">	349	<div·class="nbinput·nblast·docutils·container">
350	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[·]:	350	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:
351	</pre></div>	351	</pre></div>
352	</div>	352	</div>
353	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">nsample</span>·<span·class="o">=</span>·<span·class="mi">50</span>	353	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">nsample</span>·<span·class="o">=</span>·<span·class="mi">50</span>
354	<span·class="n">sig</span>·<span·class="o">=</span>·<span·class="mf">0.25</span>	354	<span·class="n">sig</span>·<span·class="o">=</span>·<span·class="mf">0.25</span>
355	<span·class="n">x1</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">20</span><span·class="p">,</span>·<span·class="n">nsample</span><span·class="p">)</span>	355	<span·class="n">x1</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">20</span><span·class="p">,</span>·<span·class="n">nsample</span><span·class="p">)</span>
356	<span·class="n">X</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">column_stack</span><span·class="p">((</span><span·class="n">x1</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">sin</span><span·class="p">(</span><span·class="n">x1</span><span·class="p">),</span>·<span·class="p">(</span><span·class="n">x1</span>·<span·class="o">-</span>·<span·class="mi">5</span><span·class="p">)</span>·<span·class="o">**</span>·<span·class="mi">2</span><span·class="p">))</span>	356	<span·class="n">X</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">column_stack</span><span·class="p">((</span><span·class="n">x1</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">sin</span><span·class="p">(</span><span·class="n">x1</span><span·class="p">),</span>·<span·class="p">(</span><span·class="n">x1</span>·<span·class="o">-</span>·<span·class="mi">5</span><span·class="p">)</span>·<span·class="o">**</span>·<span·class="mi">2</span><span·class="p">))</span>
357	<span·class="n">X</span>·<span·class="o">=</span>·<span·class="n">sm</span><span·class="o">.</span><span·class="n">add_constant</span><span·class="p">(</span><span·class="n">X</span><span·class="p">)</span>	357	<span·class="n">X</span>·<span·class="o">=</span>·<span·class="n">sm</span><span·class="o">.</span><span·class="n">add_constant</span><span·class="p">(</span><span·class="n">X</span><span·class="p">)</span>
Offset 360, 102 lines modified		Offset 360, 209 lines modified
360	<span·class="n">y</span>·<span·class="o">=</span>·<span·class="n">y_true</span>·<span·class="o">+</span>·<span·class="n">sig</span>·<span·class="o">*</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">normal</span><span·class="p">(</span><span·class="n">size</span><span·class="o">=</span><span·class="n">nsample</span><span·class="p">)</span>	360	<span·class="n">y</span>·<span·class="o">=</span>·<span·class="n">y_true</span>·<span·class="o">+</span>·<span·class="n">sig</span>·<span·class="o">*</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">normal</span><span·class="p">(</span><span·class="n">size</span><span·class="o">=</span><span·class="n">nsample</span><span·class="p">)</span>
361	</pre></div>	361	</pre></div>
362	</div>	362	</div>
363	</div>	363	</div>
364	</section>	364	</section>
365	<section·id="Estimation">	365	<section·id="Estimation">
366	<h2>Estimation<a·class="headerlink"·href="#Estimation"·title="Permalink·to·this·heading">¶</a></h2>	366	<h2>Estimation<a·class="headerlink"·href="#Estimation"·title="Permalink·to·this·heading">¶</a></h2>
367	<div·class="nbinput·~~nblast·~~docutils·container">	367	<div·class="nbinput·docutils·container">
368	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[·]:	368	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[4]:
369	</pre></div>	369	</pre></div>
370	</div>	370	</div>
371	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">olsmod</span>·<span·class="o">=</span>·<span·class="n">sm</span><span·class="o">.</span><span·class="n">OLS</span><span·class="p">(</span><span·class="n">y</span><span·class="p">,</span>·<span·class="n">X</span><span·class="p">)</span>	371	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">olsmod</span>·<span·class="o">=</span>·<span·class="n">sm</span><span·class="o">.</span><span·class="n">OLS</span><span·class="p">(</span><span·class="n">y</span><span·class="p">,</span>·<span·class="n">X</span><span·class="p">)</span>
372	<span·class="n">olsres</span>·<span·class="o">=</span>·<span·class="n">olsmod</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">()</span>	372	<span·class="n">olsres</span>·<span·class="o">=</span>·<span·class="n">olsmod</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">()</span>
373	<span·class="nb">print</span><span·class="p">(</span><span·class="n">olsres</span><span·class="o">.</span><span·class="n">summary</span><span·class="p">())</span>	373	<span·class="nb">print</span><span·class="p">(</span><span·class="n">olsres</span><span·class="o">.</span><span·class="n">summary</span><span·class="p">())</span>
374	</pre></div>	374	</pre></div>
375	</div>	375	</div>
376	</div>	376	</div>
		377	<div·class="nboutput·nblast·docutils·container">
		378	<div·class="prompt·empty·docutils·container">
		379	</div>
		380	<div·class="output_area·docutils·container">
		381	<div·class="highlight"><pre>
		382	····························OLS·Regression·Results
		383	==============================================================================
		384	Dep.·Variable:······················y···R-squared:·······················0.986
		385	Model:····························OLS···Adj.·R-squared:··················0.985
		386	Method:·················Least·Squares···F-statistic:·····················1088.
		387	Date:················Tue,·14·Feb·2023···Prob·(F-statistic):···········1.05e-42
		388	Time:························22:28:59···Log-Likelihood:·················5.8977
		389	No.·Observations:··················50···AIC:····························-3.795
		390	Df·Residuals:······················46···BIC:·····························3.853
		391	Df·Model:···························3
		392	Covariance·Type:············nonrobust
		393	==============================================================================
		394	·················coef····std·err··········t······P>\|t\|······[0.025······0.975]
		395	------------------------------------------------------------------------------
		396	const··········5.0586······0.076·····66.197······0.000·······4.905·······5.212
		397	x1·············0.4941······0.012·····41.920······0.000·······0.470·······0.518
		398	x2·············0.5534······0.046·····11.945······0.000·······0.460·······0.647
		399	x3············-0.0200······0.001····-19.336······0.000······-0.022······-0.018
		400	==============================================================================
		401	Omnibus:························2.576···Durbin-Watson:···················1.978
		402	Prob(Omnibus):··················0.276···Jarque-Bera·(JB):················1.626
		403	Skew:··························-0.187···Prob(JB):························0.444
		404	Kurtosis:·······················2.200···Cond.·No.·························221.
		405	==============================================================================

