From f98f4dd7f28c71a569721454bdb36ee487e28851 Mon Sep 17 00:00:00 2001
From: spring-haru <spring-haru@users.noreply.github.com>
Date: Fri, 3 Jan 2025 01:30:58 +0000
Subject: [PATCH] deploy: 7be45e9d85b0af412b25afa8890b5c8e5f5c0188

---
 11a_Okun_Phillips.html                        |   2 +-
 11b_Money_Inflation.html                      |  78 ++++-----
 13a_Random_Variables.html                     | 162 ++++++++---------
 13b_Stochastic_Solow.html                     | 164 +++++++++---------
 18_ADAS-1.html                                |   8 +-
 18_ADAS-2.html                                |  48 ++---
 6_Regression.html                             |   2 +-
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 _sources/18_ADAS-1.ipynb                      |   8 +-
 _sources/index.ipynb                          |  10 +-
 searchindex.js                                |   2 +-
 34 files changed, 243 insertions(+), 241 deletions(-)
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diff --git a/11a_Okun_Phillips.html b/11a_Okun_Phillips.html
index d351b54c..7514f68f 100644
--- a/11a_Okun_Phillips.html
+++ b/11a_Okun_Phillips.html
@@ -707,7 +707,7 @@ <h3>回帰分析<a class="headerlink" href="#id6" title="Link to this heading">#
 Model:                            OLS   Adj. R-squared:                  0.387
 Method:                 Least Squares   F-statistic:                     111.5
 Date:                Fri, 03 Jan 2025   Prob (F-statistic):           1.84e-20
-Time:                        01:09:27   Log-Likelihood:                -275.03
+Time:                        01:29:46   Log-Likelihood:                -275.03
 No. Observations:                 176   AIC:                             554.1
 Df Residuals:                     174   BIC:                             560.4
 Df Model:                           1                                         
diff --git a/11b_Money_Inflation.html b/11b_Money_Inflation.html
index 1ba211bc..6c903009 100644
--- a/11b_Money_Inflation.html
+++ b/11b_Money_Inflation.html
@@ -623,122 +623,122 @@ <h3><code class="docutils literal notranslate"><span class="pre">resample()</spa
     <tr>
       <th>2019-01-01</th>
       <td>10</td>
-      <td>7.068212</td>
+      <td>5.277740</td>
     </tr>
     <tr>
       <th>2019-02-01</th>
       <td>20</td>
-      <td>5.507801</td>
+      <td>5.179652</td>
     </tr>
     <tr>
       <th>2019-03-01</th>
       <td>30</td>
-      <td>4.659180</td>
+      <td>6.903653</td>
     </tr>
     <tr>
       <th>2019-04-01</th>
       <td>40</td>
-      <td>6.750383</td>
+      <td>5.135640</td>
     </tr>
     <tr>
       <th>2019-05-01</th>
       <td>50</td>
-      <td>5.770613</td>
+      <td>5.288257</td>
     </tr>
     <tr>
       <th>2019-06-01</th>
       <td>60</td>
-      <td>5.057649</td>
+      <td>5.916110</td>
     </tr>
     <tr>
       <th>2019-07-01</th>
       <td>70</td>
-      <td>5.291954</td>
+      <td>3.649450</td>
     </tr>
     <tr>
       <th>2019-08-01</th>
       <td>80</td>
-      <td>5.090206</td>
+      <td>5.648054</td>
     </tr>
     <tr>
       <th>2019-09-01</th>
       <td>90</td>
-      <td>5.229165</td>
+      <td>5.053249</td>
     </tr>
     <tr>
       <th>2019-10-01</th>
       <td>100</td>
-      <td>4.371847</td>
+      <td>3.050738</td>
     </tr>
     <tr>
       <th>2019-11-01</th>
       <td>110</td>
-      <td>5.835155</td>
+      <td>5.287720</td>
     </tr>
     <tr>
       <th>2019-12-01</th>
       <td>120</td>
-      <td>6.839144</td>
+      <td>4.231305</td>
     </tr>
     <tr>
       <th>2020-01-01</th>
       <td>10</td>
-      <td>3.745913</td>
+      <td>4.562625</td>
     </tr>
     <tr>
       <th>2020-02-01</th>
       <td>20</td>
-      <td>4.395061</td>
+      <td>5.890086</td>
     </tr>
     <tr>
       <th>2020-03-01</th>
       <td>30</td>
-      <td>6.024376</td>
+      <td>3.438143</td>
     </tr>
     <tr>
       <th>2020-04-01</th>
       <td>40</td>
-      <td>6.345998</td>
+      <td>4.802732</td>
     </tr>
     <tr>
       <th>2020-05-01</th>
       <td>50</td>
-      <td>3.855593</td>
+      <td>4.888795</td>
     </tr>
     <tr>
       <th>2020-06-01</th>
       <td>60</td>
-      <td>3.339227</td>
+      <td>4.790555</td>
     </tr>
     <tr>
       <th>2020-07-01</th>
       <td>70</td>
-      <td>5.439351</td>
+      <td>4.667200</td>
     </tr>
     <tr>
       <th>2020-08-01</th>
       <td>80</td>
-      <td>5.569649</td>
+      <td>5.209155</td>
     </tr>
     <tr>
       <th>2020-09-01</th>
       <td>90</td>
-      <td>6.225637</td>
+      <td>5.379132</td>
     </tr>
     <tr>
       <th>2020-10-01</th>
       <td>100</td>
-      <td>5.086193</td>
+      <td>5.970429</td>
     </tr>
     <tr>
       <th>2020-11-01</th>
       <td>110</td>
-      <td>3.244917</td>
+      <td>4.291284</td>
     </tr>
     <tr>
       <th>2020-12-01</th>
       <td>120</td>
-      <td>4.087981</td>
+      <td>5.559605</td>
     </tr>
   </tbody>
 </table>
@@ -766,7 +766,7 @@ <h3><code class="docutils literal notranslate"><span class="pre">resample()</spa
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.resample.DatetimeIndexResampler object at 0x107bf6b40&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.resample.DatetimeIndexResampler object at 0x10f1fe6f0&gt;
 </pre></div>
 </div>
 </div>
@@ -807,42 +807,42 @@ <h3><code class="docutils literal notranslate"><span class="pre">resample()</spa
     <tr>
       <th>2019-01-01</th>
       <td>20.0</td>
-      <td>5.745064</td>
+      <td>5.787015</td>
     </tr>
     <tr>
       <th>2019-04-01</th>
       <td>50.0</td>
-      <td>5.859548</td>
+      <td>5.446669</td>
     </tr>
     <tr>
       <th>2019-07-01</th>
       <td>80.0</td>
-      <td>5.203775</td>
+      <td>4.783584</td>
     </tr>
     <tr>
       <th>2019-10-01</th>
       <td>110.0</td>
-      <td>5.682049</td>
+      <td>4.189921</td>
     </tr>
     <tr>
       <th>2020-01-01</th>
       <td>20.0</td>
-      <td>4.721784</td>
+      <td>4.630285</td>
     </tr>
     <tr>
