diff --git a/examples/income-sources.html b/examples/income-sources.html
index bc9c5ffbaaa..8ffaeeb1f5d 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 64530dc2daa..d180e845c82 100644
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diff --git a/gov/hhs/tanf.html b/gov/hhs/tanf.html
index 90517fa9b68..9274cbe7fbb 100644
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diff --git a/gov/hud/housing-assistance.html b/gov/hud/housing-assistance.html
index 8d68595273f..4951ff522bd 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_2499/768002617.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_2490/768002617.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 10fd1bb9240..b0e1aa888b9 100644
--- a/gov/irs/capital-gains.html
+++ b/gov/irs/capital-gains.html
@@ -335,9 +335,9 @@ <h1>Capital Gains Tax<a class="headerlink" href="#capital-gains-tax" title="Perm
         });
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-var gd = document.getElementById('3d862194-8202-4839-baa4-1b18cdf7d231');
+var gd = document.getElementById('d9d31f81-ecbc-47e6-8850-e6d8adabd4d3');
 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_2566/2737119704.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_2561/2737119704.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 1d259513f61..d5798abe4b9 100644
--- a/gov/irs/credits/clean-vehicle.html
+++ b/gov/irs/credits/clean-vehicle.html
@@ -388,11 +388,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
         });
         }
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index d20010fcba4..0ea7ff592d0 100644
--- a/gov/irs/credits/ctc.html
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diff --git a/gov/irs/credits/eitc.html b/gov/irs/credits/eitc.html
index 667476d915c..7c7e4b15907 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 c0be8f95bfc..52762662cba 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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diff --git a/gov/ssa/ssi.html b/gov/ssa/ssi.html
index b97049909fe..9c937b28eee 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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-<span class="nn">/tmp/ipykernel_2956/1981194212.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
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diff --git a/gov/states/ma/tax-benefit.html b/gov/states/ma/tax-benefit.html
index 0656a4a8374..ccd0664afce 100644
--- a/gov/states/ma/tax-benefit.html
+++ b/gov/states/ma/tax-benefit.html
@@ -386,11 +386,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
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@@ -513,9 +513,9 @@ <h3>Other situations<a class="headerlink" href="#other-situations" title="Permal
 </div>
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@@ -388,11 +388,11 @@ <h3>Full income tax<a class="headerlink" href="#full-income-tax" title="Permalin
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@@ -441,11 +441,11 @@ <h3>Full income tax<a class="headerlink" href="#full-income-tax" title="Permalin
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@@ -505,11 +505,11 @@ <h3>Massachusetts EITC<a class="headerlink" href="#massachusetts-eitc" title="Pe
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+var gd = document.getElementById('2208b86c-2c92-42b7-8012-bf7022fbd647');
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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_3106/2304202970.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3085/2304202970.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 63ec5228269..f263d05c199 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('69dc330d-be94-401b-b962-1af503eb8cb2');
+var gd = document.getElementById('b586cda2-9916-4847-848d-05b4520855fd');
 var x = new MutationObserver(function (mutations, observer) {{
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@@ -419,7 +419,7 @@ <h2>Budgetary impact<a class="headerlink" href="#budgetary-impact" title="Permal
 <div class="cell_output docutils container">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
 <span class="ne">TypeError</span><span class="g g-Whitespace">                                 </span>Traceback (most recent call last)
-<span class="nn">/tmp/ipykernel_3139/2916062418.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3121/2916062418.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 5bf4fabb8ce..cff16747d5b 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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                         }).then(function(){
                             
