diff --git a/examples/income-sources.html b/examples/income-sources.html
index 89f556ed8..14d6d77bd 100644
--- a/examples/income-sources.html
+++ b/examples/income-sources.html
@@ -348,9 +348,9 @@ <h1>Pensioner income sources<a class="headerlink" href="#pensioner-income-source
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diff --git a/index.html b/index.html
index 8d5f3a7f5..1609af206 100644
--- a/index.html
+++ b/index.html
@@ -296,7 +296,7 @@ <h3>Baseline estimation<a class="headerlink" href="#baseline-estimation" title="
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       <th>EAST_OF_ENGLAND</th>
       <td>6.6</td>
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+      <td>28.5</td>
       <td>6.3</td>
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diff --git a/model/validation.html b/model/validation.html
index d8eca8f2e..e9aac46fb 100644
--- a/model/validation.html
+++ b/model/validation.html
@@ -484,7 +484,7 @@ <h1>Validation<a class="headerlink" href="#validation" title="Permalink to this
 <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">ModuleNotFoundError</span><span class="g g-Whitespace">                       </span>Traceback (most recent call last)
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+<span class="nn">/tmp/ipykernel_2140/1965604937.py</span> in <span class="ni">&lt;cell line: 103&gt;</span><span class="nt">()</span>
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 <span class="g g-Whitespace">    </span><span class="mi">102</span> 
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diff --git a/programs/contrib/ubi-center/carbon-tax.html b/programs/contrib/ubi-center/carbon-tax.html
index 8dc46821b..8dc24091e 100644
--- a/programs/contrib/ubi-center/carbon-tax.html
+++ b/programs/contrib/ubi-center/carbon-tax.html
@@ -337,9 +337,9 @@ <h3>Appendix: Carbon intensities<a class="headerlink" href="#appendix-carbon-int
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diff --git a/programs/gov/dcms/bbc/tv-licence.html b/programs/gov/dcms/bbc/tv-licence.html
index 4ee0d7094..e13dca45b 100644
--- a/programs/gov/dcms/bbc/tv-licence.html
+++ b/programs/gov/dcms/bbc/tv-licence.html
@@ -453,15 +453,15 @@ <h2>Microsimulation<a class="headerlink" href="#microsimulation" title="Permalin
 <div class="cell_output docutils container">
 <div class="output text_html"><style type="text/css">
 </style>
-<table id="T_ba9af">
+<table id="T_33251">
   <thead>
     <tr>
       <th class="blank" >&nbsp;</th>
       <th class="blank" >&nbsp;</th>
       <th class="blank level0" >&nbsp;</th>
-      <th id="T_ba9af_level0_col0" class="col_heading level0 col0" >Change against current</th>
-      <th id="T_ba9af_level0_col1" class="col_heading level0 col1" >Tax revenues impact (£m)</th>
-      <th id="T_ba9af_level0_col2" class="col_heading level0 col2" >Reference</th>
+      <th id="T_33251_level0_col0" class="col_heading level0 col0" >Change against current</th>
+      <th id="T_33251_level0_col1" class="col_heading level0 col1" >Tax revenues impact (£m)</th>
+      <th id="T_33251_level0_col2" class="col_heading level0 col2" >Reference</th>
     </tr>
     <tr>
       <th class="index_name level0" >Reformed policy</th>
@@ -474,118 +474,118 @@ <h2>Microsimulation<a class="headerlink" href="#microsimulation" title="Permalin
   </thead>
   <tbody>
     <tr>
-      <th id="T_ba9af_level0_row0" class="row_heading level0 row0" rowspan="4">Aged discount</th>
-      <th id="T_ba9af_level1_row0" class="row_heading level1 row0" rowspan="4">100%</th>
-      <th id="T_ba9af_level2_row0" class="row_heading level2 row0" >0%</th>
-      <td id="T_ba9af_row0_col0" class="data row0 col0" >-100%</td>
-      <td id="T_ba9af_row0_col1" class="data row0 col1" >91.7</td>
-      <td id="T_ba9af_row0_col2" class="data row0 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27903&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing aged discount to 0%</a></td>
+      <th id="T_33251_level0_row0" class="row_heading level0 row0" rowspan="4">Aged discount</th>
+      <th id="T_33251_level1_row0" class="row_heading level1 row0" rowspan="4">100%</th>
+      <th id="T_33251_level2_row0" class="row_heading level2 row0" >0%</th>
+      <td id="T_33251_row0_col0" class="data row0 col0" >-100%</td>
+      <td id="T_33251_row0_col1" class="data row0 col1" >91.7</td>
+      <td id="T_33251_row0_col2" class="data row0 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27903&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing aged discount to 0%</a></td>
     </tr>
     <tr>
-      <th id="T_ba9af_level2_row1" class="row_heading level2 row1" >25%</th>
-      <td id="T_ba9af_row1_col0" class="data row1 col0" >-75%</td>
-      <td id="T_ba9af_row1_col1" class="data row1 col1" >68.8</td>
-      <td id="T_ba9af_row1_col2" class="data row1 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27083&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing aged discount to 25%</a></td>
+      <th id="T_33251_level2_row1" class="row_heading level2 row1" >25%</th>
+      <td id="T_33251_row1_col0" class="data row1 col0" >-75%</td>
+      <td id="T_33251_row1_col1" class="data row1 col1" >68.8</td>
+      <td id="T_33251_row1_col2" class="data row1 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27083&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing aged discount to 25%</a></td>
     </tr>
     <tr>
-      <th id="T_ba9af_level2_row2" class="row_heading level2 row2" >50%</th>
-      <td id="T_ba9af_row2_col0" class="data row2 col0" >-50%</td>
-      <td id="T_ba9af_row2_col1" class="data row2 col1" >45.9</td>
-      <td id="T_ba9af_row2_col2" class="data row2 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=19090&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing aged discount to 50%</a></td>
+      <th id="T_33251_level2_row2" class="row_heading level2 row2" >50%</th>
+      <td id="T_33251_row2_col0" class="data row2 col0" >-50%</td>
+      <td id="T_33251_row2_col1" class="data row2 col1" >45.9</td>
+      <td id="T_33251_row2_col2" class="data row2 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=19090&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing aged discount to 50%</a></td>
     </tr>
     <tr>
-      <th id="T_ba9af_level2_row3" class="row_heading level2 row3" >75%</th>
-      <td id="T_ba9af_row3_col0" class="data row3 col0" >-25%</td>
-      <td id="T_ba9af_row3_col1" class="data row3 col1" >22.9</td>
-      <td id="T_ba9af_row3_col2" class="data row3 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27909&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing aged discount to 75%</a></td>
+      <th id="T_33251_level2_row3" class="row_heading level2 row3" >75%</th>
+      <td id="T_33251_row3_col0" class="data row3 col0" >-25%</td>
+      <td id="T_33251_row3_col1" class="data row3 col1" >22.9</td>
+      <td id="T_33251_row3_col2" class="data row3 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27909&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing aged discount to 75%</a></td>
     </tr>
     <tr>
-      <th id="T_ba9af_level0_row4" class="row_heading level0 row4" rowspan="10">Minimum age</th>
-      <th id="T_ba9af_level1_row4" class="row_heading level1 row4" rowspan="10">75</th>
-      <th id="T_ba9af_level2_row4" class="row_heading level2 row4" >70</th>
-      <td id="T_ba9af_row4_col0" class="data row4 col0" >-5</td>
-      <td id="T_ba9af_row4_col1" class="data row4 col1" >-19.6</td>
-      <td id="T_ba9af_row4_col2" class="data row4 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27932&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 70</a></td>
+      <th id="T_33251_level0_row4" class="row_heading level0 row4" rowspan="10">Minimum age</th>
+      <th id="T_33251_level1_row4" class="row_heading level1 row4" rowspan="10">75</th>
+      <th id="T_33251_level2_row4" class="row_heading level2 row4" >70</th>
+      <td id="T_33251_row4_col0" class="data row4 col0" >-5</td>
+      <td id="T_33251_row4_col1" class="data row4 col1" >-19.6</td>
+      <td id="T_33251_row4_col2" class="data row4 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27932&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 70</a></td>
     </tr>
     <tr>
-      <th id="T_ba9af_level2_row5" class="row_heading level2 row5" >71</th>
-      <td id="T_ba9af_row5_col0" class="data row5 col0" >-4</td>
-      <td id="T_ba9af_row5_col1" class="data row5 col1" >-11.4</td>
-      <td id="T_ba9af_row5_col2" class="data row5 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27939&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 71</a></td>
+      <th id="T_33251_level2_row5" class="row_heading level2 row5" >71</th>
+      <td id="T_33251_row5_col0" class="data row5 col0" >-4</td>
+      <td id="T_33251_row5_col1" class="data row5 col1" >-11.4</td>
+      <td id="T_33251_row5_col2" class="data row5 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27939&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 71</a></td>
     </tr>
     <tr>
-      <th id="T_ba9af_level2_row6" class="row_heading level2 row6" >72</th>
-      <td id="T_ba9af_row6_col0" class="data row6 col0" >-3</td>