       <th>2020-04-01</th>
       <td>50.0</td>
-      <td>4.513606</td>
+      <td>4.827361</td>
     </tr>
     <tr>
       <th>2020-07-01</th>
       <td>80.0</td>
-      <td>5.744879</td>
+      <td>5.085162</td>
     </tr>
     <tr>
       <th>2020-10-01</th>
       <td>110.0</td>
-      <td>4.139697</td>
+      <td>5.273773</td>
     </tr>
   </tbody>
 </table>
@@ -883,12 +883,12 @@ <h3><code class="docutils literal notranslate"><span class="pre">resample()</spa
     <tr>
       <th>2019-01-01</th>
       <td>65.0</td>
-      <td>5.622609</td>
+      <td>5.051797</td>
     </tr>
     <tr>
       <th>2020-01-01</th>
       <td>65.0</td>
-      <td>4.779991</td>
+      <td>4.954145</td>
     </tr>
   </tbody>
 </table>
@@ -973,12 +973,12 @@ <h3><code class="docutils literal notranslate"><span class="pre">resample()</spa
     <tr>
       <th>2019-01-01</th>
       <td>0.5547</td>
-      <td>0.154317</td>
+      <td>0.201180</td>
     </tr>
     <tr>
       <th>2020-01-01</th>
       <td>0.5547</td>
-      <td>0.237913</td>
+      <td>0.143355</td>
     </tr>
   </tbody>
 </table>
@@ -1638,7 +1638,7 @@ <h3>変化率の計算<a class="headerlink" href="#id9" title="Link to this head
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.DataFrameGroupBy object at 0x1136ebfe0&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.DataFrameGroupBy object at 0x1181ab740&gt;
 </pre></div>
 </div>
 </div>
@@ -1653,7 +1653,7 @@ <h3>変化率の計算<a class="headerlink" href="#id9" title="Link to this head
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.SeriesGroupBy object at 0x113cbbd70&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;pandas.core.groupby.generic.SeriesGroupBy object at 0x1181cd280&gt;
 </pre></div>
 </div>
 </div>
diff --git a/13a_Random_Variables.html b/13a_Random_Variables.html
index af71e3cd..8cefe07a 100644
--- a/13a_Random_Variables.html
+++ b/13a_Random_Variables.html
@@ -659,53 +659,53 @@ <h4><code class="docutils literal notranslate"><span class="pre">.cov</span></co
   <tbody>
     <tr>
       <th>0</th>
-      <td>9.226527</td>
-      <td>59.884129</td>
+      <td>9.986898</td>
+      <td>65.226378</td>
     </tr>
     <tr>
       <th>1</th>
-      <td>8.447087</td>
-      <td>10.864864</td>
+      <td>10.950868</td>
+      <td>25.126103</td>
     </tr>
     <tr>
       <th>2</th>
-      <td>9.089684</td>
-      <td>98.844441</td>
+      <td>8.616695</td>
+      <td>91.922990</td>
     </tr>
     <tr>
       <th>3</th>
-      <td>9.307079</td>
-      <td>30.984169</td>
+      <td>9.438771</td>
+      <td>2.279898</td>
     </tr>
     <tr>
       <th>4</th>
-      <td>10.704744</td>
-      <td>79.099151</td>
+      <td>10.677754</td>
+      <td>19.288365</td>
     </tr>
     <tr>
       <th>5</th>
-      <td>9.598606</td>
-      <td>55.097851</td>
+      <td>10.055099</td>
+      <td>23.828399</td>
     </tr>
     <tr>
       <th>6</th>
-      <td>9.372898</td>
-      <td>8.376976</td>
+      <td>9.469716</td>
+      <td>89.078437</td>
     </tr>
     <tr>
       <th>7</th>
-      <td>8.954774</td>
-      <td>73.010548</td>
+      <td>9.359286</td>
+      <td>24.031391</td>
     </tr>
     <tr>
       <th>8</th>
-      <td>10.789657</td>
-      <td>65.658884</td>
+      <td>9.010822</td>
+      <td>31.161343</td>
     </tr>
     <tr>
       <th>9</th>
-      <td>9.109282</td>
-      <td>35.203200</td>
+      <td>11.323700</td>
+      <td>29.797652</td>
     </tr>
   </tbody>
 </table>
@@ -746,13 +746,13 @@ <h4><code class="docutils literal notranslate"><span class="pre">.cov</span></co
   <tbody>
     <tr>
       <th>X</th>
-      <td>0.551495</td>
-      <td>8.565577</td>
+      <td>0.766032</td>
+      <td>-11.157834</td>
     </tr>
     <tr>
       <th>Y</th>
-      <td>8.565577</td>
-      <td>882.945539</td>
+      <td>-11.157834</td>
+      <td>945.832728</td>
     </tr>
   </tbody>
 </table>
@@ -795,11 +795,11 @@ <h4><code class="docutils literal notranslate"><span class="pre">.cov</span></co
     <tr>
       <th>X</th>
       <td>1.000000</td>
-      <td>0.388167</td>
+      <td>-0.414524</td>
     </tr>
     <tr>
       <th>Y</th>
-      <td>0.388167</td>
+      <td>-0.414524</td>
       <td>1.000000</td>
     </tr>
   </tbody>
@@ -816,7 +816,7 @@ <h4><code class="docutils literal notranslate"><span class="pre">.cov</span></co
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.38816740703052205
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-0.4145235186574958
 </pre></div>
 </div>
 </div>
@@ -1019,53 +1019,53 @@ <h4><code class="docutils literal notranslate"><span class="pre">.cov()</span></
   <tbody>
     <tr>
       <th>0</th>
-      <td>10.743490</td>
+      <td>8.268658</td>
       <td>NaN</td>
     </tr>
     <tr>
       <th>1</th>
-      <td>11.515666</td>
-      <td>10.743490</td>
+      <td>9.506594</td>
+      <td>8.268658</td>
     </tr>
     <tr>
       <th>2</th>
-      <td>11.058309</td>
-      <td>11.515666</td>
+      <td>10.519143</td>
+      <td>9.506594</td>
     </tr>
     <tr>
       <th>3</th>
-      <td>9.699965</td>
-      <td>11.058309</td>
+      <td>10.633746</td>
+      <td>10.519143</td>
     </tr>
     <tr>
       <th>4</th>
-      <td>10.317081</td>
-      <td>9.699965</td>
+      <td>10.210946</td>
+      <td>10.633746</td>
     </tr>
     <tr>
       <th>5</th>
-      <td>8.613991</td>
-      <td>10.317081</td>
+      <td>11.047005</td>
+      <td>10.210946</td>
     </tr>
     <tr>
       <th>6</th>
-      <td>11.934332</td>
-      <td>8.613991</td>
+      <td>10.337397</td>
+      <td>11.047005</td>
     </tr>
     <tr>
       <th>7</th>
-      <td>11.172057</td>
-      <td>11.934332</td>
+      <td>11.335130</td>
+      <td>10.337397</td>
     </tr>
     <tr>
       <th>8</th>
-      <td>10.105710</td>
-      <td>11.172057</td>
+      <td>8.454739</td>
+      <td>11.335130</td>
     </tr>
     <tr>
       <th>9</th>
-      <td>10.341831</td>
-      <td>10.105710</td>
+      <td>9.659399</td>
+      <td>8.454739</td>
     </tr>
   </tbody>
 </table>
