diff --git a/examples/income-sources.html b/examples/income-sources.html
index a41bce0cd9b..5440a357a12 100644
--- a/examples/income-sources.html
+++ b/examples/income-sources.html
@@ -403,9 +403,9 @@ <h1>Income sources<a class="headerlink" href="#income-sources" title="Permalink
         });
         }
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diff --git a/gov/hhs/tanf.html b/gov/hhs/tanf.html
index ee09cfc489a..eede0c8e016 100644
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diff --git a/gov/hud/housing-assistance.html b/gov/hud/housing-assistance.html
index 344d19f3026..5cd89f13c21 100644
--- a/gov/hud/housing-assistance.html
+++ b/gov/hud/housing-assistance.html
@@ -327,7 +327,7 @@ <h2>How earnings affect a one-person household’s housing assistance<a class="h
 <span class="n">During</span> <span class="n">handling</span> <span class="n">of</span> <span class="n">the</span> <span class="n">above</span> <span class="n">exception</span><span class="p">,</span> <span class="n">another</span> <span class="n">exception</span> <span class="n">occurred</span><span class="p">:</span>
 
 <span class="ne">SituationParsingError</span><span class="g g-Whitespace">                     </span>Traceback (most recent call last)
-<span class="nn">/tmp/ipykernel_2485/768002617.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_2492/768002617.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
 <span class="g g-Whitespace">     </span><span class="mi">19</span> <span class="nb">print</span><span class="p">(</span>
 <span class="g g-Whitespace">     </span><span class="mi">20</span>     <span class="s2">&quot;Housing assistance: &quot;</span><span class="p">,</span>
 <span class="ne">---&gt; </span><span class="mi">21</span>     <span class="nb">round</span><span class="p">(</span><span class="n">sim_emp</span><span class="o">.</span><span class="n">calc</span><span class="p">(</span><span class="s2">&quot;housing_assistance&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="o">/</span> <span class="mi">12</span><span class="p">),</span>
diff --git a/gov/irs/capital-gains.html b/gov/irs/capital-gains.html
index 84c935c38be..716ba19c3cf 100644
--- a/gov/irs/capital-gains.html
+++ b/gov/irs/capital-gains.html
@@ -335,9 +335,9 @@ <h1>Capital Gains Tax<a class="headerlink" href="#capital-gains-tax" title="Perm
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-var gd = document.getElementById('f79e2d85-62bd-40fd-90e3-2cd8aa16e636');
+var gd = document.getElementById('897011f8-b02d-485c-944d-81c2cbc0d7a3');
 var x = new MutationObserver(function (mutations, observer) {{
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@@ -467,7 +467,7 @@ <h2>Budgetary impact<a class="headerlink" href="#budgetary-impact" title="Permal
 <div class="cell_output docutils container">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">TypeError</span><span class="g g-Whitespace">                                 </span>Traceback (most recent call last)
-<span class="nn">/tmp/ipykernel_2558/2737119704.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_2562/2737119704.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
 <span class="g g-Whitespace">      </span><span class="mi">1</span> <span class="kn">from</span> <span class="nn">policyengine_us</span> <span class="kn">import</span> <span class="n">Microsimulation</span>
 <span class="g g-Whitespace">      </span><span class="mi">2</span> 
 <span class="ne">----&gt; </span><span class="mi">3</span> <span class="n">sim</span> <span class="o">=</span> <span class="n">Microsimulation</span><span class="p">(</span><span class="n">dataset_year</span><span class="o">=</span><span class="mi">2020</span><span class="p">)</span>
diff --git a/gov/irs/credits/clean-vehicle.html b/gov/irs/credits/clean-vehicle.html
index 30bd5d16d80..8c64739a2d7 100644
--- a/gov/irs/credits/clean-vehicle.html
+++ b/gov/irs/credits/clean-vehicle.html
@@ -388,11 +388,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
         });
         }
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index 21d0570e8d1..05e485b56b1 100644
--- a/gov/irs/credits/ctc.html
+++ b/gov/irs/credits/ctc.html
@@ -290,7 +290,7 @@ <h1>Child Tax Credit<a class="headerlink" href="#child-tax-credit" title="Permal
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diff --git a/gov/irs/credits/eitc.html b/gov/irs/credits/eitc.html
index c90cfbd2477..935dde725b3 100644
--- a/gov/irs/credits/eitc.html
+++ b/gov/irs/credits/eitc.html
@@ -378,11 +378,11 @@ <h1>Earned Income Tax Credit<a class="headerlink" href="#earned-income-tax-credi
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@@ -431,11 +431,11 @@ <h1>Earned Income Tax Credit<a class="headerlink" href="#earned-income-tax-credi
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diff --git a/gov/irs/tax.html b/gov/irs/tax.html
index 19d0dd0e2eb..e58b5b6d509 100644
--- a/gov/irs/tax.html
+++ b/gov/irs/tax.html
@@ -379,11 +379,11 @@ <h1>IRS<a class="headerlink" href="#irs" title="Permalink to this heading">#</a>
         });
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@@ -433,11 +433,11 @@ <h1>IRS<a class="headerlink" href="#irs" title="Permalink to this heading">#</a>
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-var gd = document.getElementById('64b7e692-215e-4fc3-816b-ee3d4086c877');
+var gd = document.getElementById('b54105a2-b4c5-4107-8a82-3fdd3a0bd331');
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diff --git a/gov/ssa/ssi.html b/gov/ssa/ssi.html
index ec2a90c2c84..20ad65fa874 100644
--- a/gov/ssa/ssi.html
+++ b/gov/ssa/ssi.html
@@ -375,9 +375,9 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
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@@ -513,9 +513,9 @@ <h3>Other situations<a class="headerlink" href="#other-situations" title="Permal
