diff --git a/examples/income-sources.html b/examples/income-sources.html
index a62e4ea4f5f..990bd22e1fd 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 61684a62a72..e7e1a0b430b 100644
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diff --git a/gov/hhs/tanf.html b/gov/hhs/tanf.html
index 9d40f16881d..74b6457b738 100644
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+++ b/gov/hhs/tanf.html
@@ -476,9 +476,9 @@ <h2>General formula<a class="headerlink" href="#general-formula" title="Permalin
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diff --git a/gov/hud/housing-assistance.html b/gov/hud/housing-assistance.html
index 88c0df35bd0..811b3726b0e 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_2487/768002617.py</span> in <span class="ni">&lt;cell line: 19&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_2519/768002617.py</span> in <span class="ni">&lt;cell line: 19&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 92e724fb99d..2d29cf45864 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('74af937b-9386-4436-8c23-58c7b85f3c31');
+var gd = document.getElementById('0cd41766-1c9c-418f-8f8b-55ab312a42fc');
 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_2553/2737119704.py</span> in <span class="ni">&lt;cell line: 3&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_2588/2737119704.py</span> in <span class="ni">&lt;cell line: 3&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 06f07f0c828..f5772db4c7e 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 6d0cda426bd..79b2cd87634 100644
--- a/gov/irs/credits/eitc.html
+++ b/gov/irs/credits/eitc.html
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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 c6464e92fb2..28463a10081 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('54b07b75-a140-435e-b4ff-6e45ed661488');
+var gd = document.getElementById('a010e8ec-e0a4-4e72-a396-a862c73d0bbe');
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diff --git a/gov/ssa/ssi.html b/gov/ssa/ssi.html
index 02035f5849a..6b52af57a2b 100644
--- a/gov/ssa/ssi.html
+++ b/gov/ssa/ssi.html
@@ -375,9 +375,9 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
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@@ -513,9 +513,9 @@ <h3>Other situations<a class="headerlink" href="#other-situations" title="Permal
 </div>
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@@ -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
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--- 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>
 </div>
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diff --git a/gov/states/ma/tax/income/index.html b/gov/states/ma/tax/income/index.html
index 67e88979b4e..3cc6ce05e72 100644
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+++ b/gov/states/ma/tax/income/index.html
@@ -388,11 +388,11 @@ <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('b1730244-a62f-4b4f-8fce-d3d414c1d13f');
+var gd = document.getElementById('7522690d-4ddb-4c05-9fd2-3a00e1042485');
 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_3160/2304202970.py</span> in <span class="ni">&lt;cell line: 3&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3151/2304202970.py</span> in <span class="ni">&lt;cell line: 3&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 d2d8dc8b389..e5d31128f5a 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('7fa9e7c3-5066-4cfa-91dd-ccbc647fe42a');
+var gd = document.getElementById('a0d25411-83bb-4fa4-a250-a3d4d05055df');
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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_3198/2916062418.py</span> in <span class="ni">&lt;cell line: 3&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3183/2916062418.py</span> in <span class="ni">&lt;cell line: 3&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 ef4e590f139..65a11cb084d 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('c7a8824a-37f1-475d-875a-42686a482828');
+var gd = document.getElementById('cf08a387-c142-4f78-a39a-755075adf852');