@@ -1114,13 +1114,13 @@ <h4><code class="docutils literal notranslate"><span class="pre">.cov()</span></
   <tbody>
     <tr>
       <th>X</th>
-      <td>0.921925</td>
-      <td>-0.137977</td>
+      <td>1.050337</td>
+      <td>0.061156</td>
     </tr>
     <tr>
       <th>X_lag</th>
-      <td>-0.137977</td>
-      <td>1.031133</td>
+      <td>0.061156</td>
+      <td>1.165773</td>
     </tr>
   </tbody>
 </table>
@@ -1165,11 +1165,11 @@ <h4><code class="docutils literal notranslate"><span class="pre">.cov()</span></
     <tr>
       <th>X</th>
       <td>1.000000</td>
-      <td>-0.133756</td>
+      <td>0.064691</td>
     </tr>
     <tr>
       <th>X_lag</th>
-      <td>-0.133756</td>
+      <td>0.064691</td>
       <td>1.000000</td>
     </tr>
   </tbody>
@@ -1186,7 +1186,7 @@ <h4><code class="docutils literal notranslate"><span class="pre">.cov()</span></
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-0.133756232065724
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.06469054006502663
 </pre></div>
 </div>
 </div>
@@ -1203,7 +1203,7 @@ <h4><code class="docutils literal notranslate"><span class="pre">.cov()</span></
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-0.133756232065724
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.06469054006502663
 </pre></div>
 </div>
 </div>
@@ -1277,8 +1277,8 @@ <h3>平均と分散<a class="headerlink" href="#id10" title="Link to this headin
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([5.99572137, 6.01985899, 4.28637238, 4.18736439, 5.03320963,
-       8.3873237 , 7.7770293 , 8.10349139, 7.5331098 , 4.70405868])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([3.99688835, 7.35944867, 4.80803364, 9.79589432, 5.00834094,
+       5.32001356, 5.13081879, 3.75959095, 5.22039544, 5.39445347])
 </pre></div>
 </div>
 </div>
@@ -1302,7 +1302,7 @@ <h3>平均と分散<a class="headerlink" href="#id10" title="Link to this headin
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="_images/aa77d668f0bc4f08e4f1f60f7878eb80fa112c2783f2c20012d2739d3f7dc7b4.png" src="_images/aa77d668f0bc4f08e4f1f60f7878eb80fa112c2783f2c20012d2739d3f7dc7b4.png" />
+<img alt="_images/ca191948269b7124da4be711eb57b79b642010ad1fd4ac6f2a77ec60e8d9b081.png" src="_images/ca191948269b7124da4be711eb57b79b642010ad1fd4ac6f2a77ec60e8d9b081.png" />
 </div>
 </div>
 <p>２つの特徴がある。</p>
@@ -1318,7 +1318,7 @@ <h3>平均と分散<a class="headerlink" href="#id10" title="Link to this headin
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>(0.04193280260752992, 0.9610707122130532)
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>(0.13031856002176803, 1.0106524139014506)
 </pre></div>
 </div>
 </div>
@@ -1333,7 +1333,7 @@ <h3>平均と分散<a class="headerlink" href="#id10" title="Link to this headin
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="_images/3e861834efdb7a49f614713195d1bbdfe26879c56def140827d11178f34df266.png" src="_images/3e861834efdb7a49f614713195d1bbdfe26879c56def140827d11178f34df266.png" />
+<img alt="_images/48a6596ed520d1771b23a1a02155cc94069e60bc541361bfca749c8888642787.png" src="_images/48a6596ed520d1771b23a1a02155cc94069e60bc541361bfca749c8888642787.png" />
 </div>
 </div>
 <p>概ね<code class="docutils literal notranslate"><span class="pre">0</span></code>を中心に左右対象に動いている。即ち，平均<code class="docutils literal notranslate"><span class="pre">0</span></code>を反映している。また，<code class="docutils literal notranslate"><span class="pre">0</span></code>から離れている観測値が少ないことが分かる。これは<code class="docutils literal notranslate"><span class="pre">0</span></code>方向に戻ることを示しており，分散が一定となるためである。この性質は<code class="docutils literal notranslate"><span class="pre">n</span></code>を<code class="docutils literal notranslate"><span class="pre">500</span></code>や<code class="docutils literal notranslate"><span class="pre">1000</span></code>などの大きな数字に設定するより一層分かりやすいだろう。</p>
@@ -1374,28 +1374,28 @@ <h3>自己共分散<a class="headerlink" href="#id11" title="Link to this headin
   <tbody>
     <tr>
       <th>0</th>
-      <td>1.092784</td>
+      <td>0.166293</td>
       <td>NaN</td>
     </tr>
     <tr>
       <th>1</th>
-      <td>-0.808428</td>
-      <td>1.092784</td>
+      <td>0.104013</td>
+      <td>0.166293</td>
     </tr>
     <tr>
       <th>2</th>
-      <td>-0.734961</td>
-      <td>-0.808428</td>
+      <td>1.202327</td>
+      <td>0.104013</td>
     </tr>
     <tr>
       <th>3</th>
-      <td>0.248052</td>
-      <td>-0.734961</td>
+      <td>0.783704</td>
+      <td>1.202327</td>
     </tr>
     <tr>
       <th>4</th>
-      <td>-0.139782</td>
-      <td>0.248052</td>
+      <td>0.964963</td>
+      <td>0.783704</td>
     </tr>
   </tbody>
 </table>
@@ -1414,7 +1414,7 @@ <h3>自己共分散<a class="headerlink" href="#id11" title="Link to this headin
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="_images/5f9e5a782f241d5dfd07e89165f9ad545ac53c9215f9fe4e3e122c9cda75c9c6.png" src="_images/5f9e5a782f241d5dfd07e89165f9ad545ac53c9215f9fe4e3e122c9cda75c9c6.png" />
+<img alt="_images/1060e595f76c5b0611c3ed484eb450f4c969b985532d73071c143506feca301c.png" src="_images/1060e595f76c5b0611c3ed484eb450f4c969b985532d73071c143506feca301c.png" />
 </div>
 </div>
 <p>自己共分散がゼロであれば，ランダムに散らばっているはずであり，何らかのパターンも確認できないはずである。</p>
@@ -1431,7 +1431,7 @@ <h3>自己共分散<a class="headerlink" href="#id11" title="Link to this headin
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="_images/aff93ba8ca0807c48213648c4496a6c55c1d706e9fe6d07921bf0482ecf893e5.png" src="_images/aff93ba8ca0807c48213648c4496a6c55c1d706e9fe6d07921bf0482ecf893e5.png" />
+<img alt="_images/453bb7eed15269c9257b75f79075b5b88bcfc066048d832130b361ea97908c0a.png" src="_images/453bb7eed15269c9257b75f79075b5b88bcfc066048d832130b361ea97908c0a.png" />
 </div>
 </div>
 <ul class="simple">
@@ -1472,13 +1472,13 @@ <h3>自己共分散<a class="headerlink" href="#id11" title="Link to this headin
   <tbody>
     <tr>
       <th>WN</th>
-      <td>0.961071</td>
-      <td>0.247514</td>
+      <td>1.010652</td>
+      <td>-0.005167</td>
     </tr>
     <tr>
       <th>WNlag</th>
-      <td>0.247514</td>
-      <td>0.966194</td>
+      <td>-0.005167</td>