 </div>
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@@ -390,11 +390,11 @@ <h3>Full income tax<a class="headerlink" href="#full-income-tax" title="Permalin
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@@ -718,7 +718,7 @@ <h3>Massachusetts Limited Income Credit<a class="headerlink" href="#massachusett
 <div class="cell_output docutils container">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">ValueError</span><span class="g g-Whitespace">                                </span>Traceback (most recent call last)
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+<span class="nn">/tmp/ipykernel_2948/1981194212.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
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 <span class="g g-Whitespace">      </span><span class="mi">2</span>     <span class="n">df</span><span class="p">,</span>
 <span class="g g-Whitespace">      </span><span class="mi">3</span>     <span class="s2">&quot;employment_income&quot;</span><span class="p">,</span>
diff --git a/gov/states/ma/tax-benefit.html b/gov/states/ma/tax-benefit.html
index e54e7251819..0ea052d102c 100644
--- a/gov/states/ma/tax-benefit.html
+++ b/gov/states/ma/tax-benefit.html
@@ -386,11 +386,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
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@@ -513,9 +513,9 @@ <h3>Other situations<a class="headerlink" href="#other-situations" title="Permal
 </div>
 </div>
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@@ -441,11 +441,11 @@ <h3>Full income tax<a class="headerlink" href="#full-income-tax" title="Permalin
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@@ -505,11 +505,11 @@ <h3>Massachusetts EITC<a class="headerlink" href="#massachusetts-eitc" title="Pe
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-var gd = document.getElementById('62165c27-64a1-4759-aa2b-325add24d7a7');
+var gd = document.getElementById('a77113e6-1e47-4986-9846-a58a9249de90');
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@@ -467,7 +467,7 @@ <h2>Budgetary impact<a class="headerlink" href="#budgetary-impact" title="Permal
 <div class="cell_output docutils container">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">TypeError</span><span class="g g-Whitespace">                                 </span>Traceback (most recent call last)
-<span class="nn">/tmp/ipykernel_3152/2304202970.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3094/2304202970.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
 <span class="g g-Whitespace">      </span><span class="mi">1</span> <span class="kn">from</span> <span class="nn">policyengine_us</span> <span class="kn">import</span> <span class="n">Microsimulation</span>
 <span class="g g-Whitespace">      </span><span class="mi">2</span> 
 <span class="ne">----&gt; </span><span class="mi">3</span> <span class="n">sim</span> <span class="o">=</span> <span class="n">Microsimulation</span><span class="p">(</span><span class="n">dataset_year</span><span class="o">=</span><span class="mi">2020</span><span class="p">)</span>
diff --git a/gov/states/md/tax/income/credits/ctc.html b/gov/states/md/tax/income/credits/ctc.html
index ff59cfd8e70..813ee349e16 100644
--- a/gov/states/md/tax/income/credits/ctc.html
+++ b/gov/states/md/tax/income/credits/ctc.html
@@ -373,11 +373,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
         });
         }
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                         }).then(function(){
                             
-var gd = document.getElementById('ce6462de-63ca-4b73-8456-403dcb94a569');
+var gd = document.getElementById('e5543324-60f2-4283-add0-b39fdfd91c4b');
 var x = new MutationObserver(function (mutations, observer) {{
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@@ -419,7 +419,7 @@ <h2>Budgetary impact<a class="headerlink" href="#budgetary-impact" title="Permal
 <div class="cell_output docutils container">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">TypeError</span><span class="g g-Whitespace">                                 </span>Traceback (most recent call last)
-<span class="nn">/tmp/ipykernel_3190/2916062418.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3132/2916062418.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
 <span class="g g-Whitespace">      </span><span class="mi">1</span> <span class="kn">from</span> <span class="nn">policyengine_us</span> <span class="kn">import</span> <span class="n">Microsimulation</span>
 <span class="g g-Whitespace">      </span><span class="mi">2</span> 
 <span class="ne">----&gt; </span><span class="mi">3</span> <span class="n">sim</span> <span class="o">=</span> <span class="n">Microsimulation</span><span class="p">(</span><span class="n">dataset_year</span><span class="o">=</span><span class="mi">2020</span><span class="p">)</span>
diff --git a/gov/states/md/tax/income/credits/eitc.html b/gov/states/md/tax/income/credits/eitc.html
index 3c7edeb95ab..dcf2c33502d 100644
--- a/gov/states/md/tax/income/credits/eitc.html
+++ b/gov/states/md/tax/income/credits/eitc.html
@@ -374,11 +374,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
         });
         }
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diff --git a/gov/states/md/tax/income/credits/poverty-line-credit.html b/gov/states/md/tax/income/credits/poverty-line-credit.html
index 236f063c300..9de3a246576 100644
--- a/gov/states/md/tax/income/credits/poverty-line-credit.html
+++ b/gov/states/md/tax/income/credits/poverty-line-credit.html
@@ -373,11 +373,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
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diff --git a/gov/states/mo/tax-benefit.html b/gov/states/mo/tax-benefit.html
index 559d51dcc7b..cd1fdc883f3 100644
--- a/gov/states/mo/tax-benefit.html