 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: 3&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3232/3217126450.py</span> in <span class="ni">&lt;cell line: 3&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 d2fdcf5d427..ca6bdc19eed 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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@@ -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_3273/1352975946.py</span> in <span class="ni">&lt;cell line: 3&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3268/1352975946.py</span> in <span class="ni">&lt;cell line: 3&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 f6e6e65ac10..22951b5be84 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 8c3ccae0191..9f9dde5088a 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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                         }).then(function(){
                             
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+var gd = document.getElementById('e52283d1-2e72-4e4f-8e64-6d00190b3243');
 var x = new MutationObserver(function (mutations, observer) {{
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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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@@ -545,11 +545,11 @@ <h3>1 or 2 person household , $1,000/month in rent, over 65, cohabitating.<a cla
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diff --git a/gov/states/ny/cdcc.html b/gov/states/ny/cdcc.html
index 3c090d5a846..2c68db91d88 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_3506/1673998826.py</span> in <span class="ni">&lt;cell line: 42&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3520/1673998826.py</span> in <span class="ni">&lt;cell line: 42&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_3506/1673998826.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
+<span class="nn">/tmp/ipykernel_3520/1673998826.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 36db0b33bf8..3eb5832228e 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_3538/3501312425.py</span> in <span class="ni">&lt;cell line: 42&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3552/3501312425.py</span> in <span class="ni">&lt;cell line: 42&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_3538/3501312425.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
+<span class="nn">/tmp/ipykernel_3552/3501312425.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 da551e79b90..113cd732115 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_3577/1540646120.py</span> in <span class="ni">&lt;cell line: 42&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3589/1540646120.py</span> in <span class="ni">&lt;cell line: 42&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_3577/1540646120.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
+<span class="nn">/tmp/ipykernel_3589/1540646120.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 65b5a7045c1..e0820b71cc1 100644
--- a/gov/states/ny/tax-benefit.html
+++ b/gov/states/ny/tax-benefit.html
@@ -389,11 +389,11 @@ <h1>New York State income tax<a class="headerlink" href="#new-york-state-income-
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diff --git a/gov/states/ny/tax.html b/gov/states/ny/tax.html
index f80b9e43ece..8fdbc709967 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('75f165f5-57b3-4349-ba2a-50278f0eeded');
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diff --git a/gov/states/or/tax.html b/gov/states/or/tax.html
index afb216d5b03..690cb8865e1 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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-var gd = document.getElementById('7e61907a-27a9-4634-ac26-690c7dcca398');
+var gd = document.getElementById('2b1176f8-08e0-49da-861e-8c20328e7d11');
 var x = new MutationObserver(function (mutations, observer) {{
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diff --git a/gov/states/pa/tax.html b/gov/states/pa/tax.html
index 6dd3ed5d221..62032f2b9d1 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('c6da1271-691b-4a27-9989-abbabf71e5f4');
