From 68b41ee6e7590dff836e5e9d24dea7f5aef2e074 Mon Sep 17 00:00:00 2001
From: nikhilwoodruff <35577657+nikhilwoodruff@users.noreply.github.com>
Date: Mon, 6 May 2024 16:16:25 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20PolicyEn?=
 =?UTF-8?q?gine/policyengine-us@635f78a8d3cc0613cdc947ee49e43ec73a07e858?=
 =?UTF-8?q?=20=F0=9F=9A=80?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 examples/income-sources.html                  |   4 +-
 gov/fcc/acp.html                              |  15 +-
 gov/fcc/lifeline.html                         |  15 +-
 gov/hhs/tanf.html                             |  16 +-
 gov/hud/housing-assistance.html               | 150 +++++----------
 gov/irs/capital-gains.html                    |   4 +-
 gov/irs/credits/cdcc.html                     |  29 +--
 gov/irs/credits/clean-vehicle.html            |  12 +-
 gov/irs/credits/ctc.html                      |  15 +-
 gov/irs/credits/eitc.html                     |  12 +-
 gov/irs/tax.html                              |  12 +-
 gov/ssa/ssi.html                              |  16 +-
 gov/states/ca/caleitc.html                    |   8 +-
 gov/states/ca/calepa/carb/cvrp.html           |   4 +-
 gov/states/de/tax-benefit.html                |  20 +-
 .../credits/senior-circuit-breaker.html       |   8 +-
 gov/states/de/tax/income/index.html           | 101 ++++------
 gov/states/ma/tax-benefit.html                |  20 +-
 .../credits/senior-circuit-breaker.html       |   8 +-
 gov/states/ma/tax/income/index.html           |  24 +--
 gov/states/md/tax/income/credits/cdcc.html    |  29 +--
 gov/states/md/tax/income/credits/ctc.html     |  23 +--
 gov/states/md/tax/income/credits/eitc.html    |  29 +--
 .../income/credits/poverty-line-credit.html   |  29 +--
 .../income/deductions/standard-deduction.html |   4 +-
 gov/states/md/tax/income/index.html           |  12 +-
 gov/states/mo/tax-benefit.html                |  20 +-
 .../mo/tax/credits/property_tax_credit.html   |  24 +--
 gov/states/mo/tax/index.html                  |  24 +--
 gov/states/ny/cdcc.html                       |  41 ++--
 gov/states/ny/ctc.html                        |  47 +++--
 gov/states/ny/eitc.html                       |  47 +++--
 gov/states/ny/tax-benefit.html                |  12 +-
 gov/states/ny/tax.html                        |  12 +-
 gov/states/or/tax.html                        |  12 +-
 gov/states/pa/tax.html                        |  28 +--
 gov/states/ut/ut_income_tax.html              |   8 +-
 .../credits/working-families-tax-credit.html  |  28 +--
 gov/usda/school-meals.html                    |   4 +-
 gov/usda/snap.html                            |  40 ++--
 gov/usda/wic.html                             |   8 +-
 reports/gov/fcc/acp.err.log                   |  29 ++-
 reports/gov/fcc/lifeline.err.log              |  29 ++-
 reports/gov/hud/housing-assistance.err.log    | 176 +++++++-----------
 reports/gov/irs/credits/cdcc.err.log          |  23 +--
 reports/gov/irs/credits/ctc.err.log           |  29 ++-
 .../gov/states/de/tax/income/index.err.log    |  87 +++------
 .../states/md/tax/income/credits/cdcc.err.log |  23 +--
 .../states/md/tax/income/credits/ctc.err.log  |  23 +--
 .../states/md/tax/income/credits/eitc.err.log |  23 +--
 .../credits/poverty-line-credit.err.log       |  23 +--
 reports/gov/states/ny/cdcc.err.log            |  37 ++--
 reports/gov/states/ny/ctc.err.log             |  37 ++--
 reports/gov/states/ny/eitc.err.log            |  37 ++--
 reports/gov/states/pa/tax.err.log             |  22 +--
 .../working-families-tax-credit.err.log       |  22 +--
 reports/validation/taxsim.err.log             |  11 +-
 searchindex.js                                |   2 +-
 usage/speed.html                              |   2 +-
 validation/taxsim.html                        |   3 +-
 60 files changed, 705 insertions(+), 907 deletions(-)

diff --git a/examples/income-sources.html b/examples/income-sources.html
index 607ccca0ee8..a192a932c12 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
         });
         }
         </script>
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+var gd = document.getElementById('2c2f9f99-2047-4066-b517-ddf21fd4eb8b');
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diff --git a/gov/fcc/acp.html b/gov/fcc/acp.html
index 19ac59fb59c..056fa40ef12 100644
--- a/gov/fcc/acp.html
+++ b/gov/fcc/acp.html
@@ -302,26 +302,19 @@ <h2>Variable<a class="headerlink" href="#variable" 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">ImportError</span><span class="g g-Whitespace">                               </span>Traceback (most recent call last)
-<span class="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">line</span> <span class="mi">1</span>
+<span class="nn">/tmp/ipykernel_2351/703537161.py</span> in <span class="ni">&lt;cell line: 1&gt;</span><span class="nt">()</span>
 <span class="ne">----&gt; </span><span class="mi">1</span> <span class="kn">from</span> <span class="nn">policyengine_us.tools.documentation</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="g g-Whitespace">      </span><span class="mi">2</span>     <span class="n">variable_summary</span><span class="p">,</span>
 <span class="g g-Whitespace">      </span><span class="mi">3</span>     <span class="n">variation_chart</span><span class="p">,</span>
 <span class="g g-Whitespace">      </span><span class="mi">4</span> <span class="p">)</span>
-<span class="g g-Whitespace">      </span><span class="mi">6</span> <span class="n">variable_summary</span><span class="p">(</span><span class="s2">&quot;snap_standard_deduction&quot;</span><span class="p">)</span>
+<span class="g g-Whitespace">      </span><span class="mi">5</span> 
 
-<span class="n">File</span> <span class="o">~/</span><span class="n">work</span><span class="o">/</span><span class="n">policyengine</span><span class="o">-</span><span class="n">us</span><span class="o">/</span><span class="n">policyengine</span><span class="o">-</span><span class="n">us</span><span class="o">/</span><span class="n">policyengine_us</span><span class="o">/</span><span class="n">tools</span><span class="o">/</span><span class="n">documentation</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">9</span>
-<span class="g g-Whitespace">      </span><span class="mi">6</span> <span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s2">&quot;ignore&quot;</span><span class="p">)</span>
+<span class="o">~/</span><span class="n">work</span><span class="o">/</span><span class="n">policyengine</span><span class="o">-</span><span class="n">us</span><span class="o">/</span><span class="n">policyengine</span><span class="o">-</span><span class="n">us</span><span class="o">/</span><span class="n">policyengine_us</span><span class="o">/</span><span class="n">tools</span><span class="o">/</span><span class="n">documentation</span><span class="o">.</span><span class="n">py</span> <span class="ow">in</span> <span class="o">&lt;</span><span class="n">module</span><span class="o">&gt;</span>
+<span class="g g-Whitespace">      </span><span class="mi">7</span> 
 <span class="g g-Whitespace">      </span><span class="mi">8</span> <span class="kn">from</span> <span class="nn">policyengine_core.enums</span> <span class="kn">import</span> <span class="n">Enum</span>
 <span class="ne">----&gt; </span><span class="mi">9</span> <span class="kn">from</span> <span class="nn">policyengine_core.charts</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="g g-Whitespace">     </span><span class="mi">10</span>     <span class="n">LIGHTER_BLUE</span><span class="p">,</span>
 <span class="g g-Whitespace">     </span><span class="mi">11</span>     <span class="n">LIGHT_BLUE</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">12</span>     <span class="n">BLUE</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">13</span>     <span class="n">DARK_BLUE</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">14</span>     <span class="n">format_fig</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">15</span>     <span class="n">display_fig</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">16</span> <span class="p">)</span>
-<span class="g g-Whitespace">     </span><span class="mi">17</span> <span class="kn">from</span> <span class="nn">policyengine_us.system</span> <span class="kn">import</span> <span class="n">system</span>
-<span class="g g-Whitespace">     </span><span class="mi">18</span> <span class="kn">from</span> <span class="nn">policyengine_us</span> <span class="kn">import</span> <span class="n">Simulation</span>
 
 <span class="ne">ImportError</span>: cannot import name &#39;LIGHTER_BLUE&#39; from &#39;policyengine_core.charts&#39; (/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/charts/__init__.py)
 </pre></div>
diff --git a/gov/fcc/lifeline.html b/gov/fcc/lifeline.html
index 862bb674ccf..2eb486261dd 100644
--- a/gov/fcc/lifeline.html
+++ b/gov/fcc/lifeline.html
@@ -307,26 +307,19 @@ <h2>Variable<a class="headerlink" href="#variable" 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">ImportError</span><span class="g g-Whitespace">                               </span>Traceback (most recent call last)
-<span class="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">line</span> <span class="mi">1</span>
+<span class="nn">/tmp/ipykernel_2380/1343165565.py</span> in <span class="ni">&lt;cell line: 1&gt;</span><span class="nt">()</span>
 <span class="ne">----&gt; </span><span class="mi">1</span> <span class="kn">from</span> <span class="nn">policyengine_us.tools.documentation</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="g g-Whitespace">      </span><span class="mi">2</span>     <span class="n">variable_summary</span><span class="p">,</span>
 <span class="g g-Whitespace">      </span><span class="mi">3</span>     <span class="n">variation_chart</span><span class="p">,</span>
 <span class="g g-Whitespace">      </span><span class="mi">4</span> <span class="p">)</span>
-<span class="g g-Whitespace">      </span><span class="mi">6</span> <span class="n">variable_summary</span><span class="p">(</span><span class="s2">&quot;lifeline&quot;</span><span class="p">)</span>
+<span class="g g-Whitespace">      </span><span class="mi">5</span> 
 
-<span class="n">File</span> <span class="o">~/</span><span class="n">work</span><span class="o">/</span><span class="n">policyengine</span><span class="o">-</span><span class="n">us</span><span class="o">/</span><span class="n">policyengine</span><span class="o">-</span><span class="n">us</span><span class="o">/</span><span class="n">policyengine_us</span><span class="o">/</span><span class="n">tools</span><span class="o">/</span><span class="n">documentation</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">9</span>
-<span class="g g-Whitespace">      </span><span class="mi">6</span> <span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s2">&quot;ignore&quot;</span><span class="p">)</span>
+<span class="o">~/</span><span class="n">work</span><span class="o">/</span><span class="n">policyengine</span><span class="o">-</span><span class="n">us</span><span class="o">/</span><span class="n">policyengine</span><span class="o">-</span><span class="n">us</span><span class="o">/</span><span class="n">policyengine_us</span><span class="o">/</span><span class="n">tools</span><span class="o">/</span><span class="n">documentation</span><span class="o">.</span><span class="n">py</span> <span class="ow">in</span> <span class="o">&lt;</span><span class="n">module</span><span class="o">&gt;</span>
+<span class="g g-Whitespace">      </span><span class="mi">7</span> 
 <span class="g g-Whitespace">      </span><span class="mi">8</span> <span class="kn">from</span> <span class="nn">policyengine_core.enums</span> <span class="kn">import</span> <span class="n">Enum</span>
 <span class="ne">----&gt; </span><span class="mi">9</span> <span class="kn">from</span> <span class="nn">policyengine_core.charts</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="g g-Whitespace">     </span><span class="mi">10</span>     <span class="n">LIGHTER_BLUE</span><span class="p">,</span>
 <span class="g g-Whitespace">     </span><span class="mi">11</span>     <span class="n">LIGHT_BLUE</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">12</span>     <span class="n">BLUE</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">13</span>     <span class="n">DARK_BLUE</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">14</span>     <span class="n">format_fig</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">15</span>     <span class="n">display_fig</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">16</span> <span class="p">)</span>
-<span class="g g-Whitespace">     </span><span class="mi">17</span> <span class="kn">from</span> <span class="nn">policyengine_us.system</span> <span class="kn">import</span> <span class="n">system</span>
-<span class="g g-Whitespace">     </span><span class="mi">18</span> <span class="kn">from</span> <span class="nn">policyengine_us</span> <span class="kn">import</span> <span class="n">Simulation</span>
 
 <span class="ne">ImportError</span>: cannot import name &#39;LIGHTER_BLUE&#39; from &#39;policyengine_core.charts&#39; (/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/charts/__init__.py)
 </pre></div>
diff --git a/gov/hhs/tanf.html b/gov/hhs/tanf.html
index c9f48f2f3b2..886ea659150 100644
--- a/gov/hhs/tanf.html
+++ b/gov/hhs/tanf.html
@@ -476,9 +476,9 @@ <h2>General formula<a class="headerlink" href="#general-formula" title="Permalin
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+var gd = document.getElementById('085e4cf7-728b-4f0c-b52a-528d9dd06f91');
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diff --git a/gov/hud/housing-assistance.html b/gov/hud/housing-assistance.html
index c3b7d311e6e..00f63b0a50b 100644
--- a/gov/hud/housing-assistance.html
+++ b/gov/hud/housing-assistance.html
@@ -310,21 +310,14 @@ <h2>How earnings affect a one-person household’s housing assistance<a class="h
 <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">ValueError</span><span class="g g-Whitespace">                                </span>Traceback (most recent call last)
-<span class="nn">File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py:549,</span> in <span class="ni">SimulationBuilder.init_variable_values</span><span class="nt">(self, entity, instance_object, instance_id)</span>
-<span class="g g-Whitespace">    </span><span class="mi">548</span> <span class="k">try</span><span class="p">:</span>
-<span class="ne">--&gt; </span><span class="mi">549</span>     <span class="n">entity</span><span class="o">.</span><span class="n">check_variable_defined_for_entity</span><span class="p">(</span><span class="n">variable_name</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">550</span> <span class="k">except</span> <span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">551</span>     <span class="ne">ValueError</span>
-<span class="g g-Whitespace">    </span><span class="mi">552</span> <span class="p">)</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>  <span class="c1"># The variable is defined for another entity</span>
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py</span> in <span class="ni">init_variable_values</span><span class="nt">(self, entity, instance_object, instance_id)</span>
+<span class="g g-Whitespace">    </span><span class="mi">548</span>             <span class="k">try</span><span class="p">:</span>
+<span class="ne">--&gt; </span><span class="mi">549</span>                 <span class="n">entity</span><span class="o">.</span><span class="n">check_variable_defined_for_entity</span><span class="p">(</span><span class="n">variable_name</span><span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">550</span>             <span class="k">except</span> <span class="p">(</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/entities/entity.py:52,</span> in <span class="ni">Entity.check_variable_defined_for_entity</span><span class="nt">(self, variable_name)</span>
-<span class="g g-Whitespace">     </span><span class="mi">40</span> <span class="n">message</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">linesep</span><span class="o">.</span><span class="n">join</span><span class="p">(</span>
-<span class="g g-Whitespace">     </span><span class="mi">41</span>     <span class="p">[</span>
-<span class="g g-Whitespace">     </span><span class="mi">42</span>         <span class="s2">&quot;You tried to compute the variable &#39;</span><span class="si">{0}</span><span class="s2">&#39; for the entity &#39;</span><span class="si">{1}</span><span class="s2">&#39;;&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
-   <span class="p">(</span><span class="o">...</span><span class="p">)</span>
-<span class="g g-Whitespace">     </span><span class="mi">50</span>     <span class="p">]</span>
-<span class="g g-Whitespace">     </span><span class="mi">51</span> <span class="p">)</span>
-<span class="ne">---&gt; </span><span class="mi">52</span> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">message</span><span class="p">)</span>
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/entities/entity.py</span> in <span class="ni">check_variable_defined_for_entity</span><span class="nt">(self, variable_name)</span>
+<span class="g g-Whitespace">     </span><span class="mi">51</span>             <span class="p">)</span>
+<span class="ne">---&gt; </span><span class="mi">52</span>             <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">message</span><span class="p">)</span>
 