+++ b/gov/states/mo/tax-benefit.html
@@ -385,11 +385,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
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@@ -516,9 +516,9 @@ <h3>Other situations<a class="headerlink" href="#other-situations" title="Permal
 </div>
 </div>
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diff --git a/gov/states/ny/cdcc.html b/gov/states/ny/cdcc.html
index c1c0aa6768d..d748a17be0a 100644
--- a/gov/states/ny/cdcc.html
+++ b/gov/states/ny/cdcc.html
@@ -327,9 +327,9 @@ <h1>NY Child and Dependent Care Credit<a class="headerlink" href="#ny-child-and-
         });
         }
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@@ -451,12 +451,12 @@ <h1>NY Child and Dependent Care Credit<a class="headerlink" href="#ny-child-and-
 <div class="cell_output docutils container">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">TypeError</span><span class="g g-Whitespace">                                 </span>Traceback (most recent call last)
-<span class="nn">/tmp/ipykernel_3492/1673998826.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3493/1673998826.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
 <span class="g g-Whitespace">     </span><span class="mi">40</span> 
 <span class="g g-Whitespace">     </span><span class="mi">41</span> 
 <span class="ne">---&gt; </span><span class="mi">42</span> <span class="n">budgetary_impacts</span><span class="p">(</span><span class="s2">&quot;ny_cdcc&quot;</span><span class="p">)</span>
 
-<span class="nn">/tmp/ipykernel_3492/1673998826.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
+<span class="nn">/tmp/ipykernel_3493/1673998826.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
 <span class="g g-Whitespace">     </span><span class="mi">25</span>             <span class="bp">self</span><span class="o">.</span><span class="n">neutralize_variable</span><span class="p">(</span><span class="n">variable</span><span class="p">)</span>
 <span class="g g-Whitespace">     </span><span class="mi">26</span> 
 <span class="ne">---&gt; </span><span class="mi">27</span>     <span class="n">sim</span> <span class="o">=</span> <span class="n">Microsimulation</span><span class="p">(</span><span class="n">ignore_reported</span><span class="p">,</span> <span class="n">year</span><span class="o">=</span><span class="n">data_year</span><span class="p">)</span>
diff --git a/gov/states/ny/ctc.html b/gov/states/ny/ctc.html
index e4710477e04..d1386442019 100644
--- a/gov/states/ny/ctc.html
+++ b/gov/states/ny/ctc.html
@@ -365,11 +365,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
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@@ -493,12 +493,12 @@ <h2>Budgetary impact<a class="headerlink" href="#budgetary-impact" title="Permal
 <div class="cell_output docutils container">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">TypeError</span><span class="g g-Whitespace">                                 </span>Traceback (most recent call last)
-<span class="nn">/tmp/ipykernel_3534/3501312425.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3529/3501312425.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
 <span class="g g-Whitespace">     </span><span class="mi">40</span> 
 <span class="g g-Whitespace">     </span><span class="mi">41</span> 
 <span class="ne">---&gt; </span><span class="mi">42</span> <span class="n">budgetary_impacts</span><span class="p">(</span><span class="s2">&quot;ny_ctc&quot;</span><span class="p">)</span>
 
-<span class="nn">/tmp/ipykernel_3534/3501312425.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
+<span class="nn">/tmp/ipykernel_3529/3501312425.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
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 <span class="g g-Whitespace">     </span><span class="mi">26</span> 
 <span class="ne">---&gt; </span><span class="mi">27</span>     <span class="n">sim</span> <span class="o">=</span> <span class="n">Microsimulation</span><span class="p">(</span><span class="n">ignore_reported</span><span class="p">,</span> <span class="n">year</span><span class="o">=</span><span class="n">data_year</span><span class="p">)</span>
diff --git a/gov/states/ny/eitc.html b/gov/states/ny/eitc.html
index a7d3d843820..2063c4ff63c 100644
--- a/gov/states/ny/eitc.html
+++ b/gov/states/ny/eitc.html
@@ -380,11 +380,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
         });
         }
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+var gd = document.getElementById('17e76b9f-6550-4be6-95a4-96fc3921517a');
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@@ -515,12 +515,12 @@ <h2>Budgetary impact<a class="headerlink" href="#budgetary-impact" title="Permal
 <div class="cell_output docutils container">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">TypeError</span><span class="g g-Whitespace">                                 </span>Traceback (most recent call last)
-<span class="nn">/tmp/ipykernel_3636/1540646120.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3571/1540646120.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
 <span class="g g-Whitespace">     </span><span class="mi">40</span> 
 <span class="g g-Whitespace">     </span><span class="mi">41</span> 
 <span class="ne">---&gt; </span><span class="mi">42</span> <span class="n">budgetary_impacts</span><span class="p">(</span><span class="s2">&quot;ny_eitc&quot;</span><span class="p">)</span>
 
-<span class="nn">/tmp/ipykernel_3636/1540646120.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
+<span class="nn">/tmp/ipykernel_3571/1540646120.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
 <span class="g g-Whitespace">     </span><span class="mi">25</span>             <span class="bp">self</span><span class="o">.</span><span class="n">neutralize_variable</span><span class="p">(</span><span class="n">variable</span><span class="p">)</span>
