diff --git a/examples/income-sources.html b/examples/income-sources.html
index 1b4dbb65e22..573907770f4 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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index c5ecda45d62..e4980fd1825 100644
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diff --git a/gov/hhs/tanf.html b/gov/hhs/tanf.html
index 564862350a1..35a55b3f8b7 100644
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diff --git a/gov/hud/housing-assistance.html b/gov/hud/housing-assistance.html
index 8ca89546072..344076a8919 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_2515/768002617.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_2520/768002617.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 e24e16ee3e7..897fd9de1c2 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
         });
         }
         </script>
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-var gd = document.getElementById('e7717308-e96b-4de3-af9a-4cab4f23897f');
+var gd = document.getElementById('93e970b2-4025-4971-87e7-b3e2f21191e1');
 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_2583/2737119704.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_2588/2737119704.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 6cfdfde0301..12380a64a46 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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diff --git a/gov/irs/credits/ctc.html b/gov/irs/credits/ctc.html
index 484d5d2fefd..7c799b163bd 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 cf4128d4066..5f38120ea1b 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 8f948ea5cbc..6bc849d1552 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('e0bbf298-7e4c-4afb-81f3-246f03485992');
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diff --git a/gov/ssa/ssi.html b/gov/ssa/ssi.html
index 8043b77ae96..8e74dab6811 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>
 </div>
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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>
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diff --git a/gov/states/ma/tax-benefit.html b/gov/states/ma/tax-benefit.html
index a5fce6cf4bd..b33c2bd3cca 100644
--- a/gov/states/ma/tax-benefit.html
+++ b/gov/states/ma/tax-benefit.html
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@@ -513,9 +513,9 @@ <h3>Other situations<a class="headerlink" href="#other-situations" title="Permal
 </div>
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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('090d1864-2a35-4424-b933-fc866f30d042');
+var gd = document.getElementById('7232489b-da80-49f7-9c9e-efa8f504abaa');
 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_3193/2304202970.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3201/2304202970.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 15bac9dde8f..5551ecb94c4 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('73004d34-c11a-4ac3-a30d-d2e8b3a9ae9f');
+var gd = document.getElementById('686ba088-2e4e-4a65-b55a-dc7c18ee8e6f');
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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_3232/2916062418.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3239/2916062418.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 88830821ebe..3df527ef0bf 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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-var gd = document.getElementById('0b9a84e0-34c6-40ba-a524-619f037decba');
+var gd = document.getElementById('375c5d79-8203-4654-b468-8cbdf66255b6');
 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_3269/3217126450.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3276/3217126450.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 d42572efb8f..5d999a8ffd0 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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+var gd = document.getElementById('3d3d2a36-16d6-48aa-8b22-ff6a4484b436');
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@@ -466,7 +466,7 @@ <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_3309/1352975946.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3314/1352975946.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 d8dacbfd5e1..172ce500b39 100644
--- a/gov/states/md/tax/income/deductions/standard-deduction.html
+++ b/gov/states/md/tax/income/deductions/standard-deduction.html
@@ -369,9 +369,9 @@ <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 d6fa271f875..3532bc66c18 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 9fad28c2eae..3ab8e6cd168 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_3557/1673998826.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3546/1673998826.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_3557/1673998826.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
+<span class="nn">/tmp/ipykernel_3546/1673998826.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 6afdc79da7f..2f7a096029c 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_3591/3501312425.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3585/3501312425.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_3591/3501312425.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
+<span class="nn">/tmp/ipykernel_3585/3501312425.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 65dbd6f44c6..92b7ddf9b59 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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@@ -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_3641/1540646120.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3635/1540646120.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_3641/1540646120.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
+<span class="nn">/tmp/ipykernel_3635/1540646120.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 84d02d996ac..84211d991e5 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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@@ -449,11 +449,11 @@ <h1>New York State income tax<a class="headerlink" href="#new-york-state-income-
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+var gd = document.getElementById('a8dfeccf-70d5-4b23-b25e-14f412c6393f');
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diff --git a/gov/states/ny/tax.html b/gov/states/ny/tax.html
index f9ae8a75aee..fd3bb2b8eb9 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('0002356f-94f4-4842-82ab-4737ddd17f5f');
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diff --git a/gov/states/or/tax.html b/gov/states/or/tax.html
index 00e71c25b9d..7e579b34383 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 f566e36166b..f39f78260ce 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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         }
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+var gd = document.getElementById('b5b5a942-8d24-46fa-a447-f1f88258491f');
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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_3875/373537429.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3850/373537429.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 8f38fdcfe8f..2bcf286fb46 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_4001/3570687727.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3990/3570687727.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 82a96b634b7..21d8f42adad 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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index f67a4062170..f874b064889 100644
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diff --git a/reports/gov/fcc/acp.err.log b/reports/gov/fcc/acp.err.log
index 1efc25e8f2a..fec4b479804 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_2368/703537161.py in <cell line: 0>()
+/tmp/ipykernel_2373/703537161.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 6a64fa83aaf..76eb9fe19b9 100644
--- a/reports/gov/fcc/lifeline.err.log
+++ b/reports/gov/fcc/lifeline.err.log
@@ -29,7 +29,7 @@ variable_summary("lifeline")
 