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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_3726/373537429.py</span> in <span class="ni">&lt;cell line: 3&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3794/373537429.py</span> in <span class="ni">&lt;cell line: 3&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 12e3cb2298a..00d67042b05 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
         });
         }
         </script>
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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_3801/3570687727.py</span> in <span class="ni">&lt;cell line: 3&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3871/3570687727.py</span> in <span class="ni">&lt;cell line: 3&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 a1087b40b3d..96e991aba23 100644
--- a/gov/usda/school-meals.html
+++ b/gov/usda/school-meals.html
@@ -373,9 +373,9 @@ <h3>One child<a class="headerlink" href="#one-child" title="Permalink to this he
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@@ -776,9 +776,9 @@ <h3>How unearned income compares to earned income<a class="headerlink" href="#ho
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diff --git a/reports/gov/fcc/acp.err.log b/reports/gov/fcc/acp.err.log
index 1f5453962ea..b992b35c42a 100644
--- a/reports/gov/fcc/acp.err.log
+++ b/reports/gov/fcc/acp.err.log
@@ -26,7 +26,7 @@ variable_summary("snap_standard_deduction")
 
 ---------------------------------------------------------------------------
 ImportError                               Traceback (most recent call last)
-/tmp/ipykernel_2350/703537161.py in <cell line: 1>()
+/tmp/ipykernel_2384/703537161.py in <cell line: 1>()
 ----> 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 4cd2e2d3341..2f3b29468c6 100644
--- a/reports/gov/fcc/lifeline.err.log
+++ b/reports/gov/fcc/lifeline.err.log
@@ -26,7 +26,7 @@ variable_summary("lifeline")
 
 ---------------------------------------------------------------------------
 ImportError                               Traceback (most recent call last)
-/tmp/ipykernel_2382/1343165565.py in <cell line: 1>()
+/tmp/ipykernel_2412/1343165565.py in <cell line: 1>()
 ----> 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 e94db83a000..2b0195e7ece 100644
--- a/reports/gov/hud/housing-assistance.err.log
+++ b/reports/gov/hud/housing-assistance.err.log
@@ -59,7 +59,7 @@ Learn more about entities in our documentation:
 During handling of the above exception, another exception occurred:
 
 SituationParsingError                     Traceback (most recent call last)
-/tmp/ipykernel_2487/768002617.py in <cell line: 19>()
+/tmp/ipykernel_2519/768002617.py in <cell line: 19>()
      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 25f6010fd80..65feba2a936 100644
--- a/reports/gov/irs/credits/cdcc.err.log
+++ b/reports/gov/irs/credits/cdcc.err.log
@@ -25,7 +25,7 @@ sim.calc("cdcc", period=2022).sum() / 1e6
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_2553/2737119704.py in <cell line: 3>()
+/tmp/ipykernel_2588/2737119704.py in <cell line: 3>()
       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 18cd8437480..1c8bfd8f4ad 100644
--- a/reports/gov/irs/credits/ctc.err.log
+++ b/reports/gov/irs/credits/ctc.err.log
@@ -26,7 +26,7 @@ variable_summary("ctc")
 
 ---------------------------------------------------------------------------
 ImportError                               Traceback (most recent call last)
-/tmp/ipykernel_2665/1205684428.py in <cell line: 1>()
+/tmp/ipykernel_2743/1205684428.py in <cell line: 1>()
 ----> 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 b9d782dd7c2..4d6df4f1e16 100644
--- a/reports/gov/states/de/tax/income/index.err.log
+++ b/reports/gov/states/de/tax/income/index.err.log
@@ -40,7 +40,7 @@ fig.show()
 
 ---------------------------------------------------------------------------
 ValueError                                Traceback (most recent call last)
-/tmp/ipykernel_2949/1981194212.py in <cell line: 1>()
+/tmp/ipykernel_3011/1981194212.py in <cell line: 1>()
 ----> 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 7d3ac2a4218..87541293dd5 100644
