diff --git a/examples/income-sources.html b/examples/income-sources.html
index 095f2bf5976..ebdac820187 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 35af6a61e85..ae62ac20827 100644
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diff --git a/gov/hhs/tanf.html b/gov/hhs/tanf.html
index 3e66be357a4..92ecd416761 100644
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diff --git a/gov/hud/housing-assistance.html b/gov/hud/housing-assistance.html
index 02ed5a3ac52..2dc944054d9 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: 19&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_2478/768002617.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 c4e2f5b55bc..fe958854b7c 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('917163c5-4737-4711-869b-d92e17540a91');
+var gd = document.getElementById('debfc32b-bbdf-413e-b0a4-69d84f38bb8f');
 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_2569/2737119704.py</span> in <span class="ni">&lt;cell line: 3&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_2542/2737119704.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 2d54c8f2790..c9cf2838a0a 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 28406f6727d..bd3331f388c 100644
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index bcfc5e5432f..3e68fb6efde 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 a024c5f8b84..2e2b6f80ca8 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 32d8fd140d1..6b7f52935b1 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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--- a/gov/states/de/tax/income/index.html
+++ b/gov/states/de/tax/income/index.html
@@ -390,11 +390,11 @@ <h3>Full income tax<a class="headerlink" href="#full-income-tax" title="Permalin
         });
         }
         </script>
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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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@@ -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('d12673f1-1f1a-4364-b381-9076167ea169');
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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_3122/2304202970.py</span> in <span class="ni">&lt;cell line: 3&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3080/2304202970.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 01bd22b2e43..338790a838e 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('93185a4b-4f9b-4adb-ba0b-9ff9461ac6e3');
+var gd = document.getElementById('f2824587-1b0f-44f9-b9a8-26033df1dd60');
 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_3159/2916062418.py</span> in <span class="ni">&lt;cell line: 3&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3117/2916062418.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 e851e5d744f..122ee86f464 100644
--- a/gov/states/md/tax/income/credits/eitc.html
+++ b/gov/states/md/tax/income/credits/eitc.html
@@ -374,11 +374,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
         });
         }
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-var gd = document.getElementById('6c164acc-d7bf-46a6-984d-ca117584563e');
+var gd = document.getElementById('03e62d0c-24ec-4c99-9f21-a3e627d54912');
 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_3194/3217126450.py</span> in <span class="ni">&lt;cell line: 3&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3160/3217126450.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 180f93dee08..3d4287f8c1c 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_3230/1352975946.py</span> in <span class="ni">&lt;cell line: 3&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3194/1352975946.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 ea3ce75469a..777ea5cc8b2 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 8bc15b556ae..da2809d62d4 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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+var gd = document.getElementById('48993d26-68f4-46ac-96e5-4406f6a81b1b');
 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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diff --git a/gov/states/ny/cdcc.html b/gov/states/ny/cdcc.html
index 0421f2c82b1..a1981b6bded 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_3518/1673998826.py</span> in <span class="ni">&lt;cell line: 42&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3485/1673998826.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_3518/1673998826.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
+<span class="nn">/tmp/ipykernel_3485/1673998826.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 8920e744c42..29f8a355c30 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_3557/3501312425.py</span> in <span class="ni">&lt;cell line: 42&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3517/3501312425.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_3557/3501312425.py</span> in <span class="ni">budgetary_impacts</span><span class="nt">(variable, data_year, policy_year)</span>
+<span class="nn">/tmp/ipykernel_3517/3501312425.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 362f5044d9e..e6340853cf8 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_3602/1540646120.py</span> in <span class="ni">&lt;cell line: 42&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3559/1540646120.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_3602/1540646120.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 aee3c45a2ae..61230cafbdf 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('8aa2b810-367c-4cf5-a84c-e09ffbfbf4ed');
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diff --git a/gov/states/ny/tax.html b/gov/states/ny/tax.html
index 03dfc7407e4..73f932a3fd9 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('38a4dbbb-9231-40b3-aafd-a6bfe748c4f3');
+var gd = document.getElementById('dba2d3f2-e338-4e21-8867-8768ef5eb45b');
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diff --git a/gov/states/or/tax.html b/gov/states/or/tax.html
index 75c92c3a959..31b516f7fd0 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('bc2c371d-456c-4074-aecc-1e9253850883');
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diff --git a/gov/states/pa/tax.html b/gov/states/pa/tax.html
index b41b99d7a37..215110eadbf 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('96774e50-bab5-4204-b11f-4b8397c2d545');
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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_3758/373537429.py</span> in <span class="ni">&lt;cell line: 3&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3715/373537429.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 39b0ad5f70d..bddd10238f6 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_3828/3570687727.py</span> in <span class="ni">&lt;cell line: 3&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3790/3570687727.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 0507c349a11..45cf38511e5 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 44a2b1c56f1..12cd71317c2 100644
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diff --git a/reports/gov/fcc/acp.err.log b/reports/gov/fcc/acp.err.log
index dfc2dc09f25..2ac9be87670 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_2369/703537161.py in <cell line: 1>()
+/tmp/ipykernel_2345/703537161.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 cb5eaf5528e..b90a790e337 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_2397/1343165565.py in <cell line: 1>()
+/tmp/ipykernel_2375/1343165565.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 80e0b477302..b39fafdd819 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_2499/768002617.py in <cell line: 19>()
+/tmp/ipykernel_2478/768002617.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 b528ab5b9fb..37e74cf3dcb 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_2569/2737119704.py in <cell line: 3>()
+/tmp/ipykernel_2542/2737119704.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 1bd3b7d7315..8398ad78330 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_2691/1205684428.py in <cell line: 1>()
+/tmp/ipykernel_2657/1205684428.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 177f2e978b3..83d05d4b488 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_2978/1981194212.py in <cell line: 1>()
+/tmp/ipykernel_2937/1981194212.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 43ff67dd837..ce72bbe1ee2 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_3122/2304202970.py in <cell line: 3>()
+/tmp/ipykernel_3080/2304202970.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 6bb77224961..46fc178f7d3 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_3159/2916062418.py in <cell line: 3>()
+/tmp/ipykernel_3117/2916062418.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 c759f16726c..e87bfa627f5 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_3194/3217126450.py in <cell line: 3>()
+/tmp/ipykernel_3160/3217126450.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 3d3357f412f..dc8b2e97fd6 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_3230/1352975946.py in <cell line: 3>()
+/tmp/ipykernel_3194/1352975946.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 34175254e40..2a4a205ce35 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_3518/1673998826.py in <cell line: 42>()
+/tmp/ipykernel_3485/1673998826.py in <cell line: 42>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_cdcc")
 