+      <td>1.006510</td>
     </tr>
   </tbody>
 </table>
@@ -1522,11 +1522,11 @@ <h3>自己相関係数<a class="headerlink" href="#id12" title="Link to this hea
     <tr>
       <th>WN</th>
       <td>1.000000</td>
-      <td>0.257067</td>
+      <td>-0.005097</td>
     </tr>
     <tr>
       <th>WNlag</th>
-      <td>0.257067</td>
+      <td>-0.005097</td>
       <td>1.000000</td>
     </tr>
   </tbody>
@@ -1542,7 +1542,7 @@ <h3>自己相関係数<a class="headerlink" href="#id12" title="Link to this hea
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.2570667340828474
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-0.005097087246679094
 </pre></div>
 </div>
 </div>
@@ -1556,7 +1556,7 @@ <h3>自己相関係数<a class="headerlink" href="#id12" title="Link to this hea
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.25706673408284736
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-0.005097087246679093
 </pre></div>
 </div>
 </div>
@@ -1667,7 +1667,7 @@ <h3>３つの例：持続性の違い<a class="headerlink" href="#id14" title="L
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="_images/8ad4051082caff7b62c965a4565344f30db23ed5dfb49d77e8de59cab651ebe2.png" src="_images/8ad4051082caff7b62c965a4565344f30db23ed5dfb49d77e8de59cab651ebe2.png" />
+<img alt="_images/f9e9b83dd3a04363211d9757cffe47aeb643db32d911a7fb1feaf926ad9a087a.png" src="_images/f9e9b83dd3a04363211d9757cffe47aeb643db32d911a7fb1feaf926ad9a087a.png" />
 </div>
 </div>
 <p>この例では<span class="math notranslate nohighlight">\(\rho\)</span>の値が低いため，<span class="math notranslate nohighlight">\(y\)</span>は定常状態の0に直ぐに戻ろうとする力が強い。従って、前期の値の今期の値に対する影響力が小さいため、持続性が低い。</p>
@@ -1678,7 +1678,7 @@ <h3>３つの例：持続性の違い<a class="headerlink" href="#id14" title="L
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="_images/c69aff5a769726b55773075cc2df5ad5f1ba761a733d35771f373c5985f9d5e0.png" src="_images/c69aff5a769726b55773075cc2df5ad5f1ba761a733d35771f373c5985f9d5e0.png" />
+<img alt="_images/0024ddef8095e4097129da990898d8b196ffe7fcac4cd02882096ce75003f2cd.png" src="_images/0024ddef8095e4097129da990898d8b196ffe7fcac4cd02882096ce75003f2cd.png" />
 </div>
 </div>
 <p><span class="math notranslate nohighlight">\(\rho\)</span>の値が高くなると、定常状態の<span class="math notranslate nohighlight">\(0\)</span>に戻ろうとする作用が弱くなり、持続性が強くなることがわかる。</p>
@@ -1689,7 +1689,7 @@ <h3>３つの例：持続性の違い<a class="headerlink" href="#id14" title="L
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="_images/c0da3bcfc3afe5f377a47ab5473dcc1c06c58d78e8a7abbadd1e67ed6a0bb56e.png" src="_images/c0da3bcfc3afe5f377a47ab5473dcc1c06c58d78e8a7abbadd1e67ed6a0bb56e.png" />
+<img alt="_images/8833571bac3c8e59ccaec2675ce0138e9d25e50b98d1c30183f318f8a5952f86.png" src="_images/8833571bac3c8e59ccaec2675ce0138e9d25e50b98d1c30183f318f8a5952f86.png" />
 </div>
 </div>
 <p><span class="math notranslate nohighlight">\(\rho\)</span>が非常に高いため、持続性も非常に強くなっている。即ち、今期の値は前期の値に対する依存度が大きい。</p>
diff --git a/13b_Stochastic_Solow.html b/13b_Stochastic_Solow.html
index 6990f05b..595b372d 100644
--- a/13b_Stochastic_Solow.html
+++ b/13b_Stochastic_Solow.html
@@ -1094,10 +1094,10 @@ <h4>TFP<a class="headerlink" href="#id9" title="Link to this heading">#</a></h4>
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>TFPの自己相関係数：0.663
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>TFPの自己相関係数：0.535
 </pre></div>
 </div>
-<img alt="_images/1fd4ed086eb2f122776e7a077c7819532cf5a329146c16276f3c9bf0b578c6af.png" src="_images/1fd4ed086eb2f122776e7a077c7819532cf5a329146c16276f3c9bf0b578c6af.png" />
+<img alt="_images/3b51f61252c671e49b945e439507a9d774651eda2a840bd78341e105b7ff4a50.png" src="_images/3b51f61252c671e49b945e439507a9d774651eda2a840bd78341e105b7ff4a50.png" />
 </div>
 </div>
 <p>シミュレーションを行う度に図と自己相関係数は異なることになる。</p>
@@ -1612,95 +1612,95 @@ <h4>実行<a class="headerlink" href="#id17" title="Link to this heading">#</a><
       <td>8.500577e+05</td>
       <td>1.000000</td>
       <td>0.366461</td>
-      <td>272210.617761</td>
-      <td>213095.442439</td>
+      <td>2.722106e+05</td>
+      <td>2.130954e+05</td>
       <td>59115.175322</td>
-      <td>13.704888</td>
-      <td>-5.182883</td>
-      <td>0.083737</td>
-      <td>-8.373726</td>
-      <td>12.616727</td>
-      <td>-10.239564</td>
-      <td>12.371891</td>
-      <td>-10.239564</td>
-      <td>11.089639</td>
-      <td>-10.239564</td>
+      <td>13.780344</td>
+      <td>-12.728463</td>
+      <td>0.073138</td>
+      <td>-7.313825</td>
+      <td>12.633292</td>
+      <td>-11.896071</td>
+      <td>12.388456</td>
+      <td>-11.896071</td>
+      <td>11.106204</td>
+      <td>-11.896071</td>
     </tr>
     <tr>
       <th>1</th>
       <td>8.879214e+05</td>
-      <td>0.956201</td>
+      <td>0.521533</td>
       <td>0.367346</td>
-      <td>265042.428091</td>
-      <td>207483.947333</td>
-      <td>57558.480757</td>
-      <td>13.760500</td>
-      <td>-6.386177</td>
-      <td>0.086970</td>
-      <td>-13.175700</td>
-      <td>12.642392</td>
-      <td>-15.474724</td>
-      <td>12.397556</td>
-      <td>-15.474724</td>
-      <td>11.115304</td>
-      <td>-15.474724</td>
+      <td>1.445601e+05</td>
+      <td>1.131664e+05</td>
+      <td>31393.688704</td>
+      <td>13.836467</td>
+      <td>-13.982835</td>
+      <td>0.080885</td>
+      <td>-73.186687</td>
+      <td>12.663656</td>
+      <td>-78.220508</td>
+      <td>12.418820</td>
+      <td>-78.220508</td>
+      <td>11.136567</td>
+      <td>-78.220508</td>
     </tr>
     <tr>
       <th>2</th>
-      <td>9.232819e+05</td>
-      <td>3.177727</td>
+      <td>8.971171e+05</td>
+      <td>7.485312</td>
       <td>0.368233</td>
-      <td>895439.064586</td>
-      <td>700979.209461</td>
-      <td>194459.855125</td>
-      <td>13.816080</td>
-      <td>-8.039004</td>
-      <td>0.090150</td>
-      <td>106.601600</td>
-      <td>12.667994</td>
-      <td>103.707559</td>
-      <td>12.423158</td>
-      <td>103.707559</td>
-      <td>11.140905</td>
-      <td>103.707559</td>
+      <td>2.087540e+06</td>
+      <td>1.634195e+06</td>
+      <td>453344.817356</td>
