diff --git a/examples/income-sources.html b/examples/income-sources.html
index bc4f4324291..142309ecd62 100644
--- a/examples/income-sources.html
+++ b/examples/income-sources.html
@@ -406,9 +406,9 @@ <h1>Income sources<a class="headerlink" href="#income-sources" title="Permalink
         });
         }
         </script>
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@@ -556,11 +556,11 @@ <h2>General formula<a class="headerlink" href="#general-formula" title="Permalin
 <div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>WARNING:root:Parameter gov.states.ms.tax.income.credits.charitable_contribution.cap has a child WIDOW that is not in the possible values of filing_status, ignoring.
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@@ -629,11 +629,11 @@ <h2>General formula<a class="headerlink" href="#general-formula" title="Permalin
 <div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>WARNING:root:Parameter gov.states.ms.tax.income.credits.charitable_contribution.cap has a child WIDOW that is not in the possible values of filing_status, ignoring.
 </pre></div>
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diff --git a/gov/hud/housing-assistance.html b/gov/hud/housing-assistance.html
index 1c68a62d860..fb5ad1ed14b 100644
--- a/gov/hud/housing-assistance.html
+++ b/gov/hud/housing-assistance.html
@@ -333,7 +333,7 @@ <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_2463/768002617.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_2499/768002617.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 b315d0ac3b4..9882b721b46 100644
--- a/gov/irs/capital-gains.html
+++ b/gov/irs/capital-gains.html
@@ -341,9 +341,9 @@ <h1>Capital Gains Tax<a class="headerlink" href="#capital-gains-tax" title="Perm
         });
         }
         </script>
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-var gd = document.getElementById('01602043-9d15-45da-a71b-7dce054b1143');
+var gd = document.getElementById('e7089348-b236-466f-89a2-bc6097c22d43');
 var x = new MutationObserver(function (mutations, observer) {{
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@@ -488,7 +488,7 @@ <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_2534/2737119704.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_2568/2737119704.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 62f68fbeb29..6013369091a 100644
--- a/gov/irs/credits/clean-vehicle.html
+++ b/gov/irs/credits/clean-vehicle.html
@@ -439,11 +439,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
         });
         }
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@@ -598,11 +598,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
 <div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>WARNING:root:Parameter gov.states.ms.tax.income.credits.charitable_contribution.cap has a child WIDOW that is not in the possible values of filing_status, ignoring.
 </pre></div>
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diff --git a/gov/irs/credits/ctc.html b/gov/irs/credits/ctc.html
index 57866b9c616..bf54b9405a1 100644
--- a/gov/irs/credits/ctc.html
+++ b/gov/irs/credits/ctc.html
@@ -293,7 +293,7 @@ <h1>Child Tax Credit<a class="headerlink" href="#child-tax-credit" title="Permal
 </div>
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diff --git a/gov/irs/credits/eitc.html b/gov/irs/credits/eitc.html
index 36540a0d57a..372bd4a0f55 100644
--- a/gov/irs/credits/eitc.html
+++ b/gov/irs/credits/eitc.html
@@ -405,11 +405,11 @@ <h1>Earned Income Tax Credit<a class="headerlink" href="#earned-income-tax-credi
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@@ -458,11 +458,11 @@ <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 cda11249893..6428b2b873f 100644
--- a/gov/irs/tax.html
+++ b/gov/irs/tax.html
@@ -406,11 +406,11 @@ <h1>IRS<a class="headerlink" href="#irs" title="Permalink to this heading">#</a>
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@@ -460,11 +460,11 @@ <h1>IRS<a class="headerlink" href="#irs" title="Permalink to this heading">#</a>
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-var gd = document.getElementById('b9cf3ab5-4c2f-4300-9734-ff943315d95d');
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diff --git a/gov/ssa/ssi.html b/gov/ssa/ssi.html
index ca3caa3d769..83226a4657e 100644
--- a/gov/ssa/ssi.html
+++ b/gov/ssa/ssi.html
@@ -384,9 +384,9 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
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 <div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>WARNING:root:Parameter gov.states.ms.tax.income.credits.charitable_contribution.cap has a child WIDOW that is not in the possible values of filing_status, ignoring.
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@@ -543,9 +543,9 @@ <h3>Other situations<a class="headerlink" href="#other-situations" title="Permal
 <div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>WARNING:root:Parameter gov.states.ms.tax.income.credits.charitable_contribution.cap has a child WIDOW that is not in the possible values of filing_status, ignoring.
 </pre></div>
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--- a/gov/states/de/tax/income/index.html
+++ b/gov/states/de/tax/income/index.html
@@ -417,11 +417,11 @@ <h3>Full income tax<a class="headerlink" href="#full-income-tax" title="Permalin
         });
         }
         </script>
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@@ -745,7 +745,7 @@ <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>
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diff --git a/gov/states/ma/tax-benefit.html b/gov/states/ma/tax-benefit.html
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--- a/gov/states/ma/tax-benefit.html
+++ b/gov/states/ma/tax-benefit.html
@@ -413,11 +413,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
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@@ -543,9 +543,9 @@ <h3>Other situations<a class="headerlink" href="#other-situations" title="Permal
 <div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>WARNING:root:Parameter gov.states.ms.tax.income.credits.charitable_contribution.cap has a child WIDOW that is not in the possible values of filing_status, ignoring.
 </pre></div>
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--- a/gov/states/ma/tax/income/index.html
+++ b/gov/states/ma/tax/income/index.html
@@ -415,11 +415,11 @@ <h3>Full income tax<a class="headerlink" href="#full-income-tax" title="Permalin
         });
         }
         </script>
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@@ -468,11 +468,11 @@ <h3>Full income tax<a class="headerlink" href="#full-income-tax" title="Permalin
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@@ -532,11 +532,11 @@ <h3>Massachusetts EITC<a class="headerlink" href="#massachusetts-eitc" title="Pe
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+var gd = document.getElementById('3950dbb2-1838-4e2a-887f-e7b198346ff4');
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@@ -488,7 +488,7 @@ <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_3126/2304202970.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3178/2304202970.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 11306c7879f..2689362d0bd 100644
--- a/gov/states/md/tax/income/credits/ctc.html
+++ b/gov/states/md/tax/income/credits/ctc.html
@@ -406,11 +406,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
         });
         }
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                         }).then(function(){
                             