 <span class="g g-Whitespace">     </span><span class="mi">26</span> 
 <span class="ne">---&gt; </span><span class="mi">27</span>     <span class="n">sim</span> <span class="o">=</span> <span class="n">Microsimulation</span><span class="p">(</span><span class="n">ignore_reported</span><span class="p">,</span> <span class="n">year</span><span class="o">=</span><span class="n">data_year</span><span class="p">)</span>
diff --git a/gov/states/ny/tax-benefit.html b/gov/states/ny/tax-benefit.html
index 02e245afb51..659dce45874 100644
--- a/gov/states/ny/tax-benefit.html
+++ b/gov/states/ny/tax-benefit.html
@@ -389,11 +389,11 @@ <h1>New York State income tax<a class="headerlink" href="#new-york-state-income-
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diff --git a/gov/states/ny/tax.html b/gov/states/ny/tax.html
index b5267052f44..15dcbb8f461 100644
--- a/gov/states/ny/tax.html
+++ b/gov/states/ny/tax.html
@@ -379,11 +379,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
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+var gd = document.getElementById('f6b43a7a-f7fd-4156-8d9c-23b8b7ddf300');
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diff --git a/gov/states/or/tax.html b/gov/states/or/tax.html
index ca215e781a7..49fd68a90b5 100644
--- a/gov/states/or/tax.html
+++ b/gov/states/or/tax.html
@@ -379,11 +379,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
         });
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diff --git a/gov/states/pa/tax.html b/gov/states/pa/tax.html
index 06d3a47fcd0..49fe65ce027 100644
--- a/gov/states/pa/tax.html
+++ b/gov/states/pa/tax.html
@@ -379,11 +379,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
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-var gd = document.getElementById('b192147d-156c-4ddc-95bc-d5d4a2676263');
+var gd = document.getElementById('18fb19e3-79c3-4a90-95f4-e953afaa70a9');
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@@ -475,7 +475,7 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
 <div class="cell_output docutils container">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">TypeError</span><span class="g g-Whitespace">                                 </span>Traceback (most recent call last)
-<span class="nn">/tmp/ipykernel_3786/373537429.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3729/373537429.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
 <span class="g g-Whitespace">      </span><span class="mi">1</span> <span class="kn">from</span> <span class="nn">policyengine_us</span> <span class="kn">import</span> <span class="n">Microsimulation</span>
 <span class="g g-Whitespace">      </span><span class="mi">2</span> 
 <span class="ne">----&gt; </span><span class="mi">3</span> <span class="n">ms</span> <span class="o">=</span> <span class="n">Microsimulation</span><span class="p">(</span><span class="n">dataset_year</span><span class="o">=</span><span class="mi">2020</span><span class="p">)</span>
diff --git a/gov/states/ut/ut_income_tax.html b/gov/states/ut/ut_income_tax.html
index 0161d8aed89..583e7d121f8 100644
--- a/gov/states/ut/ut_income_tax.html
+++ b/gov/states/ut/ut_income_tax.html
@@ -417,9 +417,9 @@ <h1>Utah State income tax<a class="headerlink" href="#utah-state-income-tax" tit
         });
         }
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@@ -483,7 +483,7 @@ <h2>Budgetary impact<a class="headerlink" href="#budgetary-impact" title="Permal
 <div class="cell_output docutils container">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">TypeError</span><span class="g g-Whitespace">                                 </span>Traceback (most recent call last)
-<span class="nn">/tmp/ipykernel_3922/3570687727.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3859/3570687727.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
 <span class="g g-Whitespace">      </span><span class="mi">1</span> <span class="kn">from</span> <span class="nn">policyengine_us</span> <span class="kn">import</span> <span class="n">Microsimulation</span>
 <span class="g g-Whitespace">      </span><span class="mi">2</span> 
 <span class="ne">----&gt; </span><span class="mi">3</span> <span class="n">ms</span> <span class="o">=</span> <span class="n">Microsimulation</span><span class="p">(</span><span class="n">dataset_year</span><span class="o">=</span><span class="mi">2020</span><span class="p">)</span>
diff --git a/gov/usda/school-meals.html b/gov/usda/school-meals.html
index 0d661230ed0..a65915c0e3e 100644
--- a/gov/usda/school-meals.html
+++ b/gov/usda/school-meals.html
@@ -373,9 +373,9 @@ <h3>One child<a class="headerlink" href="#one-child" title="Permalink to this he
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@@ -776,9 +776,9 @@ <h3>How unearned income compares to earned income<a class="headerlink" href="#ho
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diff --git a/reports/gov/fcc/acp.err.log b/reports/gov/fcc/acp.err.log
index 47c09ccf8bb..49ab66ba1a1 100644
--- a/reports/gov/fcc/acp.err.log
+++ b/reports/gov/fcc/acp.err.log
@@ -29,7 +29,7 @@ variable_summary("snap_standard_deduction")
 
 ---------------------------------------------------------------------------
 ImportError                               Traceback (most recent call last)
-/tmp/ipykernel_2344/703537161.py in <cell line: 0>()
+/tmp/ipykernel_2353/703537161.py in <cell line: 0>()
 ----> 1 from policyengine_us.tools.documentation import (
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       3     variation_chart,
diff --git a/reports/gov/fcc/lifeline.err.log b/reports/gov/fcc/lifeline.err.log
index 84b6aab1a09..84400e4a2d0 100644
--- a/reports/gov/fcc/lifeline.err.log
+++ b/reports/gov/fcc/lifeline.err.log
@@ -29,7 +29,7 @@ variable_summary("lifeline")
 