 <span class="ne">ValueError</span>: You tried to compute the variable &#39;ami&#39; for the entity &#39;spm_units&#39;;
 <span class="n">however</span> <span class="n">the</span> <span class="n">variable</span> <span class="s1">&#39;ami&#39;</span> <span class="ow">is</span> <span class="n">defined</span> <span class="k">for</span> <span class="s1">&#39;households&#39;</span><span class="o">.</span>
@@ -334,103 +327,60 @@ <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="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">line</span> <span class="mi">21</span>
-<span class="g g-Whitespace">      </span><span class="mi">6</span> <span class="n">sim_emp</span><span class="o">.</span><span class="n">add_person</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;person&quot;</span><span class="p">,</span> <span class="n">employment_income</span><span class="o">=</span><span class="mi">2000</span> <span class="o">*</span> <span class="mi">12</span><span class="p">)</span>
-<span class="g g-Whitespace">      </span><span class="mi">7</span> <span class="n">sim_emp</span><span class="o">.</span><span class="n">add_spm_unit</span><span class="p">(</span>
-<span class="g g-Whitespace">      </span><span class="mi">8</span>     <span class="n">name</span><span class="o">=</span><span class="s2">&quot;spm_unit&quot;</span><span class="p">,</span>
-<span class="g g-Whitespace">      </span><span class="mi">9</span>     <span class="n">members</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;person&quot;</span><span class="p">],</span>
-   <span class="p">(</span><span class="o">...</span><span class="p">)</span>
-<span class="g g-Whitespace">     </span><span class="mi">16</span>     <span class="n">pha_payment_standard</span><span class="o">=</span><span class="mi">2748</span> <span class="o">*</span> <span class="mi">12</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">17</span> <span class="p">)</span>
+<span class="nn">/tmp/ipykernel_2479/768002617.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>
 <span class="g g-Whitespace">     </span><span class="mi">22</span> <span class="p">)</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/individual_sim.py:240,</span> in <span class="ni">IndividualSim.calc</span><span class="nt">(self, var, period, target, index, map_to, reform)</span>
-<span class="g g-Whitespace">    </span><span class="mi">227</span><span class="w"> </span><span class="sd">&quot;&quot;&quot;Calculates the value of a variable, executing any required formulas.</span>
-<span class="g g-Whitespace">    </span><span class="mi">228</span><span class="sd"> </span>
-<span class="g g-Whitespace">    </span><span class="mi">229</span><span class="sd"> Args:</span>
-<span class="sd">   (...)</span>
-<span class="g g-Whitespace">    </span><span class="mi">237</span><span class="sd">     np.array: The resulting values.</span>
-<span class="g g-Whitespace">    </span><span class="mi">238</span><span class="sd"> &quot;&quot;&quot;</span>
-<span class="g g-Whitespace">    </span><span class="mi">239</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s2">&quot;simulation&quot;</span><span class="p">):</span>
-<span class="ne">--&gt; </span><span class="mi">240</span>     <span class="bp">self</span><span class="o">.</span><span class="n">build</span><span class="p">()</span>
-<span class="g g-Whitespace">    </span><span class="mi">242</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">parametric_vary</span> <span class="ow">and</span> <span class="n">reform</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-<span class="g g-Whitespace">    </span><span class="mi">243</span>     <span class="n">results</span> <span class="o">=</span> <span class="p">[</span>
-<span class="g g-Whitespace">    </span><span class="mi">244</span>         <span class="bp">self</span><span class="o">.</span><span class="n">calc</span><span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">245</span>             <span class="n">var</span><span class="p">,</span>
-   <span class="p">(</span><span class="o">...</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">252</span>         <span class="k">for</span> <span class="n">reform</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">parametric_reforms</span>
-<span class="g g-Whitespace">    </span><span class="mi">253</span>     <span class="p">]</span>
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/individual_sim.py</span> in <span class="ni">calc</span><span class="nt">(self, var, period, target, index, map_to, reform)</span>
+<span class="g g-Whitespace">    </span><span class="mi">238</span>         <span class="s2">&quot;&quot;&quot;</span>
+<span class="g g-Whitespace">    </span><span class="mi">239</span><span class="s2">         if not hasattr(self, &quot;simulation&quot;):</span>
+<span class="ne">--&gt; </span><span class="mi">240</span><span class="s2">             self.build()</span>
+<span class="g g-Whitespace">    </span><span class="mi">241</span><span class="s2"> </span>
+<span class="g g-Whitespace">    </span><span class="mi">242</span><span class="s2">         if self.parametric_vary and reform is None:</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/individual_sim.py:88,</span> in <span class="ni">IndividualSim.build</span><span class="nt">(self)</span>
-<span class="g g-Whitespace">     </span><span class="mi">84</span>             <span class="bp">self</span><span class="o">.</span><span class="n">situation_data</span><span class="p">[</span><span class="n">entity_metadata</span><span class="o">.</span><span class="n">plural</span><span class="p">][</span><span class="n">entity</span><span class="p">][</span>
-<span class="g g-Whitespace">     </span><span class="mi">85</span>                 <span class="n">default_role</span><span class="o">.</span><span class="n">plural</span>
-<span class="g g-Whitespace">     </span><span class="mi">86</span>             <span class="p">]</span> <span class="o">=</span> <span class="n">members</span>
-<span class="g g-Whitespace">     </span><span class="mi">87</span>     <span class="c1"># Add missing entities with specified default roles</span>
-<span class="ne">---&gt; </span><span class="mi">88</span> <span class="bp">self</span><span class="o">.</span><span class="n">simulation</span> <span class="o">=</span> <span class="n">Simulation</span><span class="p">(</span>
-<span class="g g-Whitespace">     </span><span class="mi">89</span>     <span class="n">tax_benefit_system</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">system</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">90</span>     <span class="n">situation</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">situation_data</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">91</span>     <span class="n">reform</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">reform</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">92</span> <span class="p">)</span>
-<span class="g g-Whitespace">     </span><span class="mi">93</span> <span class="bp">self</span><span class="o">.</span><span class="n">simulation</span><span class="o">.</span><span class="n">trace</span> <span class="o">=</span> <span class="kc">True</span>
-<span class="g g-Whitespace">     </span><span class="mi">94</span> <span class="bp">self</span><span class="o">.</span><span class="n">sim</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">simulation</span>
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/individual_sim.py</span> in <span class="ni">build</span><span class="nt">(self)</span>
+<span class="g g-Whitespace">     </span><span class="mi">86</span><span class="s2">                     ] = members</span>
+<span class="g g-Whitespace">     </span><span class="mi">87</span><span class="s2">             # Add missing entities with specified default roles</span>
+<span class="ne">---&gt; </span><span class="mi">88</span><span class="s2">         self.simulation = Simulation(</span>
+<span class="g g-Whitespace">     </span><span class="mi">89</span><span class="s2">             tax_benefit_system=self.system,</span>
+<span class="g g-Whitespace">     </span><span class="mi">90</span><span class="s2">             situation=self.situation_data,</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation.py:139,</span> in <span class="ni">Simulation.__init__</span><span class="nt">(self, tax_benefit_system, populations, situation, dataset, reform, trace)</span>
-<span class="g g-Whitespace">    </span><span class="mi">137</span>     <span class="n">builder</span> <span class="o">=</span> <span class="n">SimulationBuilder</span><span class="p">()</span>
-<span class="g g-Whitespace">    </span><span class="mi">138</span>     <span class="n">builder</span><span class="o">.</span><span class="n">default_period</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">default_input_period</span>
-<span class="ne">--&gt; </span><span class="mi">139</span>     <span class="n">builder</span><span class="o">.</span><span class="n">build_from_dict</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">tax_benefit_system</span><span class="p">,</span> <span class="n">situation</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">140</span>     <span class="bp">self</span><span class="o">.</span><span class="n">has_axes</span> <span class="o">=</span> <span class="n">builder</span><span class="o">.</span><span class="n">has_axes</span>
-<span class="g g-Whitespace">    </span><span class="mi">142</span> <span class="k">if</span> <span class="n">populations</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation.py</span> in <span class="ni">__init__</span><span class="nt">(self, tax_benefit_system, populations, situation, dataset, reform, trace)</span>
+<span class="g g-Whitespace">    </span><span class="mi">140</span><span class="s2">             builder = SimulationBuilder()</span>
+<span class="g g-Whitespace">    </span><span class="mi">141</span><span class="s2">             builder.default_period = self.default_input_period</span>
+<span class="ne">--&gt; </span><span class="mi">142</span><span class="s2">             builder.build_from_dict(self.tax_benefit_system, situation, self)</span>
+<span class="g g-Whitespace">    </span><span class="mi">143</span><span class="s2">             self.has_axes = builder.has_axes</span>
+<span class="g g-Whitespace">    </span><span class="mi">144</span><span class="s2"> </span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py:86,</span> in <span class="ni">SimulationBuilder.build_from_dict</span><span class="nt">(self, tax_benefit_system, input_dict, simulation)</span>
-<span class="g g-Whitespace">     </span><span class="mi">79</span> <span class="n">input_dict</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">explicit_singular_entities</span><span class="p">(</span>
-<span class="g g-Whitespace">     </span><span class="mi">80</span>     <span class="n">tax_benefit_system</span><span class="p">,</span> <span class="n">input_dict</span>
-<span class="g g-Whitespace">     </span><span class="mi">81</span> <span class="p">)</span>
-<span class="g g-Whitespace">     </span><span class="mi">82</span> <span class="k">if</span> <span class="nb">any</span><span class="p">(</span>
-<span class="nn">     83     key</span> in <span class="ni">tax_benefit_system.entities_plural</span><span class="nt">()</span>
-<span class="nn">     84     for key</span> in <span class="ni">input_dict.keys</span><span class="nt">()</span>
-<span class="g g-Whitespace">     </span><span class="mi">85</span> <span class="p">):</span>
-<span class="ne">---&gt; </span><span class="mi">86</span>     <span class="n">simulation</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">build_from_entities</span><span class="p">(</span>
-<span class="g g-Whitespace">     </span><span class="mi">87</span>         <span class="n">tax_benefit_system</span><span class="p">,</span> <span class="n">input_dict</span><span class="p">,</span> <span class="n">simulation</span>
-<span class="g g-Whitespace">     </span><span class="mi">88</span>     <span class="p">)</span>
-<span class="g g-Whitespace">     </span><span class="mi">89</span> <span class="k">else</span><span class="p">:</span>
-<span class="g g-Whitespace">     </span><span class="mi">90</span>     <span class="n">simulation</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">build_from_variables</span><span class="p">(</span>
-<span class="g g-Whitespace">     </span><span class="mi">91</span>         <span class="n">tax_benefit_system</span><span class="p">,</span> <span class="n">input_dict</span><span class="p">,</span> <span class="n">simulation</span>
-<span class="g g-Whitespace">     </span><span class="mi">92</span>     <span class="p">)</span>
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py</span> in <span class="ni">build_from_dict</span><span class="nt">(self, tax_benefit_system, input_dict, simulation)</span>
+<span class="nn">     84             for key</span> in <span class="ni">input_dict.keys</span><span class="nt">()</span>
+<span class="g g-Whitespace">     </span><span class="mi">85</span><span class="s2">         ):</span>
+<span class="ne">---&gt; </span><span class="mi">86</span><span class="s2">             simulation = self.build_from_entities(</span>
+<span class="g g-Whitespace">     </span><span class="mi">87</span><span class="s2">                 tax_benefit_system, input_dict, simulation</span>
+<span class="g g-Whitespace">     </span><span class="mi">88</span><span class="s2">             )</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py:176,</span> in <span class="ni">SimulationBuilder.build_from_entities</span><span class="nt">(self, tax_benefit_system, input_dict, simulation)</span>
-<span class="g g-Whitespace">    </span><span class="mi">174</span> <span class="n">instances_json</span> <span class="o">=</span> <span class="n">input_dict</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">entity_class</span><span class="o">.</span><span class="n">plural</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">175</span> <span class="k">if</span> <span class="n">instances_json</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-<span class="ne">--&gt; </span><span class="mi">176</span>     <span class="bp">self</span><span class="o">.</span><span class="n">add_group_entity</span><span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">177</span>         <span class="bp">self</span><span class="o">.</span><span class="n">persons_plural</span><span class="p">,</span>
-<span class="g g-Whitespace">    </span><span class="mi">178</span>         <span class="n">persons_ids</span><span class="p">,</span>
-<span class="g g-Whitespace">    </span><span class="mi">179</span>         <span class="n">entity_class</span><span class="p">,</span>
-<span class="g g-Whitespace">    </span><span class="mi">180</span>         <span class="n">instances_json</span><span class="p">,</span>
-<span class="g g-Whitespace">    </span><span class="mi">181</span>     <span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">182</span> <span class="k">else</span><span class="p">:</span>
-<span class="g g-Whitespace">    </span><span class="mi">183</span>     <span class="bp">self</span><span class="o">.</span><span class="n">add_default_group_entity</span><span class="p">(</span><span class="n">persons_ids</span><span class="p">,</span> <span class="n">entity_class</span><span class="p">)</span>
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py</span> in <span class="ni">build_from_entities</span><span class="nt">(self, tax_benefit_system, input_dict, simulation)</span>
+<span class="g g-Whitespace">    </span><span class="mi">174</span><span class="s2">             instances_json = input_dict.get(entity_class.plural)</span>
+<span class="g g-Whitespace">    </span><span class="mi">175</span><span class="s2">             if instances_json is not None:</span>
+<span class="ne">--&gt; </span><span class="mi">176</span><span class="s2">                 self.add_group_entity(</span>
+<span class="g g-Whitespace">    </span><span class="mi">177</span><span class="s2">                     self.persons_plural,</span>
+<span class="g g-Whitespace">    </span><span class="mi">178</span><span class="s2">                     persons_ids,</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py:485,</span> in <span class="ni">SimulationBuilder.add_group_entity</span><span class="nt">(self, persons_plural, persons_ids, entity, instances_json)</span>
-<span class="g g-Whitespace">    </span><span class="mi">478</span>             <span class="n">person_role</span> <span class="o">=</span> <span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">479</span>                 <span class="n">role</span><span class="o">.</span><span class="n">subroles</span><span class="p">[</span><span class="n">index_within_role</span><span class="p">]</span>
-<span class="g g-Whitespace">    </span><span class="mi">480</span>                 <span class="k">if</span> <span class="n">role</span><span class="o">.</span><span class="n">subroles</span>
-<span class="g g-Whitespace">    </span><span class="mi">481</span>                 <span class="k">else</span> <span class="n">role</span>
-<span class="g g-Whitespace">    </span><span class="mi">482</span>             <span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">483</span>             <span class="bp">self</span><span class="o">.</span><span class="n">roles</span><span class="p">[</span><span class="n">entity</span><span class="o">.</span><span class="n">plural</span><span class="p">][</span><span class="n">person_index</span><span class="p">]</span> <span class="o">=</span> <span class="n">person_role</span>
-<span class="ne">--&gt; </span><span class="mi">485</span>     <span class="bp">self</span><span class="o">.</span><span class="n">init_variable_values</span><span class="p">(</span><span class="n">entity</span><span class="p">,</span> <span class="n">variables_json</span><span class="p">,</span> <span class="n">instance_id</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">487</span> <span class="k">if</span> <span class="n">persons_to_allocate</span><span class="p">:</span>
-<span class="g g-Whitespace">    </span><span class="mi">488</span>     <span class="n">entity_ids</span> <span class="o">=</span> <span class="n">entity_ids</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="n">persons_to_allocate</span><span class="p">)</span>
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py</span> in <span class="ni">add_group_entity</span><span class="nt">(self, persons_plural, persons_ids, entity, instances_json)</span>
+<span class="g g-Whitespace">    </span><span class="mi">483</span><span class="s2">                     self.roles[entity.plural][person_index] = person_role</span>
+<span class="g g-Whitespace">    </span><span class="mi">484</span><span class="s2"> </span>
+<span class="ne">--&gt; </span><span class="mi">485</span><span class="s2">             self.init_variable_values(entity, variables_json, instance_id)</span>
+<span class="g g-Whitespace">    </span><span class="mi">486</span><span class="s2"> </span>
+<span class="g g-Whitespace">    </span><span class="mi">487</span><span class="s2">         if persons_to_allocate:</span>
 