--- a/reports/gov/states/md/tax/income/credits/cdcc.err.log
+++ b/reports/gov/states/md/tax/income/credits/cdcc.err.log
@@ -25,7 +25,7 @@ sim.calc("md_cdcc", period=2022).sum() / 1e6
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3160/2304202970.py in <cell line: 3>()
+/tmp/ipykernel_3151/2304202970.py in <cell line: 3>()
       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 95faa0dc3f3..97373b4073c 100644
--- a/reports/gov/states/md/tax/income/credits/ctc.err.log
+++ b/reports/gov/states/md/tax/income/credits/ctc.err.log
@@ -25,7 +25,7 @@ sim.calc("md_ctc", period=2022).sum() / 1e6
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3198/2916062418.py in <cell line: 3>()
+/tmp/ipykernel_3183/2916062418.py in <cell line: 3>()
       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 1a63fdf15b1..0d99548cc6b 100644
--- a/reports/gov/states/md/tax/income/credits/eitc.err.log
+++ b/reports/gov/states/md/tax/income/credits/eitc.err.log
@@ -25,7 +25,7 @@ sim.calc("md_eitc", period=2022).sum() / 1e6
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3237/3217126450.py in <cell line: 3>()
+/tmp/ipykernel_3232/3217126450.py in <cell line: 3>()
       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 74e42cda164..cc0a24f9e00 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
@@ -25,7 +25,7 @@ sim.calc("md_poverty_line_credit", period=2022).sum() / 1e6
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3273/1352975946.py in <cell line: 3>()
+/tmp/ipykernel_3268/1352975946.py in <cell line: 3>()
       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 7671e5c78bd..e41fd77fd0d 100644
--- a/reports/gov/states/ny/cdcc.err.log
+++ b/reports/gov/states/ny/cdcc.err.log
@@ -62,12 +62,12 @@ budgetary_impacts("ny_cdcc")
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3506/1673998826.py in <cell line: 42>()
+/tmp/ipykernel_3520/1673998826.py in <cell line: 42>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_cdcc")
 
-/tmp/ipykernel_3506/1673998826.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3520/1673998826.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 746e37ddd44..ad6714c1a70 100644
--- a/reports/gov/states/ny/ctc.err.log
+++ b/reports/gov/states/ny/ctc.err.log
@@ -62,12 +62,12 @@ budgetary_impacts("ny_ctc")
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3538/3501312425.py in <cell line: 42>()
+/tmp/ipykernel_3552/3501312425.py in <cell line: 42>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_ctc")
 
-/tmp/ipykernel_3538/3501312425.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3552/3501312425.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 7bb95e78c2d..1f59c2650dc 100644
--- a/reports/gov/states/ny/eitc.err.log
+++ b/reports/gov/states/ny/eitc.err.log
@@ -62,12 +62,12 @@ budgetary_impacts("ny_eitc")
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3577/1540646120.py in <cell line: 42>()
+/tmp/ipykernel_3589/1540646120.py in <cell line: 42>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_eitc")
 
-/tmp/ipykernel_3577/1540646120.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3589/1540646120.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 f0211b2825e..37e6e5d2b67 100644
--- a/reports/gov/states/pa/tax.err.log
+++ b/reports/gov/states/pa/tax.err.log
@@ -24,7 +24,7 @@ ms = Microsimulation(dataset_year=2020)
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3726/373537429.py in <cell line: 3>()
+/tmp/ipykernel_3794/373537429.py in <cell line: 3>()
       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 cc9973852b3..54c1b921099 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
@@ -24,7 +24,7 @@ ms = Microsimulation(dataset_year=2020)
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-/tmp/ipykernel_3801/3570687727.py in <cell line: 3>()
+/tmp/ipykernel_3871/3570687727.py in <cell line: 3>()
       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 bbc355cca9c..cd4526fb80c 100644
--- a/reports/validation/taxsim.err.log
+++ b/reports/validation/taxsim.err.log
@@ -86,7 +86,7 @@ results_df.set_index("Region")
 
 ---------------------------------------------------------------------------