-      <td id="T_ba9af_row6_col1" class="data row6 col1" >-7.7</td>
-      <td id="T_ba9af_row6_col2" class="data row6 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27941&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 72</a></td>
+      <th id="T_33251_level2_row6" class="row_heading level2 row6" >72</th>
+      <td id="T_33251_row6_col0" class="data row6 col0" >-3</td>
+      <td id="T_33251_row6_col1" class="data row6 col1" >-7.7</td>
+      <td id="T_33251_row6_col2" class="data row6 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27941&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 72</a></td>
     </tr>
     <tr>
-      <th id="T_ba9af_level2_row7" class="row_heading level2 row7" >73</th>
-      <td id="T_ba9af_row7_col0" class="data row7 col0" >-2</td>
-      <td id="T_ba9af_row7_col1" class="data row7 col1" >-2.4</td>
-      <td id="T_ba9af_row7_col2" class="data row7 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27944&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 73</a></td>
+      <th id="T_33251_level2_row7" class="row_heading level2 row7" >73</th>
+      <td id="T_33251_row7_col0" class="data row7 col0" >-2</td>
+      <td id="T_33251_row7_col1" class="data row7 col1" >-2.4</td>
+      <td id="T_33251_row7_col2" class="data row7 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27944&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 73</a></td>
     </tr>
     <tr>
-      <th id="T_ba9af_level2_row8" class="row_heading level2 row8" >74</th>
-      <td id="T_ba9af_row8_col0" class="data row8 col0" >-1</td>
-      <td id="T_ba9af_row8_col1" class="data row8 col1" >-1.5</td>
-      <td id="T_ba9af_row8_col2" class="data row8 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27947&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 74</a></td>
+      <th id="T_33251_level2_row8" class="row_heading level2 row8" >74</th>
+      <td id="T_33251_row8_col0" class="data row8 col0" >-1</td>
+      <td id="T_33251_row8_col1" class="data row8 col1" >-1.5</td>
+      <td id="T_33251_row8_col2" class="data row8 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27947&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 74</a></td>
     </tr>
     <tr>
-      <th id="T_ba9af_level2_row9" class="row_heading level2 row9" >76</th>
-      <td id="T_ba9af_row9_col0" class="data row9 col0" >1</td>
-      <td id="T_ba9af_row9_col1" class="data row9 col1" >1.3</td>
-      <td id="T_ba9af_row9_col2" class="data row9 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27949&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 76</a></td>
+      <th id="T_33251_level2_row9" class="row_heading level2 row9" >76</th>
+      <td id="T_33251_row9_col0" class="data row9 col0" >1</td>
+      <td id="T_33251_row9_col1" class="data row9 col1" >1.3</td>
+      <td id="T_33251_row9_col2" class="data row9 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27949&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 76</a></td>
     </tr>
     <tr>
-      <th id="T_ba9af_level2_row10" class="row_heading level2 row10" >77</th>
-      <td id="T_ba9af_row10_col0" class="data row10 col0" >2</td>
-      <td id="T_ba9af_row10_col1" class="data row10 col1" >2.2</td>
-      <td id="T_ba9af_row10_col2" class="data row10 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27951&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 77</a></td>
+      <th id="T_33251_level2_row10" class="row_heading level2 row10" >77</th>
+      <td id="T_33251_row10_col0" class="data row10 col0" >2</td>
+      <td id="T_33251_row10_col1" class="data row10 col1" >2.2</td>
+      <td id="T_33251_row10_col2" class="data row10 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27951&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 77</a></td>
     </tr>
     <tr>
-      <th id="T_ba9af_level2_row11" class="row_heading level2 row11" >78</th>
-      <td id="T_ba9af_row11_col0" class="data row11 col0" >3</td>
-      <td id="T_ba9af_row11_col1" class="data row11 col1" >3.7</td>
-      <td id="T_ba9af_row11_col2" class="data row11 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27953&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 78</a></td>
+      <th id="T_33251_level2_row11" class="row_heading level2 row11" >78</th>
+      <td id="T_33251_row11_col0" class="data row11 col0" >3</td>
+      <td id="T_33251_row11_col1" class="data row11 col1" >3.7</td>
+      <td id="T_33251_row11_col2" class="data row11 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27953&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 78</a></td>
     </tr>
     <tr>
-      <th id="T_ba9af_level2_row12" class="row_heading level2 row12" >79</th>
-      <td id="T_ba9af_row12_col0" class="data row12 col0" >4</td>
-      <td id="T_ba9af_row12_col1" class="data row12 col1" >7.1</td>
-      <td id="T_ba9af_row12_col2" class="data row12 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27955&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 79</a></td>
+      <th id="T_33251_level2_row12" class="row_heading level2 row12" >79</th>
+      <td id="T_33251_row12_col0" class="data row12 col0" >4</td>
+      <td id="T_33251_row12_col1" class="data row12 col1" >7.1</td>
+      <td id="T_33251_row12_col2" class="data row12 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27955&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 79</a></td>
     </tr>
     <tr>
-      <th id="T_ba9af_level2_row13" class="row_heading level2 row13" >80</th>
-      <td id="T_ba9af_row13_col0" class="data row13 col0" >5</td>
-      <td id="T_ba9af_row13_col1" class="data row13 col1" >91.7</td>
-      <td id="T_ba9af_row13_col2" class="data row13 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27960&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 80</a></td>
+      <th id="T_33251_level2_row13" class="row_heading level2 row13" >80</th>
+      <td id="T_33251_row13_col0" class="data row13 col0" >5</td>
+      <td id="T_33251_row13_col1" class="data row13 col1" >91.7</td>
+      <td id="T_33251_row13_col2" class="data row13 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27960&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 80</a></td>
     </tr>
     <tr>
-      <th id="T_ba9af_level0_row14" class="row_heading level0 row14" rowspan="4">TV licence fee</th>
-      <th id="T_ba9af_level1_row14" class="row_heading level1 row14" rowspan="4">£159</th>
-      <th id="T_ba9af_level2_row14" class="row_heading level2 row14" >£157</th>
-      <td id="T_ba9af_row14_col0" class="data row14 col0" >£-2</td>
-      <td id="T_ba9af_row14_col1" class="data row14 col1" >-52.1</td>
-      <td id="T_ba9af_row14_col2" class="data row14 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27089&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing licence fee to £157</a></td>
+      <th id="T_33251_level0_row14" class="row_heading level0 row14" rowspan="4">TV licence fee</th>
+      <th id="T_33251_level1_row14" class="row_heading level1 row14" rowspan="4">£159</th>
+      <th id="T_33251_level2_row14" class="row_heading level2 row14" >£157</th>
+      <td id="T_33251_row14_col0" class="data row14 col0" >£-2</td>
+      <td id="T_33251_row14_col1" class="data row14 col1" >-52.1</td>
+      <td id="T_33251_row14_col2" class="data row14 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27089&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing licence fee to £157</a></td>
     </tr>
     <tr>
-      <th id="T_ba9af_level2_row15" class="row_heading level2 row15" >£158</th>
-      <td id="T_ba9af_row15_col0" class="data row15 col0" >£-1</td>
-      <td id="T_ba9af_row15_col1" class="data row15 col1" >-26.0</td>
-      <td id="T_ba9af_row15_col2" class="data row15 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27087&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing licence fee to £158</a></td>
+      <th id="T_33251_level2_row15" class="row_heading level2 row15" >£158</th>
+      <td id="T_33251_row15_col0" class="data row15 col0" >£-1</td>
+      <td id="T_33251_row15_col1" class="data row15 col1" >-26.0</td>
+      <td id="T_33251_row15_col2" class="data row15 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27087&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing licence fee to £158</a></td>
     </tr>
     <tr>
-      <th id="T_ba9af_level2_row16" class="row_heading level2 row16" >£160</th>
-      <td id="T_ba9af_row16_col0" class="data row16 col0" >£1</td>
-      <td id="T_ba9af_row16_col1" class="data row16 col1" >26.0</td>
-      <td id="T_ba9af_row16_col2" class="data row16 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=26981&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing licence fee to £160</a></td>
+      <th id="T_33251_level2_row16" class="row_heading level2 row16" >£160</th>
+      <td id="T_33251_row16_col0" class="data row16 col0" >£1</td>
+      <td id="T_33251_row16_col1" class="data row16 col1" >26.0</td>
+      <td id="T_33251_row16_col2" class="data row16 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=26981&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing licence fee to £160</a></td>