-<span class="nn">File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py:553,</span> in <span class="ni">SimulationBuilder.init_variable_values</span><span class="nt">(self, entity, instance_object, instance_id)</span>
-<span class="g g-Whitespace">    </span><span class="mi">549</span>     <span class="n">entity</span><span class="o">.</span><span class="n">check_variable_defined_for_entity</span><span class="p">(</span><span class="n">variable_name</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">550</span> <span class="k">except</span> <span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">551</span>     <span class="ne">ValueError</span>
-<span class="g g-Whitespace">    </span><span class="mi">552</span> <span class="p">)</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>  <span class="c1"># The variable is defined for another entity</span>
-<span class="ne">--&gt; </span><span class="mi">553</span>     <span class="k">raise</span> <span class="n">SituationParsingError</span><span class="p">(</span><span class="n">path_in_json</span><span class="p">,</span> <span class="n">e</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
-<span class="g g-Whitespace">    </span><span class="mi">554</span> <span class="k">except</span> <span class="n">VariableNotFoundError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>  <span class="c1"># The variable doesn&#39;t exist</span>
-<span class="g g-Whitespace">    </span><span class="mi">555</span>     <span class="k">raise</span> <span class="n">SituationParsingError</span><span class="p">(</span><span class="n">path_in_json</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">),</span> <span class="n">code</span><span class="o">=</span><span class="mi">404</span><span class="p">)</span>
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py</span> in <span class="ni">init_variable_values</span><span class="nt">(self, entity, instance_object, instance_id)</span>
+<span class="g g-Whitespace">    </span><span class="mi">551</span><span class="s2">                 ValueError</span>
+<span class="g g-Whitespace">    </span><span class="mi">552</span><span class="s2">             ) as e:  # The variable is defined for another entity</span>
+<span class="ne">--&gt; </span><span class="mi">553</span><span class="s2">                 raise SituationParsingError(path_in_json, e.args[0])</span>
+<span class="g g-Whitespace">    </span><span class="mi">554</span><span class="s2">             except VariableNotFoundError as e:  # The variable doesn&#39;t exist</span>
+<span class="g g-Whitespace">    </span><span class="mi">555</span><span class="s2">                 raise SituationParsingError(path_in_json, str(e), code=404)</span>
 
 <span class="ne">SituationParsingError</span>: {&#39;spm_units&#39;: {&#39;spm_unit&#39;: {&#39;ami&#39;: &quot;You tried to compute the variable &#39;ami&#39; for the entity &#39;spm_units&#39;; however the variable &#39;ami&#39; is defined for &#39;households&#39;. Learn more about entities in our documentation: &lt;https://openfisca.org/doc/coding-the-legislation/50_entities.html&gt;.&quot;}}}
 </pre></div>
diff --git a/gov/irs/capital-gains.html b/gov/irs/capital-gains.html
index c649d66d077..52efade3a70 100644
--- a/gov/irs/capital-gains.html
+++ b/gov/irs/capital-gains.html
@@ -335,9 +335,9 @@ <h1>Capital Gains Tax<a class="headerlink" href="#capital-gains-tax" title="Perm
         });
         }
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@@ -467,18 +467,19 @@ <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="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">line</span> <span class="mi">3</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>
+<span class="g g-Whitespace">      </span><span class="mi">4</span> 
 <span class="g g-Whitespace">      </span><span class="mi">5</span> <span class="n">sim</span><span class="o">.</span><span class="n">calc</span><span class="p">(</span><span class="s2">&quot;cdcc&quot;</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="mi">2022</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">/</span> <span class="mf">1e6</span>
 
-<span class="nn">File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115,</span> in <span class="ni">Microsimulation.__init__</span><span class="nt">(self, *args, **kwargs)</span>
-<span class="g g-Whitespace">    </span><span class="mi">114</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="ne">--&gt; </span><span class="mi">115</span>     <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">117</span>     <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">118</span>         <span class="bp">self</span><span class="o">.</span><span class="n">tax_benefit_system</span><span class="o">.</span><span class="n">parameters</span><span class="p">,</span> <span class="n">year_start</span>
-<span class="g g-Whitespace">    </span><span class="mi">119</span>     <span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">120</span>     <span class="k">if</span> <span class="n">reform</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+<span class="nn">~/work/policyengine-us/policyengine-us/policyengine_us/system.py</span> in <span class="ni">__init__</span><span class="nt">(self, *args, **kwargs)</span>
+<span class="g g-Whitespace">    </span><span class="mi">113</span> 
+<span class="g g-Whitespace">    </span><span class="mi">114</span>     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="ne">--&gt; </span><span class="mi">115</span>         <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">116</span> 
+<span class="g g-Whitespace">    </span><span class="mi">117</span>         <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
 
 <span class="ne">TypeError</span>: __init__() got an unexpected keyword argument &#39;dataset_year&#39;
 </pre></div>
diff --git a/gov/irs/credits/clean-vehicle.html b/gov/irs/credits/clean-vehicle.html
index 909d1e75bf3..baac9585dfb 100644
--- a/gov/irs/credits/clean-vehicle.html
+++ b/gov/irs/credits/clean-vehicle.html
@@ -388,11 +388,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
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diff --git a/gov/irs/credits/ctc.html b/gov/irs/credits/ctc.html
index 036faa81f1c..695f1ea1417 100644
--- a/gov/irs/credits/ctc.html
+++ b/gov/irs/credits/ctc.html
@@ -290,26 +290,19 @@ <h1>Child Tax Credit<a class="headerlink" href="#child-tax-credit" title="Permal
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-<span class="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">line</span> <span class="mi">1</span>
+<span class="nn">/tmp/ipykernel_2644/1205684428.py</span> in <span class="ni">&lt;cell line: 1&gt;</span><span class="nt">()</span>
 <span class="ne">----&gt; </span><span class="mi">1</span> <span class="kn">from</span> <span class="nn">policyengine_us.tools.documentation</span> <span class="kn">import</span> <span class="p">(</span>
 <span class="g g-Whitespace">      </span><span class="mi">2</span>     <span class="n">variable_summary</span><span class="p">,</span>
 <span class="g g-Whitespace">      </span><span class="mi">3</span>     <span class="n">variation_chart</span><span class="p">,</span>
 <span class="g g-Whitespace">      </span><span class="mi">4</span> <span class="p">)</span>
-<span class="g g-Whitespace">      </span><span class="mi">6</span> <span class="n">variable_summary</span><span class="p">(</span><span class="s2">&quot;ctc&quot;</span><span class="p">)</span>
+<span class="g g-Whitespace">      </span><span class="mi">5</span> 
 
-<span class="n">File</span> <span class="o">~/</span><span class="n">work</span><span class="o">/</span><span class="n">policyengine</span><span class="o">-</span><span class="n">us</span><span class="o">/</span><span class="n">policyengine</span><span class="o">-</span><span class="n">us</span><span class="o">/</span><span class="n">policyengine_us</span><span class="o">/</span><span class="n">tools</span><span class="o">/</span><span class="n">documentation</span><span class="o">.</span><span class="n">py</span><span class="p">:</span><span class="mi">9</span>
-<span class="g g-Whitespace">      </span><span class="mi">6</span> <span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s2">&quot;ignore&quot;</span><span class="p">)</span>
+<span class="o">~/</span><span class="n">work</span><span class="o">/</span><span class="n">policyengine</span><span class="o">-</span><span class="n">us</span><span class="o">/</span><span class="n">policyengine</span><span class="o">-</span><span class="n">us</span><span class="o">/</span><span class="n">policyengine_us</span><span class="o">/</span><span class="n">tools</span><span class="o">/</span><span class="n">documentation</span><span class="o">.</span><span class="n">py</span> <span class="ow">in</span> <span class="o">&lt;</span><span class="n">module</span><span class="o">&gt;</span>
+<span class="g g-Whitespace">      </span><span class="mi">7</span> 
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 <span class="g g-Whitespace">     </span><span class="mi">10</span>     <span class="n">LIGHTER_BLUE</span><span class="p">,</span>
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-<span class="g g-Whitespace">     </span><span class="mi">12</span>     <span class="n">BLUE</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">13</span>     <span class="n">DARK_BLUE</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">14</span>     <span class="n">format_fig</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">15</span>     <span class="n">display_fig</span><span class="p">,</span>
-<span class="g g-Whitespace">     </span><span class="mi">16</span> <span class="p">)</span>
-<span class="g g-Whitespace">     </span><span class="mi">17</span> <span class="kn">from</span> <span class="nn">policyengine_us.system</span> <span class="kn">import</span> <span class="n">system</span>
-<span class="g g-Whitespace">     </span><span class="mi">18</span> <span class="kn">from</span> <span class="nn">policyengine_us</span> <span class="kn">import</span> <span class="n">Simulation</span>
 