-var gd = document.getElementById('8b193092-27ba-4f99-8956-e6cf4eda15cb');
+var gd = document.getElementById('02f10533-be1f-44ec-812c-bf45717846ac');
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@@ -452,7 +452,7 @@ <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_3162/2916062418.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3217/2916062418.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 a8cce69b10f..31062f6f662 100644
--- a/gov/states/md/tax/income/credits/eitc.html
+++ b/gov/states/md/tax/income/credits/eitc.html
@@ -395,11 +395,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
         });
         }
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-var gd = document.getElementById('ef4e093e-888b-4567-a757-095c0dda374d');
+var gd = document.getElementById('3cd960e4-d0bf-447c-aff8-e6232208c99d');
 var x = new MutationObserver(function (mutations, observer) {{
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@@ -488,7 +488,7 @@ <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_3200/3217126450.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3256/3217126450.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/poverty-line-credit.html b/gov/states/md/tax/income/credits/poverty-line-credit.html
index d421d2aa93b..3ebd6042cdd 100644
--- a/gov/states/md/tax/income/credits/poverty-line-credit.html
+++ b/gov/states/md/tax/income/credits/poverty-line-credit.html
@@ -436,11 +436,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
         });
         }
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+var gd = document.getElementById('e0e62072-9736-4051-99d7-3d8a7bd06697');
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@@ -529,7 +529,7 @@ <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_3233/1352975946.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3295/1352975946.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/deductions/standard-deduction.html b/gov/states/md/tax/income/deductions/standard-deduction.html
index 64de8bf02c6..b8a03b35e9e 100644
--- a/gov/states/md/tax/income/deductions/standard-deduction.html
+++ b/gov/states/md/tax/income/deductions/standard-deduction.html
@@ -378,9 +378,9 @@ <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 a7c8d6d83ae..aa7f14b9c66 100644
--- a/gov/states/mo/tax-benefit.html
+++ b/gov/states/mo/tax-benefit.html
@@ -412,11 +412,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
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                         }).then(function(){
                             