     </tr>
     <tr>
-      <th id="T_ba9af_level2_row17" class="row_heading level2 row17" >£161</th>
-      <td id="T_ba9af_row17_col0" class="data row17 col0" >£2</td>
-      <td id="T_ba9af_row17_col1" class="data row17 col1" >52.1</td>
-      <td id="T_ba9af_row17_col2" class="data row17 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=26983&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing licence fee to £161</a></td>
+      <th id="T_33251_level2_row17" class="row_heading level2 row17" >£161</th>
+      <td id="T_33251_row17_col0" class="data row17 col0" >£2</td>
+      <td id="T_33251_row17_col1" class="data row17 col1" >52.1</td>
+      <td id="T_33251_row17_col2" class="data row17 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=26983&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing licence fee to £161</a></td>
     </tr>
   </tbody>
 </table>
diff --git a/programs/gov/dwp/PIP.html b/programs/gov/dwp/PIP.html
index 1dd950d47..37c89d84b 100644
--- a/programs/gov/dwp/PIP.html
+++ b/programs/gov/dwp/PIP.html
@@ -416,9 +416,9 @@ <h2>PIP Rate Changes<a class="headerlink" href="#pip-rate-changes" title="Permal
         });
         }
         </script>
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       <th class="blank level0" >&nbsp;</th>
-      <th id="T_cf3c7_level0_col0" class="col_heading level0 col0" >Value</th>
-      <th id="T_cf3c7_level0_col1" class="col_heading level0 col1" >Reference</th>
+      <th id="T_cf199_level0_col0" class="col_heading level0 col0" >Value</th>
+      <th id="T_cf199_level0_col1" class="col_heading level0 col1" >Reference</th>
     </tr>
     <tr>
       <th class="index_name level0" >Date</th>
@@ -296,136 +296,136 @@ <h2>Payment levels<a class="headerlink" href="#payment-levels" title="Permalink
   </thead>
   <tbody>
     <tr>
-      <th id="T_cf3c7_level0_row0" class="row_heading level0 row0" rowspan="2">2007-04-09</th>
-      <th id="T_cf3c7_level1_row0" class="row_heading level1 row0" >Eldest</th>
-      <td id="T_cf3c7_row0_col0" class="data row0 col0" >£18.80</td>
-      <td id="T_cf3c7_row0_col1" class="data row0 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_cf199_level0_row0" class="row_heading level0 row0" rowspan="2">2007-04-09</th>
+      <th id="T_cf199_level1_row0" class="row_heading level1 row0" >Eldest</th>
+      <td id="T_cf199_row0_col0" class="data row0 col0" >£18.80</td>
+      <td id="T_cf199_row0_col1" class="data row0 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level1_row1" class="row_heading level1 row1" >Additional</th>
-      <td id="T_cf3c7_row1_col0" class="data row1 col0" >£12.10</td>
-      <td id="T_cf3c7_row1_col1" class="data row1 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_cf199_level1_row1" class="row_heading level1 row1" >Additional</th>
+      <td id="T_cf199_row1_col0" class="data row1 col0" >£12.10</td>
+      <td id="T_cf199_row1_col1" class="data row1 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level0_row2" class="row_heading level0 row2" rowspan="2">2009-01-05</th>
-      <th id="T_cf3c7_level1_row2" class="row_heading level1 row2" >Additional</th>
-      <td id="T_cf3c7_row2_col0" class="data row2 col0" >£13.20</td>
-      <td id="T_cf3c7_row2_col1" class="data row2 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_cf199_level0_row2" class="row_heading level0 row2" rowspan="2">2009-01-05</th>
+      <th id="T_cf199_level1_row2" class="row_heading level1 row2" >Additional</th>
+      <td id="T_cf199_row2_col0" class="data row2 col0" >£13.20</td>
+      <td id="T_cf199_row2_col1" class="data row2 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level1_row3" class="row_heading level1 row3" >Eldest</th>
-      <td id="T_cf3c7_row3_col0" class="data row3 col0" >£20.00</td>
-      <td id="T_cf3c7_row3_col1" class="data row3 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_cf199_level1_row3" class="row_heading level1 row3" >Eldest</th>
+      <td id="T_cf199_row3_col0" class="data row3 col0" >£20.00</td>
+      <td id="T_cf199_row3_col1" class="data row3 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level0_row4" class="row_heading level0 row4" rowspan="2">2010-04-12</th>
-      <th id="T_cf3c7_level1_row4" class="row_heading level1 row4" >Eldest</th>
-      <td id="T_cf3c7_row4_col0" class="data row4 col0" >£20.30</td>
-      <td id="T_cf3c7_row4_col1" class="data row4 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_cf199_level0_row4" class="row_heading level0 row4" rowspan="2">2010-04-12</th>
+      <th id="T_cf199_level1_row4" class="row_heading level1 row4" >Eldest</th>
+      <td id="T_cf199_row4_col0" class="data row4 col0" >£20.30</td>
+      <td id="T_cf199_row4_col1" class="data row4 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level1_row5" class="row_heading level1 row5" >Additional</th>
-      <td id="T_cf3c7_row5_col0" class="data row5 col0" >£13.40</td>
-      <td id="T_cf3c7_row5_col1" class="data row5 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_cf199_level1_row5" class="row_heading level1 row5" >Additional</th>
+      <td id="T_cf199_row5_col0" class="data row5 col0" >£13.40</td>
+      <td id="T_cf199_row5_col1" class="data row5 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level0_row6" class="row_heading level0 row6" rowspan="2">2014-04-07</th>
-      <th id="T_cf3c7_level1_row6" class="row_heading level1 row6" >Eldest</th>
-      <td id="T_cf3c7_row6_col0" class="data row6 col0" >£20.50</td>
-      <td id="T_cf3c7_row6_col1" class="data row6 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_cf199_level0_row6" class="row_heading level0 row6" rowspan="2">2014-04-07</th>
+      <th id="T_cf199_level1_row6" class="row_heading level1 row6" >Eldest</th>
+      <td id="T_cf199_row6_col0" class="data row6 col0" >£20.50</td>
+      <td id="T_cf199_row6_col1" class="data row6 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level1_row7" class="row_heading level1 row7" >Additional</th>
-      <td id="T_cf3c7_row7_col0" class="data row7 col0" >£13.55</td>
-      <td id="T_cf3c7_row7_col1" class="data row7 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_cf199_level1_row7" class="row_heading level1 row7" >Additional</th>
+      <td id="T_cf199_row7_col0" class="data row7 col0" >£13.55</td>
+      <td id="T_cf199_row7_col1" class="data row7 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level0_row8" class="row_heading level0 row8" rowspan="2">2015-04-06</th>
-      <th id="T_cf3c7_level1_row8" class="row_heading level1 row8" >Eldest</th>
-      <td id="T_cf3c7_row8_col0" class="data row8 col0" >£20.70</td>
-      <td id="T_cf3c7_row8_col1" class="data row8 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_cf199_level0_row8" class="row_heading level0 row8" rowspan="2">2015-04-06</th>
+      <th id="T_cf199_level1_row8" class="row_heading level1 row8" >Eldest</th>
+      <td id="T_cf199_row8_col0" class="data row8 col0" >£20.70</td>
+      <td id="T_cf199_row8_col1" class="data row8 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level1_row9" class="row_heading level1 row9" >Additional</th>
-      <td id="T_cf3c7_row9_col0" class="data row9 col0" >£13.70</td>
-      <td id="T_cf3c7_row9_col1" class="data row9 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_cf199_level1_row9" class="row_heading level1 row9" >Additional</th>
+      <td id="T_cf199_row9_col0" class="data row9 col0" >£13.70</td>
+      <td id="T_cf199_row9_col1" class="data row9 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level0_row10" class="row_heading level0 row10" rowspan="2">2020-04-06</th>
-      <th id="T_cf3c7_level1_row10" class="row_heading level1 row10" >Eldest</th>
-      <td id="T_cf3c7_row10_col0" class="data row10 col0" >£21.05</td>
-      <td id="T_cf3c7_row10_col1" class="data row10 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_cf199_level0_row10" class="row_heading level0 row10" rowspan="2">2020-04-06</th>
+      <th id="T_cf199_level1_row10" class="row_heading level1 row10" >Eldest</th>
+      <td id="T_cf199_row10_col0" class="data row10 col0" >£21.05</td>
+      <td id="T_cf199_row10_col1" class="data row10 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level1_row11" class="row_heading level1 row11" >Additional</th>
-      <td id="T_cf3c7_row11_col0" class="data row11 col0" >£13.95</td>
-      <td id="T_cf3c7_row11_col1" class="data row11 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_cf199_level1_row11" class="row_heading level1 row11" >Additional</th>
+      <td id="T_cf199_row11_col0" class="data row11 col0" >£13.95</td>
+      <td id="T_cf199_row11_col1" class="data row11 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level0_row12" class="row_heading level0 row12" rowspan="2">2021-04-12</th>
-      <th id="T_cf3c7_level1_row12" class="row_heading level1 row12" >Additional</th>
-      <td id="T_cf3c7_row12_col0" class="data row12 col0" >£14.00</td>
-      <td id="T_cf3c7_row12_col1" class="data row12 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_cf199_level0_row12" class="row_heading level0 row12" rowspan="2">2021-04-12</th>