-var gd = document.getElementById('5a00f3d1-729b-4f0b-860b-681571ab9ee3');
+var gd = document.getElementById('eaafd583-eaa1-4da6-b53a-f9602f068e6e');
 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_3237/3217126450.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3156/3217126450.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 aa3aa20a5e0..fb11510206e 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('b175203b-58aa-4a63-90b2-f53120630d57');
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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_3286/1352975946.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3197/1352975946.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 faa83136258..330ead769cb 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 0ce73b190e2..fc5c552128b 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 d476e079138..dda8711eae3 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_3523/1673998826.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3487/1673998826.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_3523/1673998826.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
+<span class="nn">/tmp/ipykernel_3487/1673998826.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 e22a574bb93..7b1fe973581 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_3555/3501312425.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3518/3501312425.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_3555/3501312425.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
+<span class="nn">/tmp/ipykernel_3518/3501312425.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 d967e3c180f..0684500573b 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_3600/1540646120.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3561/1540646120.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_3600/1540646120.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
+<span class="nn">/tmp/ipykernel_3561/1540646120.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 87b3a8a952c..f11532cd0ce 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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-var gd = document.getElementById('7e1514b2-b38c-40be-8454-2ade6f8b4d92');
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diff --git a/gov/states/ny/tax.html b/gov/states/ny/tax.html
index 23c4f4b280a..1898fefcae7 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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diff --git a/gov/states/or/tax.html b/gov/states/or/tax.html
index 74c67ebdcab..553d2818539 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 39cc2da4d5e..7f00b32fd3f 100644
--- a/gov/states/pa/tax.html
+++ b/gov/states/pa/tax.html
@@ -379,11 +379,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
         });
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-var gd = document.getElementById('bc093738-3080-4fc8-b0d5-46bd317751c4');
+var gd = document.getElementById('2d94bbac-02dd-4190-90b0-9b81438ec44b');
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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_3762/373537429.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3710/373537429.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 be8d138d14a..3cb96db476a 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_3949/3570687727.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3834/3570687727.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 6d46c2483bf..e51eb705acc 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 ca776dead4d..11000f94b25 100644
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diff --git a/reports/gov/fcc/acp.err.log b/reports/gov/fcc/acp.err.log
index c6404b0bbe4..0f33cfc1ca2 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_2360/703537161.py in <cell line: 0>()
+/tmp/ipykernel_2345/703537161.py in <cell line: 0>()
 ----> 1 from policyengine_us.tools.documentation import (
       2     variable_summary,
       3     variation_chart,
diff --git a/reports/gov/fcc/lifeline.err.log b/reports/gov/fcc/lifeline.err.log
index e35c7bd12dd..c07c801c7eb 100644
--- a/reports/gov/fcc/lifeline.err.log
+++ b/reports/gov/fcc/lifeline.err.log
@@ -29,7 +29,7 @@ variable_summary("lifeline")
 
 ---------------------------------------------------------------------------
 ImportError                               Traceback (most recent call last)
-/tmp/ipykernel_2388/1343165565.py in <cell line: 0>()
+/tmp/ipykernel_2381/1343165565.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 83c0cda9d29..12e7ebe6610 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_2499/768002617.py in <cell line: 0>()
+/tmp/ipykernel_2490/768002617.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 efa19f20536..4f59504d415 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_2566/2737119704.py in <cell line: 0>()
+/tmp/ipykernel_2561/2737119704.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 4d37b33e694..ae3dc69db0f 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_2672/1205684428.py in <cell line: 0>()
+/tmp/ipykernel_2669/1205684428.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 62578fabdaa..d4d1b051e12 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_2956/1981194212.py in <cell line: 0>()
+/tmp/ipykernel_2943/1981194212.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 3ffe76e413a..ad390d4f361 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_3106/2304202970.py in <cell line: 0>()
+/tmp/ipykernel_3085/2304202970.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 474862968be..7da1f8d9d49 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_3139/2916062418.py in <cell line: 0>()
+/tmp/ipykernel_3121/2916062418.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 e8ce122c702..450208fb908 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_3237/3217126450.py in <cell line: 0>()
+/tmp/ipykernel_3156/3217126450.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 ab3621831b6..283b48b4c5a 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_3286/1352975946.py in <cell line: 0>()
+/tmp/ipykernel_3197/1352975946.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 7c48fdc042a..8738a1b40dc 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_3523/1673998826.py in <cell line: 0>()
+/tmp/ipykernel_3487/1673998826.py in <cell line: 0>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_cdcc")
 
-/tmp/ipykernel_3523/1673998826.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3487/1673998826.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 254398c638d..4f0139cef61 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_3555/3501312425.py in <cell line: 0>()
+/tmp/ipykernel_3518/3501312425.py in <cell line: 0>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_ctc")
 