		406	Notes:
		407	[1]·Standard·Errors·assume·that·the·covariance·matrix·of·the·errors·is·correctly·specified.
		408	</pre></div></div>
		409	</div>
377	</section>	410	</section>
378	<section·id="In-sample-prediction">	411	<section·id="In-sample-prediction">
379	<h2>In-sample·prediction<a·class="headerlink"·href="#In-sample-prediction"·title="Permalink·to·this·heading">¶</a></h2>	412	<h2>In-sample·prediction<a·class="headerlink"·href="#In-sample-prediction"·title="Permalink·to·this·heading">¶</a></h2>
380	<div·class="nbinput·~~nblast·~~docutils·container">	413	<div·class="nbinput·docutils·container">
381	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[·]:	414	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[5]:
382	</pre></div>	415	</pre></div>
383	</div>	416	</div>
384	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">ypred</span>·<span·class="o">=</span>·<span·class="n">olsres</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X</span><span·class="p">)</span>	417	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">ypred</span>·<span·class="o">=</span>·<span·class="n">olsres</span><span·class="o">.</span><span·class="n">predict</span><span·class="p">(</span><span·class="n">X</span><span·class="p">)</span>
385	<span·class="nb">print</span><span·class="p">(</span><span·class="n">ypred</span><span·class="p">)</span>	418	<span·class="nb">print</span><span·class="p">(</span><span·class="n">ypred</span><span·class="p">)</span>
386	</pre></div>	419	</pre></div>
387	</div>	420	</div>
388	</div>	421	</div>
		422	<div·class="nboutput·nblast·docutils·container">
		423	<div·class="prompt·empty·docutils·container">
		424	</div>
		425	<div·class="output_area·docutils·container">
		426	<div·class="highlight"><pre>
		427	[·4.55842069··5.05807887··5.51497941··5.89896105··6.19074758··6.38511486
		428	··6.49174911··6.53365552··6.54337855··6.55765496··6.61137808··6.73186492
		429	··6.93436807··7.21956975··7.57346971··7.96968543··8.3737867···8.74895242
		430	··9.06202018··9.28893475··9.4187003···9.45518699··9.41649508··9.33198116
		431	··9.23743488··9.16919888··9.15819774··9.22485721··9.37574826··9.60250754
		432	··9.88321144·10.18597804·10.47420528·10.71258454·10.87290174·10.93867285
		433	·10.90785217·10.79316842·10.62003346·10.42236717·10.23702456·10.09774055
		434	·10.0295874··10.0448555··10.14103397·10.30122332·10.49691186·10.6926602
		435	·10.85192376·10.94305701]
		436	</pre></div></div>
		437	</div>
389	</section>	438	</section>
390	<section·id="Create-a-new-sample-of-explanatory-variables-Xnew,-predict-and-plot">	439	<section·id="Create-a-new-sample-of-explanatory-variables-Xnew,-predict-and-plot">
391	<h2>Create·a·new·sample·of·explanatory·variables·Xnew,·predict·and·plot<a·class="headerlink"·href="#Create-a-new-sample-of-explanatory-variables-Xnew,-predict-and-plot"·title="Permalink·to·this·heading">¶</a></h2>	440	<h2>Create·a·new·sample·of·explanatory·variables·Xnew,·predict·and·plot<a·class="headerlink"·href="#Create-a-new-sample-of-explanatory-variables-Xnew,-predict-and-plot"·title="Permalink·to·this·heading">¶</a></h2>
392	<div·class="nbinput·~~nblast·~~docutils·container">	441	<div·class="nbinput·docutils·container">
393	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[·]:	442	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[6]:
394	</pre></div>	443	</pre></div>
395	</div>	444	</div>
396	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">x1n</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mf">20.5</span><span·class="p">,</span>·<span·class="mi">25</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">)</span>	445	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">x1n</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">linspace</span><span·class="p">(</span><span·class="mf">20.5</span><span·class="p">,</span>·<span·class="mi">25</span><span·class="p">,</span>·<span·class="mi">10</span><span·class="p">)</span>
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Offset 23, 82 lines modified		Offset 23, 142 lines modified
23	····*·next·\|	23	····*·next·\|
24	····*·previous·\|	24	····*·previous·\|
25	····*·statsmodels·»	25	····*·statsmodels·»
26	····*·Examples·»	26	····*·Examples·»
27	····*·Prediction·(out·of·sample)	27	····*·Prediction·(out·of·sample)