-/tmp/ipykernel_3518/1673998826.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3485/1673998826.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 85ab682a5d2..38616c6adad 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_3557/3501312425.py in <cell line: 42>()
+/tmp/ipykernel_3517/3501312425.py in <cell line: 42>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_ctc")
 
-/tmp/ipykernel_3557/3501312425.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3517/3501312425.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 2ac18ed5993..0da824f4a22 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_3602/1540646120.py in <cell line: 42>()
+/tmp/ipykernel_3559/1540646120.py in <cell line: 42>()
      40 
      41 
 ---> 42 budgetary_impacts("ny_eitc")
 
-/tmp/ipykernel_3602/1540646120.py in budgetary_impacts(variable, data_year, policy_year)
+/tmp/ipykernel_3559/1540646120.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 678abf95811..15b1ab86ad1 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_3758/373537429.py in <cell line: 3>()
+/tmp/ipykernel_3715/373537429.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 f06e8875442..b0f2c0d2127 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_3828/3570687727.py in <cell line: 3>()
+/tmp/ipykernel_3790/3570687727.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 d55e62b73e4..b4c7a84defd 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_3993/2493350769.py in <cell line: 2>()
+/tmp/ipykernel_3959/2493350769.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 82c194b6edd..53ce5b9d875 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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"facet_col_spac": 23, "error_x": 23, "error_x_minu": 23, "error_i": 23, "error_y_minu": 23, "animation_group": 23, "category_ord": 23, "orient": 23, "color_discrete_sequ": 23, "line_dash_sequ": 23, "line_dash_map": 23, "symbol_sequ": 23, "symbol_map": 23, "marker": [23, 47], "log_x": 23, "log_i": 23, "range_x": 23, "range_i": 23, "line_shap": [23, 47], "render_mod": 23, "polylin": 23, "mark": 23, "2d": 23, "make_figur": 23, "go": 23, "scatter": 23, "_core": 23, "trace_patch": 23, "layout_patch": 23, "2088": 23, "apply_default_cascad": 23, "2089": 23, "2090": 23, "build_datafram": 23, "2091": 23, "treemap": 23, "sunburst": 23, "icicl": 23, "2092": 23, "process_dataframe_hierarchi": 23, "1490": 23, "thing": 23, "been": 23, "prep": 23, "do": [23, 51], "systemat": 23, "rewrit": 23, "1491": 23, "1492": 23, "df_output": 23, "wide_id_var": 23, "process_args_into_datafram": 23, "1493": 23, "wide_mod": 23, "var_nam": 23, "value_nam": 23, "1494": 23, "1211": 23, "1212": 23, "err_msg": 23, "n": 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_3080": 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_3117": 31, "2916062418": 31, "childless": [32, 33, 34], "530": [32, 34], "while": [32, 34, 37, 52], "md_eitc": 32, "eitc_mtr": 32, "271": 32, "ipykernel_3160": 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_3194": 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_3485": 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_3517": 40, "3501312425": 40, "equal": 41, "minu": 41, "smooth": 41, "subtract": [41, 45, 51], "manner": 41, "ny_eitc": 41, "533": 41, "ipykernel_3559": 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_3715": 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_3790": 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_3959": 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 f35af7e8d71..d48ec8d72be 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 9.4 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>
+<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 9.5 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 4496c2caee4..f16b26b43a5 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_3993/2493350769.py</span> in <span class="ni">&lt;cell line: 2&gt;</span><span class="nt">()</span>
+<span class="nn">/tmp/ipykernel_3959/2493350769.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>