-/tmp/ipykernel_3555/3501312425.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3518/3501312425.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 fdd962145c3..56335bb4b4d 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_3600/1540646120.py in <cell line: 0>()
+/tmp/ipykernel_3561/1540646120.py in <cell line: 0>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_eitc")
 
-/tmp/ipykernel_3600/1540646120.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3561/1540646120.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 d60984333b0..8308ae1571d 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_3762/373537429.py in <cell line: 0>()
+/tmp/ipykernel_3710/373537429.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 15692b64f75..9615b7af3bc 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_3949/3570687727.py in <cell line: 0>()
+/tmp/ipykernel_3834/3570687727.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 94e0a127ad6..80920fdcd53 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_4122/2493350769.py in <cell line: 0>()
+/tmp/ipykernel_4063/2493350769.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 fd6b9c46731..e8174dc8cb3 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_3834": 50, "3570687727": 50, "agricultur": [51, 54], "research": 51, "nutrit": [51, 53, 54, 55], "special": [51, 54], "women": [51, 54], "infant": [51, 54], "compris": 52, "nation": [52, 55], "lunch": [52, 55], "nslp": 52, "breakfast": 52, "sbp": 52, "assign": 52, "130": 52, "food": [52, 53, 54], "distribut": 52, "indian": 52, "reserv": 52, "criteria": 52, "185": 52, "govern": 52, "reimburs": 52, "publish": 52, "usda": [52, 54], "multipli": 52, "180": 52, "dai": 52, "74": 52, "is_in_k12_school": 52, "school_meal_net_subsidi": 52, "690": 52, "4000": 52, "school_meal_subsidi": 52, "seri": 53, "involv": 53, "variou": 53, "shelter": 53, "covid": 53, "pandem": 53, "everi": [53, 57], "95": 53, "whichev": 53, "larger": 53, "These": 53, "sampl": 53, "145": 53, "105": 53, "snap_normal_allot": 53, "snap_emergency_allot": 53, "99": 53, "720": 53, "come": 53, "345": 53, "hit": 53, "980": 53, "155": 53, "stabil": 53, "350": 53, "At": 53, "2500": 53, "housing_subsidy_r": 53, "emp_df_norm": 53, "emp_df": 53, "shrink": 53, "experi": 53, "visual": 53, "409": 53, "spend": 53, "310": 53, "rise": 53, "44": 53, "588": 53, "regardless": 53, "sim_rent": 53, "parent1": 53, "parent2": 53, "rent_df_ful": 53, "rent_df_norm": 53, "rent_df": 53, "As": 53, "nullifi": 53, "effect": 53, "unemploy": 53, "interest": 53, "illustr": 53, "provis": 53, "let": 53, "bring": 53, "fill": 53, "again": 53, "sim_div": 53, "69": 53, "188": 53, "570": 53, "div_df_ful": 53, "div_df_norm": 53, "div_df": 53, "emp_div_df": 53, "renam": 53, "710": 53, "960": 53, "760": 53, "absenc": 53, "remain": 53, "version": [53, 57], "fpg": 53, "1st": 53, "previou": 53, "02d": 53, "spm_unit_fpg": 53, "snap_fpg": 53, "barmod": 53, "group": 53, "voucher": 54, "mother": 54, "deem": 54, "risk": 54, "fn": 54, "woman": 54, "oregon": 54, "husband": 54, "whom": 54, "is_pregn": 54, "is_wic_at_nutritional_risk": 54, "would_claim_w": 54, 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"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 49c385ebb4b..0820216007e 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 19.8 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 20.4 seconds. The time to initialise a <code class="docutils literal notranslate"><span class="pre">Microsimulation</span></code> object is 0.1 seconds, and the time to complete simulation of taxes and benefits is 36.3 seconds.</p>
 </div>
 </div>
 </section>
diff --git a/validation/taxsim.html b/validation/taxsim.html
index 101552138d0..e25c05d84e4 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_4122/2493350769.py</span> in <span class="ni">&lt;cell line: 0&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_4063/2493350769.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>