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diff --git a/.doctrees/03_api.doctree b/.doctrees/03_api.doctree
diff --git a/.doctrees/demos/card_matcher.doctree b/.doctrees/demos/card_matcher.doctree
diff --git a/.doctrees/demos/lp_matcher.doctree b/.doctrees/demos/lp_matcher.doctree
diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
diff --git a/.doctrees/nbsphinx/demos/card_matcher.ipynb b/.doctrees/nbsphinx/demos/card_matcher.ipynb
diff --git a/.doctrees/nbsphinx/demos/lp_matcher.ipynb b/.doctrees/nbsphinx/demos/lp_matcher.ipynb
diff --git a/.doctrees/nbsphinx/demos_card_matcher_10_0.png b/.doctrees/nbsphinx/demos_card_matcher_10_0.png
diff --git a/.doctrees/nbsphinx/demos_card_matcher_10_1.png b/.doctrees/nbsphinx/demos_card_matcher_10_1.png
diff --git a/.doctrees/nbsphinx/demos_card_matcher_13_0.png b/.doctrees/nbsphinx/demos_card_matcher_13_0.png
diff --git a/.doctrees/nbsphinx/demos_card_matcher_13_1.png b/.doctrees/nbsphinx/demos_card_matcher_13_1.png
diff --git a/.doctrees/nbsphinx/demos_card_matcher_17_0.png b/.doctrees/nbsphinx/demos_card_matcher_17_0.png
diff --git a/.doctrees/nbsphinx/demos_card_matcher_17_1.png b/.doctrees/nbsphinx/demos_card_matcher_17_1.png
diff --git a/.doctrees/nbsphinx/demos_card_matcher_7_0.png b/.doctrees/nbsphinx/demos_card_matcher_7_0.png
diff --git a/.doctrees/nbsphinx/demos_card_matcher_9_0.png b/.doctrees/nbsphinx/demos_card_matcher_9_0.png
diff --git a/...trees/nbsphinx/demos_card_matcher_7_1.png → ...trees/nbsphinx/demos_card_matcher_9_1.png b/...trees/nbsphinx/demos_card_matcher_7_1.png → ...trees/nbsphinx/demos_card_matcher_9_1.png
diff --git a/.doctrees/nbsphinx/demos_lp_matcher_14_0.png b/.doctrees/nbsphinx/demos_lp_matcher_14_0.png
diff --git a/02_demos.html b/02_demos.html
@@ -129,8 +129,8 @@ <h1>Demos<a class="headerlink" href="#demos" title="Permalink to this heading">
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="demos/card_matcher.html">Cardinality matching</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="demos/card_matcher.html#Optimize-pool-size-subject-to-balance-constraint">Optimize pool size subject to balance constraint</a></li>
-<li class="toctree-l2"><a class="reference internal" href="demos/card_matcher.html#Optimize-balance-with-balance-constraint">Optimize balance with balance constraint</a></li>
+<li class="toctree-l2"><a class="reference internal" href="demos/card_matcher.html#Optimize-pool-size-with-balance-constraint">Optimize pool size with balance constraint</a></li>
+<li class="toctree-l2"><a class="reference internal" href="demos/card_matcher.html#Optimize-balance-with-size-and-balance-constraints">Optimize balance with size and balance constraints</a></li>
 <li class="toctree-l2"><a class="reference internal" href="demos/card_matcher.html#Optimize-balance-without-balance-constraint">Optimize balance without balance constraint</a></li>
 </ul>
 </li>

diff --git a/03_api.html b/03_api.html
@@ -800,7 +800,7 @@ <h3><a class="toc-backref" href="#id9" role="doc-backlink">Constraint Satisfacti
 <p>The constraints and optimization target are specified to the solver via the
 options pool_size, target_size, and max_mismatch. The behavior of the solver depends
 on which are these options are specified as given below:</p>
-<p>(pool_size, target_size, max_mismatch) –&gt; optimize balance subject to size and 
+<p>(pool_size, target_size, max_mismatch) –&gt; optimize balance subject to size and
 balance constraints</p>
 <p>(pool_size, target_size) –&gt; optimize balance subject to size constraints</p>
 <p>(max_mismatch) –&gt; optimize pool size subject to target_size = n_target and