28	****·Prediction·(out·of·sample)Â¶·****	28	****·Prediction·(out·of·sample)Â¶·****
29	[·]:	29	[1]:
30	%matplotlib·inline	30	%matplotlib·inline
31	[·]:	31	[2]:
32	import·numpy·as·np	32	import·numpy·as·np
33	import·matplotlib.pyplot·as·plt	33	import·matplotlib.pyplot·as·plt

34	import·statsmodels.api·as·sm	34	import·statsmodels.api·as·sm

35	plt.rc("figure",·figsize=(16,·8))	35	plt.rc("figure",·figsize=(16,·8))
36	plt.rc("font",·size=14)	36	plt.rc("font",·size=14)
37	***·Artificial·dataÂ¶·***	37	***·Artificial·dataÂ¶·***
38	[·]:	38	[3]:
39	nsample·=·50	39	nsample·=·50
40	sig·=·0.25	40	sig·=·0.25
41	x1·=·np.linspace(0,·20,·nsample)	41	x1·=·np.linspace(0,·20,·nsample)
42	X·=·np.column_stack((x1,·np.sin(x1),·(x1·-·5)·**·2))	42	X·=·np.column_stack((x1,·np.sin(x1),·(x1·-·5)·**·2))
43	X·=·sm.add_constant(X)	43	X·=·sm.add_constant(X)
44	beta·=·[5.0,·0.5,·0.5,·-0.02]	44	beta·=·[5.0,·0.5,·0.5,·-0.02]
45	y_true·=·np.dot(X,·beta)	45	y_true·=·np.dot(X,·beta)
46	y·=·y_true·+·sig·*·np.random.normal(size=nsample)	46	y·=·y_true·+·sig·*·np.random.normal(size=nsample)