 ImportError                               Traceback (most recent call last)
-/tmp/ipykernel_3966/2493350769.py in <cell line: 2>()
+/tmp/ipykernel_4037/2493350769.py in <cell line: 2>()
       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 e907455bf66..e7f9acc4c6c 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/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/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", "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, 51, 52], "chart": [0, 1, 3, 12, 17, 30, 47, 52], "mirror": 0, "figur": 0, "12": [0, 3, 5, 7, 12, 16, 18, 23, 28, 37, 47, 49, 51, 52, 53], "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, 47, 53], "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, 47, 49, 51], "below": [0, 1, 3, 5, 17, 18, 21, 26, 33, 36, 39, 40, 44, 46, 47, 51], "averag": 0, "poverti": [0, 1, 3, 18, 51, 52], "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, 47, 49, 51, 52, 53], "breakdown": 0, "each": [0, 5, 21, 26, 31, 36, 44, 47], "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, 49, 51, 52, 53, 55, 56], "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, 49, 51, 52, 53, 55, 56], "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, 49, 51, 52, 53, 55, 56], "microsimul": [0, 6, 10, 12, 30, 31, 32, 33, 39, 40, 41, 46, 47, 49, 54, 55, 56], "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, 49, 51, 52, 53, 56], "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, 49, 51, 52, 53, 56], "numpi": [0, 34, 53, 56], "np": [0, 34, 53, 56], "sim": [0, 5, 9, 10, 11, 12, 13, 14, 16, 18, 21, 22, 23, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 49, 51, 52, 53, 55, 56], "household_benefit": 0, "calcul": [0, 5, 17, 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23, "pass": 23, "directli": 23, "1213": 23, "1214": 23, "elif": 23, "length": 23, "len": 23, "df_input": 23, "1215": 23, "expect": 23, "aca": [25, 29], "subsidi": [25, 29, 51, 52], "state_income_tax": [28, 43, 45, 46, 56], "ma_eitc": 28, "state_eitc": 28, "buffer": 28, "xaxis_rang": 28, "all": [30, 51], "via": 30, "slider": 30, "md_cdcc": 30, "wai": 30, "ipykernel_3151": 30, "2304202970": 30, "adjust": 31, "whose": [31, 32, 34, 51, 53], "sole": [31, 32, 34], "is_dis": 31, "md_ctc": 31, "ctc_mtr": 31, "There": 31, "imput": 31, "so": [31, 39], "known": 31, "ipykernel_3183": 31, "2916062418": 31, "childless": [32, 33, 34], "530": [32, 34], "while": [32, 34, 37, 52], "md_eitc": 32, "eitc_mtr": 32, "271": 32, "ipykernel_3232": 32, "3217126450": 32, "rel": 33, "give": 33, "primarili": [33, 56], "six": 33, "plc": 33, "md_poverty_line_credit": 33, "plc_mtr": 33, "inelig": 33, "ipykernel_3268": 33, "1352975946": 33, "standard_deduct": 34, "md_standard_deduct": 34, "oper": [35, 38, 43, 45, 46], "md_income_tax": 35, "mo": [36, 37, 38], "paid": [37, 49], "real": 37, "estat": 37, "750": 37, "threshold": [37, 40], "mainli": 37, "abl": 37, "were": 37, "own": 37, "make_prop_tax": 37, "mo_property_tax_credit": 37, "w": 37, "real_estate_tax": 37, "make_prop_tax_amount_r": 37, "make_prop_tax_amount_own": 37, "make_tax_under_65": 38, "mo_income_tax": 38, "make_tax_over_65": 38, "modif": 39, "still": 39, "10_000": 39, "ny_cdcc": 39, "10k": 39, "reason": 39, "highli": 39, "irregular": 39, "shape": 39, "decis": 39, "same": 39, "form": [39, 47], "IT": 39, "216": [39, 47], "instruct": 39, "ny_cdcc_rat": 39, "113": 39, "budgetary_impact": [39, 40, 41], "data_year": [39, 40, 41], "policy_year": [39, 40, 41], "tupl": [39, 40, 41], "budgetari": 39, "given": [39, 40, 41], "neutral": [39, 40, 41], "sim_neutr": [39, 40, 41], "program_valu": [39, 40, 41], "baseline_net_incom": [39, 40, 41], "neutralized_net_incom": [39, 40, 41], "ipykernel_3520": 39, "1673998826": 39, "41": [39, 40, 41], "26": [39, 40, 41, 46], "27": [39, 40, 41], "york": 40, "33": 40, "least": [40, 52], "ny": [40, 41, 43, 44, 56], "ny_ctc": 40, "plu": [40, 41, 49, 52], "downward": [40, 41, 49], "correspond": [40, 41], "logic": [40, 41, 47, 49], "march": [40, 41, 49], "490": 40, "introduct": 40, "ipykernel_3552": 40, "3501312425": 