-var gd = document.getElementById('17e14b8f-50ac-45a3-be20-9de254acace4');
+var gd = document.getElementById('2c96daa5-663b-482e-9b75-2d00dfe12184');
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@@ -546,9 +546,9 @@ <h3>Other situations<a class="headerlink" href="#other-situations" title="Permal
 <div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>WARNING:root:Parameter gov.states.ms.tax.income.credits.charitable_contribution.cap has a child WIDOW that is not in the possible values of filing_status, ignoring.
 </pre></div>
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@@ -549,9 +549,9 @@ <h2>Property Tax Credit MTR for Max Owner Credit<a class="headerlink" href="#pro
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@@ -596,11 +596,11 @@ <h3>1 or 2 person household , $1,000/month in rent, over 65, cohabitating.<a cla
 <div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>WARNING:root:Parameter gov.states.ms.tax.income.credits.charitable_contribution.cap has a child WIDOW that is not in the possible values of filing_status, ignoring.
 </pre></div>
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-var gd = document.getElementById('74cf5ade-39ca-4c88-889b-4ff96328d8db');
+var gd = document.getElementById('671e3cbc-afc0-4346-9e8e-a6feeb163018');
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diff --git a/gov/states/ny/cdcc.html b/gov/states/ny/cdcc.html
index 6e1e3a02239..23d61a95c27 100644
--- a/gov/states/ny/cdcc.html
+++ b/gov/states/ny/cdcc.html
@@ -333,9 +333,9 @@ <h1>NY Child and Dependent Care Credit<a class="headerlink" href="#ny-child-and-
         });
         }
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@@ -457,12 +457,12 @@ <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_3460/1673998826.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3525/1673998826.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_3460/1673998826.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
+<span class="nn">/tmp/ipykernel_3525/1673998826.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 bb415b17eed..99b9a4d005b 100644
--- a/gov/states/ny/ctc.html
+++ b/gov/states/ny/ctc.html
@@ -392,11 +392,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
         });
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@@ -520,12 +520,12 @@ <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_3493/3501312425.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3558/3501312425.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_3493/3501312425.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
+<span class="nn">/tmp/ipykernel_3558/3501312425.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/eitc.html b/gov/states/ny/eitc.html
index 651cac96666..cf33131c91a 100644
--- a/gov/states/ny/eitc.html
+++ b/gov/states/ny/eitc.html
@@ -407,11 +407,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
         });
         }
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@@ -542,12 +542,12 @@ <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_3533/1540646120.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3605/1540646120.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_3533/1540646120.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
+<span class="nn">/tmp/ipykernel_3605/1540646120.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/tax-benefit.html b/gov/states/ny/tax-benefit.html
index de4d733d999..a56f2868922 100644
--- a/gov/states/ny/tax-benefit.html
+++ b/gov/states/ny/tax-benefit.html
@@ -416,11 +416,11 @@ <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 c2958918b95..220b6229c27 100644
--- a/gov/states/ny/tax.html
+++ b/gov/states/ny/tax.html
@@ -406,11 +406,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
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diff --git a/gov/states/or/tax.html b/gov/states/or/tax.html
index 59de860479b..bd3da1681a4 100644
--- a/gov/states/or/tax.html
+++ b/gov/states/or/tax.html
@@ -406,11 +406,11 @@ <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 8a268654ddc..15560abd12e 100644
--- a/gov/states/pa/tax.html
+++ b/gov/states/pa/tax.html
@@ -406,11 +406,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
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-var gd = document.getElementById('52c989b5-fd26-402b-a3c5-09a9b06992ac');
+var gd = document.getElementById('3aa22f21-8170-495c-b9a9-043c67bbeb8c');
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@@ -502,7 +502,7 @@ <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_3751/373537429.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3821/373537429.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 1c22546eed5..147d110a010 100644
--- a/gov/states/ut/ut_income_tax.html
+++ b/gov/states/ut/ut_income_tax.html
@@ -420,9 +420,9 @@ <h1>Utah State income tax<a class="headerlink" href="#utah-state-income-tax" tit
         });
         }
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+var gd = document.getElementById('82f35bb2-f10f-4f9d-842a-fded742ccdfa');
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@@ -510,7 +510,7 @@ <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_3867/3570687727.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3958/3570687727.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 b3a7515df6e..48f8dcc5d34 100644
--- a/gov/usda/school-meals.html
+++ b/gov/usda/school-meals.html
@@ -379,9 +379,9 @@ <h3>One child<a class="headerlink" href="#one-child" title="Permalink to this he
         });
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index cd8405b20cf..a1e3ff1eff4 100644
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@@ -540,9 +540,9 @@ <h3>How housing costs affect a four-person household’s SNAP allotments<a class
 <div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>WARNING:root:Parameter gov.states.ms.tax.income.credits.charitable_contribution.cap has a child WIDOW that is not in the possible values of filing_status, ignoring.
 </pre></div>
 </div>
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@@ -926,9 +926,9 @@ <h2>Massachusetts<a class="headerlink" href="#massachusetts" title="Permalink to
 <div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>WARNING:root:Parameter gov.states.ms.tax.income.credits.charitable_contribution.cap has a child WIDOW that is not in the possible values of filing_status, ignoring.
 </pre></div>
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diff --git a/reports/gov/fcc/acp.err.log b/reports/gov/fcc/acp.err.log
index 0a781d92b72..b6ac738db59 100644
--- a/reports/gov/fcc/acp.err.log
+++ b/reports/gov/fcc/acp.err.log
@@ -32,7 +32,7 @@ WARNING:root:Parameter gov.states.ms.tax.income.credits.charitable_contribution.
 