+      <td>13.892510</td>
+      <td>-18.556844</td>
+      <td>0.088586</td>
+      <td>192.435649</td>
+      <td>12.693945</td>
+      <td>185.755185</td>
+      <td>12.449109</td>
+      <td>185.755185</td>
+      <td>11.166856</td>
+      <td>185.755185</td>
     </tr>
     <tr>
       <th>3</th>
-      <td>1.094660e+06</td>
-      <td>3.142032</td>
+      <td>1.328034e+06</td>
+      <td>1.544094</td>
       <td>0.369123</td>
-      <td>943621.976175</td>
-      <td>738698.380549</td>
-      <td>204923.595627</td>
-      <td>13.871555</td>
-      <td>3.439931</td>
-      <td>0.093143</td>
-      <td>105.172659</td>
-      <td>12.693371</td>
-      <td>106.411034</td>
-      <td>12.448535</td>
-      <td>106.411034</td>
-      <td>11.166282</td>
-      <td>106.411034</td>
+      <td>4.971370e+05</td>
+      <td>3.891752e+05</td>
+      <td>107961.777870</td>
+      <td>13.948307</td>
+      <td>15.090339</td>
+      <td>0.095738</td>
+      <td>33.869922</td>
+      <td>12.723597</td>
+      <td>39.302444</td>
+      <td>12.478761</td>
+      <td>39.302444</td>
+      <td>11.196508</td>
+      <td>39.302444</td>
     </tr>
     <tr>
       <th>4</th>
-      <td>1.272217e+06</td>
-      <td>1.718926</td>
+      <td>1.402795e+06</td>
+      <td>0.725768</td>
       <td>0.370015</td>
-      <td>546252.979147</td>
-      <td>427624.834154</td>
-      <td>118628.144993</td>
-      <td>13.926802</td>
-      <td>12.946903</td>
-      <td>0.096481</td>
-      <td>44.521859</td>
-      <td>12.719010</td>
-      <td>49.182744</td>
-      <td>12.474174</td>
-      <td>49.182744</td>
-      <td>11.191922</td>
-      <td>49.182744</td>
+      <td>2.388969e+05</td>
+      <td>1.870163e+05</td>
+      <td>51880.526247</td>
+      <td>14.003574</td>
+      <td>15.040307</td>
+      <td>0.103041</td>
+      <td>-42.356623</td>
+      <td>12.753208</td>
+      <td>-36.942112</td>
+      <td>12.508372</td>
+      <td>-36.942112</td>
+      <td>11.226120</td>
+      <td>-36.942112</td>
     </tr>
   </tbody>
 </table>
@@ -1716,7 +1716,7 @@ <h4>実行<a class="headerlink" href="#id17" title="Link to this heading">#</a><
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="_images/5183e8799a5de10cda15034d5cf4e82e65496fd8802afb62551b965d37350703.png" src="_images/5183e8799a5de10cda15034d5cf4e82e65496fd8802afb62551b965d37350703.png" />
+<img alt="_images/8f29efe00569168d5ff4b9ee085600284c6a8ff50c54389e42d3487aaa3e97ee.png" src="_images/8f29efe00569168d5ff4b9ee085600284c6a8ff50c54389e42d3487aaa3e97ee.png" />
 </div>
 </div>
 <p>トレンドの傾きは成長率を表しているが，徐々に減少していることが分かる。最初は成長率に対する資本蓄積の効果が大きいが，定常状態に近づくにつれて資本蓄積の効果が減少しているためである。</p>
@@ -1730,7 +1730,7 @@ <h4>実行<a class="headerlink" href="#id17" title="Link to this heading">#</a><
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="_images/0ccc371866a21987df211f7faf033bb79a7b2556d8c6b948fd2d88907d119694.png" src="_images/0ccc371866a21987df211f7faf033bb79a7b2556d8c6b948fd2d88907d119694.png" />
+<img alt="_images/cefc63931e1da6d11040316320687a0b53770cd6f38a3c1400c9d3b082e19ea1.png" src="_images/cefc63931e1da6d11040316320687a0b53770cd6f38a3c1400c9d3b082e19ea1.png" />
 </div>
 </div>
 <p>絶対値で概ね2％内に収まった変動となっている。データでは，リーマンショック時はマイナス約4％程乖離したが，それ以外は絶対値で2％以内に収まっており，シミュレーションは概ねデータと同じような特徴を持っていると言える。</p>
@@ -1754,11 +1754,11 @@ <h4>結果１：自己相関<a class="headerlink" href="#id18" title="Link to th
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>--- シミュレーション：変動の自己相関係数 ---
 
-Yの変動： 0.395
-Cの変動： 0.395
-Iの変動： 0.395
-Kの変動： 0.828
-Aの変動： 0.394
+Yの変動： 0.538
+Cの変動： 0.538
+Iの変動： 0.538
+Kの変動： 0.901
+Aの変動： 0.532
 </pre></div>
 </div>
 </div>
@@ -1842,8 +1842,8 @@ <h4>結果２：GDPとの相関<a class="headerlink" href="#gdp" title="Link to
 
 Cの変動： 1.000
 Iの変動： 1.000
-Kの変動： -0.187
-Aの変動： 1.000
+Kの変動： 0.024
+Aの変動： 0.999
 </pre></div>
 </div>
 </div>
diff --git a/18_ADAS-1.html b/18_ADAS-1.html
index 312316f8..73ad7314 100644
--- a/18_ADAS-1.html
+++ b/18_ADAS-1.html
@@ -1267,7 +1267,7 @@ <h3>準備：<span class="math notranslate nohighlight">\(h\)</span>の推定値
 Model:                            OLS   Adj. R-squared:                  0.688
 Method:                 Least Squares   F-statistic:                     384.1
 Date:                Fri, 03 Jan 2025   Prob (F-statistic):           8.56e-46
-Time:                        01:09:49   Log-Likelihood:                 716.66
+Time:                        01:30:09   Log-Likelihood:                 716.66
 No. Observations:                 175   AIC:                            -1429.
 Df Residuals:                     173   BIC:                            -1423.
 Df Model:                           1                                         
@@ -1348,7 +1348,7 @@ <h3>最初のスイッチ：<span class="math notranslate nohighlight">\(c\)</sp
 Model:                            OLS   Adj. R-squared:                  0.035
 Method:                 Least Squares   F-statistic:                     7.398
 Date:                Fri, 03 Jan 2025   Prob (F-statistic):            0.00719
-Time:                        01:09:49   Log-Likelihood:                 492.28
+Time:                        01:30:09   Log-Likelihood:                 492.28
 No. Observations:                 175   AIC:                            -980.6
 Df Residuals:                     173   BIC:                            -974.2
 Df Model:                           1                                         
@@ -1587,8 +1587,8 @@ <h4>残差の自己相関の検定<a class="headerlink" href="#id24" title="Link
 <p>次に，Ljung-Box検定もおこなってみよう。</p>
 <p>＜帰無仮説＞</p>
 <ul class="simple">
-<li><p><span class="math notranslate nohighlight">\(H_0\)</span>：残差は独立分布（無相関）</p></li>
-<li><p><span class="math notranslate nohighlight">\(H_A\)</span>：<span class="math notranslate nohighlight">\(\rho_{p}\ne0\)</span></p></li>
+<li><p><span class="math notranslate nohighlight">\(H_0\)</span>：残差は独立分布</p></li>
+<li><p><span class="math notranslate nohighlight">\(H_A\)</span>：残差は独立分布ではない</p></li>
 </ul>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
diff --git a/18_ADAS-2.html b/18_ADAS-2.html