47	***·EstimationÂ¶·***	47	***·EstimationÂ¶·***
48	[·]:	48	[4]:
49	olsmod·=·sm.OLS(y,·X)	49	olsmod·=·sm.OLS(y,·X)
50	olsres·=·olsmod.fit()	50	olsres·=·olsmod.fit()
51	print(olsres.summary())	51	print(olsres.summary())
		52	····························OLS·Regression·Results
		53	==============================================================================
		54	Dep.·Variable:······················y···R-squared:·······················0.986
		55	Model:····························OLS···Adj.·R-squared:··················0.985
		56	Method:·················Least·Squares···F-statistic:·····················1088.
		57	Date:················Tue,·14·Feb·2023···Prob·(F-statistic):···········1.05e-42
		58	Time:························22:28:59···Log-Likelihood:·················5.8977
		59	No.·Observations:··················50···AIC:····························-3.795
		60	Df·Residuals:······················46···BIC:·····························3.853
		61	Df·Model:···························3
		62	Covariance·Type:············nonrobust
		63	==============================================================================
		64	·················coef····std·err··········t······P>\|t\|······[0.025······0.975]
		65	------------------------------------------------------------------------------
		66	const··········5.0586······0.076·····66.197······0.000·······4.905·······5.212
		67	x1·············0.4941······0.012·····41.920······0.000·······0.470·······0.518
		68	x2·············0.5534······0.046·····11.945······0.000·······0.460·······0.647
		69	x3············-0.0200······0.001····-19.336······0.000······-0.022······-0.018
		70	==============================================================================
		71	Omnibus:························2.576···Durbin-Watson:···················1.978
		72	Prob(Omnibus):··················0.276···Jarque-Bera·(JB):················1.626
		73	Skew:··························-0.187···Prob(JB):························0.444
		74	Kurtosis:·······················2.200···Cond.·No.·························221.
		75	==============================================================================

		76	Notes:
		77	[1]·Standard·Errors·assume·that·the·covariance·matrix·of·the·errors·is
		78	correctly·specified.

52	***·In-sample·predictionÂ¶·***	79	***·In-sample·predictionÂ¶·***
53	[·]:	80	[5]:
54	ypred·=·olsres.predict(X)	81	ypred·=·olsres.predict(X)
55	print(ypred)	82	print(ypred)
		83	[·4.55842069··5.05807887··5.51497941··5.89896105··6.19074758··6.38511486
		84	··6.49174911··6.53365552··6.54337855··6.55765496··6.61137808··6.73186492
		85	··6.93436807··7.21956975··7.57346971··7.96968543··8.3737867···8.74895242
		86	··9.06202018··9.28893475··9.4187003···9.45518699··9.41649508··9.33198116
		87	··9.23743488··9.16919888··9.15819774··9.22485721··9.37574826··9.60250754
		88	··9.88321144·10.18597804·10.47420528·10.71258454·10.87290174·10.93867285
		89	·10.90785217·10.79316842·10.62003346·10.42236717·10.23702456·10.09774055
		90	·10.0295874··10.0448555··10.14103397·10.30122332·10.49691186·10.6926602
		91	·10.85192376·10.94305701]

56	*****·Create·a·new·sample·of·explanatory·variables·Xnew,·predict·and·plotÂ¶	92	*****·Create·a·new·sample·of·explanatory·variables·Xnew,·predict·and·plotÂ¶
57	*****	93	*****
58	[·]:	94	[6]:
59	x1n·=·np.linspace(20.5,·25,·10)	95	x1n·=·np.linspace(20.5,·25,·10)
60	Xnew·=·np.column_stack((x1n,·np.sin(x1n),·(x1n·-·5)·**·2))	96	Xnew·=·np.column_stack((x1n,·np.sin(x1n),·(x1n·-·5)·**·2))
61	Xnew·=·sm.add_constant(Xnew)	97	Xnew·=·sm.add_constant(Xnew)
62	ynewpred·=·olsres.predict(Xnew)··#·predict·out·of·sample	98	ynewpred·=·olsres.predict(Xnew)··#·predict·out·of·sample
63	print(ynewpred)	99	print(ynewpred)
		100	[10.93137719·10.77462453·10.49450232·10.14046961··9.77763193··9.47080114
		101	··9.26862728··9.1916873···9.22744714··9.33333047]

64	***·Plot·comparisonÂ¶·***	102	***·Plot·comparisonÂ¶·***
65	[·]:	103	[7]:
66	import·matplotlib.pyplot·as·plt	104	import·matplotlib.pyplot·as·plt

67	fig,·ax·=·plt.subplots()	105	fig,·ax·=·plt.subplots()
68	ax.plot(x1,·y,·"o",·label="Data")	106	ax.plot(x1,·y,·"o",·label="Data")
69	ax.plot(x1,·y_true,·"b-",·label="True")	107	ax.plot(x1,·y_true,·"b-",·label="True")
70	ax.plot(np.hstack((x1,·x1n)),·np.hstack((ypred,·ynewpred)),·"r",·label="OLS	108	ax.plot(np.hstack((x1,·x1n)),·np.hstack((ypred,·ynewpred)),·"r",·label="OLS
71	prediction")	109	prediction")
72	ax.legend(loc="best")	110	ax.legend(loc="best")
		111	[7]:
		112	<matplotlib.legend.Legend·at·0x7f87c8129690>
		113	[../../../_images/examples_notebooks_generated_predict_12_1.png]