40, "equal": 41, "minu": 41, "smooth": 41, "subtract": [41, 45, 51], "manner": 41, "ny_eitc": 41, "533": 41, "ipykernel_3589": 41, "1540646120": 41, "progress": 44, "access": 44, "sever": 44, "high": [44, 46], "OR": [45, 53], "300_000": 45, "exce": [45, 52], "b": 45, "down": 45, "liabil": [45, 56], "pa": 46, "typic": 46, "07": 46, "though": [46, 52, 53], "forgiv": 46, "independ": 46, "fiscal": 46, "offic": [46, 53], "revenu": [46, 47, 49], "fy2021": 46, "ms": [46, 49], "pa_income_tax": 46, "ipykernel_3794": 46, "373537429": 46, "main": 47, "taxabl": 47, "nonrefund": 47, "absolut": [47, 56], "create_situ": 47, "num_depend": 47, "has_spous": 47, "ut": 47, "single_no_depend": 47, "single_with_depend": 47, "married_no_depend": 47, "married_with_depend": 47, "ut_income_tax": 47, "household_typ": 47, "vh": 47, "axi": [47, 53], "should": 47, "update_yax": 47, "0485": 47, "0615": 47, "0865": 47, "1105": 47, "instant": [47, 52], "score_rate_reform": 47, "new_tax_r": 47, "float": 47, "modify_paramet": 47, "net_cost": 47, "gain_per_household": 47, "in_utah": 47, "poverty_chang": 47, "person_in_poverti": 47, "poverty_impact": 47, "tax_rate_chang": 47, "005": 47, "001": 47, "tax_rat": 47, "gain": [47, 48], "result": [47, 52], "0385": 47, "010": 47, "527708e": 47, "08": 47, "860": 47, "377735": 47, "0435": 47, "579580e": 47, "323": 47, "245750": 47, "0475": 47, "196404e": 47, "108": 47, "038484": 47, "393603e": 47, "148802": 47, "0495": 47, "591749e": 47, "324": 47, "344627": 47, "0535": 47, "392669e": 47, "757": 47, "880607": 47, "0585": 47, "440654e": 47, "09": 47, "1300": 47, "949513": 47, "tc": 47, "histor": 47, "primari": 47, "59": 47, "taxat": 47, "chapter": 47, "viewer": 47, "ani": 47, "section": 47, "date": 47, "2014": 47, "capit": 48, "lawsuit": 48, "legislatur": 49, "enact": 49, "wftc": 49, "governor": 49, "jai": 49, "insle": 49, "hb": 49, "1297": 49, "sb": 49, "5387": 49, "had": 49, "rather": 49, "identif": 49, "deliv": 49, "first": [49, 52], "make_wftc": 49, "wa_wftc": 49, "wa_working_families_tax_credit": 49, "reflect": 49, "being": 49, "bill": 49, "236": 49, "payout": 49, "fy2023": 49, "ipykernel_3871": 49, "3570687727": 49, "agricultur": [50, 53], "research": 50, "nutrit": [50, 52, 53, 54], "special": [50, 53], "women": [50, 53], "infant": [50, 53], "compris": 51, "nation": [51, 54], "lunch": [51, 54], "nslp": 51, "breakfast": 51, "sbp": 51, "assign": 51, "130": 51, "food": [51, 52, 53], "distribut": 51, "indian": 51, "reserv": 51, "criteria": 51, "185": 51, "govern": 51, "reimburs": 51, "publish": 51, "usda": [51, 53], "multipli": 51, "180": 51, "dai": 51, "74": 51, "is_in_k12_school": 51, "school_meal_net_subsidi": 51, "690": 51, "4000": 51, "school_meal_subsidi": 51, "seri": 52, "involv": 52, "variou": 52, "shelter": 52, "covid": 52, "pandem": 52, "everi": [52, 56], "95": 52, "whichev": 52, "larger": 52, "These": 52, "sampl": 52, "145": 52, "105": 52, "snap_normal_allot": 52, "snap_emergency_allot": 52, "99": 52, "720": 52, "come": 52, "345": 52, "hit": 52, "980": 52, "155": 52, "stabil": 52, "350": 52, "At": 52, "2500": 52, "housing_subsidy_r": 52, "emp_df_norm": 52, "emp_df": 52, "shrink": 52, "experi": 52, "visual": 52, "409": 52, "spend": 52, "310": 52, "rise": 52, "44": 52, "588": 52, "regardless": 52, "sim_rent": 52, "parent1": 52, "parent2": 52, "rent_df_ful": 52, "rent_df_norm": 52, "rent_df": 52, "As": 52, "nullifi": 52, "effect": 52, "unemploy": 52, "interest": 52, "illustr": 52, "provis": 52, "let": 52, "bring": 52, "fill": 52, "again": 52, "sim_div": 52, "69": 52, "188": 52, "570": 52, "div_df_ful": 52, "div_df_norm": 52, "div_df": 52, "emp_div_df": 52, "renam": 52, "710": 52, "960": 52, "760": 52, "absenc": 52, "remain": 52, "version": [52, 56], "fpg": 52, "1st": 52, "previou": 52, "02d": 52, "spm_unit_fpg": 52, "snap_fpg": 52, "barmod": 52, "group": 52, "voucher": 53, "mother": 53, "deem": 53, "risk": 53, "fn": 53, "woman": 53, "oregon": 53, "husband": 53, "whom": 53, "is_pregn": 53, "is_wic_at_nutritional_risk": 53, "would_claim_w": 53, "father": 53, "is_breastfeed": 53, "breastfe": 53, "wic_by_child_ag": 53, "2_000": 