 ---------------------------------------------------------------------------
 ImportError                               Traceback (most recent call last)
-/tmp/ipykernel_2374/1343165565.py in <cell line: 0>()
+/tmp/ipykernel_2385/1343165565.py in <cell line: 0>()
 ----> 1 from policyengine_us.tools.documentation import (
       2     variable_summary,
       3     variation_chart,
diff --git a/reports/gov/hud/housing-assistance.err.log b/reports/gov/hud/housing-assistance.err.log
index 53ae4c1456e..5d9a10e127b 100644
--- a/reports/gov/hud/housing-assistance.err.log
+++ b/reports/gov/hud/housing-assistance.err.log
@@ -62,7 +62,7 @@ Learn more about entities in our documentation:
 During handling of the above exception, another exception occurred:
 
 SituationParsingError                     Traceback (most recent call last)
-/tmp/ipykernel_2485/768002617.py in <cell line: 0>()
+/tmp/ipykernel_2492/768002617.py in <cell line: 0>()
      19 print(
      20     "Housing assistance: ",
 ---> 21     round(sim_emp.calc("housing_assistance")[0] / 12),
diff --git a/reports/gov/irs/credits/cdcc.err.log b/reports/gov/irs/credits/cdcc.err.log
index b4463e053a1..eb1cae5581c 100644
--- a/reports/gov/irs/credits/cdcc.err.log
+++ b/reports/gov/irs/credits/cdcc.err.log
@@ -28,7 +28,7 @@ sim.calc("cdcc", period=2022).sum() / 1e6
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_2558/2737119704.py in <cell line: 0>()
+/tmp/ipykernel_2562/2737119704.py in <cell line: 0>()
       1 from policyengine_us import Microsimulation
       2 
 ----> 3 sim = Microsimulation(dataset_year=2020)
diff --git a/reports/gov/irs/credits/ctc.err.log b/reports/gov/irs/credits/ctc.err.log
index 5f65601dea3..3501387e2d5 100644
--- a/reports/gov/irs/credits/ctc.err.log
+++ b/reports/gov/irs/credits/ctc.err.log
@@ -29,7 +29,7 @@ variable_summary("ctc")
 
 ---------------------------------------------------------------------------
 ImportError                               Traceback (most recent call last)
-/tmp/ipykernel_2722/1205684428.py in <cell line: 0>()
+/tmp/ipykernel_2662/1205684428.py in <cell line: 0>()
 ----> 1 from policyengine_us.tools.documentation import (
       2     variable_summary,
       3     variation_chart,
diff --git a/reports/gov/states/de/tax/income/index.err.log b/reports/gov/states/de/tax/income/index.err.log
index c1cf661ab22..6ce8d274735 100644
--- a/reports/gov/states/de/tax/income/index.err.log
+++ b/reports/gov/states/de/tax/income/index.err.log
@@ -43,7 +43,7 @@ fig.show()
 
 ---------------------------------------------------------------------------
 ValueError                                Traceback (most recent call last)
-/tmp/ipykernel_3010/1981194212.py in <cell line: 0>()
+/tmp/ipykernel_2948/1981194212.py in <cell line: 0>()
 ----> 1 fig = px.line(
       2     df,
       3     "employment_income",
diff --git a/reports/gov/states/md/tax/income/credits/cdcc.err.log b/reports/gov/states/md/tax/income/credits/cdcc.err.log
index aa236a3f30f..557fed99520 100644
--- a/reports/gov/states/md/tax/income/credits/cdcc.err.log
+++ b/reports/gov/states/md/tax/income/credits/cdcc.err.log
@@ -28,7 +28,7 @@ sim.calc("md_cdcc", period=2022).sum() / 1e6
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3152/2304202970.py in <cell line: 0>()
+/tmp/ipykernel_3094/2304202970.py in <cell line: 0>()
       1 from policyengine_us import Microsimulation
       2 
 ----> 3 sim = Microsimulation(dataset_year=2020)
diff --git a/reports/gov/states/md/tax/income/credits/ctc.err.log b/reports/gov/states/md/tax/income/credits/ctc.err.log
index b60d858cee3..aed9f46b08c 100644
--- a/reports/gov/states/md/tax/income/credits/ctc.err.log
+++ b/reports/gov/states/md/tax/income/credits/ctc.err.log
@@ -28,7 +28,7 @@ sim.calc("md_ctc", period=2022).sum() / 1e6
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3190/2916062418.py in <cell line: 0>()
+/tmp/ipykernel_3132/2916062418.py in <cell line: 0>()
       1 from policyengine_us import Microsimulation
       2 
 ----> 3 sim = Microsimulation(dataset_year=2020)
diff --git a/reports/gov/states/ny/cdcc.err.log b/reports/gov/states/ny/cdcc.err.log
index 5c342434412..fe97736c768 100644
--- a/reports/gov/states/ny/cdcc.err.log
+++ b/reports/gov/states/ny/cdcc.err.log
@@ -65,12 +65,12 @@ budgetary_impacts("ny_cdcc")
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3492/1673998826.py in <cell line: 0>()
+/tmp/ipykernel_3493/1673998826.py in <cell line: 0>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_cdcc")
 
-/tmp/ipykernel_3492/1673998826.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3493/1673998826.py in budgetary_impacts(variable, data_year, policy_year)
      25             self.neutralize_variable(variable)
      26 
 ---> 27     sim = Microsimulation(ignore_reported, year=data_year)
diff --git a/reports/gov/states/ny/ctc.err.log b/reports/gov/states/ny/ctc.err.log
index 8ee3668d73e..8f5c8672793 100644
--- a/reports/gov/states/ny/ctc.err.log
+++ b/reports/gov/states/ny/ctc.err.log
@@ -65,12 +65,12 @@ budgetary_impacts("ny_ctc")
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3534/3501312425.py in <cell line: 0>()
+/tmp/ipykernel_3529/3501312425.py in <cell line: 0>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_ctc")
 
-/tmp/ipykernel_3534/3501312425.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3529/3501312425.py in budgetary_impacts(variable, data_year, policy_year)
      25             self.neutralize_variable(variable)
      26 
 ---> 27     sim = Microsimulation(ignore_reported, year=data_year)
diff --git a/reports/gov/states/ny/eitc.err.log b/reports/gov/states/ny/eitc.err.log
index eb59e1617c4..1425f07bc7d 100644
--- a/reports/gov/states/ny/eitc.err.log
+++ b/reports/gov/states/ny/eitc.err.log
@@ -65,12 +65,12 @@ budgetary_impacts("ny_eitc")