 <span class="ne">ImportError</span>: cannot import name &#39;LIGHTER_BLUE&#39; from &#39;policyengine_core.charts&#39; (/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/charts/__init__.py)
 </pre></div>
diff --git a/gov/irs/credits/eitc.html b/gov/irs/credits/eitc.html
index 2958f00fc13..fb89dc8f9ca 100644
--- a/gov/irs/credits/eitc.html
+++ b/gov/irs/credits/eitc.html
@@ -378,11 +378,11 @@ <h1>Earned Income Tax Credit<a class="headerlink" href="#earned-income-tax-credi
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@@ -431,11 +431,11 @@ <h1>Earned Income Tax Credit<a class="headerlink" href="#earned-income-tax-credi
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diff --git a/gov/irs/tax.html b/gov/irs/tax.html
index 821fb8c19bb..34aa55658fc 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('2b8ced71-7d73-45e3-ae04-e2e65d0c68f7');
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diff --git a/gov/ssa/ssi.html b/gov/ssa/ssi.html
index 5f7dd14c433..c9693c53847 100644
--- a/gov/ssa/ssi.html
+++ b/gov/ssa/ssi.html
@@ -375,9 +375,9 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
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@@ -513,9 +513,9 @@ <h3>Other situations<a class="headerlink" href="#other-situations" title="Permal
 </div>
 </div>
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@@ -718,67 +718,40 @@ <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>
 <span class="ne">ValueError</span><span class="g g-Whitespace">                                </span>Traceback (most recent call last)
-<span class="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span> <span class="n">line</span> <span class="mi">1</span>
+<span class="nn">/tmp/ipykernel_2989/1981194212.py</span> in <span class="ni">&lt;cell line: 1&gt;</span><span class="nt">()</span>
 <span class="ne">----&gt; </span><span class="mi">1</span> <span class="n">fig</span> <span class="o">=</span> <span class="n">px</span><span class="o">.</span><span class="n">line</span><span class="p">(</span>
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 <span class="g g-Whitespace">      </span><span class="mi">4</span>     <span class="s2">&quot;ma_limited_income_tax_credit&quot;</span><span class="p">,</span>
 <span class="g g-Whitespace">      </span><span class="mi">5</span>     <span class="n">color</span><span class="o">=</span><span class="s2">&quot;children&quot;</span><span class="p">,</span>
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-<span class="g g-Whitespace">      </span><span class="mi">8</span>     <span class="n">title</span><span class="o">=</span><span class="s2">&quot;Massachusetts Limited Income Credit&quot;</span><span class="p">,</span>
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-<span class="g g-Whitespace">     </span><span class="mi">11</span> <span class="n">fig</span><span class="o">.</span><span class="n">update_layout</span><span class="p">(</span>
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-
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-<span class="g g-Whitespace">    </span><span class="mi">216</span> <span class="k">def</span> <span class="nf">line</span><span class="p">(</span>
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-<span class="g g-Whitespace">    </span><span class="mi">218</span>     <span class="n">x</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-   <span class="p">(</span><span class="o">...</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">258</span>     <span class="n">height</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-<span class="g g-Whitespace">    </span><span class="mi">259</span> <span class="p">)</span> <span class="o">-&gt;</span> <span class="n">go</span><span class="o">.</span><span class="n">Figure</span><span class="p">:</span>
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-<span class="g g-Whitespace">    </span><span class="mi">263</span><span class="sd">     &quot;&quot;&quot;</span>
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-<span class="g g-Whitespace">   </span><span class="mi">2087</span> <span class="n">layout_patch</span> <span class="o">=</span> <span class="n">layout_patch</span> <span class="ow">or</span> <span class="p">{}</span>
-<span class="g g-Whitespace">   </span><span class="mi">2088</span> <span class="n">apply_default_cascade</span><span class="p">(</span><span class="n">args</span><span class="p">)</span>
-<span class="ne">-&gt; </span><span class="mi">2090</span> <span class="n">args</span> <span class="o">=</span> <span class="n">build_dataframe</span><span class="p">(</span><span class="n">args</span><span class="p">,</span> <span class="n">constructor</span><span class="p">)</span>
-<span class="g g-Whitespace">   </span><span class="mi">2091</span> <span class="k">if</span> <span class="n">constructor</span> <span class="ow">in</span> <span class="p">[</span><span class="n">go</span><span class="o">.</span><span class="n">Treemap</span><span class="p">,</span> <span class="n">go</span><span class="o">.</span><span class="n">Sunburst</span><span class="p">,</span> <span class="n">go</span><span class="o">.</span><span class="n">Icicle</span><span class="p">]</span> <span class="ow">and</span> <span class="n">args</span><span class="p">[</span><span class="s2">&quot;path&quot;</span><span class="p">]</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-<span class="g g-Whitespace">   </span><span class="mi">2092</span>     <span class="n">args</span> <span class="o">=</span> <span class="n">process_dataframe_hierarchy</span><span class="p">(</span><span class="n">args</span><span class="p">)</span>
-
-<span class="nn">File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/plotly/express/_core.py:1492,</span> in <span class="ni">build_dataframe</span><span class="nt">(args, constructor)</span>
-<span class="g g-Whitespace">   </span><span class="mi">1489</span>     <span class="n">args</span><span class="p">[</span><span class="s2">&quot;color&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
-<span class="g g-Whitespace">   </span><span class="mi">1490</span> <span class="c1"># now that things have been prepped, we do the systematic rewriting of `args`</span>
-<span class="ne">-&gt; </span><span class="mi">1492</span> <span class="n">df_output</span><span class="p">,</span> <span class="n">wide_id_vars</span> <span class="o">=</span> <span class="n">process_args_into_dataframe</span><span class="p">(</span>
-<span class="g g-Whitespace">   </span><span class="mi">1493</span>     <span class="n">args</span><span class="p">,</span> <span class="n">wide_mode</span><span class="p">,</span> <span class="n">var_name</span><span class="p">,</span> <span class="n">value_name</span>
-<span class="g g-Whitespace">   </span><span class="mi">1494</span> <span class="p">)</span>
-<span class="g g-Whitespace">   </span><span class="mi">1496</span> <span class="c1"># now that `df_output` exists and `args` contains only references, we complete</span>
-<span class="g g-Whitespace">   </span><span class="mi">1497</span> <span class="c1"># the special-case and wide-mode handling by further rewriting args and/or mutating</span>
-<span class="g g-Whitespace">   </span><span class="mi">1498</span> <span class="c1"># df_output</span>
-<span class="g g-Whitespace">   </span><span class="mi">1500</span> <span class="n">count_name</span> <span class="o">=</span> <span class="n">_escape_col_name</span><span class="p">(</span><span class="n">df_output</span><span class="p">,</span> <span class="s2">&quot;count&quot;</span><span class="p">,</span> <span class="p">[</span><span class="n">var_name</span><span class="p">,</span> <span class="n">value_name</span><span class="p">])</span>
-
-<span class="nn">File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/plotly/express/_core.py:1213,</span> in <span class="ni">process_args_into_dataframe</span><span class="nt">(args, wide_mode, var_name, value_name)</span>
-<span class="g g-Whitespace">   </span><span class="mi">1211</span>         <span class="k">if</span> <span class="n">argument</span> <span class="o">==</span> <span class="s2">&quot;index&quot;</span><span class="p">:</span>
-<span class="g g-Whitespace">   </span><span class="mi">1212</span>             <span class="n">err_msg</span> <span class="o">+=</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2"> To use the index, pass it in directly as `df.index`.&quot;</span>
-<span class="ne">-&gt; </span><span class="mi">1213</span>         <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">err_msg</span><span class="p">)</span>
-<span class="g g-Whitespace">   </span><span class="mi">1214</span> <span class="k">elif</span> <span class="n">length</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">df_input</span><span class="p">[</span><span class="n">argument</span><span class="p">])</span> <span class="o">!=</span> <span class="n">length</span><span class="p">:</span>
-<span class="g g-Whitespace">   </span><span class="mi">1215</span>     <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-<span class="g g-Whitespace">   </span><span class="mi">1216</span>         <span class="s2">&quot;All arguments should have the same length. &quot;</span>
-<span class="g g-Whitespace">   </span><span class="mi">1217</span>         <span class="s2">&quot;The length of column argument `df[</span><span class="si">%s</span><span class="s2">]` is </span><span class="si">%d</span><span class="s2">, whereas the &quot;</span>
-   <span class="p">(</span><span class="o">...</span><span class="p">)</span>
-<span class="g g-Whitespace">   </span><span class="mi">1224</span>         <span class="p">)</span>
-<span class="g g-Whitespace">   </span><span class="mi">1225</span>     <span class="p">)</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/plotly/express/_chart_types.py</span> in <span class="ni">line</span><span class="nt">(data_frame, x, y, line_group, color, line_dash, symbol, hover_name, hover_data, custom_data, text, facet_row, facet_col, facet_col_wrap, facet_row_spacing, facet_col_spacing, error_x, error_x_minus, error_y, error_y_minus, animation_frame, animation_group, category_orders, labels, orientation, color_discrete_sequence, color_discrete_map, line_dash_sequence, line_dash_map, symbol_sequence, symbol_map, markers, log_x, log_y, range_x, range_y, line_shape, render_mode, title, template, width, height)</span>
+<span class="g g-Whitespace">    </span><span class="mi">262</span>     <span class="n">a</span> <span class="n">polyline</span> <span class="n">mark</span> <span class="ow">in</span> <span class="mi">2</span><span class="n">D</span> <span class="n">space</span><span class="o">.</span>
+<span class="g g-Whitespace">    </span><span class="mi">263</span>     <span class="s2">&quot;&quot;&quot;</span>
+<span class="ne">--&gt; </span><span class="mi">264</span><span class="s2">     return make_figure(args=locals(), constructor=go.Scatter)</span>
+<span class="g g-Whitespace">    </span><span class="mi">265</span><span class="s2"> </span>
+<span class="g g-Whitespace">    </span><span class="mi">266</span><span class="s2"> </span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/plotly/express/_core.py</span> in <span class="ni">make_figure</span><span class="nt">(args, constructor, trace_patch, layout_patch)</span>
+<span class="g g-Whitespace">   </span><span class="mi">2088</span><span class="s2">     apply_default_cascade(args)</span>
+<span class="g g-Whitespace">   </span><span class="mi">2089</span><span class="s2"> </span>
+<span class="ne">-&gt; </span><span class="mi">2090</span><span class="s2">     args = build_dataframe(args, constructor)</span>
+<span class="g g-Whitespace">   </span><span class="mi">2091</span><span class="s2">     if constructor in [go.Treemap, go.Sunburst, go.Icicle] and args[&quot;path&quot;] is not None:</span>
+<span class="g g-Whitespace">   </span><span class="mi">2092</span><span class="s2">         args = process_dataframe_hierarchy(args)</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/plotly/express/_core.py</span> in <span class="ni">build_dataframe</span><span class="nt">(args, constructor)</span>
+<span class="g g-Whitespace">   </span><span class="mi">1490</span><span class="s2">     # now that things have been prepped, we do the systematic rewriting of `args`</span>
+<span class="g g-Whitespace">   </span><span class="mi">1491</span><span class="s2"> </span>
+<span class="ne">-&gt; </span><span class="mi">1492</span><span class="s2">     df_output, wide_id_vars = process_args_into_dataframe(</span>
+<span class="g g-Whitespace">   </span><span class="mi">1493</span><span class="s2">         args, wide_mode, var_name, value_name</span>
+<span class="g g-Whitespace">   </span><span class="mi">1494</span><span class="s2">     )</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/plotly/express/_core.py</span> in <span class="ni">process_args_into_dataframe</span><span class="nt">(args, wide_mode, var_name, value_name)</span>
+<span class="g g-Whitespace">   </span><span class="mi">1211</span><span class="s2">                         if argument == &quot;index&quot;:</span>
+<span class="g g-Whitespace">   </span><span class="mi">1212</span><span class="s2">                             err_msg += &quot;</span><span class="se">\n</span><span class="s2"> To use the index, pass it in directly as `df.index`.&quot;</span>
+<span class="ne">-&gt; </span><span class="mi">1213</span><span class="s2">                         raise ValueError(err_msg)</span>
+<span class="g g-Whitespace">   </span><span class="mi">1214</span><span class="s2">                 elif length and len(df_input[argument]) != length:</span>
+<span class="g g-Whitespace">   </span><span class="mi">1215</span><span class="s2">                     raise ValueError(</span>
 
 <span class="ne">ValueError</span>: Value of &#39;y&#39; is not the name of a column in &#39;data_frame&#39;. Expected one of [&#39;employment_income&#39;, &#39;de_income_tax&#39;, &#39;de_eitc&#39;, &#39;de_refundable_eitc&#39;, &#39;de_non_refundable_eitc&#39;, &#39;mtr&#39;, &#39;adults&#39;, &#39;children&#39;] but received: ma_limited_income_tax_credit
 </pre></div>
diff --git a/gov/states/ma/tax-benefit.html b/gov/states/ma/tax-benefit.html
index df07333b275..fbff2eba74a 100644
--- a/gov/states/ma/tax-benefit.html
+++ b/gov/states/ma/tax-benefit.html
@@ -386,11 +386,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
         });
         }
         </script>
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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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@@ -467,18 +467,19 @@ <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="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">line</span> <span class="mi">3</span>
+<span class="nn">/tmp/ipykernel_3133/2304202970.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>
+<span class="g g-Whitespace">      </span><span class="mi">4</span> 
 <span class="g g-Whitespace">      </span><span class="mi">5</span> <span class="n">sim</span><span class="o">.</span><span class="n">calc</span><span class="p">(</span><span class="s2">&quot;md_cdcc&quot;</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="mi">2022</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">/</span> <span class="mf">1e6</span>
 
-<span class="nn">File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115,</span> in <span class="ni">Microsimulation.__init__</span><span class="nt">(self, *args, **kwargs)</span>
-<span class="g g-Whitespace">    </span><span class="mi">114</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="ne">--&gt; </span><span class="mi">115</span>     <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">117</span>     <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">118</span>         <span class="bp">self</span><span class="o">.</span><span class="n">tax_benefit_system</span><span class="o">.</span><span class="n">parameters</span><span class="p">,</span> <span class="n">year_start</span>
-<span class="g g-Whitespace">    </span><span class="mi">119</span>     <span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">120</span>     <span class="k">if</span> <span class="n">reform</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+<span class="nn">~/work/policyengine-us/policyengine-us/policyengine_us/system.py</span> in <span class="ni">__init__</span><span class="nt">(self, *args, **kwargs)</span>
+<span class="g g-Whitespace">    </span><span class="mi">113</span> 
+<span class="g g-Whitespace">    </span><span class="mi">114</span>     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="ne">--&gt; </span><span class="mi">115</span>         <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">116</span> 
+<span class="g g-Whitespace">    </span><span class="mi">117</span>         <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
 
 <span class="ne">TypeError</span>: __init__() got an unexpected keyword argument &#39;dataset_year&#39;
 </pre></div>
diff --git a/gov/states/md/tax/income/credits/ctc.html b/gov/states/md/tax/income/credits/ctc.html
index 09c84ab9278..4df97d47540 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('8fecf940-c9f4-45c5-b7d1-2700c73de497');
+var gd = document.getElementById('c44fd8f5-93a5-4c2d-8229-d53e9d9d63e8');
 var x = new MutationObserver(function (mutations, observer) {{
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@@ -419,18 +419,19 @@ <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="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">line</span> <span class="mi">3</span>
+<span class="nn">/tmp/ipykernel_3170/2916062418.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>
+<span class="g g-Whitespace">      </span><span class="mi">4</span> 
 <span class="g g-Whitespace">      </span><span class="mi">5</span> <span class="n">sim</span><span class="o">.</span><span class="n">calc</span><span class="p">(</span><span class="s2">&quot;md_ctc&quot;</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="mi">2022</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">/</span> <span class="mf">1e6</span>
 
-<span class="nn">File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115,</span> in <span class="ni">Microsimulation.__init__</span><span class="nt">(self, *args, **kwargs)</span>
-<span class="g g-Whitespace">    </span><span class="mi">114</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="ne">--&gt; </span><span class="mi">115</span>     <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">117</span>     <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">118</span>         <span class="bp">self</span><span class="o">.</span><span class="n">tax_benefit_system</span><span class="o">.</span><span class="n">parameters</span><span class="p">,</span> <span class="n">year_start</span>
-<span class="g g-Whitespace">    </span><span class="mi">119</span>     <span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">120</span>     <span class="k">if</span> <span class="n">reform</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+<span class="nn">~/work/policyengine-us/policyengine-us/policyengine_us/system.py</span> in <span class="ni">__init__</span><span class="nt">(self, *args, **kwargs)</span>
+<span class="g g-Whitespace">    </span><span class="mi">113</span> 
+<span class="g g-Whitespace">    </span><span class="mi">114</span>     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="ne">--&gt; </span><span class="mi">115</span>         <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">116</span> 
+<span class="g g-Whitespace">    </span><span class="mi">117</span>         <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
 
 <span class="ne">TypeError</span>: __init__() got an unexpected keyword argument &#39;dataset_year&#39;
 </pre></div>
diff --git a/gov/states/md/tax/income/credits/eitc.html b/gov/states/md/tax/income/credits/eitc.html
index 8c7461eb2a2..47561e56a9b 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('9a6775e9-b1df-4be4-8e67-69d45b2187de');
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@@ -467,18 +467,19 @@ <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="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">line</span> <span class="mi">3</span>
+<span class="nn">/tmp/ipykernel_3206/3217126450.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>
+<span class="g g-Whitespace">      </span><span class="mi">4</span> 
 <span class="g g-Whitespace">      </span><span class="mi">5</span> <span class="n">sim</span><span class="o">.</span><span class="n">calc</span><span class="p">(</span><span class="s2">&quot;md_eitc&quot;</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="mi">2022</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">/</span> <span class="mf">1e6</span>
 