 ---------------------------------------------------------------------------
 ImportError                               Traceback (most recent call last)
-/tmp/ipykernel_2333/703537161.py in <cell line: 0>()
+/tmp/ipykernel_2358/703537161.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 5f376830bae..9213f2b93d9 100644
--- a/reports/gov/fcc/lifeline.err.log
+++ b/reports/gov/fcc/lifeline.err.log
@@ -32,7 +32,7 @@ WARNING:root:Parameter gov.states.ms.tax.income.credits.charitable_contribution.
 
 ---------------------------------------------------------------------------
 ImportError                               Traceback (most recent call last)
-/tmp/ipykernel_2362/1343165565.py in <cell line: 0>()
+/tmp/ipykernel_2390/1343165565.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 617ea3be0d4..e9218a21b2f 100644
--- a/reports/gov/hud/housing-assistance.err.log
+++ b/reports/gov/hud/housing-assistance.err.log
@@ -67,7 +67,7 @@ Learn more about entities in our documentation:
 During handling of the above exception, another exception occurred:
 
 SituationParsingError                     Traceback (most recent call last)
-/tmp/ipykernel_2463/768002617.py in <cell line: 0>()
+/tmp/ipykernel_2499/768002617.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 edfee1e7a0d..e0faf152a8d 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_2534/2737119704.py in <cell line: 0>()
+/tmp/ipykernel_2568/2737119704.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 8a7c0e3d041..5039905a71d 100644
--- a/reports/gov/irs/credits/ctc.err.log
+++ b/reports/gov/irs/credits/ctc.err.log
@@ -32,7 +32,7 @@ WARNING:root:Parameter gov.states.ms.tax.income.credits.charitable_contribution.
 