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3636/1540646120.py in <cell line: 0>()
+/tmp/ipykernel_3571/1540646120.py in <cell line: 0>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_eitc")
 
-/tmp/ipykernel_3636/1540646120.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3571/1540646120.py in budgetary_impacts(variable, data_year, policy_year)
      25             self.neutralize_variable(variable)
      26 
 ---> 27     sim = Microsimulation(ignore_reported, year=data_year)
diff --git a/reports/gov/states/pa/tax.err.log b/reports/gov/states/pa/tax.err.log
index b9a27f142fb..c1919365212 100644
--- a/reports/gov/states/pa/tax.err.log
+++ b/reports/gov/states/pa/tax.err.log
@@ -27,7 +27,7 @@ ms = Microsimulation(dataset_year=2020)
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3786/373537429.py in <cell line: 0>()
+/tmp/ipykernel_3729/373537429.py in <cell line: 0>()
       1 from policyengine_us import Microsimulation
       2 
 ----> 3 ms = Microsimulation(dataset_year=2020)
diff --git a/reports/gov/states/wa/tax/income/credits/working-families-tax-credit.err.log b/reports/gov/states/wa/tax/income/credits/working-families-tax-credit.err.log
index fe13bcbe53e..4eb963e4619 100644
--- a/reports/gov/states/wa/tax/income/credits/working-families-tax-credit.err.log
+++ b/reports/gov/states/wa/tax/income/credits/working-families-tax-credit.err.log
@@ -27,7 +27,7 @@ ms = Microsimulation(dataset_year=2020)
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3922/3570687727.py in <cell line: 0>()
+/tmp/ipykernel_3859/3570687727.py in <cell line: 0>()
       1 from policyengine_us import Microsimulation
       2 
 ----> 3 ms = Microsimulation(dataset_year=2020)
diff --git a/reports/validation/taxsim.err.log b/reports/validation/taxsim.err.log
index 9701428ff42..dbee5b80741 100644
--- a/reports/validation/taxsim.err.log
+++ b/reports/validation/taxsim.err.log
@@ -89,7 +89,7 @@ results_df.set_index("Region")
 
 ---------------------------------------------------------------------------
 ImportError                               Traceback (most recent call last)
-/tmp/ipykernel_4091/2493350769.py in <cell line: 0>()
+/tmp/ipykernel_4092/2493350769.py in <cell line: 0>()
       1 from policyengine_us import Microsimulation
 ----> 2 from policyengine_us.data.datasets import CPS
       3 from policyengine_us.tools.dev.taxsim.generate_taxsim_tests import TaxSim35
diff --git a/searchindex.js b/searchindex.js
index dbcd242994c..bcc304909e0 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["examples/income-sources", "gov/fcc/acp", "gov/fcc/index", "gov/fcc/lifeline", "gov/hhs/index", "gov/hhs/tanf", "gov/household/filing_status_breakdown", "gov/hud/housing-assistance", "gov/hud/index", "gov/irs/capital-gains", "gov/irs/credits/cdcc", "gov/irs/credits/clean-vehicle", "gov/irs/credits/ctc", "gov/irs/credits/eitc", "gov/irs/tax", "gov/ssa/index", "gov/ssa/ssi", "gov/states/ca/caleitc", "gov/states/ca/calepa/carb/cvrp", "gov/states/ca/index", "gov/states/de/index", "gov/states/de/tax-benefit", "gov/states/de/tax/income/credits/senior-circuit-breaker", "gov/states/de/tax/income/index", "gov/states/index", "gov/states/ma/index", "gov/states/ma/tax-benefit", "gov/states/ma/tax/income/credits/senior-circuit-breaker", "gov/states/ma/tax/income/index", "gov/states/md/index", "gov/states/md/tax/income/credits/cdcc", "gov/states/md/tax/income/credits/ctc", "gov/states/md/tax/income/credits/eitc", "gov/states/md/tax/income/credits/poverty-line-credit", "gov/states/md/tax/income/deductions/standard-deduction", "gov/states/md/tax/income/index", "gov/states/mo/tax-benefit", "gov/states/mo/tax/credits/property_tax_credit", "gov/states/mo/tax/index", "gov/states/ny/cdcc", "gov/states/ny/ctc", "gov/states/ny/eitc", "gov/states/ny/index", "gov/states/ny/tax", "gov/states/ny/tax-benefit", "gov/states/or/tax", "gov/states/pa/tax", "gov/states/state_credit_impact_on_poverty", "gov/states/ut/ut_income_tax", "gov/states/wa/index", "gov/states/wa/tax/income/credits/working-families-tax-credit", "gov/usda/index", "gov/usda/school-meals", "gov/usda/snap", "gov/usda/wic", "index", "usage/speed", "validation/taxsim"], "filenames": ["examples/income-sources.ipynb", "gov/fcc/acp.ipynb", "gov/fcc/index.md", "gov/fcc/lifeline.ipynb", "gov/hhs/index.md", "gov/hhs/tanf.ipynb", "gov/household/filing_status_breakdown.ipynb", "gov/hud/housing-assistance.ipynb", "gov/hud/index.md", "gov/irs/capital-gains.ipynb", "gov/irs/credits/cdcc.ipynb", "gov/irs/credits/clean-vehicle.ipynb", "gov/irs/credits/ctc.ipynb", "gov/irs/credits/eitc.ipynb", "gov/irs/tax.ipynb", "gov/ssa/index.md", "gov/ssa/ssi.ipynb", "gov/states/ca/caleitc.ipynb", "gov/states/ca/calepa/carb/cvrp.ipynb", "gov/states/ca/index.md", "gov/states/de/index.md", "gov/states/de/tax-benefit.ipynb", "gov/states/de/tax/income/credits/senior-circuit-breaker.ipynb", "gov/states/de/tax/income/index.ipynb", "gov/states/index.md", "gov/states/ma/index.md", "gov/states/ma/tax-benefit.ipynb", "gov/states/ma/tax/income/credits/senior-circuit-breaker.ipynb", "gov/states/ma/tax/income/index.ipynb", "gov/states/md/index.md", "gov/states/md/tax/income/credits/cdcc.ipynb", "gov/states/md/tax/income/credits/ctc.ipynb", "gov/states/md/tax/income/credits/eitc.ipynb", "gov/states/md/tax/income/credits/poverty-line-credit.ipynb", "gov/states/md/tax/income/deductions/standard-deduction.ipynb", "gov/states/md/tax/income/index.ipynb", "gov/states/mo/tax-benefit.ipynb", "gov/states/mo/tax/credits/property_tax_credit.ipynb", "gov/states/mo/tax/index.ipynb", "gov/states/ny/cdcc.ipynb", "gov/states/ny/ctc.ipynb", "gov/states/ny/eitc.ipynb", "gov/states/ny/index.md", "gov/states/ny/tax.ipynb", "gov/states/ny/tax-benefit.ipynb", "gov/states/or/tax.ipynb", "gov/states/pa/tax.ipynb", "gov/states/state_credit_impact_on_poverty.ipynb", "gov/states/ut/ut_income_tax.ipynb", "gov/states/wa/index.md", "gov/states/wa/tax/income/credits/working-families-tax-credit.ipynb", "gov/usda/index.md", "gov/usda/school-meals.ipynb", "gov/usda/snap.ipynb", "gov/usda/wic.ipynb", "index.md", "usage/speed.ipynb", "validation/taxsim.ipynb"], "titles": ["Income