73	***·Predicting·with·FormulasÂ¶·***	114	***·Predicting·with·FormulasÂ¶·***
74	Using·formulas·can·make·both·estimation·and·prediction·a·lot·easier	115	Using·formulas·can·make·both·estimation·and·prediction·a·lot·easier
75	[·]:	116	[8]:
76	from·statsmodels.formula.api·import·ols	117	from·statsmodels.formula.api·import·ols

77	data·=·{"x1":·x1,·"y":·y}	118	data·=·{"x1":·x1,·"y":·y}

78	res·=·ols("y·~·x1·+·np.sin(x1)·+·I((x1-5)**2)",·data=data).fit()	119	res·=·ols("y·~·x1·+·np.sin(x1)·+·I((x1-5)**2)",·data=data).fit()
79	We·use·the·I·to·indicate·use·of·the·Identity·transform.·Ie.,·we·do·not·want·any	120	We·use·the·I·to·indicate·use·of·the·Identity·transform.·Ie.,·we·do·not·want·any
80	expansion·magic·from·using·**2	121	expansion·magic·from·using·**2
81	[·]:	122	[9]:
82	res.params	123	res.params
		124	[9]:
		125	Intercept···········5.058636
		126	x1··················0.494056
		127	np.sin(x1)··········0.553426
		128	I((x1·-·5)·**·2)···-0.020009
		129	dtype:·float64
83	Now·we·only·have·to·pass·the·single·variable·and·we·get·the·transformed·right-	130	Now·we·only·have·to·pass·the·single·variable·and·we·get·the·transformed·right-
84	hand·side·variables·automatically	131	hand·side·variables·automatically
85	[·]:	132	[10]:
86	res.predict(exog=dict(x1=x1n))	133	res.predict(exog=dict(x1=x1n))
		134	[10]:
		135	0····10.931377
		136	1····10.774625
		137	2····10.494502
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323	<section·id="Regression-diagnostics">	323	<section·id="Regression-diagnostics">
324	<h1>Regression·diagnostics<a·class="headerlink"·href="#Regression-diagnostics"·title="Permalink·to·this·heading">¶</a></h1>	324	<h1>Regression·diagnostics<a·class="headerlink"·href="#Regression-diagnostics"·title="Permalink·to·this·heading">¶</a></h1>
325	<p>This·example·file·shows·how·to·use·a·few·of·the·<code·class="docutils·literal·notranslate"><span·class="pre">statsmodels</span></code>·regression·diagnostic·tests·in·a·real-life·context.·You·can·learn·about·more·tests·and·find·out·more·information·about·the·tests·here·on·the·<a·class="reference·external"·href="https://www.statsmodels.org/stable/diagnostic.html">Regression·Diagnostics·page.</a></p>	325	<p>This·example·file·shows·how·to·use·a·few·of·the·<code·class="docutils·literal·notranslate"><span·class="pre">statsmodels</span></code>·regression·diagnostic·tests·in·a·real-life·context.·You·can·learn·about·more·tests·and·find·out·more·information·about·the·tests·here·on·the·<a·class="reference·external"·href="https://www.statsmodels.org/stable/diagnostic.html">Regression·Diagnostics·page.</a></p>
326	<p>Note·that·most·of·the·tests·described·here·only·return·a·tuple·of·numbers,·without·any·annotation.·A·full·description·of·outputs·is·always·included·in·the·docstring·and·in·the·online·<code·class="docutils·literal·notranslate"><span·class="pre">statsmodels</span></code>·documentation.·For·presentation·purposes,·we·use·the·<code·class="docutils·literal·notranslate"><span·class="pre">zip(name,test)</span></code>·construct·to·pretty-print·short·descriptions·in·the·examples·below.</p>	326	<p>Note·that·most·of·the·tests·described·here·only·return·a·tuple·of·numbers,·without·any·annotation.·A·full·description·of·outputs·is·always·included·in·the·docstring·and·in·the·online·<code·class="docutils·literal·notranslate"><span·class="pre">statsmodels</span></code>·documentation.·For·presentation·purposes,·we·use·the·<code·class="docutils·literal·notranslate"><span·class="pre">zip(name,test)</span></code>·construct·to·pretty-print·short·descriptions·in·the·examples·below.</p>
327	<section·id="Estimate-a-regression-model">	327	<section·id="Estimate-a-regression-model">
328	<h2>Estimate·a·regression·model<a·class="headerlink"·href="#Estimate-a-regression-model"·title="Permalink·to·this·heading">¶</a></h2>	328	<h2>Estimate·a·regression·model<a·class="headerlink"·href="#Estimate-a-regression-model"·title="Permalink·to·this·heading">¶</a></h2>
329	<div·class="nbinput·nblast·docutils·container">	329	<div·class="nbinput·nblast·docutils·container">
330	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[·]:	330	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[1]:
331	</pre></div>	331	</pre></div>
332	</div>	332	</div>
333	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="o">%</span><span·class="k">matplotlib</span>·inline	333	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="o">%</span><span·class="k">matplotlib</span>·inline
334	</pre></div>	334	</pre></div>
335	</div>	335	</div>
336	</div>	336	</div>
337	<div·class="nbinput·~~nblast·~~docutils·container">	337	<div·class="nbinput·docutils·container">
338	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[·]:	338	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[2]:
339	</pre></div>	339	</pre></div>
340	</div>	340	</div>
341	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">from</span>·<span·class="nn">statsmodels.compat</span>·<span·class="kn">import</span>·<span·class="n">lzip</span>	341	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">from</span>·<span·class="nn">statsmodels.compat</span>·<span·class="kn">import</span>·<span·class="n">lzip</span>