index 72e601b4..88b1d52c 100644
--- a/18_ADAS-2.html
+++ b/18_ADAS-2.html
@@ -1076,7 +1076,7 @@ <h3>プロット<a class="headerlink" href="#id11" title="Link to this heading">
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="_images/ebe1fd1db8278d9e821af856199b42a43efdd45dcd11760a2c34e82a46f786f9.png" src="_images/ebe1fd1db8278d9e821af856199b42a43efdd45dcd11760a2c34e82a46f786f9.png" />
+<img alt="_images/39be1bdfba89c425b86879c9b6e705c8bb67a06dc34a3f452aaddee5cbc46572.png" src="_images/39be1bdfba89c425b86879c9b6e705c8bb67a06dc34a3f452aaddee5cbc46572.png" />
 </div>
 </div>
 <p><span class="math notranslate nohighlight">\(u_t\)</span>と<span class="math notranslate nohighlight">\(v_t\)</span>が毎期毎期変動しており，その結果として<span class="math notranslate nohighlight">\(p_t\)</span>と<span class="math notranslate nohighlight">\(y_t\)</span>が変動していることになる。
@@ -1095,7 +1095,7 @@ <h3>プロット<a class="headerlink" href="#id11" title="Link to this heading">
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="_images/dd26fadedfae37bc7bcd5a2125e359335ed540ee903236ac61e7105d39c4777c.png" src="_images/dd26fadedfae37bc7bcd5a2125e359335ed540ee903236ac61e7105d39c4777c.png" />
+<img alt="_images/afcc1f5acbca950514c0269f037922967c113f84e5f41192e82b8f3b80fa07d5.png" src="_images/afcc1f5acbca950514c0269f037922967c113f84e5f41192e82b8f3b80fa07d5.png" />
 </div>
 </div>
 <p>このプロットから次の点を確認できる。</p>
@@ -1149,8 +1149,8 @@ <h3>GDPと価格水準の乖離率の標準偏差<a class="headerlink" href="#gd
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>yの標準偏差:0.01375
-pの標準偏差:0.01415
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>yの標準偏差:0.01379
+pの標準偏差:0.01421
 </pre></div>
 </div>
 </div>
@@ -1200,8 +1200,8 @@ <h3>自己相関係数<a class="headerlink" href="#id12" title="Link to this hea
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>y:0.043
-p:0.819
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>y:0.049
+p:0.821
 </pre></div>
 </div>
 </div>
@@ -1247,7 +1247,7 @@ <h3><code class="docutils literal notranslate"><span class="pre">p</span></code>
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-0.10826051696903893
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-0.11107441089736105
 </pre></div>
 </div>
 </div>
@@ -1278,11 +1278,11 @@ <h3>結果のまとめと拡張<a class="headerlink" href="#id13" title="Link to
 <td><p><span class="pasted-text">-0.15298</span></p></td>
 </tr>
 <tr class="row-odd"><td><p>WNショック</p></td>
-<td><p><span class="pasted-text">0.01375</span></p></td>
-<td><p><span class="pasted-text">0.01415</span></p></td>
-<td><p><span class="pasted-text">0.04270</span></p></td>
-<td><p><span class="pasted-text">0.81852</span></p></td>
-<td><p><span class="pasted-text">-0.10826</span></p></td>
+<td><p><span class="pasted-text">0.01379</span></p></td>
+<td><p><span class="pasted-text">0.01421</span></p></td>
+<td><p><span class="pasted-text">0.04869</span></p></td>
+<td><p><span class="pasted-text">0.82093</span></p></td>
+<td><p><span class="pasted-text">-0.11107</span></p></td>
 </tr>
 <tr class="row-even"><td><p>AR(1)ショック</p></td>
 <td><p>0.01252</p></td>
@@ -1471,8 +1471,8 @@ <h3><span class="math notranslate nohighlight">\(p_t\)</span>に対する影響
 </li>
 </ul>
 <p>需要ショックと供給ショックに起因する<span class="math notranslate nohighlight">\(p_t\)</span>の変動の<strong>割合</strong>を計算するために，式<a class="reference internal" href="#equation-eq-18-eq-varp2">(144)</a>の両辺を<span class="math notranslate nohighlight">\(\text{Var}(p_{t})\)</span>で割ると次式となる。</p>
-<div class="amsmath math notranslate nohighlight" id="equation-e6cc4b5b-ce74-497a-9271-e413b70ff9d3">
-<span class="eqno">(145)<a class="headerlink" href="#equation-e6cc4b5b-ce74-497a-9271-e413b70ff9d3" title="Permalink to this equation">#</a></span>\[\begin{align}
+<div class="amsmath math notranslate nohighlight" id="equation-25822c0b-8ab4-463d-b268-7679cc6f112e">
+<span class="eqno">(145)<a class="headerlink" href="#equation-25822c0b-8ab4-463d-b268-7679cc6f112e" title="Permalink to this equation">#</a></span>\[\begin{align}
 1&amp;=
 \frac{(ah)^2}{1-h^2}\cdot\frac{\text{Var}(u_{t})}{\text{Var}(p_{t})}
 +\frac{h^2}{1-h^2}\cdot\frac{\text{Var}(v_{t})}{\text{Var}(p_{t})}
@@ -1580,8 +1580,8 @@ <h3><span class="math notranslate nohighlight">\(y_t\)</span>に対する影響
 <li><p><span class="math notranslate nohighlight">\(p_t\)</span>の総変動の大きさ（水準）を決定する上で，<span class="math notranslate nohighlight">\(h\)</span> が重要な役割を果たしている。<span class="math notranslate nohighlight">\(h\)</span>はは約<code class="docutils literal notranslate"><span class="pre">0.8</span></code>であり<span class="math notranslate nohighlight">\(p_t\)</span>の高い持続性を意味する。持続性が高い場合，一旦総供給曲線が定常状態の位置から離れると元の位置に戻るには時間が掛かることになる。即ち，定常状態から離れた状態が長くなる。そのような状況下で，更にショックが発生すると，定常状態から更に乖離する結果につながることになり，変動が増幅されることになる。その効果が<span class="math notranslate nohighlight">\(\dfrac{h^2}{1-h^2}\)</span>で捉えられている。</p></li>
 </ul>
 <p>需要ショックと供給ショックに起因する<span class="math notranslate nohighlight">\(y_t\)</span>の変動の<strong>割合</strong>を計算するために，式<a class="reference internal" href="#equation-eq-18-eq-vary2">(150)</a>の両辺を<span class="math notranslate nohighlight">\(\text{Var}(y_{t})\)</span>で割ると次式となる。</p>
-<div class="amsmath math notranslate nohighlight" id="equation-253eea10-754a-44d7-8ee8-af395ba67669">
-<span class="eqno">(151)<a class="headerlink" href="#equation-253eea10-754a-44d7-8ee8-af395ba67669" title="Permalink to this equation">#</a></span>\[\begin{align}
+<div class="amsmath math notranslate nohighlight" id="equation-f0e85f88-d15c-40fe-bd1b-6377951f1538">
+<span class="eqno">(151)<a class="headerlink" href="#equation-f0e85f88-d15c-40fe-bd1b-6377951f1538" title="Permalink to this equation">#</a></span>\[\begin{align}
 1
 &amp;=\frac{h^2}{1-h^2}2ach\frac{\text{Var}(u_{t})}{\text{Var}(y_{t})}
 +\frac{h^2}{1-h^2}c^2\frac{\text{Var}(v_{t})}{\text{Var}(y_{t})}\\
@@ -1814,8 +1814,8 @@ <h2>付録<a class="headerlink" href="#id23" title="Link to this heading">#</a><
 <section id="b">
 <span id="sec-18-2-appendix-b"></span><h3>付録Ｂ：式<a class="reference internal" href="#equation-eq-18-eq-vary2">(150)</a>の導出<a class="headerlink" href="#b" title="Link to this heading">#</a></h3>