-<span class="nn">File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115,</span> in <span class="ni">Microsimulation.__init__</span><span class="nt">(self, *args, **kwargs)</span>
-<span class="g g-Whitespace">    </span><span class="mi">114</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="ne">--&gt; </span><span class="mi">115</span>     <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">117</span>     <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">118</span>         <span class="bp">self</span><span class="o">.</span><span class="n">tax_benefit_system</span><span class="o">.</span><span class="n">parameters</span><span class="p">,</span> <span class="n">year_start</span>
-<span class="g g-Whitespace">    </span><span class="mi">119</span>     <span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">120</span>     <span class="k">if</span> <span class="n">reform</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+<span class="nn">~/work/policyengine-us/policyengine-us/policyengine_us/system.py</span> in <span class="ni">__init__</span><span class="nt">(self, *args, **kwargs)</span>
+<span class="g g-Whitespace">    </span><span class="mi">113</span> 
+<span class="g g-Whitespace">    </span><span class="mi">114</span>     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="ne">--&gt; </span><span class="mi">115</span>         <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">116</span> 
+<span class="g g-Whitespace">    </span><span class="mi">117</span>         <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
 
 <span class="ne">TypeError</span>: __init__() got an unexpected keyword argument &#39;dataset_year&#39;
 </pre></div>
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 1ef2896ad72..c6c29a26a0e 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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@@ -466,18 +466,19 @@ <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="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">line</span> <span class="mi">3</span>
+<span class="nn">/tmp/ipykernel_3240/1352975946.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>
+<span class="g g-Whitespace">      </span><span class="mi">4</span> 
 <span class="g g-Whitespace">      </span><span class="mi">5</span> <span class="n">sim</span><span class="o">.</span><span class="n">calc</span><span class="p">(</span><span class="s2">&quot;md_poverty_line_credit&quot;</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="mi">2022</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">/</span> <span class="mf">1e6</span>
 
-<span class="nn">File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115,</span> in <span class="ni">Microsimulation.__init__</span><span class="nt">(self, *args, **kwargs)</span>
-<span class="g g-Whitespace">    </span><span class="mi">114</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="ne">--&gt; </span><span class="mi">115</span>     <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">117</span>     <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">118</span>         <span class="bp">self</span><span class="o">.</span><span class="n">tax_benefit_system</span><span class="o">.</span><span class="n">parameters</span><span class="p">,</span> <span class="n">year_start</span>
-<span class="g g-Whitespace">    </span><span class="mi">119</span>     <span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">120</span>     <span class="k">if</span> <span class="n">reform</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+<span class="nn">~/work/policyengine-us/policyengine-us/policyengine_us/system.py</span> in <span class="ni">__init__</span><span class="nt">(self, *args, **kwargs)</span>
+<span class="g g-Whitespace">    </span><span class="mi">113</span> 
+<span class="g g-Whitespace">    </span><span class="mi">114</span>     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="ne">--&gt; </span><span class="mi">115</span>         <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">116</span> 
+<span class="g g-Whitespace">    </span><span class="mi">117</span>         <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
 
 <span class="ne">TypeError</span>: __init__() got an unexpected keyword argument &#39;dataset_year&#39;
 </pre></div>
diff --git a/gov/states/md/tax/income/deductions/standard-deduction.html b/gov/states/md/tax/income/deductions/standard-deduction.html
index e047b622fee..fe7d059eb10 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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         }
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diff --git a/gov/states/mo/tax-benefit.html b/gov/states/mo/tax-benefit.html
index 987d0409a41..8c9072f3e54 100644
--- a/gov/states/mo/tax-benefit.html
+++ b/gov/states/mo/tax-benefit.html
@@ -385,11 +385,11 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
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@@ -516,9 +516,9 @@ <h3>Other situations<a class="headerlink" href="#other-situations" title="Permal
 </div>
 </div>
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diff --git a/gov/states/ny/cdcc.html b/gov/states/ny/cdcc.html
index efe41a13823..89cbbebf86f 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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+var gd = document.getElementById('d7ef6b2b-8019-4991-bd31-7435a02109e5');
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@@ -451,27 +451,24 @@ <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="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">line</span> <span class="mi">42</span>
-<span class="g g-Whitespace">     </span><span class="mi">38</span>     <span class="n">budgetary_impact</span> <span class="o">=</span> <span class="n">neutralized_net_income</span> <span class="o">-</span> <span class="n">baseline_net_income</span>
-<span class="g g-Whitespace">     </span><span class="mi">39</span>     <span class="k">return</span> <span class="nb">round</span><span class="p">(</span><span class="n">program_value</span> <span class="o">/</span> <span class="mf">1e6</span><span class="p">),</span> <span class="nb">round</span><span class="p">(</span><span class="n">budgetary_impact</span> <span class="o">/</span> <span class="mf">1e6</span><span class="p">)</span>
+<span class="nn">/tmp/ipykernel_3471/1673998826.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">Cell In[3], line 27,</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">24</span>     <span class="k">def</span> <span class="nf">apply</span><span class="p">(</span><span class="bp">self</span><span class="p">):</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="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>
-<span class="g g-Whitespace">     </span><span class="mi">28</span> <span class="n">sim_neutralized</span> <span class="o">=</span> <span class="n">Microsimulation</span><span class="p">(</span>
-<span class="g g-Whitespace">     </span><span class="mi">29</span>     <span class="p">(</span><span class="n">ignore_reported</span><span class="p">,</span> <span class="n">neutralize</span><span class="p">),</span> <span class="n">year</span><span class="o">=</span><span class="n">data_year</span>
-<span class="g g-Whitespace">     </span><span class="mi">30</span> <span class="p">)</span>
-<span class="g g-Whitespace">     </span><span class="mi">31</span> <span class="n">program_value</span> <span class="o">=</span> <span class="n">sim</span><span class="o">.</span><span class="n">calc</span><span class="p">(</span><span class="n">variable</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="n">policy_year</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
+<span class="nn">/tmp/ipykernel_3471/1673998826.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>
+<span class="g g-Whitespace">     </span><span class="mi">28</span>     <span class="n">sim_neutralized</span> <span class="o">=</span> <span class="n">Microsimulation</span><span class="p">(</span>
+<span class="g g-Whitespace">     </span><span class="mi">29</span>         <span class="p">(</span><span class="n">ignore_reported</span><span class="p">,</span> <span class="n">neutralize</span><span class="p">),</span> <span class="n">year</span><span class="o">=</span><span class="n">data_year</span>
 
-<span class="nn">File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115,</span> in <span class="ni">Microsimulation.__init__</span><span class="nt">(self, *args, **kwargs)</span>
-<span class="g g-Whitespace">    </span><span class="mi">114</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="ne">--&gt; </span><span class="mi">115</span>     <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">117</span>     <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">118</span>         <span class="bp">self</span><span class="o">.</span><span class="n">tax_benefit_system</span><span class="o">.</span><span class="n">parameters</span><span class="p">,</span> <span class="n">year_start</span>
-<span class="g g-Whitespace">    </span><span class="mi">119</span>     <span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">120</span>     <span class="k">if</span> <span class="n">reform</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+<span class="nn">~/work/policyengine-us/policyengine-us/policyengine_us/system.py</span> in <span class="ni">__init__</span><span class="nt">(self, *args, **kwargs)</span>
+<span class="g g-Whitespace">    </span><span class="mi">113</span> 
+<span class="g g-Whitespace">    </span><span class="mi">114</span>     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="ne">--&gt; </span><span class="mi">115</span>         <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">116</span> 
+<span class="g g-Whitespace">    </span><span class="mi">117</span>         <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
 
 <span class="ne">TypeError</span>: __init__() got an unexpected keyword argument &#39;year&#39;
 </pre></div>
diff --git a/gov/states/ny/ctc.html b/gov/states/ny/ctc.html
index 04a8658bda3..d3b09098a48 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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@@ -493,27 +493,24 @@ <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="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">line</span> <span class="mi">42</span>
-<span class="g g-Whitespace">     </span><span class="mi">38</span>     <span class="n">budgetary_impact</span> <span class="o">=</span> <span class="n">neutralized_net_income</span> <span class="o">-</span> <span class="n">baseline_net_income</span>
-<span class="g g-Whitespace">     </span><span class="mi">39</span>     <span class="k">return</span> <span class="nb">round</span><span class="p">(</span><span class="n">program_value</span> <span class="o">/</span> <span class="mf">1e6</span><span class="p">),</span> <span class="nb">round</span><span class="p">(</span><span class="n">budgetary_impact</span> <span class="o">/</span> <span class="mf">1e6</span><span class="p">)</span>
+<span class="nn">/tmp/ipykernel_3504/3501312425.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">Cell In[3], line 27,</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">24</span>     <span class="k">def</span> <span class="nf">apply</span><span class="p">(</span><span class="bp">self</span><span class="p">):</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="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>
-<span class="g g-Whitespace">     </span><span class="mi">28</span> <span class="n">sim_neutralized</span> <span class="o">=</span> <span class="n">Microsimulation</span><span class="p">(</span>
-<span class="g g-Whitespace">     </span><span class="mi">29</span>     <span class="p">(</span><span class="n">ignore_reported</span><span class="p">,</span> <span class="n">neutralize</span><span class="p">),</span> <span class="n">year</span><span class="o">=</span><span class="n">data_year</span>
-<span class="g g-Whitespace">     </span><span class="mi">30</span> <span class="p">)</span>
-<span class="g g-Whitespace">     </span><span class="mi">31</span> <span class="n">program_value</span> <span class="o">=</span> <span class="n">sim</span><span class="o">.</span><span class="n">calc</span><span class="p">(</span><span class="n">variable</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="n">policy_year</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
-
-<span class="nn">File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115,</span> in <span class="ni">Microsimulation.__init__</span><span class="nt">(self, *args, **kwargs)</span>
-<span class="g g-Whitespace">    </span><span class="mi">114</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="ne">--&gt; </span><span class="mi">115</span>     <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">117</span>     <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">118</span>         <span class="bp">self</span><span class="o">.</span><span class="n">tax_benefit_system</span><span class="o">.</span><span class="n">parameters</span><span class="p">,</span> <span class="n">year_start</span>
-<span class="g g-Whitespace">    </span><span class="mi">119</span>     <span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">120</span>     <span class="k">if</span> <span class="n">reform</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+<span class="nn">/tmp/ipykernel_3504/3501312425.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>
+<span class="g g-Whitespace">     </span><span class="mi">28</span>     <span class="n">sim_neutralized</span> <span class="o">=</span> <span class="n">Microsimulation</span><span class="p">(</span>
+<span class="g g-Whitespace">     </span><span class="mi">29</span>         <span class="p">(</span><span class="n">ignore_reported</span><span class="p">,</span> <span class="n">neutralize</span><span class="p">),</span> <span class="n">year</span><span class="o">=</span><span class="n">data_year</span>
+
+<span class="nn">~/work/policyengine-us/policyengine-us/policyengine_us/system.py</span> in <span class="ni">__init__</span><span class="nt">(self, *args, **kwargs)</span>
+<span class="g g-Whitespace">    </span><span class="mi">113</span> 
+<span class="g g-Whitespace">    </span><span class="mi">114</span>     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="ne">--&gt; </span><span class="mi">115</span>         <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">116</span> 
+<span class="g g-Whitespace">    </span><span class="mi">117</span>         <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
 
 <span class="ne">TypeError</span>: __init__() got an unexpected keyword argument &#39;year&#39;
 </pre></div>
diff --git a/gov/states/ny/eitc.html b/gov/states/ny/eitc.html
index 9291387b0d9..1d0ba636c2e 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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@@ -515,27 +515,24 @@ <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="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">line</span> <span class="mi">42</span>
-<span class="g g-Whitespace">     </span><span class="mi">38</span>     <span class="n">budgetary_impact</span> <span class="o">=</span> <span class="n">neutralized_net_income</span> <span class="o">-</span> <span class="n">baseline_net_income</span>
-<span class="g g-Whitespace">     </span><span class="mi">39</span>     <span class="k">return</span> <span class="nb">round</span><span class="p">(</span><span class="n">program_value</span> <span class="o">/</span> <span class="mf">1e6</span><span class="p">),</span> <span class="nb">round</span><span class="p">(</span><span class="n">budgetary_impact</span> <span class="o">/</span> <span class="mf">1e6</span><span class="p">)</span>
+<span class="nn">/tmp/ipykernel_3545/1540646120.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">Cell In[3], line 27,</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">24</span>     <span class="k">def</span> <span class="nf">apply</span><span class="p">(</span><span class="bp">self</span><span class="p">):</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="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>
-<span class="g g-Whitespace">     </span><span class="mi">28</span> <span class="n">sim_neutralized</span> <span class="o">=</span> <span class="n">Microsimulation</span><span class="p">(</span>
-<span class="g g-Whitespace">     </span><span class="mi">29</span>     <span class="p">(</span><span class="n">ignore_reported</span><span class="p">,</span> <span class="n">neutralize</span><span class="p">),</span> <span class="n">year</span><span class="o">=</span><span class="n">data_year</span>
-<span class="g g-Whitespace">     </span><span class="mi">30</span> <span class="p">)</span>
-<span class="g g-Whitespace">     </span><span class="mi">31</span> <span class="n">program_value</span> <span class="o">=</span> <span class="n">sim</span><span class="o">.</span><span class="n">calc</span><span class="p">(</span><span class="n">variable</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="n">policy_year</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
-
-<span class="nn">File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115,</span> in <span class="ni">Microsimulation.__init__</span><span class="nt">(self, *args, **kwargs)</span>
-<span class="g g-Whitespace">    </span><span class="mi">114</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="ne">--&gt; </span><span class="mi">115</span>     <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">117</span>     <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">118</span>         <span class="bp">self</span><span class="o">.</span><span class="n">tax_benefit_system</span><span class="o">.</span><span class="n">parameters</span><span class="p">,</span> <span class="n">year_start</span>
-<span class="g g-Whitespace">    </span><span class="mi">119</span>     <span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">120</span>     <span class="k">if</span> <span class="n">reform</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+<span class="nn">/tmp/ipykernel_3545/1540646120.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>
+<span class="g g-Whitespace">     </span><span class="mi">28</span>     <span class="n">sim_neutralized</span> <span class="o">=</span> <span class="n">Microsimulation</span><span class="p">(</span>
+<span class="g g-Whitespace">     </span><span class="mi">29</span>         <span class="p">(</span><span class="n">ignore_reported</span><span class="p">,</span> <span class="n">neutralize</span><span class="p">),</span> <span class="n">year</span><span class="o">=</span><span class="n">data_year</span>
+
+<span class="nn">~/work/policyengine-us/policyengine-us/policyengine_us/system.py</span> in <span class="ni">__init__</span><span class="nt">(self, *args, **kwargs)</span>
+<span class="g g-Whitespace">    </span><span class="mi">113</span> 
+<span class="g g-Whitespace">    </span><span class="mi">114</span>     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="ne">--&gt; </span><span class="mi">115</span>         <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">116</span> 
+<span class="g g-Whitespace">    </span><span class="mi">117</span>         <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
 