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 ImportError                               Traceback (most recent call last)
-/tmp/ipykernel_2399/1343165565.py in <cell line: 0>()
+/tmp/ipykernel_2407/1343165565.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 7f2ae5d33b6..6308b7a34f3 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_2515/768002617.py in <cell line: 0>()
+/tmp/ipykernel_2520/768002617.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 1dbffc522ef..cf2805cd56d 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_2583/2737119704.py in <cell line: 0>()
+/tmp/ipykernel_2588/2737119704.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 f91cf37125a..5a092d7b3db 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_2754/1205684428.py in <cell line: 0>()
+/tmp/ipykernel_2701/1205684428.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 2926b799323..a7bf6e0a43a 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_3039/1981194212.py in <cell line: 0>()
+/tmp/ipykernel_3055/1981194212.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 0a4e0f97ce9..624db7ccb0e 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_3193/2304202970.py in <cell line: 0>()
+/tmp/ipykernel_3201/2304202970.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 9f8942e823b..5a288233e0c 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_3232/2916062418.py in <cell line: 0>()
+/tmp/ipykernel_3239/2916062418.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 ea17f66d169..6866f6ec2ac 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_3269/3217126450.py in <cell line: 0>()
+/tmp/ipykernel_3276/3217126450.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 33e8c0ac13b..e8882185f10 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_3309/1352975946.py in <cell line: 0>()
+/tmp/ipykernel_3314/1352975946.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 55f5ff07e0a..c05c289d921 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_3557/1673998826.py in <cell line: 0>()
+/tmp/ipykernel_3546/1673998826.py in <cell line: 0>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_cdcc")
 
-/tmp/ipykernel_3557/1673998826.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3546/1673998826.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 9b25eeb6369..cd9e8a9c76b 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_3591/3501312425.py in <cell line: 0>()
+/tmp/ipykernel_3585/3501312425.py in <cell line: 0>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_ctc")
 
-/tmp/ipykernel_3591/3501312425.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3585/3501312425.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 39dab372e63..4495de094f0 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_3641/1540646120.py in <cell line: 0>()
+/tmp/ipykernel_3635/1540646120.py in <cell line: 0>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_eitc")
 
-/tmp/ipykernel_3641/1540646120.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3635/1540646120.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 4711fbddbdd..0013546c37e 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_3875/373537429.py in <cell line: 0>()
+/tmp/ipykernel_3850/373537429.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 829205c9bbe..f982213307a 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_4001/3570687727.py in <cell line: 0>()
+/tmp/ipykernel_3990/3570687727.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 aa9f3e01529..1c2a744246c 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_4181/2493350769.py in <cell line: 0>()
+/tmp/ipykernel_4167/2493350769.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 376fa57b27a..35354997ed8 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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"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_3990": 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, "father": 54, "is_breastfeed": 54, "breastfe": 54, "wic_by_child_ag": 54, "2_000": 54, "is_moth": 54, "explicitli": 54, "add_famili": 54, "ye": 54, "upon": 55, "framework": 55, "ipython": 56, "displai": 56, "markdown": 56, "time": 56, "t1": 56, "t2": 56, "t3": 56, "spm_unit_benefit": 56, "spm_unit_tax": 56, "t4": 56, "01f": 56, "second": 56, "initialis": 56, "object": 56, "complet": 56, "carri": 57, "taxsim35": 57, "nber": 57, "close": 57, "within": 57, "dev": 57, "generate_taxsim_test": 57, "warn": 57, "filterwarn": 57, "ignor": 57, "distanc": 57, "taxsim_df": 57, "generate_from_microsimul": 57, "set_index": 57, "taxsim_taxsimid": 57, "get_federal_tax_against_taxsim_result": 57, "tax_unit_id": 57, "comparison_df": 57, "taxsim_fiitax": 57, "relative_dist": 57, "get_state_income_tax_against_taxsim_result": 57, "in_stat": 57, "tax_unit_st": 57, "taxsim_siitax": 57, "results_df": 57, "ipykernel_4167": 57, "2493350769": 57, "home": 57, "runner": 57}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"incom": [0, 1, 3, 13, 23, 28, 32, 35, 38, 43, 44, 45, 48, 53, 54], "sourc": 0, "afford": 1, "connect": 1, "program": 1, "elig": [1, 3, 18, 52], "benefit": [1, 3, 21, 26, 36, 52], "variabl": [1, 3], "valu": [1, 3, 52, 54], "fcc": 2, "lifelin": 3, "hh": 4, "temporari": 5, "assist": [5, 7], "needi": 5, "famili": [5, 50], "tanf": 5, "gener": 5, "formula": 5, "exampl": [5, 10, 11, 16, 18, 21, 22, 23, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 43, 45, 46, 50, 52, 53, 54], "hous": [7, 53], "how": [7, 53, 54], "earn": [7, 13, 32, 53], "affect": [7, 53], "one": [7, 53], "person": [7, 18, 38, 53], "household": [7, 38, 53], "s": [7, 53], "hud": 8, "capit": 9, "gain": 9, "tax": [9, 12, 13, 17, 21, 23, 26, 28, 31, 32, 35, 36, 37, 38, 43, 44, 45, 48, 50], "child": [10, 12, 30, 31, 39, 40, 52], "depend": [10, 30, 39, 54], "care": [10, 30, 39], "credit": [10, 11, 12, 13, 22, 23, 27, 28, 30, 31, 32, 33, 37, 39, 40, 50], "budgetari": [10, 30, 31, 32, 33, 40, 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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 2ec13d80833..2880832e240 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 20.1 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 35.7 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 35.5 seconds.</p>
 </div>
 </div>
 </section>
diff --git a/validation/taxsim.html b/validation/taxsim.html
index 91c56f3d43f..ccebdb84792 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_4181/2493350769.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_4167/2493350769.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>