 <p>式<a class="reference internal" href="#equation-eq-18-eq-varp2">(144)</a>と式<a class="reference internal" href="#equation-eq-18-eq-varyp">(149)</a>を式<a class="reference internal" href="#equation-eq-18-eq-vary">(147)</a>に代入し整理する。</p>
-<div class="amsmath math notranslate nohighlight" id="equation-0d9f0d4a-7f7f-4114-b6b5-d59f088fde5e">
-<span class="eqno">(152)<a class="headerlink" href="#equation-0d9f0d4a-7f7f-4114-b6b5-d59f088fde5e" title="Permalink to this equation">#</a></span>\[\begin{align}
+<div class="amsmath math notranslate nohighlight" id="equation-450d28f5-0c82-4226-b623-ec66c47b082f">
+<span class="eqno">(152)<a class="headerlink" href="#equation-450d28f5-0c82-4226-b623-ec66c47b082f" title="Permalink to this equation">#</a></span>\[\begin{align}
 \text{Var}(y_{t})
 &amp;=(ch)^2\text{Var}(p_{t})+\text{Var}(e_{yt})\\
 &amp;=(ch)^2\left[
@@ -1839,8 +1839,8 @@ <h2>付録<a class="headerlink" href="#id23" title="Link to this heading">#</a><
 +\frac{(ch)^2}{1-h^2}\text{Var}(v_{t})
 \end{align}\]</div>
 <p>ここで</p>
-<div class="amsmath math notranslate nohighlight" id="equation-ae0a44aa-36f0-4c81-b90c-593e0d6cfc5c">
-<span class="eqno">(153)<a class="headerlink" href="#equation-ae0a44aa-36f0-4c81-b90c-593e0d6cfc5c" title="Permalink to this equation">#</a></span>\[\begin{align}
+<div class="amsmath math notranslate nohighlight" id="equation-359ce7b0-ebf8-4941-a589-bbabfcbed092">
+<span class="eqno">(153)<a class="headerlink" href="#equation-359ce7b0-ebf8-4941-a589-bbabfcbed092" title="Permalink to this equation">#</a></span>\[\begin{align}
 1+(ach)^2-h^2
 &amp;=1+h^2[(ac)^2-1]=1+\frac{(ac)^2-1}{(1+ac)^2}\\
 &amp;=1+\frac{(ac+1)(ac-1)}{(1+ac)^2}=1+\frac{ac-1}{1+ac}\\
@@ -1852,8 +1852,8 @@ <h2>付録<a class="headerlink" href="#id23" title="Link to this heading">#</a><
 <section id="c-u-y-v-y">
 <span id="sec-18-2-appendix-c"></span><h3>付録Ｃ：式(u-y)と(v-y)の導出<a class="headerlink" href="#c-u-y-v-y" title="Link to this heading">#</a></h3>
 <p>式(u-y)に式<a class="reference internal" href="#equation-eq-18-eq-vary2">(150)</a>を代入して整理する。</p>
-<div class="amsmath math notranslate nohighlight" id="equation-c645ecc5-486b-45a4-b50b-c94f9c6f09ba">
-<span class="eqno">(154)<a class="headerlink" href="#equation-c645ecc5-486b-45a4-b50b-c94f9c6f09ba" title="Permalink to this equation">#</a></span>\[\begin{align}
+<div class="amsmath math notranslate nohighlight" id="equation-f1424210-992d-469a-9fad-021538184b24">
+<span class="eqno">(154)<a class="headerlink" href="#equation-f1424210-992d-469a-9fad-021538184b24" title="Permalink to this equation">#</a></span>\[\begin{align}
 \left[
 \begin{split}
 &amp;y_t\text{の変動に対する}\\
@@ -1880,8 +1880,8 @@ <h2>付録<a class="headerlink" href="#id23" title="Link to this heading">#</a><
 \tag{u-y}
 \end{align}\]</div>
 <p>同様に式(v-y)に式<a class="reference internal" href="#equation-eq-18-eq-vary2">(150)</a>を代入して整理する。</p>
-<div class="amsmath math notranslate nohighlight" id="equation-8f0ff46b-712e-4013-8bd3-fb07910039ff">
-<span class="eqno">(155)<a class="headerlink" href="#equation-8f0ff46b-712e-4013-8bd3-fb07910039ff" title="Permalink to this equation">#</a></span>\[\begin{align}
+<div class="amsmath math notranslate nohighlight" id="equation-8cb83b14-5bf5-49fa-aba1-75b001869ab2">
+<span class="eqno">(155)<a class="headerlink" href="#equation-8cb83b14-5bf5-49fa-aba1-75b001869ab2" title="Permalink to this equation">#</a></span>\[\begin{align}
 \left[
 \begin{split}
 &amp;p_t\text{の変動に対する}\\
diff --git a/6_Regression.html b/6_Regression.html
index bf5f3ada..9b05fb5c 100644
--- a/6_Regression.html
+++ b/6_Regression.html
@@ -611,7 +611,7 @@ <h3>回帰分析<a class="headerlink" href="#id4" title="Link to this heading">#
 Model:                            OLS   Adj. R-squared:                  0.848
 Method:                 Least Squares   F-statistic:                     336.7
 Date:                Fri, 03 Jan 2025   Prob (F-statistic):           4.64e-26
-Time:                        01:10:19   Log-Likelihood:                 49.767
+Time:                        01:30:30   Log-Likelihood:                 49.767
 No. Observations:                  61   AIC:                            -95.53
 Df Residuals:                      59   BIC:                            -91.31
 Df Model:                           1                                         
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diff --git a/_sources/18_ADAS-1.ipynb b/_sources/18_ADAS-1.ipynb
index 768981cf..cb024c4b 100644
--- a/_sources/18_ADAS-1.ipynb
+++ b/_sources/18_ADAS-1.ipynb
@@ -1629,8 +1629,8 @@
     "\n",
     "＜帰無仮説＞\n",
     "\n",
-    "* $H_0$：残差は独立分布（無相関）\n",
-    "* $H_A$：$\\rho_{p}\\ne0$"
+    "* $H_0$：残差は独立分布\n",
+    "* $H_A$：残差は独立分布ではない"
    ]
   },
   {
@@ -1799,7 +1799,9 @@
   },
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "jp-MarkdownHeadingCollapsed": true
+   },
    "source": [
     "(sec:18-1-appendix_B)=\n",
     "### 付録Ｂ"
diff --git a/_sources/index.ipynb b/_sources/index.ipynb
index 37b33d95..bca03462 100644
--- a/_sources/index.ipynb
+++ b/_sources/index.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9515b5c2",
+   "id": "fb39b6c9",
    "metadata": {},
    "source": [
     "# Pythonで学ぶマクロ経済学 (中級＋レベル)\n",
@@ -22,7 +22,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "f0488bae",
+   "id": "aab734a9",
    "metadata": {},
    "outputs": [
     {
@@ -41,7 +41,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bf66ad96",
+   "id": "35f57f40",
    "metadata": {},
    "source": [
     "<!---\n",
@@ -168,7 +168,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "4591766b",
+   "id": "5d734e3c",
    "metadata": {},
    "outputs": [
     {
@@ -199,7 +199,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "67db7f22",
+   "id": "463008ed",
    "metadata": {},
    "source": [
     "---\n",
diff --git a/searchindex.js b/searchindex.js