 <span class="ne">TypeError</span>: __init__() got an unexpected keyword argument &#39;year&#39;
 </pre></div>
diff --git a/gov/states/ny/tax-benefit.html b/gov/states/ny/tax-benefit.html
index 63c23112609..c00e73e88d6 100644
--- a/gov/states/ny/tax-benefit.html
+++ b/gov/states/ny/tax-benefit.html
@@ -389,11 +389,11 @@ <h1>New York State income tax<a class="headerlink" href="#new-york-state-income-
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@@ -449,11 +449,11 @@ <h1>New York State income tax<a class="headerlink" href="#new-york-state-income-
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+var gd = document.getElementById('afada185-c95e-4ba8-8ac4-f9b87c6df384');
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diff --git a/gov/states/ny/tax.html b/gov/states/ny/tax.html
index a3620cc40dc..b07e58b03aa 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('da219b29-52cf-40ec-96ab-6712770eb590');
+var gd = document.getElementById('416aaa51-a8dd-4601-b3b1-00b827b4a1cc');
 var x = new MutationObserver(function (mutations, observer) {{
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diff --git a/gov/states/or/tax.html b/gov/states/or/tax.html
index a43deb9c453..54cfe3273a2 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('e9dfea02-c37d-40ea-801f-4a173939fc86');
+var gd = document.getElementById('8931832a-74b5-4941-81e7-48943f9c5f98');
 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 a2de2a3e4a9..367de16c33f 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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@@ -475,18 +475,18 @@ <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="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">line</span> <span class="mi">3</span>
+<span class="nn">/tmp/ipykernel_3760/373537429.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>
 <span class="g g-Whitespace">      </span><span class="mi">4</span> <span class="p">(</span><span class="n">ms</span><span class="o">.</span><span class="n">calc</span><span class="p">(</span><span class="s2">&quot;pa_income_tax&quot;</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="mi">2022</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">/</span> <span class="mf">1e6</span><span class="p">)</span><span class="o">.</span><span class="n">round</span><span class="p">()</span>
 
-<span class="nn">File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115,</span> in <span class="ni">Microsimulation.__init__</span><span class="nt">(self, *args, **kwargs)</span>
-<span class="g g-Whitespace">    </span><span class="mi">114</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="ne">--&gt; </span><span class="mi">115</span>     <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">117</span>     <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">118</span>         <span class="bp">self</span><span class="o">.</span><span class="n">tax_benefit_system</span><span class="o">.</span><span class="n">parameters</span><span class="p">,</span> <span class="n">year_start</span>
-<span class="g g-Whitespace">    </span><span class="mi">119</span>     <span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">120</span>     <span class="k">if</span> <span class="n">reform</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+<span class="nn">~/work/policyengine-us/policyengine-us/policyengine_us/system.py</span> in <span class="ni">__init__</span><span class="nt">(self, *args, **kwargs)</span>
+<span class="g g-Whitespace">    </span><span class="mi">113</span> 
+<span class="g g-Whitespace">    </span><span class="mi">114</span>     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="ne">--&gt; </span><span class="mi">115</span>         <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">116</span> 
+<span class="g g-Whitespace">    </span><span class="mi">117</span>         <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
 
 <span class="ne">TypeError</span>: __init__() got an unexpected keyword argument &#39;dataset_year&#39;
 </pre></div>
diff --git a/gov/states/ut/ut_income_tax.html b/gov/states/ut/ut_income_tax.html
index 5da09bb1bc4..d892c356dc1 100644
--- a/gov/states/ut/ut_income_tax.html
+++ b/gov/states/ut/ut_income_tax.html
@@ -417,9 +417,9 @@ <h1>Utah State income tax<a class="headerlink" href="#utah-state-income-tax" tit
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@@ -483,18 +483,18 @@ <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="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">line</span> <span class="mi">3</span>
+<span class="nn">/tmp/ipykernel_3833/3570687727.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>
 <span class="g g-Whitespace">      </span><span class="mi">4</span> <span class="p">(</span><span class="n">ms</span><span class="o">.</span><span class="n">calc</span><span class="p">(</span><span class="s2">&quot;wa_working_families_tax_credit&quot;</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="mi">2022</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">/</span> <span class="mf">1e6</span><span class="p">)</span><span class="o">.</span><span class="n">round</span><span class="p">()</span>
 
-<span class="nn">File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115,</span> in <span class="ni">Microsimulation.__init__</span><span class="nt">(self, *args, **kwargs)</span>
-<span class="g g-Whitespace">    </span><span class="mi">114</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="ne">--&gt; </span><span class="mi">115</span>     <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">117</span>     <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">118</span>         <span class="bp">self</span><span class="o">.</span><span class="n">tax_benefit_system</span><span class="o">.</span><span class="n">parameters</span><span class="p">,</span> <span class="n">year_start</span>
-<span class="g g-Whitespace">    </span><span class="mi">119</span>     <span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">120</span>     <span class="k">if</span> <span class="n">reform</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+<span class="nn">~/work/policyengine-us/policyengine-us/policyengine_us/system.py</span> in <span class="ni">__init__</span><span class="nt">(self, *args, **kwargs)</span>
+<span class="g g-Whitespace">    </span><span class="mi">113</span> 
+<span class="g g-Whitespace">    </span><span class="mi">114</span>     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+<span class="ne">--&gt; </span><span class="mi">115</span>         <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">116</span> 
+<span class="g g-Whitespace">    </span><span class="mi">117</span>         <span class="n">reform</span> <span class="o">=</span> <span class="n">create_structural_reforms_from_parameters</span><span class="p">(</span>
 
 <span class="ne">TypeError</span>: __init__() got an unexpected keyword argument &#39;dataset_year&#39;
 </pre></div>
diff --git a/gov/usda/school-meals.html b/gov/usda/school-meals.html
index e38dbaa41bf..1558fdb238a 100644
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+++ 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 336bbcc6931..a808bd92f8f 100644
--- a/reports/gov/fcc/acp.err.log
+++ b/reports/gov/fcc/acp.err.log
@@ -26,26 +26,19 @@ variable_summary("snap_standard_deduction")
 
 ---------------------------------------------------------------------------
 ImportError                               Traceback (most recent call last)
-Cell In[1], line 1
-----> 1 from policyengine_us.tools.documentation import (
-      2     variable_summary,
-      3     variation_chart,
+/tmp/ipykernel_2351/703537161.py in <cell line: 1>()
+----> 1 from policyengine_us.tools.documentation import (
+      2     variable_summary,
+      3     variation_chart,
       4 )
-      6 variable_summary("snap_standard_deduction")
+      5 
 
-File ~/work/policyengine-us/policyengine-us/policyengine_us/tools/documentation.py:9
-      6 warnings.filterwarnings("ignore")
-      8 from policyengine_core.enums import Enum
-----> 9 from policyengine_core.charts import (
-     10     LIGHTER_BLUE,
-     11     LIGHT_BLUE,
-     12     BLUE,
-     13     DARK_BLUE,
-     14     format_fig,
-     15     display_fig,
-     16 )
-     17 from policyengine_us.system import system
-     18 from policyengine_us import Simulation
+~/work/policyengine-us/policyengine-us/policyengine_us/tools/documentation.py in <module>
+      7 
+      8 from policyengine_core.enums import Enum
+----> 9 from policyengine_core.charts import (
+     10     LIGHTER_BLUE,
+     11     LIGHT_BLUE,
 
 ImportError: cannot import name 'LIGHTER_BLUE' from 'policyengine_core.charts' (/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/charts/__init__.py)
 
diff --git a/reports/gov/fcc/lifeline.err.log b/reports/gov/fcc/lifeline.err.log
index 8b19716eead..2d481ae4db5 100644
--- a/reports/gov/fcc/lifeline.err.log
+++ b/reports/gov/fcc/lifeline.err.log
@@ -26,26 +26,19 @@ variable_summary("lifeline")
 
 ---------------------------------------------------------------------------
 ImportError                               Traceback (most recent call last)
-Cell In[1], line 1
-----> 1 from policyengine_us.tools.documentation import (
-      2     variable_summary,
-      3     variation_chart,
+/tmp/ipykernel_2380/1343165565.py in <cell line: 1>()
+----> 1 from policyengine_us.tools.documentation import (
+      2     variable_summary,
+      3     variation_chart,
       4 )
-      6 variable_summary("lifeline")
+      5 
 
-File ~/work/policyengine-us/policyengine-us/policyengine_us/tools/documentation.py:9
-      6 warnings.filterwarnings("ignore")
-      8 from policyengine_core.enums import Enum
-----> 9 from policyengine_core.charts import (
-     10     LIGHTER_BLUE,
-     11     LIGHT_BLUE,
-     12     BLUE,
-     13     DARK_BLUE,
-     14     format_fig,
-     15     display_fig,
-     16 )
-     17 from policyengine_us.system import system
-     18 from policyengine_us import Simulation
+~/work/policyengine-us/policyengine-us/policyengine_us/tools/documentation.py in <module>
+      7 
+      8 from policyengine_core.enums import Enum
+----> 9 from policyengine_core.charts import (
+     10     LIGHTER_BLUE,
+     11     LIGHT_BLUE,
 
 ImportError: cannot import name 'LIGHTER_BLUE' from 'policyengine_core.charts' (/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/charts/__init__.py)
 
diff --git a/reports/gov/hud/housing-assistance.err.log b/reports/gov/hud/housing-assistance.err.log
index 103771f4c73..82a8b9d897c 100644
--- a/reports/gov/hud/housing-assistance.err.log
+++ b/reports/gov/hud/housing-assistance.err.log
@@ -42,22 +42,15 @@ print(
 
 ---------------------------------------------------------------------------
 ValueError                                Traceback (most recent call last)
-File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py:549, in SimulationBuilder.init_variable_values(self, entity, instance_object, instance_id)
-    548 try:
---> 549     entity.check_variable_defined_for_entity(variable_name)
-    550 except (
-    551     ValueError
-    552 ) as e:  # The variable is defined for another entity
-
-File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/entities/entity.py:52, in Entity.check_variable_defined_for_entity(self, variable_name)
-     40 message = os.linesep.join(
-     41     [
-     42         "You tried to compute the variable '{0}' for the entity '{1}';".format(
-   (...)
-     50     ]
-     51 )
----> 52 raise ValueError(message)
-
+/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py in init_variable_values(self, entity, instance_object, instance_id)
+    548             try:
+--> 549                 entity.check_variable_defined_for_entity(variable_name)
+    550             except (
+
+/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/entities/entity.py in check_variable_defined_for_entity(self, variable_name)
+     51             )
+---> 52             raise ValueError(message)
+
 ValueError: You tried to compute the variable 'ami' for the entity 'spm_units';
 however the variable 'ami' is defined for 'households'.
 Learn more about entities in our documentation:
@@ -66,103 +59,60 @@ Learn more about entities in our documentation:
 During handling of the above exception, another exception occurred:
 
 SituationParsingError                     Traceback (most recent call last)
-Cell In[1], line 21
-      6 sim_emp.add_person(name="person", employment_income=2000 * 12)
-      7 sim_emp.add_spm_unit(
-      8     name="spm_unit",
-      9     members=["person"],
-   (...)
-     16     pha_payment_standard=2748 * 12,
-     17 )
-     19 print(
-     20     "Housing assistance: ",
----> 21     round(sim_emp.calc("housing_assistance")[0] / 12),
-     22 )
-
-File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/individual_sim.py:240, in IndividualSim.calc(self, var, period, target, index, map_to, reform)
-    227 """Calculates the value of a variable, executing any required formulas.
-    228 
-    229 Args:
-   (...)
-    237     np.array: The resulting values.
-    238 """
-    239 if not hasattr(self, "simulation"):
---> 240     self.build()
-    242 if self.parametric_vary and reform is None:
-    243     results = [
-    244         self.calc(
-    245             var,
-   (...)
-    252         for reform in self.parametric_reforms
-    253     ]
-
-File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/individual_sim.py:88, in IndividualSim.build(self)
-     84             self.situation_data[entity_metadata.plural][entity][
-     85                 default_role.plural
-     86             ] = members
-     87     # Add missing entities with specified default roles
----> 88 self.simulation = Simulation(
-     89     tax_benefit_system=self.system,
-     90     situation=self.situation_data,
-     91     reform=self.reform,
-     92 )
-     93 self.simulation.trace = True
-     94 self.sim = self.simulation
-
-File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation.py:139, in Simulation.__init__(self, tax_benefit_system, populations, situation, dataset, reform, trace)
-    137     builder = SimulationBuilder()
-    138     builder.default_period = self.default_input_period
---> 139     builder.build_from_dict(self.tax_benefit_system, situation, self)
-    140     self.has_axes = builder.has_axes
-    142 if populations is not None:
-
-File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py:86, in SimulationBuilder.build_from_dict(self, tax_benefit_system, input_dict, simulation)
-     79 input_dict = self.explicit_singular_entities(
-     80     tax_benefit_system, input_dict
-     81 )
-     82 if any(
-     83     key in tax_benefit_system.entities_plural()
-     84     for key in input_dict.keys()
-     85 ):
----> 86     simulation = self.build_from_entities(
-     87         tax_benefit_system, input_dict, simulation
-     88     )
-     89 else:
-     90     simulation = self.build_from_variables(
-     91         tax_benefit_system, input_dict, simulation
-     92     )
-
-File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py:176, in SimulationBuilder.build_from_entities(self, tax_benefit_system, input_dict, simulation)
-    174 instances_json = input_dict.get(entity_class.plural)
-    175 if instances_json is not None:
---> 176     self.add_group_entity(
-    177         self.persons_plural,
-    178         persons_ids,
-    179         entity_class,
-    180         instances_json,
-    181     )
-    182 else:
-    183     self.add_default_group_entity(persons_ids, entity_class)
-
-File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py:485, in SimulationBuilder.add_group_entity(self, persons_plural, persons_ids, entity, instances_json)
-    478             person_role = (
-    479                 role.subroles[index_within_role]
-    480                 if role.subroles
-    481                 else role
-    482             )
-    483             self.roles[entity.plural][person_index] = person_role
---> 485     self.init_variable_values(entity, variables_json, instance_id)
-    487 if persons_to_allocate:
-    488     entity_ids = entity_ids + list(persons_to_allocate)
-
-File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py:553, in SimulationBuilder.init_variable_values(self, entity, instance_object, instance_id)
-    549     entity.check_variable_defined_for_entity(variable_name)
-    550 except (
-    551     ValueError
-    552 ) as e:  # The variable is defined for another entity
---> 553     raise SituationParsingError(path_in_json, e.args[0])
-    554 except VariableNotFoundError as e:  # The variable doesn't exist
-    555     raise SituationParsingError(path_in_json, str(e), code=404)
+/tmp/ipykernel_2479/768002617.py in <cell line: 19>()
+     19 print(
+     20     "Housing assistance: ",
+---> 21     round(sim_emp.calc("housing_assistance")[0] / 12),
+     22 )
+
+/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/individual_sim.py in calc(self, var, period, target, index, map_to, reform)
+    238         """
+    239         if not hasattr(self, "simulation"):
+--> 240             self.build()
+    241 
+    242         if self.parametric_vary and reform is None:
+
+/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/individual_sim.py in build(self)
+     86                     ] = members
+     87             # Add missing entities with specified default roles
+---> 88         self.simulation = Simulation(
+     89             tax_benefit_system=self.system,
+     90             situation=self.situation_data,
+
+/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation.py in __init__(self, tax_benefit_system, populations, situation, dataset, reform, trace)
+    140             builder = SimulationBuilder()
+    141             builder.default_period = self.default_input_period
+--> 142             builder.build_from_dict(self.tax_benefit_system, situation, self)
+    143             self.has_axes = builder.has_axes
+    144 
+
+/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py in build_from_dict(self, tax_benefit_system, input_dict, simulation)
+     84             for key in input_dict.keys()
+     85         ):
+---> 86             simulation = self.build_from_entities(
+     87                 tax_benefit_system, input_dict, simulation
+     88             )
+
+/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py in build_from_entities(self, tax_benefit_system, input_dict, simulation)
+    174             instances_json = input_dict.get(entity_class.plural)
+    175             if instances_json is not None:
+--> 176                 self.add_group_entity(
+    177                     self.persons_plural,
+    178                     persons_ids,
+
+/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py in add_group_entity(self, persons_plural, persons_ids, entity, instances_json)
+    483                     self.roles[entity.plural][person_index] = person_role
+    484 
+--> 485             self.init_variable_values(entity, variables_json, instance_id)
+    486 
+    487         if persons_to_allocate:
+
+/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/simulation_builder.py in init_variable_values(self, entity, instance_object, instance_id)
+    551                 ValueError
+    552             ) as e:  # The variable is defined for another entity
+--> 553                 raise SituationParsingError(path_in_json, e.args[0])
+    554             except VariableNotFoundError as e:  # The variable doesn't exist
+    555                 raise SituationParsingError(path_in_json, str(e), code=404)
 