+      <th id="T_cf199_level1_row12" class="row_heading level1 row12" >Additional</th>
+      <td id="T_cf199_row12_col0" class="data row12 col0" >£14.00</td>
+      <td id="T_cf199_row12_col1" class="data row12 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level1_row13" class="row_heading level1 row13" >Eldest</th>
-      <td id="T_cf3c7_row13_col0" class="data row13 col0" >£21.15</td>
-      <td id="T_cf3c7_row13_col1" class="data row13 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_cf199_level1_row13" class="row_heading level1 row13" >Eldest</th>
+      <td id="T_cf199_row13_col0" class="data row13 col0" >£21.15</td>
+      <td id="T_cf199_row13_col1" class="data row13 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level0_row14" class="row_heading level0 row14" rowspan="2">2022-04-01</th>
-      <th id="T_cf3c7_level1_row14" class="row_heading level1 row14" >Eldest</th>
-      <td id="T_cf3c7_row14_col0" class="data row14 col0" >£21.80</td>
-      <td id="T_cf3c7_row14_col1" class="data row14 col1" ></td>
+      <th id="T_cf199_level0_row14" class="row_heading level0 row14" rowspan="2">2022-04-01</th>
+      <th id="T_cf199_level1_row14" class="row_heading level1 row14" >Eldest</th>
+      <td id="T_cf199_row14_col0" class="data row14 col0" >£21.80</td>
+      <td id="T_cf199_row14_col1" class="data row14 col1" ></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level1_row15" class="row_heading level1 row15" >Additional</th>
-      <td id="T_cf3c7_row15_col0" class="data row15 col0" >£14.45</td>
-      <td id="T_cf3c7_row15_col1" class="data row15 col1" ></td>
+      <th id="T_cf199_level1_row15" class="row_heading level1 row15" >Additional</th>
+      <td id="T_cf199_row15_col0" class="data row15 col0" >£14.45</td>
+      <td id="T_cf199_row15_col1" class="data row15 col1" ></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level0_row16" class="row_heading level0 row16" rowspan="2">2023-04-01</th>
-      <th id="T_cf3c7_level1_row16" class="row_heading level1 row16" >Eldest</th>
-      <td id="T_cf3c7_row16_col0" class="data row16 col0" >£24.00</td>
-      <td id="T_cf3c7_row16_col1" class="data row16 col1" ></td>
+      <th id="T_cf199_level0_row16" class="row_heading level0 row16" rowspan="2">2023-04-01</th>
+      <th id="T_cf199_level1_row16" class="row_heading level1 row16" >Eldest</th>
+      <td id="T_cf199_row16_col0" class="data row16 col0" >£24.00</td>
+      <td id="T_cf199_row16_col1" class="data row16 col1" ></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level1_row17" class="row_heading level1 row17" >Additional</th>
-      <td id="T_cf3c7_row17_col0" class="data row17 col0" >£15.90</td>
-      <td id="T_cf3c7_row17_col1" class="data row17 col1" ></td>
+      <th id="T_cf199_level1_row17" class="row_heading level1 row17" >Additional</th>
+      <td id="T_cf199_row17_col0" class="data row17 col0" >£15.90</td>
+      <td id="T_cf199_row17_col1" class="data row17 col1" ></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level0_row18" class="row_heading level0 row18" rowspan="2">2024-04-01</th>
-      <th id="T_cf3c7_level1_row18" class="row_heading level1 row18" >Additional</th>
-      <td id="T_cf3c7_row18_col0" class="data row18 col0" >£16.95</td>
-      <td id="T_cf3c7_row18_col1" class="data row18 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_cf199_level0_row18" class="row_heading level0 row18" rowspan="2">2024-04-01</th>
+      <th id="T_cf199_level1_row18" class="row_heading level1 row18" >Additional</th>
+      <td id="T_cf199_row18_col0" class="data row18 col0" >£16.95</td>
+      <td id="T_cf199_row18_col1" class="data row18 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level1_row19" class="row_heading level1 row19" >Eldest</th>
-      <td id="T_cf3c7_row19_col0" class="data row19 col0" >£25.60</td>
-      <td id="T_cf3c7_row19_col1" class="data row19 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_cf199_level1_row19" class="row_heading level1 row19" >Eldest</th>
+      <td id="T_cf199_row19_col0" class="data row19 col0" >£25.60</td>
+      <td id="T_cf199_row19_col1" class="data row19 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level0_row20" class="row_heading level0 row20" rowspan="2">2025-04-01</th>
-      <th id="T_cf3c7_level1_row20" class="row_heading level1 row20" >Eldest</th>
-      <td id="T_cf3c7_row20_col0" class="data row20 col0" >£25.74</td>
-      <td id="T_cf3c7_row20_col1" class="data row20 col1" ></td>
+      <th id="T_cf199_level0_row20" class="row_heading level0 row20" rowspan="2">2025-04-01</th>
+      <th id="T_cf199_level1_row20" class="row_heading level1 row20" >Eldest</th>
+      <td id="T_cf199_row20_col0" class="data row20 col0" >£25.74</td>
+      <td id="T_cf199_row20_col1" class="data row20 col1" ></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level1_row21" class="row_heading level1 row21" >Additional</th>
-      <td id="T_cf3c7_row21_col0" class="data row21 col0" >£17.04</td>
-      <td id="T_cf3c7_row21_col1" class="data row21 col1" ></td>
+      <th id="T_cf199_level1_row21" class="row_heading level1 row21" >Additional</th>
+      <td id="T_cf199_row21_col0" class="data row21 col0" >£17.04</td>
+      <td id="T_cf199_row21_col1" class="data row21 col1" ></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level0_row22" class="row_heading level0 row22" rowspan="2">2026-01-01</th>
-      <th id="T_cf3c7_level1_row22" class="row_heading level1 row22" >Additional</th>
-      <td id="T_cf3c7_row22_col0" class="data row22 col0" >£17.03</td>
-      <td id="T_cf3c7_row22_col1" class="data row22 col1" ></td>
+      <th id="T_cf199_level0_row22" class="row_heading level0 row22" rowspan="2">2026-01-01</th>
+      <th id="T_cf199_level1_row22" class="row_heading level1 row22" >Additional</th>
+      <td id="T_cf199_row22_col0" class="data row22 col0" >£17.03</td>
+      <td id="T_cf199_row22_col1" class="data row22 col1" ></td>
     </tr>
     <tr>
-      <th id="T_cf3c7_level1_row23" class="row_heading level1 row23" >Eldest</th>
-      <td id="T_cf3c7_row23_col0" class="data row23 col0" >£25.72</td>
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diff --git a/reports/model/validation.err.log b/reports/model/validation.err.log
index 67d717cd5..ff8fd9b0b 100644
--- a/reports/model/validation.err.log
+++ b/reports/model/validation.err.log
@@ -273,7 +273,7 @@ fig
 
 ---------------------------------------------------------------------------
 ModuleNotFoundError                       Traceback (most recent call last)
-/tmp/ipykernel_2155/1965604937.py in <cell line: 103>()
+/tmp/ipykernel_2140/1965604937.py in <cell line: 103>()
     101 
     102 
 --> 103 from policyengine_uk.data.datasets.frs.calibration.loss import (
diff --git a/reports/usage/getting-started.err.log b/reports/usage/getting-started.err.log
new file mode 100644
index 000000000..fd1d7e2d7
--- /dev/null
+++ b/reports/usage/getting-started.err.log
@@ -0,0 +1,37 @@
+Traceback (most recent call last):
+  File "/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/nbclient/client.py", line 778, in _async_poll_for_reply
+    msg = await ensure_async(self.kc.shell_channel.get_msg(timeout=new_timeout))
+  File "/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/jupyter_core/utils/__init__.py", line 198, in ensure_async
+    result = await obj
+  File "/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/jupyter_client/channels.py", line 313, in get_msg
+    raise Empty
+_queue.Empty
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/jupyter_cache/executors/utils.py", line 58, in single_nb_execution
+    executenb(
+  File "/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/nbclient/client.py", line 1305, in execute
+    return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
+  File "/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/jupyter_core/utils/__init__.py", line 165, in wrapped
+    return loop.run_until_complete(inner)
+  File "/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/asyncio/base_events.py", line 647, in run_until_complete
+    return future.result()
+  File "/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/nbclient/client.py", line 705, in async_execute
+    await self.async_execute_cell(
+  File "/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/nbclient/client.py", line 1001, in async_execute_cell
+    exec_reply = await self.task_poll_for_reply
+  File "/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/nbclient/client.py", line 802, in _async_poll_for_reply
+    error_on_timeout_execute_reply = await self._async_handle_timeout(timeout, cell)
+  File "/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/nbclient/client.py", line 852, in _async_handle_timeout
+    raise CellTimeoutError.error_from_timeout_and_cell(
+nbclient.exceptions.CellTimeoutError: A cell timed out while it was being executed, after 30 seconds.
+The message was: Cell execution timed out.
+Here is a preview of the cell contents:
+-------------------
+['baseline = Microsimulation()  # Enhanced FRS 2022 by default', 'reformed = Microsimulation(reform=increase_basic_rate)', '', 'revenue = (', '    -(']
+...