53, "is_moth": 53, "explicitli": 53, "add_famili": 53, "ye": 53, "upon": 54, "framework": 54, "ipython": 55, "displai": 55, "markdown": 55, "time": 55, "t1": 55, "t2": 55, "t3": 55, "spm_unit_benefit": 55, "spm_unit_tax": 55, "t4": 55, "01f": 55, "second": 55, "initialis": 55, "object": 55, "complet": 55, "carri": 56, "taxsim35": 56, "nber": 56, "close": 56, "within": 56, "dev": 56, "generate_taxsim_test": 56, "warn": 56, "filterwarn": 56, "ignor": 56, "distanc": 56, "taxsim_df": 56, "generate_from_microsimul": 56, "set_index": 56, "taxsim_taxsimid": 56, "get_federal_tax_against_taxsim_result": 56, "tax_unit_id": 56, "comparison_df": 56, "taxsim_fiitax": 56, "relative_dist": 56, "get_state_income_tax_against_taxsim_result": 56, "in_stat": 56, "tax_unit_st": 56, "taxsim_siitax": 56, "results_df": 56, "ipykernel_4037": 56, "2493350769": 56, "home": 56, "runner": 56}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"incom": [0, 1, 3, 13, 23, 28, 32, 35, 38, 43, 44, 45, 47, 52, 53], "sourc": 0, "afford": 1, "connect": 1, "program": 1, "elig": [1, 3, 18, 51], "benefit": [1, 3, 21, 26, 36, 51], "variabl": [1, 3], "valu": [1, 3, 51, 53], "fcc": 2, "lifelin": 3, "hh": 4, "temporari": 5, "assist": [5, 7], "needi": 5, "famili": [5, 49], "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, 49, 51, 52, 53], "hous": [7, 52], "how": [7, 52, 53], "earn": [7, 13, 32, 52], "affect": [7, 52], "one": [7, 52], "person": [7, 18, 38, 52], "household": [7, 38, 52], "s": [7, 52], "hud": 8, "capit": 9, "gain": 9, "tax": [9, 12, 13, 17, 21, 23, 26, 28, 31, 32, 35, 36, 37, 38, 43, 44, 45, 47, 49], "child": [10, 12, 30, 31, 39, 40, 51], "depend": [10, 30, 39, 53], "care": [10, 30, 39], "credit": [10, 11, 12, 13, 22, 23, 27, 28, 30, 31, 32, 33, 37, 39, 40, 49], "budgetari": [10, 30, 31, 32, 33, 40, 41, 49], "impact": [10, 30, 31, 32, 33, 40, 41, 49], "clean": [11, 18], "vehicl": [11, 18], "ir": 14, "ssa": 15, "ssi": 16, "singl": [16, 18], "parent": 16, "two": 16, "disabl": [16, 37], "children": 16, "caleitc": 17, "amount": 17, "margin": [17, 47], "rate": [17, 47], "california": [18, 19], "rebat": 18, "project": 18, "cvrp": 18, "delawar": [20, 21, 23], "system": [21, 26, 36], "other": [21, 26, 36], "situat": [21, 26, 36], "massachusett": [22, 23, 25, 26, 27, 28, 52], "senior": [22, 27], "circuit": [22, 27], "breaker": [22, 27], "full": [23, 28], "eitc": [23, 28, 41], "limit": [23, 28], "state": [24, 35, 38, 40, 43, 44, 45, 47], "maryland": [29, 30, 31, 32, 33, 34, 35], "poverti": 33, "line": 33, "standard": 34, "deduct": 34, "missouri": [36, 37, 38], "properti": 37, "current": 37, "until": 37, "fulli": 37, "model": 37, "mtr": 37, "max": 37, "rental": 37, "owner": 37, "renter": 37, "1": 38, "2": 38, "000": 38, "month": 38, "rent": 38, "under": 38, "65": 38, "cohabit": 38, "over": 38, "ny": 39, "empir": 40, "new": [41, 42, 43, 44], "york": [41, 42, 43, 44], "oregon": 45, "pennsylvania": 46, "utah": 47, "refer": 47, "washington": [48, 49], "work": 49, "usda": 50, "school": 51, "meal": 51, "One": 51, "snap": 52, "allot": 52, "cost": 52, "four": 52, "unearn": 52, "compar": 52, "wic": 53, "breastfeed": 53, "statu": 53, "policyengin": 54, "us": 54, "speed": 55, "valid": 56, "against": 56, "taxsim": 56}, "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 6551495799e..f35af7e8d71 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 9.6 seconds. The time to initialise a <code class="docutils literal notranslate"><span class="pre">Microsimulation</span></code> object is 0.1 seconds, and the time to complete simulation of taxes and benefits is 1.9 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 9.4 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 1.8 seconds.</p>
 </div>
 </div>
 </section>
diff --git a/validation/taxsim.html b/validation/taxsim.html
index 2baada3e753..cb78e0cfcde 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_3966/2493350769.py</span> in <span class="ni">&lt;cell line: 2&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_4037/2493350769.py</span> in <span class="ni">&lt;cell line: 2&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>