 SituationParsingError: {'spm_units': {'spm_unit': {'ami': "You tried to compute the variable 'ami' for the entity 'spm_units'; however the variable 'ami' is defined for 'households'. Learn more about entities in our documentation: <https://openfisca.org/doc/coding-the-legislation/50_entities.html>."}}}
 
diff --git a/reports/gov/irs/credits/cdcc.err.log b/reports/gov/irs/credits/cdcc.err.log
index 73c3c8e0e36..b1280ee0400 100644
--- a/reports/gov/irs/credits/cdcc.err.log
+++ b/reports/gov/irs/credits/cdcc.err.log
@@ -25,18 +25,19 @@ sim.calc("cdcc", period=2022).sum() / 1e6
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-Cell In[3], line 3
-      1 from policyengine_us import Microsimulation
-----> 3 sim = Microsimulation(dataset_year=2020)
-      5 sim.calc("cdcc", period=2022).sum() / 1e6
+/tmp/ipykernel_2542/2737119704.py in <cell line: 3>()
+      1 from policyengine_us import Microsimulation
+      2 
+----> 3 sim = Microsimulation(dataset_year=2020)
+      4 
+      5 sim.calc("cdcc", period=2022).sum() / 1e6
 
-File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115, in Microsimulation.__init__(self, *args, **kwargs)
-    114 def __init__(self, *args, **kwargs):
---> 115     super().__init__(*args, **kwargs)
-    117     reform = create_structural_reforms_from_parameters(
-    118         self.tax_benefit_system.parameters, year_start
-    119     )
-    120     if reform is not None:
+~/work/policyengine-us/policyengine-us/policyengine_us/system.py in __init__(self, *args, **kwargs)
+    113 
+    114     def __init__(self, *args, **kwargs):
+--> 115         super().__init__(*args, **kwargs)
+    116 
+    117         reform = create_structural_reforms_from_parameters(
 
 TypeError: __init__() got an unexpected keyword argument 'dataset_year'
 
diff --git a/reports/gov/irs/credits/ctc.err.log b/reports/gov/irs/credits/ctc.err.log
index 4fc7dfdcbaa..ed0ba1b7c42 100644
--- a/reports/gov/irs/credits/ctc.err.log
+++ b/reports/gov/irs/credits/ctc.err.log
@@ -26,26 +26,19 @@ variable_summary("ctc")
 
 ---------------------------------------------------------------------------
 ImportError                               Traceback (most recent call last)
-Cell In[1], line 1
-----> 1 from policyengine_us.tools.documentation import (
-      2     variable_summary,
-      3     variation_chart,
+/tmp/ipykernel_2644/1205684428.py in <cell line: 1>()
+----> 1 from policyengine_us.tools.documentation import (
+      2     variable_summary,
+      3     variation_chart,
       4 )
-      6 variable_summary("ctc")
+      5 
 
-File ~/work/policyengine-us/policyengine-us/policyengine_us/tools/documentation.py:9
-      6 warnings.filterwarnings("ignore")
-      8 from policyengine_core.enums import Enum
-----> 9 from policyengine_core.charts import (
-     10     LIGHTER_BLUE,
-     11     LIGHT_BLUE,
-     12     BLUE,
-     13     DARK_BLUE,
-     14     format_fig,
-     15     display_fig,
-     16 )
-     17 from policyengine_us.system import system
-     18 from policyengine_us import Simulation
+~/work/policyengine-us/policyengine-us/policyengine_us/tools/documentation.py in <module>
+      7 
+      8 from policyengine_core.enums import Enum
+----> 9 from policyengine_core.charts import (
+     10     LIGHTER_BLUE,
+     11     LIGHT_BLUE,
 
 ImportError: cannot import name 'LIGHTER_BLUE' from 'policyengine_core.charts' (/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/charts/__init__.py)
 
diff --git a/reports/gov/states/de/tax/income/index.err.log b/reports/gov/states/de/tax/income/index.err.log
index b01e981b51d..d2e3e99b72c 100644
--- a/reports/gov/states/de/tax/income/index.err.log
+++ b/reports/gov/states/de/tax/income/index.err.log
@@ -40,67 +40,40 @@ fig.show()
 
 ---------------------------------------------------------------------------
 ValueError                                Traceback (most recent call last)
-Cell In[5], line 1
-----> 1 fig = px.line(
-      2     df,
-      3     "employment_income",
-      4     "ma_limited_income_tax_credit",
-      5     color="children",
-      6     animation_frame="adults",
-      7     labels=LABELS,
-      8     title="Massachusetts Limited Income Credit",
-      9     color_discrete_map=COLOR_MAP,
-     10 )
-     11 fig.update_layout(
-     12     xaxis_tickformat="$,",
-     13     yaxis_tickformat="$,",
-   (...)
-     17     yaxis_gridcolor=LIGHT_GRAY,
-     18 )
-     19 set_bounds(fig, df.employment_income, df.ma_limited_income_tax_credit)
+/tmp/ipykernel_2989/1981194212.py in <cell line: 1>()
+----> 1 fig = px.line(
+      2     df,
+      3     "employment_income",
+      4     "ma_limited_income_tax_credit",
+      5     color="children",
 
-File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/plotly/express/_chart_types.py:264, in line(data_frame, x, y, line_group, color, line_dash, symbol, hover_name, hover_data, custom_data, text, facet_row, facet_col, facet_col_wrap, facet_row_spacing, facet_col_spacing, error_x, error_x_minus, error_y, error_y_minus, animation_frame, animation_group, category_orders, labels, orientation, color_discrete_sequence, color_discrete_map, line_dash_sequence, line_dash_map, symbol_sequence, symbol_map, markers, log_x, log_y, range_x, range_y, line_shape, render_mode, title, template, width, height)
-    216 def line(
-    217     data_frame=None,
-    218     x=None,
-   (...)
-    258     height=None,
-    259 ) -> go.Figure:
-    260     """
-    261     In a 2D line plot, each row of `data_frame` is represented as vertex of
-    262     a polyline mark in 2D space.
-    263     """
---> 264     return make_figure(args=locals(), constructor=go.Scatter)
+/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/plotly/express/_chart_types.py in line(data_frame, x, y, line_group, color, line_dash, symbol, hover_name, hover_data, custom_data, text, facet_row, facet_col, facet_col_wrap, facet_row_spacing, facet_col_spacing, error_x, error_x_minus, error_y, error_y_minus, animation_frame, animation_group, category_orders, labels, orientation, color_discrete_sequence, color_discrete_map, line_dash_sequence, line_dash_map, symbol_sequence, symbol_map, markers, log_x, log_y, range_x, range_y, line_shape, render_mode, title, template, width, height)
+    262     a polyline mark in 2D space.
+    263     """
+--> 264     return make_figure(args=locals(), constructor=go.Scatter)
+    265 
+    266 
 
-File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/plotly/express/_core.py:2090, in make_figure(args, constructor, trace_patch, layout_patch)
-   2087 layout_patch = layout_patch or {}
-   2088 apply_default_cascade(args)
--> 2090 args = build_dataframe(args, constructor)
-   2091 if constructor in [go.Treemap, go.Sunburst, go.Icicle] and args["path"] is not None:
-   2092     args = process_dataframe_hierarchy(args)
+/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/plotly/express/_core.py in make_figure(args, constructor, trace_patch, layout_patch)
+   2088     apply_default_cascade(args)
+   2089 
+-> 2090     args = build_dataframe(args, constructor)
+   2091     if constructor in [go.Treemap, go.Sunburst, go.Icicle] and args["path"] is not None:
+   2092         args = process_dataframe_hierarchy(args)
 
-File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/plotly/express/_core.py:1492, in build_dataframe(args, constructor)
-   1489     args["color"] = None
-   1490 # now that things have been prepped, we do the systematic rewriting of `args`
--> 1492 df_output, wide_id_vars = process_args_into_dataframe(
-   1493     args, wide_mode, var_name, value_name
-   1494 )
-   1496 # now that `df_output` exists and `args` contains only references, we complete
-   1497 # the special-case and wide-mode handling by further rewriting args and/or mutating
-   1498 # df_output
-   1500 count_name = _escape_col_name(df_output, "count", [var_name, value_name])
+/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/plotly/express/_core.py in build_dataframe(args, constructor)
+   1490     # now that things have been prepped, we do the systematic rewriting of `args`
+   1491 
+-> 1492     df_output, wide_id_vars = process_args_into_dataframe(
+   1493         args, wide_mode, var_name, value_name
+   1494     )
 
-File /opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/plotly/express/_core.py:1213, in process_args_into_dataframe(args, wide_mode, var_name, value_name)
-   1211         if argument == "index":
-   1212             err_msg += "\n To use the index, pass it in directly as `df.index`."
--> 1213         raise ValueError(err_msg)
-   1214 elif length and len(df_input[argument]) != length:
-   1215     raise ValueError(
-   1216         "All arguments should have the same length. "
-   1217         "The length of column argument `df[%s]` is %d, whereas the "
-   (...)
-   1224         )
-   1225     )
+/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/plotly/express/_core.py in process_args_into_dataframe(args, wide_mode, var_name, value_name)
+   1211                         if argument == "index":
+   1212                             err_msg += "\n To use the index, pass it in directly as `df.index`."
+-> 1213                         raise ValueError(err_msg)
+   1214                 elif length and len(df_input[argument]) != length:
+   1215                     raise ValueError(
 
 ValueError: Value of 'y' is not the name of a column in 'data_frame'. Expected one of ['employment_income', 'de_income_tax', 'de_eitc', 'de_refundable_eitc', 'de_non_refundable_eitc', 'mtr', 'adults', 'children'] but received: ma_limited_income_tax_credit
 
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 f8461f4743b..274faf25b17 100644
--- a/reports/gov/states/md/tax/income/credits/cdcc.err.log
+++ b/reports/gov/states/md/tax/income/credits/cdcc.err.log
@@ -25,18 +25,19 @@ sim.calc("md_cdcc", period=2022).sum() / 1e6
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-Cell In[3], line 3
-      1 from policyengine_us import Microsimulation
-----> 3 sim = Microsimulation(dataset_year=2020)
-      5 sim.calc("md_cdcc", period=2022).sum() / 1e6
+/tmp/ipykernel_3133/2304202970.py in <cell line: 3>()
+      1 from policyengine_us import Microsimulation
+      2 
+----> 3 sim = Microsimulation(dataset_year=2020)
+      4 
+      5 sim.calc("md_cdcc", period=2022).sum() / 1e6
 
-File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115, in Microsimulation.__init__(self, *args, **kwargs)
-    114 def __init__(self, *args, **kwargs):
---> 115     super().__init__(*args, **kwargs)
-    117     reform = create_structural_reforms_from_parameters(
-    118         self.tax_benefit_system.parameters, year_start
-    119     )
-    120     if reform is not None:
+~/work/policyengine-us/policyengine-us/policyengine_us/system.py in __init__(self, *args, **kwargs)
+    113 
+    114     def __init__(self, *args, **kwargs):
+--> 115         super().__init__(*args, **kwargs)
+    116 
+    117         reform = create_structural_reforms_from_parameters(
 
 TypeError: __init__() got an unexpected keyword argument 'dataset_year'
 
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 7579ff52962..6cb9350074d 100644
--- a/reports/gov/states/md/tax/income/credits/ctc.err.log
+++ b/reports/gov/states/md/tax/income/credits/ctc.err.log
@@ -25,18 +25,19 @@ sim.calc("md_ctc", period=2022).sum() / 1e6
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-Cell In[2], line 3
-      1 from policyengine_us import Microsimulation
-----> 3 sim = Microsimulation(dataset_year=2020)
-      5 sim.calc("md_ctc", period=2022).sum() / 1e6
+/tmp/ipykernel_3170/2916062418.py in <cell line: 3>()
+      1 from policyengine_us import Microsimulation
+      2 
+----> 3 sim = Microsimulation(dataset_year=2020)
+      4 
+      5 sim.calc("md_ctc", period=2022).sum() / 1e6
 
-File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115, in Microsimulation.__init__(self, *args, **kwargs)
-    114 def __init__(self, *args, **kwargs):
---> 115     super().__init__(*args, **kwargs)
-    117     reform = create_structural_reforms_from_parameters(
-    118         self.tax_benefit_system.parameters, year_start
-    119     )
-    120     if reform is not None:
+~/work/policyengine-us/policyengine-us/policyengine_us/system.py in __init__(self, *args, **kwargs)
+    113 
+    114     def __init__(self, *args, **kwargs):
+--> 115         super().__init__(*args, **kwargs)
+    116 
+    117         reform = create_structural_reforms_from_parameters(
 