342	<span·class="kn">import</span>·<span·class="nn">numpy</span>·<span·class="k">as</span>·<span·class="nn">np</span>	342	<span·class="kn">import</span>·<span·class="nn">numpy</span>·<span·class="k">as</span>·<span·class="nn">np</span>
343	<span·class="kn">import</span>·<span·class="nn">pandas</span>·<span·class="k">as</span>·<span·class="nn">pd</span>	343	<span·class="kn">import</span>·<span·class="nn">pandas</span>·<span·class="k">as</span>·<span·class="nn">pd</span>
344	<span·class="kn">import</span>·<span·class="nn">statsmodels.formula.api</span>·<span·class="k">as</span>·<span·class="nn">smf</span>	344	<span·class="kn">import</span>·<span·class="nn">statsmodels.formula.api</span>·<span·class="k">as</span>·<span·class="nn">smf</span>
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354	<span·class="n">results</span>·<span·class="o">=</span>·<span·class="n">smf</span><span·class="o">.</span><span·class="n">ols</span><span·class="p">(</span><span·class="s2">"Lottery·~·Literacy·+·np.log(Pop1831)"</span><span·class="p">,</span>·<span·class="n">data</span><span·class="o">=</span><span·class="n">dat</span><span·class="p">)</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">()</span>	354	<span·class="n">results</span>·<span·class="o">=</span>·<span·class="n">smf</span><span·class="o">.</span><span·class="n">ols</span><span·class="p">(</span><span·class="s2">"Lottery·~·Literacy·+·np.log(Pop1831)"</span><span·class="p">,</span>·<span·class="n">data</span><span·class="o">=</span><span·class="n">dat</span><span·class="p">)</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">()</span>

355	<span·class="c1">#·Inspect·the·results</span>	355	<span·class="c1">#·Inspect·the·results</span>
356	<span·class="nb">print</span><span·class="p">(</span><span·class="n">results</span><span·class="o">.</span><span·class="n">summary</span><span·class="p">())</span>	356	<span·class="nb">print</span><span·class="p">(</span><span·class="n">results</span><span·class="o">.</span><span·class="n">summary</span><span·class="p">())</span>
357	</pre></div>	357	</pre></div>
358	</div>	358	</div>
359	</div>	359	</div>
		360	<div·class="nboutput·nblast·docutils·container">
		361	<div·class="prompt·empty·docutils·container">
		362	</div>
		363	<div·class="output_area·docutils·container">
		364	<div·class="highlight"><pre>
		365	····························OLS·Regression·Results
		366	==============================================================================
		367	Dep.·Variable:················Lottery···R-squared:·······················0.348
		368	Model:····························OLS···Adj.·R-squared:··················0.333
		369	Method:·················Least·Squares···F-statistic:·····················22.20
		370	Date:················Tue,·14·Feb·2023···Prob·(F-statistic):···········1.90e-08
		371	Time:························22:28:59···Log-Likelihood:················-379.82
		372	No.·Observations:··················86···AIC:·····························765.6
		373	Df·Residuals:······················83···BIC:·····························773.0
		374	Df·Model:···························2
		375	Covariance·Type:············nonrobust
		376	===================================================================================
		377	······················coef····std·err··········t······P>\|t\|······[0.025······0.975]
		378	-----------------------------------------------------------------------------------
		379	Intercept·········246.4341·····35.233······6.995······0.000·····176.358·····316.510
		380	Literacy···········-0.4889······0.128·····-3.832······0.000······-0.743······-0.235
		381	np.log(Pop1831)···-31.3114······5.977·····-5.239······0.000·····-43.199·····-19.424
		382	==============================================================================
		383	Omnibus:························3.713···Durbin-Watson:···················2.019
		384	Prob(Omnibus):··················0.156···Jarque-Bera·(JB):················3.394
		385	Skew:··························-0.487···Prob(JB):························0.183
		386	Kurtosis:·······················3.003···Cond.·No.·························702.
		387	==============================================================================