diff --git a/_images/demos_card_matcher_10_0.png b/_images/demos_card_matcher_10_0.png
diff --git a/_images/demos_card_matcher_10_1.png b/_images/demos_card_matcher_10_1.png
diff --git a/_images/demos_card_matcher_13_0.png b/_images/demos_card_matcher_13_0.png
diff --git a/_images/demos_card_matcher_13_1.png b/_images/demos_card_matcher_13_1.png
diff --git a/_images/demos_card_matcher_17_0.png b/_images/demos_card_matcher_17_0.png
diff --git a/_images/demos_card_matcher_17_1.png b/_images/demos_card_matcher_17_1.png
diff --git a/_images/demos_card_matcher_7_0.png b/_images/demos_card_matcher_7_0.png
diff --git a/_images/demos_card_matcher_9_0.png b/_images/demos_card_matcher_9_0.png
diff --git a/_images/demos_card_matcher_7_1.png → _images/demos_card_matcher_9_1.png b/_images/demos_card_matcher_7_1.png → _images/demos_card_matcher_9_1.png
diff --git a/_images/demos_lp_matcher_14_0.png b/_images/demos_lp_matcher_14_0.png
diff --git a/_modules/pybalance/lp/matcher.html b/_modules/pybalance/lp/matcher.html
@@ -239,16 +239,16 @@ <h1>Source code for pybalance.lp.matcher</h1><div class="highlight"><pre>
 <span class="sd">    options pool_size, target_size, and max_mismatch. The behavior of the solver depends</span>
 <span class="sd">    on which are these options are specified as given below:</span>
 
-<span class="sd">    (pool_size, target_size, max_mismatch) --&gt; optimize balance subject to size and </span>
+<span class="sd">    (pool_size, target_size, max_mismatch) --&gt; optimize balance subject to size and</span>
 <span class="sd">    balance constraints</span>
-<span class="sd">    </span>
+
 <span class="sd">    (pool_size, target_size) --&gt; optimize balance subject to size constraints</span>
 
 <span class="sd">    (max_mismatch) --&gt; optimize pool size subject to target_size = n_target and</span>
 <span class="sd">    balance constraints</span>
 
 <span class="sd">    () --&gt; optimize balance subject to size constraints with pool_size = target_size = n_target</span>
-<span class="sd"> </span>
+
 <span class="sd">    Optimizing pool_size subject to balance constraint is known as &quot;cardinality</span>
 <span class="sd">    matching&quot;. See https://kosukeimai.github.io/MatchIt/reference/method_cardinality.html</span>
 <span class="sd">    and references therein.</span>

diff --git a/_sources/demos/card_matcher.ipynb.txt b/_sources/demos/card_matcher.ipynb.txt
diff --git a/_sources/demos/lp_matcher.ipynb.txt b/_sources/demos/lp_matcher.ipynb.txt
diff --git a/demos/card_matcher.html b/demos/card_matcher.html
diff --git a/demos/card_matcher.ipynb b/demos/card_matcher.ipynb
diff --git a/demos/lp_matcher.html b/demos/lp_matcher.html
diff --git a/demos/lp_matcher.ipynb b/demos/lp_matcher.ipynb
diff --git a/index.html b/index.html
@@ -134,8 +134,8 @@ <h2>Usage<a class="headerlink" href="#usage" title="Permalink to this heading">
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="demos/card_matcher.html">Cardinality matching</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="demos/card_matcher.html#Optimize-pool-size-subject-to-balance-constraint">Optimize pool size subject to balance constraint</a></li>
-<li class="toctree-l3"><a class="reference internal" href="demos/card_matcher.html#Optimize-balance-with-balance-constraint">Optimize balance with balance constraint</a></li>
+<li class="toctree-l3"><a class="reference internal" href="demos/card_matcher.html#Optimize-pool-size-with-balance-constraint">Optimize pool size with balance constraint</a></li>
+<li class="toctree-l3"><a class="reference internal" href="demos/card_matcher.html#Optimize-balance-with-size-and-balance-constraints">Optimize balance with size and balance constraints</a></li>
 <li class="toctree-l3"><a class="reference internal" href="demos/card_matcher.html#Optimize-balance-without-balance-constraint">Optimize balance without balance constraint</a></li>
 </ul>
 </li>

diff --git a/objects.inv b/objects.inv
diff --git a/searchindex.js b/searchindex.js