+[')', '', 'print(', '    f"Raising the basic rate to 25% would raise the UK £{revenue:.2f}bn per year"', ')']
+-------------------
+
diff --git a/searchindex.js b/searchindex.js
index 00384f6eb..68711ed06 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["examples/income-sources", "index", "model/validation", "programs/contrib/ubi-center/carbon-tax", "programs/gov/dcms/bbc/tv-licence", "programs/gov/dwp/PIP", "programs/gov/dwp/pension-credit", "programs/gov/dwp/universal-credit", "programs/gov/hmrc/child-benefit", "programs/gov/hmrc/fuel-duty", "programs/gov/hmrc/income-tax", "programs/gov/hmrc/national-insurance", "programs/gov/hmrc/stamp-duty", "programs/gov/ofgem/energy-price-guarantee", "programs/gov/revenue_scotland/land-and-buildings-transaction-tax", "programs/gov/wra/land-transaction-tax", "usage/getting-started"], "filenames": ["examples/income-sources.ipynb", "index.ipynb", "model/validation.ipynb", "programs/contrib/ubi-center/carbon-tax.ipynb", "programs/gov/dcms/bbc/tv-licence.ipynb", "programs/gov/dwp/PIP.ipynb", "programs/gov/dwp/pension-credit.ipynb", "programs/gov/dwp/universal-credit.ipynb", "programs/gov/hmrc/child-benefit.ipynb", "programs/gov/hmrc/fuel-duty.ipynb", "programs/gov/hmrc/income-tax.ipynb", "programs/gov/hmrc/national-insurance.ipynb", "programs/gov/hmrc/stamp-duty.ipynb", "programs/gov/ofgem/energy-price-guarantee.ipynb", "programs/gov/revenue_scotland/land-and-buildings-transaction-tax.ipynb", "programs/gov/wra/land-transaction-tax.ipynb", "usage/getting-started.ipynb"], "titles": ["Pensioner income sources", "PolicyEngine-UK", "Validation", "Carbon taxes", "TV Licence", "Personal Independence Payment (PIP)", "Pension Credit", "Universal Credit", "Child Benefit", "Fuel Duty", "Income Tax", "National Insurance", "Stamp Duty Land Tax", "Energy Price Cap", "Land and Buildings Transaction Tax", "Land Transaction Tax", "Getting started"], "terms": {"The": [0, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16], "chart": [0, 2, 5, 6, 7, 10, 11, 12, 13, 14, 15], "below": [0, 1, 2, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 15, 16], "figur": [0, 2, 10], "12": [0, 2, 6, 8, 9, 10, 12, 14, 15], "from": [0, 1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16], "2022": [0, 5, 6, 7, 8, 9, 13, 16], "hbai": 0, "public": [0, 10, 13], "show": [0, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16], "distribut": 0, "each": [0, 1, 3, 4, 7, 8, 10, 11, 12, 13, 14, 15], "decil": 0, "household": [0, 2, 3, 4, 12, 13, 14], "we": [0, 1, 3, 4, 8, 12, 13, 14, 15, 16], "can": [0, 1, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16], "reproduc": [0, 16], "thi": [0, 1, 3, 4, 5, 6, 8, 9, 10, 11, 13, 16], "policyengin": [0, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 13, 16], "us": [0, 1, 3, 4, 8, 9, 10, 13, 16], "code": [0, 1, 16], "policyengine_uk": [0, 1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16], "import": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16], "microsimul": [0, 1, 2, 3, 13], "panda": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16], "pd": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16], "sim": [0, 1, 2, 8, 12, 13, 14, 16], "is_pensioner_household": 0, "calcul": [0, 1, 2, 3, 6, 8, 10, 11, 12, 13, 14, 16], "is_sp_ag": 0, "map_to": [0, 1, 2], "0": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16], "is_child": 0, "household_benefit": 0, "household_pens": 0, "pension_incom": 0, "household_investment_incom": 0, "capital_incom": 0, "household_earn": 0, "employment_incom": [0, 10, 16], "self_employment_incom": 0, "total_incom": 0, "household_market_incom": 0, "equivalised_incom": 0, "equiv_household_net_incom": 0, "household_count_peopl": 0, "peopl": [0, 1, 7, 10, 11, 12, 14, 16], "weight": 0, "valu": [0, 1, 2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16], "household_income_decil": 0, "decile_rank": 0, "income_source_decod": 0, "earn": [0, 3, 8, 10, 11], "invest": 0, "state": [0, 6, 11], "support": [0, 2, 5, 6, 7], "income_sourc": 0, "rang": [0, 2, 4, 8, 10, 11, 13], "1": [0, 1, 2, 3, 4, 8, 10, 11, 12, 13, 14, 15, 16], "11": [0, 4, 7, 10, 11, 14, 15], "in_decil": 0, "cumulative_incom": 0, "append": [0, 5, 6, 7, 10, 11, 12, 14, 15], "income_source_valu": 0, "sum": [0, 1, 2, 8, 13, 16], "add": [0, 14, 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"No": [0, 2], "gap": [0, 11], "bargap": 0, "yaxi": 0, "dict": [0, 10, 11, 12, 14], "tickformat": [0, 12, 14], "titl": [0, 2, 3, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15], "percentag": [0, 10], "tickval": 0, "2": [0, 1, 2, 3, 4, 7, 8, 10, 11, 12, 13, 14, 15], "3": [0, 1, 2, 4, 8, 10, 11, 12, 13, 15, 16], "4": [0, 1, 4, 8, 10, 11, 12, 15], "5": [0, 1, 2, 4, 6, 7, 8, 9, 10, 12, 14, 15], "6": [0, 1, 2, 4, 6, 7, 8, 10, 12, 13, 14, 15], "7": [0, 1, 3, 4, 6, 8, 10, 12, 15, 16], "8": [0, 1, 4, 6, 10, 11, 12, 14], "9": [0, 1, 4, 10, 12, 15], "xaxi": 0, "list": [0, 4, 8], "book": 1, "contain": 1, "an": [1, 5, 6, 8, 10, 11, 12, 13, 14, 15, 16], "introduct": 1, "model": [1, 2, 3, 4, 9, 10, 13, 16], "tax": [1, 2, 4, 7, 8, 9, 11, 16], "benefit": [1, 2, 3, 5, 6, 7, 10, 11, 16], "It": [1, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16], "current": [1, 4, 12, 14, 15], "work": [1, 2, 5, 6, 7, 10, 16], "progress": 1, "mai": [1, 4, 5, 6, 12, 14, 15], "ad": [1, 10, 14], "system": [1, 4, 5, 6, 7, 9, 10, 11, 12, 13, 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16, "1082": 16, "abcseri": 16, "1083": 16, "view": 16, "copi": 16, "becaus": 16, "__getitem__": 16, "1182": 16, "_is_scalar_access": 16, "obj": 16, "_get_valu": 16, "takeabl": 16, "_takeabl": 16, "1184": 16, "_getitem_tupl": 16, "1185": 16, "1186": 16, "0th": 16, "tup": 16, "suppress": 16, "indexingerror": 16, "1367": 16, "_expand_ellipsi": 16, "1368": 16, "_getitem_lowerdim": 16, "1369": 16, "1370": 16, "multi": 16, "1055": 16, "see": 16, "place": 16, "_handle_lowerdim_multi_index_axis0": 16, "1056": 16, "1057": 16, "cast": 16, "_locindex": 16, "1058": 16, "1059": 16, "_validate_key_length": 16, "1386": 16, "1387": 16, "path": 16, "devoid": 16, "slice": 16, "1388": 16, "_get_label": 16, "1389": 16, "1390": 16, "keyerror": 16, "ek": 16, "axisint": 16, "1380": 16, "gh": 16, "5567": 16, "fail": 16, "present": 16, "1381": 16, "xs": 16, "1382": 16, "1383": 16, "tupl": 16, "drop_level": 16, "4291": 16, "4292": 16, "multiindex": 16, "4293": 16, "new_index": 16, "_get_loc_level": 16, "4294": 16, "4295": 16, "is_integ": 16, "3218": 16, "complet": 16, "uniqu": 16, "get_loc": 16, "3219": 16, "3220": 16, "_engin": 16, "3221": 16, "err": 16, "3222": 16, "pyx": 16, "_lib": 16, "basemultiindexcodesengin": 16, "web": 16, "app": 16, "tool": 16, "scroll": 16, "down": 16, "section": 16}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"pension": [0, 6], "incom": [0, 10], "sourc": 0, "policyengin": 1, "uk": 1, "short": 1, "demo": 1, "baselin": 1, "estim": 1, "reform": [1, 16], "evalu": 1, "valid": 2, "carbon": 3, "tax": [3, 10, 12, 14, 15], "methodolog": [3, 10], "summari": 3, "appendix": [3, 10, 11], "intens": 3, "tv": 4, "licenc": 4, "legisl": [4, 5, 6, 7, 8, 10, 12, 14, 15], "fee": 4, "concess": 4, "microsimul": [4, 8, 16], "person": 5, "independ": 5, "payment": [5, 8], "pip": 5, "rate": [5, 6, 7, 9, 12, 14, 15], "chang": [5, 6, 7], "credit": [6, 7], "univers": 7, "child": 8, "benefit": 8, "level": [8, 16], "exampl": 8, "fuel": 9, "duti": [9, 12], "simul": [10, 16], "nation": 11, "insur": 11, "model": 11, "stamp": 12, "land": [12, 14, 15], "sdlt": 12, "statist": 12, "2019": 12, "2020": 12, "energi": 13, "price": 13, "cap": 13, "build": 14, "transact": [14, 15], "get": 16, "start": 16, "household": 16, "analysi": 16, "current": 16, "law": 16, "polici": 16, "set": 16, "up": 16, "run": 16, "analys": 16}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx.ext.viewcode": 1, "sphinx": 56}})
\ No newline at end of file
diff --git a/usage/getting-started.html b/usage/getting-started.html
index 012947eb8..5b301ddec 100644
--- a/usage/getting-started.html
+++ b/usage/getting-started.html
@@ -343,7 +343,7 @@ <h3>Getting set up<a class="headerlink" href="#getting-set-up" title="Permalink
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>68.39705238209994
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>68.55452074734313
 </pre></div>
 </div>
 </div>
@@ -455,7 +455,368 @@ <h3>Running reform analyses<a class="headerlink" href="#running-reform-analyses"
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Raising the basic rate to 25% would raise the UK £26.70bn per year
+<div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
+<span class="ne">KeyboardInterrupt</span><span class="g g-Whitespace">                         </span>Traceback (most recent call last)
+<span class="nn">/tmp/ipykernel_2574/731819060.py</span> in <span class="ni">&lt;cell line: 6&gt;</span><span class="nt">()</span>
+<span class="g g-Whitespace">      </span><span class="mi">5</span>     <span class="o">-</span><span class="p">(</span>
+<span class="g g-Whitespace">      </span><span class="mi">6</span>         <span class="n">reformed</span><span class="o">.</span><span class="n">calculate</span><span class="p">(</span><span class="s2">&quot;household_net_income&quot;</span><span class="p">,</span> <span class="mi">2023</span><span class="p">)</span>
+<span class="ne">----&gt; </span><span class="mi">7</span>         <span class="o">-</span> <span class="n">baseline</span><span class="o">.</span><span class="n">calculate</span><span class="p">(</span><span class="s2">&quot;household_net_income&quot;</span><span class="p">,</span> <span class="mi">2023</span><span class="p">)</span>
+<span class="g g-Whitespace">      </span><span class="mi">8</span>     <span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
+<span class="g g-Whitespace">      </span><span class="mi">9</span>     <span class="o">/</span> <span class="mf">1e9</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/microsimulation.py</span> in <span class="ni">calculate</span><span class="nt">(self, variable_name, period, map_to, use_weights, decode_enums)</span>
+<span class="g g-Whitespace">     </span><span class="mi">52</span>         <span class="k">elif</span> <span class="n">period</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">default_calculation_period</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">53</span>             <span class="n">period</span> <span class="o">=</span> <span class="n">get_period</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">default_calculation_period</span><span class="p">)</span>