		388	Notes:
		389	[1]·Standard·Errors·assume·that·the·covariance·matrix·of·the·errors·is·correctly·specified.
		390	</pre></div></div>
		391	</div>
360	</section>	392	</section>
361	<section·id="Normality-of-the-residuals">	393	<section·id="Normality-of-the-residuals">
362	<h2>Normality·of·the·residuals<a·class="headerlink"·href="#Normality-of-the-residuals"·title="Permalink·to·this·heading">¶</a></h2>	394	<h2>Normality·of·the·residuals<a·class="headerlink"·href="#Normality-of-the-residuals"·title="Permalink·to·this·heading">¶</a></h2>
363	<p>Jarque-Bera·test:</p>	395	<p>Jarque-Bera·test:</p>
364	<div·class="nbinput·~~nblast·~~docutils·container">	396	<div·class="nbinput·docutils·container">
365	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[·]:	397	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:
366	</pre></div>	398	</pre></div>
367	</div>	399	</div>
368	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">name</span>·<span·class="o">=</span>·<span·class="p">[</span><span·class="s2">"Jarque-Bera"</span><span·class="p">,</span>·<span·class="s2">"Chi^2·two-tail·prob."</span><span·class="p">,</span>·<span·class="s2">"Skew"</span><span·class="p">,</span>·<span·class="s2">"Kurtosis"</span><span·class="p">]</span>	400	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">name</span>·<span·class="o">=</span>·<span·class="p">[</span><span·class="s2">"Jarque-Bera"</span><span·class="p">,</span>·<span·class="s2">"Chi^2·two-tail·prob."</span><span·class="p">,</span>·<span·class="s2">"Skew"</span><span·class="p">,</span>·<span·class="s2">"Kurtosis"</span><span·class="p">]</span>
369	<span·class="n">test</span>·<span·class="o">=</span>·<span·class="n">sms</span><span·class="o">.</span><span·class="n">jarque_bera</span><span·class="p">(</span><span·class="n">results</span><span·class="o">.</span><span·class="n">resid</span><span·class="p">)</span>	401	<span·class="n">test</span>·<span·class="o">=</span>·<span·class="n">sms</span><span·class="o">.</span><span·class="n">jarque_bera</span><span·class="p">(</span><span·class="n">results</span><span·class="o">.</span><span·class="n">resid</span><span·class="p">)</span>
370	<span·class="n">lzip</span><span·class="p">(</span><span·class="n">name</span><span·class="p">,</span>·<span·class="n">test</span><span·class="p">)</span>	402	<span·class="n">lzip</span><span·class="p">(</span><span·class="n">name</span><span·class="p">,</span>·<span·class="n">test</span><span·class="p">)</span>
371	</pre></div>	403	</pre></div>
372	</div>	404	</div>
373	</div>	405	</div>
		406	<div·class="nboutput·nblast·docutils·container">
		407	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[3]:
		408	</pre></div>
		409	</div>
		410	<div·class="output_area·docutils·container">
		411	<div·class="highlight"><pre>
		412	[('Jarque-Bera',·3.3936080248431737),
		413	·('Chi^2·two-tail·prob.',·0.18326831231663307),
		414	·('Skew',·-0.48658034311223425),
		415	·('Kurtosis',·3.003417757881635)]
		416	</pre></div></div>
		417	</div>
374	<p>Omni·test:</p>	418	<p>Omni·test:</p>
375	<div·class="nbinput·~~nblast·~~docutils·container">	419	<div·class="nbinput·docutils·container">
376	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[·]:	420	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[4]:
377	</pre></div>	421	</pre></div>
378	</div>	422	</div>
379	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">name</span>·<span·class="o">=</span>·<span·class="p">[</span><span·class="s2">"Chi^2"</span><span·class="p">,</span>·<span·class="s2">"Two-tail·probability"</span><span·class="p">]</span>	423	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">name</span>·<span·class="o">=</span>·<span·class="p">[</span><span·class="s2">"Chi^2"</span><span·class="p">,</span>·<span·class="s2">"Two-tail·probability"</span><span·class="p">]</span>