index da9294f1..d3f9b5b5 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {".cov()\uff0c.corr()\uff0c.autocorr()": [[4, "cov-corr-autocorr"]], ".cov\u3068.corr()": [[4, "cov-corr"]], "1970\u5e74\u306e\u4e00\u4eba\u5f53\u305f\u308aGDP": [[17, "id11"]], "1\u968e\u5dee\u5206\u65b9\u7a0b\u5f0f": [[15, "id3"]], "2019\u5e74": [[12, "id5"]], "45\u5ea6\u7dda\u30e2\u30c7\u30eb": [[15, "id12"]], "ADAS\u30e2\u30c7\u30eb": [[9, "adas"]], "ADAS\u30e2\u30c7\u30eb\u306e\u5b89\u5b9a\u6027": [[10, "adas"]], "ADAS\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1": [[10, "id14"]], "AD\u66f2\u7dda": [[9, "id9"]], "AR(1)\u3068\u3057\u3066\u306eTFP\u3068\u52b4\u50cd\u6642\u9593": [[5, "ar-1-tfp"]], "AS\u66f2\u7dda": [[9, "id8"]], "Big Mac\u306e\u9055\u3044": [[11, null]], "Breusch-Pagan\u691c\u5b9a": [[9, "breusch-pagan"], [9, "id28"]], "DataFrame\u306e\u7d50\u5408": [[17, "dataframe"]], "GDP\u3068\u305d\u306e\u5909\u5316": [[0, "gdp"]], "GDP\u3068\u306e\u76f8\u95a2\u5ea6": [[7, "gdp"], [7, "id42"]], "GDP\u3068\u30a4\u30f3\u30d5\u30ec\u7387": [[8, "gdp"]], "GDP\u3068\u30a4\u30f3\u30d5\u30ec\u7387\u30fb\u5931\u696d\u7387\u3068\u306e\u76f8\u95a2\u4fc2\u6570": [[0, "id13"]], "GDP\u3068\u4fa1\u683c\u6c34\u6e96\u306e\u4e56\u96e2\u7387\u306e\u6a19\u6e96\u504f\u5dee": [[10, "gdp"]], "GDP\u3068\u69cb\u6210\u8981\u7d20\u3068\u306e\u76f8\u95a2\u4fc2\u6570": [[0, "id12"]], "GDP\u306e\u30c8\u30ec\u30f3\u30c9\u304b\u3089\u306e\u4e56\u96e2\u7387": [[0, "id8"]], "GDP\u306e\u69cb\u6210\u8981\u7d20": [[0, "id3"], [0, "id15"]], "IS-MP-PC\u30e2\u30c7\u30eb": [[3, null]], "IS-MP-PC\u30e2\u30c7\u30eb\u306e\u554f\u984c\u70b9": [[3, "id20"]], "IS-MP-PC\u30e2\u30c7\u30eb\uff1aMP\u66f2\u7dda\u306e\u5145\u5b9f\u5316": [[3, "is-mp-pc-mp"]], "IS-MP-PC\u30e2\u30c7\u30eb\uff1a\u5358\u7d14\u306a\u30b1\u30fc\u30b9": [[3, "sec-12-simple"]], "IS\u66f2\u7dda\u306e\u30b7\u30e7\u30c3\u30af": [[3, "is"]], "IS\u66f2\u7dda\u3078\u306e\u30b7\u30e7\u30c3\u30af": [[3, "id17"]], "MP\u66f2\u7dda\u306e\u30b7\u30e7\u30c3\u30af": [[3, "mp"]], "MP\u66f2\u7dda\u3078\u306e\u30b7\u30e7\u30c3\u30af": [[3, "id18"]], "PC\u66f2\u7dda\u3078\u306e\u30b7\u30e7\u30c3\u30af": [[3, "pc"]], "PPP\u3068\u306f": [[11, "ppp"]], "PPP\u30ec\u30fc\u30c8\u3068\u5e02\u5834\u70ba\u66ff\u30ec\u30fc\u30c8\u306e\u30c7\u30fc\u30bf": [[11, "id14"]], "PPP\u30ec\u30fc\u30c8\u3068\u5e02\u5834\u70ba\u66ff\u30ec\u30fc\u30c8\uff1a\u518d\u8003": [[11, "id25"]], "Python\u3067\u5b66\u3076\u30de\u30af\u30ed\u7d4c\u6e08\u5b66 (\u4e2d\u7d1a\uff0b\u30ec\u30d9\u30eb)": [[19, null]], "Python\u3092\u4f7f\u3063\u305f\u56de\u5e30\u5206\u6790": [[14, "python"]], "RBC\u30e2\u30c7\u30eb\u306e\u610f\u7fa9\u3068\u9650\u754c": [[7, "id43"]], "TFP": [[5, "id9"]], "TFP\u3068\u7523\u51fa\u91cf": [[7, "tfp"], [7, "id39"]], "TFP\u306e\u7279\u5fb4": [[5, "tfp"]], "White\u691c\u5b9a": [[9, "white"], [9, "id29"]], "\\lambda\u306e\u89e3\u91c8": [[16, "lambda"]], "d\u306e\u4e0d\u5747\u4e00\u5206\u6563\u81ea\u5df1\u76f8\u95a2\u9811\u5065\u63a8\u5b9a": [[9, "d"]], "for\u30eb\u30fc\u30d7\u3067\u66f8\u304f\u5834\u5408": [[17, null], [17, null]], "for\u30eb\u30fc\u30d7\u306e\u5834\u5408": [[17, null]], "h\u306e\u4e0d\u5747\u4e00\u5206\u6563\u81ea\u5df1\u76f8\u95a2\u9811\u5065\u63a8\u5b9a": [[9, "id26"]], "linearsolve": [[6, null]], "linearsolve\u306e\u4f7f\u3044\u65b9": [[6, "id5"]], "p_t\u306b\u5bfe\u3059\u308b\u5f71\u97ff\uff1a\u5206\u6563\u5206\u89e3\u5206\u6790": [[10, "p-t"]], "p\u3068y\u306e\u4e56\u96e2\u7387\u306e\u76f8\u95a2\u4fc2\u6570\uff1a\u540c\u6642\u671f": [[10, "py"]], "resample()": [[2, "resample"]], "y_t\u306b\u5bfe\u3059\u308b\u5f71\u97ff\uff1a\u5206\u6563\u5206\u89e3\u5206\u6790": [[10, "y-t"]], "\u306a\u305cfor\u30eb\u30fc\u30d7\u3092\u4f7f\u3046\u306e\u304b\u3002": [[5, null]], "\u306f\u3058\u3081\u306b": [[0, "id2"], [1, "id2"], [2, "id2"], [3, "id1"], [4, "id2"], [5, "id2"], [8, "id2"], [9, "id1"], [9, "id18"], [10, "id1"], [11, "id2"], [11, "id9"], [12, "id2"], [13, "id2"], [14, "id2"], [15, "id2"], [16, "id2"], [17, "id2"], 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"id6"]], "\u30aa\u30fc\u30af\u30f3\u306e\u6cd5\u5247": [[1, "id3"]], "\u30aa\u30fc\u30af\u30f3\u306e\u6cd5\u5247\u3068\u30d5\u30a3\u30ea\u30c3\u30d7\u30b9\u66f2\u7dda": [[1, null]], "\u30ab\u30ea\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3": [[9, "id17"]], "\u30ab\u30ea\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u306f": [[9, "id19"]], "\u30ac\u30bd\u30ea\u30f3": [[11, "id7"]], "\u30b3\u30fc\u30c9": [[10, "id4"], [10, "id10"]], "\u30b3\u30fc\u30c9\u306e\u57fa\u672c\u5f62": [[10, "id2"]], "\u30b3\u30fc\u30c9\u306e\u8aac\u660e": [[0, null], [0, null], [0, null], [0, null], [0, null], [0, null], [0, null], [1, null], [1, null], [1, null], [1, null], [2, null], [2, null], [2, null], [2, null], [3, null], [4, null], [5, null], [5, null], [5, null], [5, null], [5, null], [5, null], [5, null], [5, null], [5, null], [7, null], [8, null], [8, null], [8, null], [11, null], [11, null], [11, null], [11, null], [11, null], [11, null], [11, null], [11, null], [12, null], [12, null], [12, null], [12, null], 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"\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\uff1a\u30a4\u30f3\u30d1\u30eb\u30b9\u53cd\u5fdc": [[3, "id5"]], "\u30b7\u30e7\u30c3\u30af\u304c\u7121\u3044\u5834\u5408\u306e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3": [[3, "id11"]], "\u30b9\u30c6\u30c3\u30d7\uff11\uff1a\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5024": [[6, "id6"], [6, "id18"], [7, "id11"], [7, "id29"]], "\u30b9\u30c6\u30c3\u30d7\uff12\uff1a\u5909\u6570\u30ea\u30b9\u30c8": [[6, "id7"], [6, "id19"], [7, "id12"], [7, "id30"]], "\u30b9\u30c6\u30c3\u30d7\uff13\uff1a\u5b9a\u5e38\u72b6\u614b\u3067\u306e\u5747\u8861\u6761\u4ef6\u306e\u95a2\u6570": [[6, "id8"], [6, "id20"], [7, "id13"], [7, "id31"]], "\u30b9\u30c6\u30c3\u30d7\uff14\uff1a\u30e2\u30c7\u30eb\u306e\u6700\u7d42\u6e96\u5099\uff08\u521d\u671f\u5316\uff09": [[6, "id9"], [6, "id21"], [7, "id14"], [7, "id32"]], "\u30b9\u30c6\u30c3\u30d7\uff15\uff1a\u5b9a\u5e38\u72b6\u614b\u306e\u8a08\u7b97": [[6, "id10"], [6, "id22"], [7, "id15"], [7, "id33"]], 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\ No newline at end of file