+<span class="ne">---&gt; </span><span class="mi">54</span>         <span class="n">values</span> <span class="o">=</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">calculate</span><span class="p">(</span><span class="n">variable_name</span><span class="p">,</span> <span class="n">period</span><span class="p">,</span> <span class="n">map_to</span><span class="p">,</span> <span class="n">decode_enums</span><span class="p">)</span>
+<span class="g g-Whitespace">     </span><span class="mi">55</span>         <span class="k">if</span> <span class="ow">not</span> <span class="n">use_weights</span><span class="p">:</span>
+<span class="g g-Whitespace">     </span><span class="mi">56</span>             <span class="k">return</span> <span class="n">values</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">calculate</span><span class="nt">(self, variable_name, period, map_to, decode_enums)</span>
+<span class="g g-Whitespace">    </span><span class="mi">386</span> 
+<span class="g g-Whitespace">    </span><span class="mi">387</span>         <span class="k">try</span><span class="p">:</span>
+<span class="ne">--&gt; </span><span class="mi">388</span>             <span class="n">result</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_calculate</span><span class="p">(</span><span class="n">variable_name</span><span class="p">,</span> <span class="n">period</span><span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">389</span>             <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="n">EnumArray</span><span class="p">)</span> <span class="ow">and</span> <span class="n">decode_enums</span><span class="p">:</span>
+<span class="g g-Whitespace">    </span><span class="mi">390</span>                 <span class="n">result</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">decode_to_str</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">_calculate</span><span class="nt">(self, variable_name, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">592</span>         <span class="k">try</span><span class="p">:</span>
+<span class="g g-Whitespace">    </span><span class="mi">593</span>             <span class="bp">self</span><span class="o">.</span><span class="n">_check_for_cycle</span><span class="p">(</span><span class="n">variable</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">period</span><span class="p">)</span>
+<span class="ne">--&gt; </span><span class="mi">594</span>             <span class="n">array</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_run_formula</span><span class="p">(</span><span class="n">variable</span><span class="p">,</span> <span class="n">population</span><span class="p">,</span> <span class="n">period</span><span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">595</span> 
+<span class="g g-Whitespace">    </span><span class="mi">596</span>             <span class="c1"># If no result, use the default value and cache it</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">_run_formula</span><span class="nt">(self, variable, population, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">810</span>                 <span class="k">for</span> <span class="n">added_variable</span> <span class="ow">in</span> <span class="n">adds_list</span><span class="p">:</span>
+<span class="g g-Whitespace">    </span><span class="mi">811</span>                     <span class="k">if</span> <span class="n">added_variable</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tax_benefit_system</span><span class="o">.</span><span class="n">variables</span><span class="p">:</span>
+<span class="ne">--&gt; </span><span class="mi">812</span>                         <span class="n">values</span> <span class="o">=</span> <span class="n">values</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">calculate</span><span class="p">(</span>
+<span class="g g-Whitespace">    </span><span class="mi">813</span>                             <span class="n">added_variable</span><span class="p">,</span> <span class="n">period</span><span class="p">,</span> <span class="n">map_to</span><span class="o">=</span><span class="n">variable</span><span class="o">.</span><span class="n">entity</span><span class="o">.</span><span class="n">key</span>
+<span class="g g-Whitespace">    </span><span class="mi">814</span>                         <span class="p">)</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/microsimulation.py</span> in <span class="ni">calculate</span><span class="nt">(self, variable_name, period, map_to, use_weights, decode_enums)</span>
+<span class="g g-Whitespace">     </span><span class="mi">52</span>         <span class="k">elif</span> <span class="n">period</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">default_calculation_period</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">53</span>             <span class="n">period</span> <span class="o">=</span> <span class="n">get_period</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">default_calculation_period</span><span class="p">)</span>
+<span class="ne">---&gt; </span><span class="mi">54</span>         <span class="n">values</span> <span class="o">=</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">calculate</span><span class="p">(</span><span class="n">variable_name</span><span class="p">,</span> <span class="n">period</span><span class="p">,</span> <span class="n">map_to</span><span class="p">,</span> <span class="n">decode_enums</span><span class="p">)</span>
+<span class="g g-Whitespace">     </span><span class="mi">55</span>         <span class="k">if</span> <span class="ow">not</span> <span class="n">use_weights</span><span class="p">:</span>
+<span class="g g-Whitespace">     </span><span class="mi">56</span>             <span class="k">return</span> <span class="n">values</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">calculate</span><span class="nt">(self, variable_name, period, map_to, decode_enums)</span>
+<span class="g g-Whitespace">    </span><span class="mi">386</span> 
+<span class="g g-Whitespace">    </span><span class="mi">387</span>         <span class="k">try</span><span class="p">:</span>
+<span class="ne">--&gt; </span><span class="mi">388</span>             <span class="n">result</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_calculate</span><span class="p">(</span><span class="n">variable_name</span><span class="p">,</span> <span class="n">period</span><span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">389</span>             <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="n">EnumArray</span><span class="p">)</span> <span class="ow">and</span> <span class="n">decode_enums</span><span class="p">:</span>
+<span class="g g-Whitespace">    </span><span class="mi">390</span>                 <span class="n">result</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">decode_to_str</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">_calculate</span><span class="nt">(self, variable_name, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">592</span>         <span class="k">try</span><span class="p">:</span>
+<span class="g g-Whitespace">    </span><span class="mi">593</span>             <span class="bp">self</span><span class="o">.</span><span class="n">_check_for_cycle</span><span class="p">(</span><span class="n">variable</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">period</span><span class="p">)</span>
+<span class="ne">--&gt; </span><span class="mi">594</span>             <span class="n">array</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_run_formula</span><span class="p">(</span><span class="n">variable</span><span class="p">,</span> <span class="n">population</span><span class="p">,</span> <span class="n">period</span><span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">595</span> 
+<span class="g g-Whitespace">    </span><span class="mi">596</span>             <span class="c1"># If no result, use the default value and cache it</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">_run_formula</span><span class="nt">(self, variable, population, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">875</span>             <span class="n">array</span> <span class="o">=</span> <span class="n">formula</span><span class="p">(</span><span class="n">population</span><span class="p">,</span> <span class="n">period</span><span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">876</span>         <span class="k">else</span><span class="p">:</span>
+<span class="ne">--&gt; </span><span class="mi">877</span>             <span class="n">array</span> <span class="o">=</span> <span class="n">formula</span><span class="p">(</span><span class="n">population</span><span class="p">,</span> <span class="n">period</span><span class="p">,</span> <span class="n">parameters_at</span><span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">878</span> 
+<span class="g g-Whitespace">    </span><span class="mi">879</span>         <span class="k">return</span> <span class="n">array</span>
+
+<span class="nn">~/work/policyengine-uk/policyengine-uk/policyengine_uk/variables/household/income/benefit.py</span> in <span class="ni">formula</span><span class="nt">(household, period, parameters)</span>
+<span class="g g-Whitespace">     </span><span class="mi">99</span>                 <span class="k">if</span> <span class="n">benefit</span> <span class="o">!=</span> <span class="s2">&quot;council_tax_benefit&quot;</span>
+<span class="g g-Whitespace">    </span><span class="mi">100</span>             <span class="p">]</span>
+<span class="ne">--&gt; </span><span class="mi">101</span>         <span class="n">general_benefits</span> <span class="o">=</span> <span class="n">add</span><span class="p">(</span>
+<span class="g g-Whitespace">    </span><span class="mi">102</span>             <span class="n">household</span><span class="p">,</span>
+<span class="g g-Whitespace">    </span><span class="mi">103</span>             <span class="n">period</span><span class="p">,</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/commons/formulas.py</span> in <span class="ni">add</span><span class="nt">(entity, period, variables, options)</span>
+<span class="g g-Whitespace">    </span><span class="mi">225</span>         <span class="n">ArrayLike</span><span class="p">:</span> <span class="n">The</span> <span class="n">result</span> <span class="n">of</span> <span class="n">the</span> <span class="n">operation</span><span class="o">.</span>