sources", "Affordable Connectivity Program", "FCC", "Lifeline", "HHS", "Temporary Assistance for Needy Families (TANF)", "&lt;no title&gt;", "Housing assistance", "HUD", "Capital Gains Tax", "Child and Dependent Care Credit", "Clean vehicle credit", "Child Tax Credit", "Earned Income Tax Credit", "IRS", "SSA", "SSI", "CalEITC", "California Clean Vehicle Rebate Project (CVRP)", "California", "Delaware", "Delaware tax and benefit system", "Massachusetts Senior Circuit Breaker Credit", "Delaware income tax", "States", "Massachusetts", "Massachusetts tax and benefit system", "Massachusetts Senior Circuit Breaker Credit", "Massachusetts income tax", "Maryland", "Maryland Child and Dependent Care Credit", "Maryland Child Tax Credit", "Maryland Earned Income Tax Credit", "Maryland Poverty Line Credit", "Maryland Standard Deduction", "Maryland state income tax", "Missouri tax and benefit system", "Missouri Property Tax Credit (Currently Disabled until fully modeled)", "Missouri state income tax", "NY Child and Dependent Care Credit", "Empire State Child Credit", "New York EITC", "New York", "New York state income tax", "New York State income tax", "Oregon state income tax", "Pennsylvania", "&lt;no title&gt;", "Utah State income tax", "Washington", "Washington Working Families Tax Credit", "USDA", "School meals", "SNAP", "WIC", "PolicyEngine US", "Speed", "Validation against TAXSIM"], "terms": {"thi": [0, 5, 10, 12, 14, 21, 26, 30, 35, 36, 38, 39, 43, 44, 45, 46, 52, 53], "chart": [0, 1, 3, 12, 17, 30, 48, 53], "mirror": 0, "figur": 0, "12": [0, 3, 5, 7, 12, 16, 18, 23, 28, 37, 47, 48, 50, 52, 53, 54], "uk": 0, "s": [0, 5, 6, 10, 12, 16, 17, 21, 23, 28, 30, 31, 32, 33, 34, 35, 38, 40, 43, 44, 45, 46, 48, 54], "household": [0, 1, 3, 5, 10, 11, 12, 13, 14, 16, 17, 18, 21, 22, 23, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 40, 41, 42, 43, 44, 45, 46, 48, 50, 52], "below": [0, 1, 3, 5, 17, 18, 21, 26, 33, 36, 39, 40, 44, 46, 48, 52], "averag": 0, "poverti": [0, 1, 3, 18, 52, 53], "public": [0, 1], "show": [0, 5, 7, 10, 11, 12, 13, 14, 16, 17, 18, 21, 22, 23, 24, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 43, 44, 45, 46, 48, 50, 52, 53, 54], "breakdown": 0, "each": [0, 5, 21, 26, 31, 36, 44, 48], "decil": 0, "from": [0, 1, 3, 5, 6, 7, 9, 10, 11, 12, 13, 14, 16, 17, 18, 21, 22, 23, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 47, 48, 50, 52, 53, 54, 56, 57], "policyengine_u": [0, 1, 3, 5, 6, 7, 9, 10, 11, 12, 13, 14, 16, 17, 18, 21, 22, 23, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 47, 48, 50, 52, 53, 54, 56, 57], "import": [0, 1, 3, 5, 6, 7, 9, 10, 11, 12, 13, 14, 16, 17, 18, 21, 22, 23, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 47, 48, 50, 52, 53, 54, 56, 57], "microsimul": [0, 6, 10, 12, 30, 31, 32, 33, 39, 40, 41, 46, 47, 48, 50, 55, 56, 57], "panda": [0, 5, 7, 9, 10, 11, 12, 13, 14, 16, 17, 18, 21, 22, 23, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 43, 44, 45, 46, 47, 48, 50, 52, 53, 54, 57], "pd": [0, 5, 7, 9, 10, 11, 12, 13, 14, 16, 17, 18, 21, 22, 23, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 43, 44, 45, 46, 47, 48, 50, 52, 53, 54, 57], "numpi": [0, 34, 54, 57], "np": [0, 34, 54, 57], "sim": [0, 5, 9, 10, 11, 12, 13, 14, 16, 18, 21, 22, 23, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 50, 52, 53, 54, 56, 57], "household_benefit": 0, "calcul": [0, 5, 17, 39, 40, 41, 47, 48, 53], "household_pens": 0, "pension_incom": 0, "map_to": [0, 7, 17, 47, 48], "household_investment_incom": 0, "net_investment_incom": 0, "household_earn": 0, "employment_incom": [0, 5, 7, 10, 11, 12, 13, 14, 16, 17, 18, 21, 22, 23, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 48, 50, 52, 53, 54], "self_employment_incom": 0, "total_incom": 0, "equivalised_incom": 0, "equiv_household_net_incom": 0, "household_count_peopl": 0, "peopl": [0, 5, 16, 17, 48, 53], "weight": 0, "valu": [0, 11, 12, 16, 17, 22, 23, 27, 39, 48, 53, 57], "household_income_percentil": 0, "percentile_rank": 0, "income_source_decod": 0, "earn": [0, 5, 10, 11, 16, 17, 18, 21, 23, 26, 28, 30, 31, 33, 34, 39, 41, 50, 52, 54], "pension": 0, "invest": [0, 13], "state": [0, 2, 4, 5, 16, 19, 21, 22, 23, 25, 26, 27, 28, 29, 30, 36, 37, 42, 46, 47, 49, 50, 51, 52, 53, 54, 55, 57], "support": [0, 3, 5], "percentil": 0, "income_sourc": [0, 5, 7, 12, 13, 14, 53], "rang": [0, 10, 11, 12, 13, 14, 16, 17, 21, 22, 23, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 43, 44, 45, 46, 48, 50, 53], "1": [0, 1, 3, 5, 7, 10, 11, 12, 13, 14, 16, 17, 21, 22, 23, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 39, 40, 41, 43, 44, 45, 46, 48, 50, 52, 53, 54, 56, 57], "101": 0, "in_decil": 0, "cumulative_incom": 0, "0": [0, 1, 3, 5, 6, 7, 9, 10, 11, 12, 13, 14, 16, 17, 18, 21, 22, 23, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 48, 50, 52, 53, 54, 56, 57], "append": [0, 10, 11, 12, 13, 14, 16, 17, 21, 22, 23, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 43, 44, 45, 46, 48, 50, 53], "income_source_valu": 0, "maximum": [0, 5, 10, 16, 21, 26, 30, 37, 39, 44, 52, 53], "sum": [0, 5, 10, 30, 31, 32, 33, 39, 40, 41, 46, 47, 48, 50, 54], "add": [0, 5, 7, 11, 12], "other": [0, 3, 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"gain_per_household": 48, "in_utah": 48, "poverty_chang": 48, "person_in_poverti": 48, "poverty_impact": 48, "tax_rate_chang": 48, "005": 48, "001": 48, "tax_rat": 48, "gain": [48, 49], "result": [48, 53], "0385": 48, "010": 48, "001593e": 48, "09": 48, "904": 