 ---------------------------------------------------------------------------
 ImportError                               Traceback (most recent call last)
-/tmp/ipykernel_2636/1205684428.py in <cell line: 0>()
+/tmp/ipykernel_2746/1205684428.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 998d955f40c..657b3bff11b 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_2978/1981194212.py in <cell line: 0>()
+/tmp/ipykernel_3032/1981194212.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 228ab55ba02..2f12e61c7a7 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_3126/2304202970.py in <cell line: 0>()
+/tmp/ipykernel_3178/2304202970.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 da91898e345..c20b3191903 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_3162/2916062418.py in <cell line: 0>()
+/tmp/ipykernel_3217/2916062418.py in <cell line: 0>()
       1 from policyengine_us import Microsimulation
       2 
 ----> 3 sim = Microsimulation(dataset_year=2020)
diff --git a/reports/gov/states/md/tax/income/credits/eitc.err.log b/reports/gov/states/md/tax/income/credits/eitc.err.log
index 9f52801e131..939b85a654b 100644
--- a/reports/gov/states/md/tax/income/credits/eitc.err.log
+++ b/reports/gov/states/md/tax/income/credits/eitc.err.log
@@ -28,7 +28,7 @@ sim.calc("md_eitc", period=2022).sum() / 1e6
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3200/3217126450.py in <cell line: 0>()
+/tmp/ipykernel_3256/3217126450.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/poverty-line-credit.err.log b/reports/gov/states/md/tax/income/credits/poverty-line-credit.err.log
index 3edcaa45e44..610266f8283 100644
--- a/reports/gov/states/md/tax/income/credits/poverty-line-credit.err.log
+++ b/reports/gov/states/md/tax/income/credits/poverty-line-credit.err.log
@@ -28,7 +28,7 @@ sim.calc("md_poverty_line_credit", period=2022).sum() / 1e6
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3233/1352975946.py in <cell line: 0>()
+/tmp/ipykernel_3295/1352975946.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 7ee99303d48..36feadc1577 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_3460/1673998826.py in <cell line: 0>()
+/tmp/ipykernel_3525/1673998826.py in <cell line: 0>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_cdcc")
 
-/tmp/ipykernel_3460/1673998826.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3525/1673998826.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 92c78512de4..14c383f30c9 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_3493/3501312425.py in <cell line: 0>()
+/tmp/ipykernel_3558/3501312425.py in <cell line: 0>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_ctc")
 
-/tmp/ipykernel_3493/3501312425.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3558/3501312425.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 d8d3cb9c0a3..1d42638797a 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_3533/1540646120.py in <cell line: 0>()
+/tmp/ipykernel_3605/1540646120.py in <cell line: 0>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_eitc")
 
-/tmp/ipykernel_3533/1540646120.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3605/1540646120.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 b9c14aa2a28..a2a778c2eaf 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_3751/373537429.py in <cell line: 0>()
+/tmp/ipykernel_3821/373537429.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 f4d3f7c49ae..e407b5099a2 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_3867/3570687727.py in <cell line: 0>()
+/tmp/ipykernel_3958/3570687727.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 4933c78b302..10da7ce9f8f 100644
--- a/reports/validation/taxsim.err.log
+++ b/reports/validation/taxsim.err.log
@@ -92,7 +92,7 @@ WARNING:root:Parameter gov.states.ms.tax.income.credits.charitable_contribution.
 
 ---------------------------------------------------------------------------
 ImportError                               Traceback (most recent call last)
-/tmp/ipykernel_4035/2493350769.py in <cell line: 0>()
+/tmp/ipykernel_4131/2493350769.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 09b5b367954..dc6fb462613 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, 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"sphinx.ext.viewcode": 1, "sphinx": 56}})
\ No newline at end of file
diff --git a/usage/speed.html b/usage/speed.html
index 12476192aba..2cf899d1572 100644
--- a/usage/speed.html
+++ b/usage/speed.html
@@ -300,7 +300,7 @@ <h1>Speed<a class="headerlink" href="#speed" title="Permalink to this heading">#
 <div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>WARNING:root:Parameter gov.states.ms.tax.income.credits.charitable_contribution.cap has a child WIDOW that is not in the possible values of filing_status, ignoring.
 </pre></div>
 </div>
-<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 19.6 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 35.3 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 19.6 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 35.6 seconds.</p>
 </div>
 </div>
 </section>
diff --git a/validation/taxsim.html b/validation/taxsim.html
index 4dc2d541682..2e97323d38c 100644
--- a/validation/taxsim.html
+++ b/validation/taxsim.html
@@ -359,7 +359,7 @@ <h1>Validation against TAXSIM<a class="headerlink" href="#validation-against-tax
 </div>
 <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_4035/2493350769.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_4131/2493350769.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>