+<span class="g g-Whitespace">    </span><span class="mi">226</span>     <span class="s2">&quot;&quot;&quot;</span>
+<span class="ne">--&gt; </span><span class="mi">227</span><span class="s2">     return for_each_variable(</span>
+<span class="g g-Whitespace">    </span><span class="mi">228</span><span class="s2">         entity, period, variables, agg_func=&quot;add&quot;, options=options</span>
+<span class="g g-Whitespace">    </span><span class="mi">229</span><span class="s2">     )</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/commons/formulas.py</span> in <span class="ni">for_each_variable</span><span class="nt">(entity, period, variables, agg_func, group_agg_func, options)</span>
+<span class="g g-Whitespace">    </span><span class="mi">195</span><span class="s2">             ]</span>
+<span class="g g-Whitespace">    </span><span class="mi">196</span><span class="s2">             person_shares = variable_population.project(</span>
+<span class="ne">--&gt; </span><span class="mi">197</span><span class="s2">                 variable_population(variable, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">198</span><span class="s2">             ) / variable_population.project(variable_population.nb_persons())</span>
+<span class="g g-Whitespace">    </span><span class="mi">199</span><span class="s2">             values = entity.sum(person_shares)</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/populations/population.py</span> in <span class="ni">__call__</span><span class="nt">(self, variable_name, period, options)</span>
+<span class="g g-Whitespace">    </span><span class="mi">132</span><span class="s2">             )</span>
+<span class="g g-Whitespace">    </span><span class="mi">133</span><span class="s2">         else:</span>
+<span class="ne">--&gt; </span><span class="mi">134</span><span class="s2">             return self.simulation.calculate(</span>
+<span class="g g-Whitespace">    </span><span class="mi">135</span><span class="s2">                 variable_name, period, **calculate_kwargs</span>
+<span class="g g-Whitespace">    </span><span class="mi">136</span><span class="s2">             )</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/microsimulation.py</span> in <span class="ni">calculate</span><span class="nt">(self, variable_name, period, map_to, use_weights, decode_enums)</span>
+<span class="g g-Whitespace">     </span><span class="mi">52</span><span class="s2">         elif period is None and self.default_calculation_period is not None:</span>
+<span class="g g-Whitespace">     </span><span class="mi">53</span><span class="s2">             period = get_period(self.default_calculation_period)</span>
+<span class="ne">---&gt; </span><span class="mi">54</span><span class="s2">         values = super().calculate(variable_name, period, map_to, decode_enums)</span>
+<span class="g g-Whitespace">     </span><span class="mi">55</span><span class="s2">         if not use_weights:</span>
+<span class="g g-Whitespace">     </span><span class="mi">56</span><span class="s2">             return values</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">calculate</span><span class="nt">(self, variable_name, period, map_to, decode_enums)</span>
+<span class="g g-Whitespace">    </span><span class="mi">386</span><span class="s2"> </span>
+<span class="g g-Whitespace">    </span><span class="mi">387</span><span class="s2">         try:</span>
+<span class="ne">--&gt; </span><span class="mi">388</span><span class="s2">             result = self._calculate(variable_name, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">389</span><span class="s2">             if isinstance(result, EnumArray) and decode_enums:</span>
+<span class="g g-Whitespace">    </span><span class="mi">390</span><span class="s2">                 result = result.decode_to_str()</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">_calculate</span><span class="nt">(self, variable_name, period)</span>
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+<span class="ne">--&gt; </span><span class="mi">578</span><span class="s2">                 self.calculate(</span>
+<span class="g g-Whitespace">    </span><span class="mi">579</span><span class="s2">                     variable.defined_for, period, map_to=variable.entity.key</span>
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+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/microsimulation.py</span> in <span class="ni">calculate</span><span class="nt">(self, variable_name, period, map_to, use_weights, decode_enums)</span>
+<span class="g g-Whitespace">     </span><span class="mi">52</span><span class="s2">         elif period is None and self.default_calculation_period is not None:</span>
+<span class="g g-Whitespace">     </span><span class="mi">53</span><span class="s2">             period = get_period(self.default_calculation_period)</span>
+<span class="ne">---&gt; </span><span class="mi">54</span><span class="s2">         values = super().calculate(variable_name, period, map_to, decode_enums)</span>
+<span class="g g-Whitespace">     </span><span class="mi">55</span><span class="s2">         if not use_weights:</span>
+<span class="g g-Whitespace">     </span><span class="mi">56</span><span class="s2">             return values</span>
+
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+<span class="g g-Whitespace">    </span><span class="mi">386</span><span class="s2"> </span>
+<span class="g g-Whitespace">    </span><span class="mi">387</span><span class="s2">         try:</span>
+<span class="ne">--&gt; </span><span class="mi">388</span><span class="s2">             result = self._calculate(variable_name, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">389</span><span class="s2">             if isinstance(result, EnumArray) and decode_enums:</span>
+<span class="g g-Whitespace">    </span><span class="mi">390</span><span class="s2">                 result = result.decode_to_str()</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">_calculate</span><span class="nt">(self, variable_name, period)</span>
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+<span class="g g-Whitespace">    </span><span class="mi">593</span><span class="s2">             self._check_for_cycle(variable.name, period)</span>
+<span class="ne">--&gt; </span><span class="mi">594</span><span class="s2">             array = self._run_formula(variable, population, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">595</span><span class="s2"> </span>
+<span class="g g-Whitespace">    </span><span class="mi">596</span><span class="s2">             # If no result, use the default value and cache it</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">_run_formula</span><span class="nt">(self, variable, population, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">875</span><span class="s2">             array = formula(population, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">876</span><span class="s2">         else:</span>
+<span class="ne">--&gt; </span><span class="mi">877</span><span class="s2">             array = formula(population, period, parameters_at)</span>
+<span class="g g-Whitespace">    </span><span class="mi">878</span><span class="s2"> </span>
+<span class="g g-Whitespace">    </span><span class="mi">879</span><span class="s2">         return array</span>
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+<span class="nn">~/work/policyengine-uk/policyengine-uk/policyengine_uk/variables/gov/dwp/housing_benefit.py</span> in <span class="ni">formula</span><span class="nt">(benunit, period, parameters)</span>
+<span class="g g-Whitespace">     </span><span class="mi">39</span><span class="s2">         reported_hb = add(benunit, period, [&quot;housing_benefit_reported&quot;]) &gt; 0</span>
+<span class="g g-Whitespace">     </span><span class="mi">40</span><span class="s2">         baseline = benunit(&quot;baseline_housing_benefit_entitlement&quot;, period) &gt; 0</span>
+<span class="ne">---&gt; </span><span class="mi">41</span><span class="s2">         eligible = benunit(&quot;housing_benefit_entitlement&quot;, period) &gt; 0</span>
+<span class="g g-Whitespace">     </span><span class="mi">42</span><span class="s2">         takeup_rate = parameters(period).gov.dwp.housing_benefit.takeup</span>
+<span class="g g-Whitespace">     </span><span class="mi">43</span><span class="s2">         return select(</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/populations/population.py</span> in <span class="ni">__call__</span><span class="nt">(self, variable_name, period, options)</span>
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+<span class="g g-Whitespace">    </span><span class="mi">133</span><span class="s2">         else:</span>
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+<span class="g g-Whitespace">    </span><span class="mi">135</span><span class="s2">                 variable_name, period, **calculate_kwargs</span>
+<span class="g g-Whitespace">    </span><span class="mi">136</span><span class="s2">             )</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/microsimulation.py</span> in <span class="ni">calculate</span><span class="nt">(self, variable_name, period, map_to, use_weights, decode_enums)</span>
+<span class="g g-Whitespace">     </span><span class="mi">52</span><span class="s2">         elif period is None and self.default_calculation_period is not None:</span>
+<span class="g g-Whitespace">     </span><span class="mi">53</span><span class="s2">             period = get_period(self.default_calculation_period)</span>
+<span class="ne">---&gt; </span><span class="mi">54</span><span class="s2">         values = super().calculate(variable_name, period, map_to, decode_enums)</span>
+<span class="g g-Whitespace">     </span><span class="mi">55</span><span class="s2">         if not use_weights:</span>
+<span class="g g-Whitespace">     </span><span class="mi">56</span><span class="s2">             return values</span>
+
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+<span class="g g-Whitespace">    </span><span class="mi">387</span><span class="s2">         try:</span>
+<span class="ne">--&gt; </span><span class="mi">388</span><span class="s2">             result = self._calculate(variable_name, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">389</span><span class="s2">             if isinstance(result, EnumArray) and decode_enums:</span>