 TypeError: __init__() got an unexpected keyword argument 'dataset_year'
 
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 c13bc702451..ee1a5a82da2 100644
--- a/reports/gov/states/md/tax/income/credits/eitc.err.log
+++ b/reports/gov/states/md/tax/income/credits/eitc.err.log
@@ -25,18 +25,19 @@ sim.calc("md_eitc", period=2022).sum() / 1e6
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-Cell In[3], line 3
-      1 from policyengine_us import Microsimulation
-----> 3 sim = Microsimulation(dataset_year=2020)
-      5 sim.calc("md_eitc", period=2022).sum() / 1e6
+/tmp/ipykernel_3206/3217126450.py in <cell line: 3>()
+      1 from policyengine_us import Microsimulation
+      2 
+----> 3 sim = Microsimulation(dataset_year=2020)
+      4 
+      5 sim.calc("md_eitc", period=2022).sum() / 1e6
 
-File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115, in Microsimulation.__init__(self, *args, **kwargs)
-    114 def __init__(self, *args, **kwargs):
---> 115     super().__init__(*args, **kwargs)
-    117     reform = create_structural_reforms_from_parameters(
-    118         self.tax_benefit_system.parameters, year_start
-    119     )
-    120     if reform is not None:
+~/work/policyengine-us/policyengine-us/policyengine_us/system.py in __init__(self, *args, **kwargs)
+    113 
+    114     def __init__(self, *args, **kwargs):
+--> 115         super().__init__(*args, **kwargs)
+    116 
+    117         reform = create_structural_reforms_from_parameters(
 
 TypeError: __init__() got an unexpected keyword argument 'dataset_year'
 
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 c6173a1b185..3fd1e2abe70 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
@@ -25,18 +25,19 @@ sim.calc("md_poverty_line_credit", period=2022).sum() / 1e6
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-Cell In[3], line 3
-      1 from policyengine_us import Microsimulation
-----> 3 sim = Microsimulation(dataset_year=2020)
-      5 sim.calc("md_poverty_line_credit", period=2022).sum() / 1e6
+/tmp/ipykernel_3240/1352975946.py in <cell line: 3>()
+      1 from policyengine_us import Microsimulation
+      2 
+----> 3 sim = Microsimulation(dataset_year=2020)
+      4 
+      5 sim.calc("md_poverty_line_credit", period=2022).sum() / 1e6
 
-File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115, in Microsimulation.__init__(self, *args, **kwargs)
-    114 def __init__(self, *args, **kwargs):
---> 115     super().__init__(*args, **kwargs)
-    117     reform = create_structural_reforms_from_parameters(
-    118         self.tax_benefit_system.parameters, year_start
-    119     )
-    120     if reform is not None:
+~/work/policyengine-us/policyengine-us/policyengine_us/system.py in __init__(self, *args, **kwargs)
+    113 
+    114     def __init__(self, *args, **kwargs):
+--> 115         super().__init__(*args, **kwargs)
+    116 
+    117         reform = create_structural_reforms_from_parameters(
 
 TypeError: __init__() got an unexpected keyword argument 'dataset_year'
 
diff --git a/reports/gov/states/ny/cdcc.err.log b/reports/gov/states/ny/cdcc.err.log
index fa72c02c2ce..670c8703e47 100644
--- a/reports/gov/states/ny/cdcc.err.log
+++ b/reports/gov/states/ny/cdcc.err.log
@@ -62,27 +62,24 @@ budgetary_impacts("ny_cdcc")
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-Cell In[3], line 42
-     38     budgetary_impact = neutralized_net_income - baseline_net_income
-     39     return round(program_value / 1e6), round(budgetary_impact / 1e6)
----> 42 budgetary_impacts("ny_cdcc")
+/tmp/ipykernel_3471/1673998826.py in <cell line: 42>()
+     40 
+     41 
+---> 42 budgetary_impacts("ny_cdcc")
+
+/tmp/ipykernel_3471/1673998826.py in budgetary_impacts(variable, data_year, policy_year)
+     25             self.neutralize_variable(variable)
+     26 
+---> 27     sim = Microsimulation(ignore_reported, year=data_year)
+     28     sim_neutralized = Microsimulation(
+     29         (ignore_reported, neutralize), year=data_year
 
-Cell In[3], line 27, in budgetary_impacts(variable, data_year, policy_year)
-     24     def apply(self):
-     25         self.neutralize_variable(variable)
----> 27 sim = Microsimulation(ignore_reported, year=data_year)
-     28 sim_neutralized = Microsimulation(
-     29     (ignore_reported, neutralize), year=data_year
-     30 )
-     31 program_value = sim.calc(variable, period=policy_year).sum()
-
-File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115, in Microsimulation.__init__(self, *args, **kwargs)
-    114 def __init__(self, *args, **kwargs):
---> 115     super().__init__(*args, **kwargs)
-    117     reform = create_structural_reforms_from_parameters(
-    118         self.tax_benefit_system.parameters, year_start
-    119     )
-    120     if reform is not None:
+~/work/policyengine-us/policyengine-us/policyengine_us/system.py in __init__(self, *args, **kwargs)
+    113 
+    114     def __init__(self, *args, **kwargs):
+--> 115         super().__init__(*args, **kwargs)
+    116 
+    117         reform = create_structural_reforms_from_parameters(
 
 TypeError: __init__() got an unexpected keyword argument 'year'
 
diff --git a/reports/gov/states/ny/ctc.err.log b/reports/gov/states/ny/ctc.err.log
index b4b7dfe2cff..eace6549360 100644
--- a/reports/gov/states/ny/ctc.err.log
+++ b/reports/gov/states/ny/ctc.err.log
@@ -62,27 +62,24 @@ budgetary_impacts("ny_ctc")
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-Cell In[3], line 42
-     38     budgetary_impact = neutralized_net_income - baseline_net_income
-     39     return round(program_value / 1e6), round(budgetary_impact / 1e6)
----> 42 budgetary_impacts("ny_ctc")
+/tmp/ipykernel_3504/3501312425.py in <cell line: 42>()
+     40 
+     41 
+---> 42 budgetary_impacts("ny_ctc")
+
+/tmp/ipykernel_3504/3501312425.py in budgetary_impacts(variable, data_year, policy_year)
+     25             self.neutralize_variable(variable)
+     26 
+---> 27     sim = Microsimulation(ignore_reported, year=data_year)
+     28     sim_neutralized = Microsimulation(
+     29         (ignore_reported, neutralize), year=data_year
 
-Cell In[3], line 27, in budgetary_impacts(variable, data_year, policy_year)
-     24     def apply(self):
-     25         self.neutralize_variable(variable)
----> 27 sim = Microsimulation(ignore_reported, year=data_year)
-     28 sim_neutralized = Microsimulation(
-     29     (ignore_reported, neutralize), year=data_year
-     30 )
-     31 program_value = sim.calc(variable, period=policy_year).sum()
-
-File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115, in Microsimulation.__init__(self, *args, **kwargs)
-    114 def __init__(self, *args, **kwargs):
---> 115     super().__init__(*args, **kwargs)
-    117     reform = create_structural_reforms_from_parameters(
-    118         self.tax_benefit_system.parameters, year_start
-    119     )
-    120     if reform is not None:
+~/work/policyengine-us/policyengine-us/policyengine_us/system.py in __init__(self, *args, **kwargs)
+    113 
+    114     def __init__(self, *args, **kwargs):
+--> 115         super().__init__(*args, **kwargs)
+    116 
+    117         reform = create_structural_reforms_from_parameters(
 
 TypeError: __init__() got an unexpected keyword argument 'year'
 
diff --git a/reports/gov/states/ny/eitc.err.log b/reports/gov/states/ny/eitc.err.log
index ef63813b31f..7c238cff340 100644
--- a/reports/gov/states/ny/eitc.err.log
+++ b/reports/gov/states/ny/eitc.err.log
@@ -62,27 +62,24 @@ budgetary_impacts("ny_eitc")
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-Cell In[3], line 42
-     38     budgetary_impact = neutralized_net_income - baseline_net_income
-     39     return round(program_value / 1e6), round(budgetary_impact / 1e6)
----> 42 budgetary_impacts("ny_eitc")
+/tmp/ipykernel_3545/1540646120.py in <cell line: 42>()
+     40 
+     41 
+---> 42 budgetary_impacts("ny_eitc")
+
+/tmp/ipykernel_3545/1540646120.py in budgetary_impacts(variable, data_year, policy_year)
+     25             self.neutralize_variable(variable)
+     26 
+---> 27     sim = Microsimulation(ignore_reported, year=data_year)
+     28     sim_neutralized = Microsimulation(
+     29         (ignore_reported, neutralize), year=data_year
 
-Cell In[3], line 27, in budgetary_impacts(variable, data_year, policy_year)
-     24     def apply(self):
-     25         self.neutralize_variable(variable)
----> 27 sim = Microsimulation(ignore_reported, year=data_year)
-     28 sim_neutralized = Microsimulation(
-     29     (ignore_reported, neutralize), year=data_year
-     30 )
-     31 program_value = sim.calc(variable, period=policy_year).sum()
-
-File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115, in Microsimulation.__init__(self, *args, **kwargs)
-    114 def __init__(self, *args, **kwargs):
---> 115     super().__init__(*args, **kwargs)
-    117     reform = create_structural_reforms_from_parameters(
-    118         self.tax_benefit_system.parameters, year_start
-    119     )
-    120     if reform is not None:
+~/work/policyengine-us/policyengine-us/policyengine_us/system.py in __init__(self, *args, **kwargs)
+    113 
+    114     def __init__(self, *args, **kwargs):
+--> 115         super().__init__(*args, **kwargs)
+    116 
+    117         reform = create_structural_reforms_from_parameters(
 
 TypeError: __init__() got an unexpected keyword argument 'year'
 
diff --git a/reports/gov/states/pa/tax.err.log b/reports/gov/states/pa/tax.err.log
index 250106c9165..6d74136a34c 100644
--- a/reports/gov/states/pa/tax.err.log
+++ b/reports/gov/states/pa/tax.err.log
@@ -24,18 +24,18 @@ ms = Microsimulation(dataset_year=2020)
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-Cell In[3], line 3
-      1 from policyengine_us import Microsimulation
-----> 3 ms = Microsimulation(dataset_year=2020)
-      4 (ms.calc("pa_income_tax", period=2022).sum() / 1e6).round()
+/tmp/ipykernel_3760/373537429.py in <cell line: 3>()
+      1 from policyengine_us import Microsimulation
+      2 
+----> 3 ms = Microsimulation(dataset_year=2020)
+      4 (ms.calc("pa_income_tax", period=2022).sum() / 1e6).round()
 
-File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115, in Microsimulation.__init__(self, *args, **kwargs)
-    114 def __init__(self, *args, **kwargs):
---> 115     super().__init__(*args, **kwargs)
-    117     reform = create_structural_reforms_from_parameters(
-    118         self.tax_benefit_system.parameters, year_start
-    119     )
-    120     if reform is not None:
+~/work/policyengine-us/policyengine-us/policyengine_us/system.py in __init__(self, *args, **kwargs)
+    113 
+    114     def __init__(self, *args, **kwargs):
+--> 115         super().__init__(*args, **kwargs)
+    116 
+    117         reform = create_structural_reforms_from_parameters(
 
 TypeError: __init__() got an unexpected keyword argument 'dataset_year'
 
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 7106319f564..58a7ebca13c 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
@@ -24,18 +24,18 @@ ms = Microsimulation(dataset_year=2020)
 
 ---------------------------------------------------------------------------
 TypeError                                 Traceback (most recent call last)
-Cell In[3], line 3
-      1 from policyengine_us import Microsimulation
-----> 3 ms = Microsimulation(dataset_year=2020)
-      4 (ms.calc("wa_working_families_tax_credit", period=2022).sum() / 1e6).round()
+/tmp/ipykernel_3833/3570687727.py in <cell line: 3>()
+      1 from policyengine_us import Microsimulation
+      2 
+----> 3 ms = Microsimulation(dataset_year=2020)
+      4 (ms.calc("wa_working_families_tax_credit", period=2022).sum() / 1e6).round()
 
-File ~/work/policyengine-us/policyengine-us/policyengine_us/system.py:115, in Microsimulation.__init__(self, *args, **kwargs)
-    114 def __init__(self, *args, **kwargs):
---> 115     super().__init__(*args, **kwargs)
-    117     reform = create_structural_reforms_from_parameters(
-    118         self.tax_benefit_system.parameters, year_start
-    119     )
-    120     if reform is not None:
+~/work/policyengine-us/policyengine-us/policyengine_us/system.py in __init__(self, *args, **kwargs)
+    113 
+    114     def __init__(self, *args, **kwargs):
+--> 115         super().__init__(*args, **kwargs)
+    116 
+    117         reform = create_structural_reforms_from_parameters(
 
 TypeError: __init__() got an unexpected keyword argument 'dataset_year'
 
diff --git a/reports/validation/taxsim.err.log b/reports/validation/taxsim.err.log
index 85d874d6a27..48738b80fd3 100644
--- a/reports/validation/taxsim.err.log
+++ b/reports/validation/taxsim.err.log
@@ -86,11 +86,12 @@ results_df.set_index("Region")
 
 ---------------------------------------------------------------------------
 ImportError                               Traceback (most recent call last)
-Cell In[1], 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
-      4 import numpy as np
+/tmp/ipykernel_4002/2493350769.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
+      4 import numpy as np
+      5 import pandas as pd
 
 ImportError: cannot import name 'CPS' from 'policyengine_us.data.datasets' (/home/runner/work/policyengine-us/policyengine-us/policyengine_us/data/datasets/__init__.py)
 
diff --git a/searchindex.js b/searchindex.js
index 6926d628535..243d667ac0b 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, 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+++ b/usage/speed.html
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 </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 9.2 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 12.2 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 9.3 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 a6797ca5a7e..81a9e4408b9 100644
--- a/validation/taxsim.html
+++ b/validation/taxsim.html
@@ -356,11 +356,12 @@ <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="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">line</span> <span class="mi">2</span>
+<span class="nn">/tmp/ipykernel_4002/2493350769.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>
 <span class="g g-Whitespace">      </span><span class="mi">4</span> <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="g g-Whitespace">      </span><span class="mi">5</span> <span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
 
 <span class="ne">ImportError</span>: cannot import name &#39;CPS&#39; from &#39;policyengine_us.data.datasets&#39; (/home/runner/work/policyengine-us/policyengine-us/policyengine_us/data/datasets/__init__.py)
 </pre></div>