48, "465417": 48, "0435": 48, "761084e": 48, "08": 48, "339": 48, "636049": 48, "0475": 48, "255614e": 48, "385365": 48, "512052e": 48, "845076": 48, "0495": 48, "770251e": 48, "463794": 48, "0535": 48, "811724e": 48, "795": 48, "722476": 48, "0585": 48, "512878e": 48, "1366": 48, "169957": 48, "tc": 48, "histor": 48, "primari": 48, "59": 48, "taxat": 48, "chapter": 48, "viewer": 48, "ani": 48, "section": 48, "date": 48, "2014": 48, "capit": 49, "lawsuit": 49, "legislatur": 50, "enact": 50, "wftc": 50, "governor": 50, "jai": 50, "insle": 50, "hb": 50, "1297": 50, "sb": 50, "5387": 50, "had": 50, "rather": 50, "identif": 50, "deliv": 50, "first": [50, 53], "make_wftc": 50, "wa_wftc": 50, "wa_working_families_tax_credit": 50, "reflect": 50, "being": 50, "bill": 50, "236": 50, "payout": 50, "fy2023": 50, "ipykernel_3859": 50, "3570687727": 50, "agricultur": [51, 54], "research": 51, "nutrit": [51, 53, 54, 55], "special": [51, 54], "women": [51, 54], "infant": [51, 54], "compris": 52, "nation": [52, 55], "lunch": [52, 55], "nslp": 52, "breakfast": 52, "sbp": 52, "assign": 52, "130": 52, "food": [52, 53, 54], "distribut": 52, "indian": 52, "reserv": 52, "criteria": 52, "185": 52, "govern": 52, "reimburs": 52, "publish": 52, "usda": [52, 54], "multipli": 52, "180": 52, "dai": 52, "74": 52, "is_in_k12_school": 52, "school_meal_net_subsidi": 52, "690": 52, "4000": 52, "school_meal_subsidi": 52, "seri": 53, "involv": 53, "variou": 53, "shelter": 53, "covid": 53, "pandem": 53, "everi": [53, 57], "95": 53, "whichev": 53, "larger": 53, "These": 53, "sampl": 53, "145": 53, "105": 53, "snap_normal_allot": 53, "snap_emergency_allot": 53, "99": 53, "720": 53, "come": 53, "345": 53, "hit": 53, "980": 53, "155": 53, "stabil": 53, "350": 53, "At": 53, "2500": 53, "housing_subsidy_r": 53, "emp_df_norm": 53, "emp_df": 53, "shrink": 53, "experi": 53, "visual": 53, "409": 53, "spend": 53, "310": 53, "rise": 53, "44": 53, "588": 53, "regardless": 53, "sim_rent": 53, "parent1": 53, "parent2": 53, "rent_df_ful": 53, "rent_df_norm": 53, "rent_df": 53, "As": 53, "nullifi": 53, "effect": 53, "unemploy": 53, "interest": 53, "illustr": 53, "provis": 53, "let": 53, "bring": 53, "fill": 53, "again": 53, "sim_div": 53, "69": 53, "188": 53, "570": 53, "div_df_ful": 53, "div_df_norm": 53, "div_df": 53, "emp_div_df": 53, "renam": 53, "710": 53, "960": 53, "760": 53, "absenc": 53, "remain": 53, "version": [53, 57], "fpg": 53, "1st": 53, "previou": 53, "02d": 53, "spm_unit_fpg": 53, "snap_fpg": 53, "barmod": 53, "group": 53, "voucher": 54, "mother": 54, "deem": 54, "risk": 54, "fn": 54, "woman": 54, "oregon": 54, "husband": 54, "whom": 54, "is_pregn": 54, "is_wic_at_nutritional_risk": 54, "would_claim_w": 54, 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38, "ny": 39, "empir": 40, "new": [41, 42, 43, 44], "york": [41, 42, 43, 44], "oregon": 45, "pennsylvania": 46, "utah": 48, "refer": 48, "washington": [49, 50], "work": 50, "usda": 51, "school": 52, "meal": 52, "One": 52, "snap": 53, "allot": 53, "cost": 53, "four": 53, "unearn": 53, "compar": 53, "wic": 54, "breastfeed": 54, "statu": 54, "policyengin": 55, "us": 55, "speed": 56, "valid": 57, "against": 57, "taxsim": 57}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx.ext.viewcode": 1, "sphinx": 56}})
\ No newline at end of file
diff --git a/usage/speed.html b/usage/speed.html
index a1aa469c6e9..c0bfb0aa1c5 100644
--- a/usage/speed.html
+++ b/usage/speed.html
@@ -297,7 +297,7 @@ <h1>Speed<a class="headerlink" href="#speed" title="Permalink to this heading">#
 </div>
 </div>
 <div class="cell_output docutils container">
-<p>The time to import <code class="docutils literal notranslate"><span class="pre">Microsimulation</span></code> from <code class="docutils literal notranslate"><span class="pre">policyengine_us</span></code> is 20.2 seconds. The time to initialise a <code class="docutils literal notranslate"><span class="pre">Microsimulation</span></code> object is 0.1 seconds, and the time to complete simulation of taxes and benefits is 36.4 seconds.</p>
+<p>The time to import <code class="docutils literal notranslate"><span class="pre">Microsimulation</span></code> from <code class="docutils literal notranslate"><span class="pre">policyengine_us</span></code> is 19.9 seconds. The time to initialise a <code class="docutils literal notranslate"><span class="pre">Microsimulation</span></code> object is 0.1 seconds, and the time to complete simulation of taxes and benefits is 35.4 seconds.</p>
 </div>
 </div>
 </section>
diff --git a/validation/taxsim.html b/validation/taxsim.html
index 1ed08c29057..110a1d4ae81 100644
--- a/validation/taxsim.html
+++ b/validation/taxsim.html
@@ -356,7 +356,7 @@ <h1>Validation against TAXSIM<a class="headerlink" href="#validation-against-tax
 <div class="cell_output docutils container">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">ImportError</span><span class="g g-Whitespace">                               </span>Traceback (most recent call last)
-<span class="nn">/tmp/ipykernel_4091/2493350769.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_4092/2493350769.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
 <span class="g g-Whitespace">      </span><span class="mi">1</span> <span class="kn">from</span> <span class="nn">policyengine_us</span> <span class="kn">import</span> <span class="n">Microsimulation</span>
 <span class="ne">----&gt; </span><span class="mi">2</span> <span class="kn">from</span> <span class="nn">policyengine_us.data.datasets</span> <span class="kn">import</span> <span class="n">CPS</span>
 <span class="g g-Whitespace">      </span><span class="mi">3</span> <span class="kn">from</span> <span class="nn">policyengine_us.tools.dev.taxsim.generate_taxsim_tests</span> <span class="kn">import</span> <span class="n">TaxSim35</span>