380	<span·class="n">test</span>·<span·class="o">=</span>·<span·class="n">sms</span><span·class="o">.</span><span·class="n">omni_normtest</span><span·class="p">(</span><span·class="n">results</span><span·class="o">.</span><span·class="n">resid</span><span·class="p">)</span>	424	<span·class="n">test</span>·<span·class="o">=</span>·<span·class="n">sms</span><span·class="o">.</span><span·class="n">omni_normtest</span><span·class="p">(</span><span·class="n">results</span><span·class="o">.</span><span·class="n">resid</span><span·class="p">)</span>
381	<span·class="n">lzip</span><span·class="p">(</span><span·class="n">name</span><span·class="p">,</span>·<span·class="n">test</span><span·class="p">)</span>	425	<span·class="n">lzip</span><span·class="p">(</span><span·class="n">name</span><span·class="p">,</span>·<span·class="n">test</span><span·class="p">)</span>
382	</pre></div>	426	</pre></div>
383	</div>	427	</div>
384	</div>	428	</div>
		429	<div·class="nboutput·nblast·docutils·container">
		430	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[4]:
		431	</pre></div>
		432	</div>
		433	<div·class="output_area·docutils·container">
		434	<div·class="highlight"><pre>
		435	[('Chi^2',·3.7134378115971916),·('Two-tail·probability',·0.15618424580304743)]
		436	</pre></div></div>
		437	</div>
385	</section>	438	</section>
386	<section·id="Influence-tests">	439	<section·id="Influence-tests">
387	<h2>Influence·tests<a·class="headerlink"·href="#Influence-tests"·title="Permalink·to·this·heading">¶</a></h2>	440	<h2>Influence·tests<a·class="headerlink"·href="#Influence-tests"·title="Permalink·to·this·heading">¶</a></h2>
388	<p>Once·created,·an·object·of·class·<code·class="docutils·literal·notranslate"><span·class="pre">OLSInfluence</span></code>·holds·attributes·and·methods·that·allow·users·to·assess·the·influence·of·each·observation.·For·example,·we·can·compute·and·extract·the·first·few·rows·of·DFbetas·by:</p>	441	<p>Once·created,·an·object·of·class·<code·class="docutils·literal·notranslate"><span·class="pre">OLSInfluence</span></code>·holds·attributes·and·methods·that·allow·users·to·assess·the·influence·of·each·observation.·For·example,·we·can·compute·and·extract·the·first·few·rows·of·DFbetas·by:</p>
389	<div·class="nbinput·~~nblast·~~docutils·container">	442	<div·class="nbinput·docutils·container">
390	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[·]:	443	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[5]:
391	</pre></div>	444	</pre></div>
392	</div>	445	</div>
393	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">from</span>·<span·class="nn">statsmodels.stats.outliers_influence</span>·<span·class="kn">import</span>·<span·class="n">OLSInfluence</span>	446	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">from</span>·<span·class="nn">statsmodels.stats.outliers_influence</span>·<span·class="kn">import</span>·<span·class="n">OLSInfluence</span>

394	<span·class="n">test_class</span>·<span·class="o">=</span>·<span·class="n">OLSInfluence</span><span·class="p">(</span><span·class="n">results</span><span·class="p">)</span>	447	<span·class="n">test_class</span>·<span·class="o">=</span>·<span·class="n">OLSInfluence</span><span·class="p">(</span><span·class="n">results</span><span·class="p">)</span>
395	<span·class="n">test_class</span><span·class="o">.</span><span·class="n">dfbetas</span><span·class="p">[:</span><span·class="mi">5</span><span·class="p">,</span>·<span·class="p">:]</span>	448	<span·class="n">test_class</span><span·class="o">.</span><span·class="n">dfbetas</span><span·class="p">[:</span><span·class="mi">5</span><span·class="p">,</span>·<span·class="p">:]</span>
396	</pre></div>	449	</pre></div>
397	</div>	450	</div>
398	</div>	451	</div>
		452	<div·class="nboutput·nblast·docutils·container">
		453	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[5]:
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