+<span class="g g-Whitespace">    </span><span class="mi">390</span><span class="s2">                 result = result.decode_to_str()</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">_calculate</span><span class="nt">(self, variable_name, period)</span>
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+<span class="g g-Whitespace">    </span><span class="mi">593</span><span class="s2">             self._check_for_cycle(variable.name, period)</span>
+<span class="ne">--&gt; </span><span class="mi">594</span><span class="s2">             array = self._run_formula(variable, population, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">595</span><span class="s2"> </span>
+<span class="g g-Whitespace">    </span><span class="mi">596</span><span class="s2">             # If no result, use the default value and cache it</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">_run_formula</span><span class="nt">(self, variable, population, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">875</span><span class="s2">             array = formula(population, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">876</span><span class="s2">         else:</span>
+<span class="ne">--&gt; </span><span class="mi">877</span><span class="s2">             array = formula(population, period, parameters_at)</span>
+<span class="g g-Whitespace">    </span><span class="mi">878</span><span class="s2"> </span>
+<span class="g g-Whitespace">    </span><span class="mi">879</span><span class="s2">         return array</span>
+
+<span class="nn">~/work/policyengine-uk/policyengine-uk/policyengine_uk/variables/gov/dwp/housing_benefit.py</span> in <span class="ni">formula</span><span class="nt">(benunit, period, parameters)</span>
+<span class="g g-Whitespace">    </span><span class="mi">226</span><span class="s2">         )</span>
+<span class="g g-Whitespace">    </span><span class="mi">227</span><span class="s2">         amount = where(</span>
+<span class="ne">--&gt; </span><span class="mi">228</span><span class="s2">             LHA, min_(final_amount, benunit(&quot;LHA_cap&quot;, period)), final_amount</span>
+<span class="g g-Whitespace">    </span><span class="mi">229</span><span class="s2">         )</span>
+<span class="g g-Whitespace">    </span><span class="mi">230</span><span class="s2">         return max_(0, amount - benunit(&quot;HB_non_dep_deductions&quot;, period))</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/populations/population.py</span> in <span class="ni">__call__</span><span class="nt">(self, variable_name, period, options)</span>
+<span class="g g-Whitespace">    </span><span class="mi">132</span><span class="s2">             )</span>
+<span class="g g-Whitespace">    </span><span class="mi">133</span><span class="s2">         else:</span>
+<span class="ne">--&gt; </span><span class="mi">134</span><span class="s2">             return self.simulation.calculate(</span>
+<span class="g g-Whitespace">    </span><span class="mi">135</span><span class="s2">                 variable_name, period, **calculate_kwargs</span>
+<span class="g g-Whitespace">    </span><span class="mi">136</span><span class="s2">             )</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/microsimulation.py</span> in <span class="ni">calculate</span><span class="nt">(self, variable_name, period, map_to, use_weights, decode_enums)</span>
+<span class="g g-Whitespace">     </span><span class="mi">52</span><span class="s2">         elif period is None and self.default_calculation_period is not None:</span>
+<span class="g g-Whitespace">     </span><span class="mi">53</span><span class="s2">             period = get_period(self.default_calculation_period)</span>
+<span class="ne">---&gt; </span><span class="mi">54</span><span class="s2">         values = super().calculate(variable_name, period, map_to, decode_enums)</span>
+<span class="g g-Whitespace">     </span><span class="mi">55</span><span class="s2">         if not use_weights:</span>
+<span class="g g-Whitespace">     </span><span class="mi">56</span><span class="s2">             return values</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">calculate</span><span class="nt">(self, variable_name, period, map_to, decode_enums)</span>
+<span class="g g-Whitespace">    </span><span class="mi">386</span><span class="s2"> </span>
+<span class="g g-Whitespace">    </span><span class="mi">387</span><span class="s2">         try:</span>
+<span class="ne">--&gt; </span><span class="mi">388</span><span class="s2">             result = self._calculate(variable_name, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">389</span><span class="s2">             if isinstance(result, EnumArray) and decode_enums:</span>
+<span class="g g-Whitespace">    </span><span class="mi">390</span><span class="s2">                 result = result.decode_to_str()</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">_calculate</span><span class="nt">(self, variable_name, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">592</span><span class="s2">         try:</span>
+<span class="g g-Whitespace">    </span><span class="mi">593</span><span class="s2">             self._check_for_cycle(variable.name, period)</span>
+<span class="ne">--&gt; </span><span class="mi">594</span><span class="s2">             array = self._run_formula(variable, population, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">595</span><span class="s2"> </span>
+<span class="g g-Whitespace">    </span><span class="mi">596</span><span class="s2">             # If no result, use the default value and cache it</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">_run_formula</span><span class="nt">(self, variable, population, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">875</span><span class="s2">             array = formula(population, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">876</span><span class="s2">         else:</span>
+<span class="ne">--&gt; </span><span class="mi">877</span><span class="s2">             array = formula(population, period, parameters_at)</span>
+<span class="g g-Whitespace">    </span><span class="mi">878</span><span class="s2"> </span>
+<span class="g g-Whitespace">    </span><span class="mi">879</span><span class="s2">         return array</span>
+
+<span class="nn">~/work/policyengine-uk/policyengine-uk/policyengine_uk/variables/gov/dwp/LHA.py</span> in <span class="ni">formula</span><span class="nt">(benunit, period, parameters)</span>
+<span class="g g-Whitespace">     </span><span class="mi">85</span><span class="s2">     def formula(benunit, period, parameters):</span>
+<span class="g g-Whitespace">     </span><span class="mi">86</span><span class="s2">         rent = benunit(&quot;benunit_rent&quot;, period)</span>
+<span class="ne">---&gt; </span><span class="mi">87</span><span class="s2">         cap = benunit(&quot;BRMA_LHA_rate&quot;, period)</span>
+<span class="g g-Whitespace">     </span><span class="mi">88</span><span class="s2">         return min_(rent, cap)</span>
+<span class="g g-Whitespace">     </span><span class="mi">89</span><span class="s2"> </span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/populations/population.py</span> in <span class="ni">__call__</span><span class="nt">(self, variable_name, period, options)</span>
+<span class="g g-Whitespace">    </span><span class="mi">132</span><span class="s2">             )</span>
+<span class="g g-Whitespace">    </span><span class="mi">133</span><span class="s2">         else:</span>
+<span class="ne">--&gt; </span><span class="mi">134</span><span class="s2">             return self.simulation.calculate(</span>
+<span class="g g-Whitespace">    </span><span class="mi">135</span><span class="s2">                 variable_name, period, **calculate_kwargs</span>
+<span class="g g-Whitespace">    </span><span class="mi">136</span><span class="s2">             )</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/policyengine_core/simulations/microsimulation.py</span> in <span class="ni">calculate</span><span class="nt">(self, variable_name, period, map_to, use_weights, decode_enums)</span>
+<span class="g g-Whitespace">     </span><span class="mi">52</span><span class="s2">         elif period is None and self.default_calculation_period is not None:</span>
+<span class="g g-Whitespace">     </span><span class="mi">53</span><span class="s2">             period = get_period(self.default_calculation_period)</span>
+<span class="ne">---&gt; </span><span class="mi">54</span><span class="s2">         values = super().calculate(variable_name, period, map_to, decode_enums)</span>
+<span class="g g-Whitespace">     </span><span class="mi">55</span><span class="s2">         if not use_weights:</span>
+<span class="g g-Whitespace">     </span><span class="mi">56</span><span class="s2">             return values</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">calculate</span><span class="nt">(self, variable_name, period, map_to, decode_enums)</span>
+<span class="g g-Whitespace">    </span><span class="mi">386</span><span class="s2"> </span>
+<span class="g g-Whitespace">    </span><span class="mi">387</span><span class="s2">         try:</span>
+<span class="ne">--&gt; </span><span class="mi">388</span><span class="s2">             result = self._calculate(variable_name, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">389</span><span class="s2">             if isinstance(result, EnumArray) and decode_enums:</span>
+<span class="g g-Whitespace">    </span><span class="mi">390</span><span class="s2">                 result = result.decode_to_str()</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">_calculate</span><span class="nt">(self, variable_name, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">592</span><span class="s2">         try:</span>
+<span class="g g-Whitespace">    </span><span class="mi">593</span><span class="s2">             self._check_for_cycle(variable.name, period)</span>
+<span class="ne">--&gt; </span><span class="mi">594</span><span class="s2">             array = self._run_formula(variable, population, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">595</span><span class="s2"> </span>
+<span class="g g-Whitespace">    </span><span class="mi">596</span><span class="s2">             # If no result, use the default value and cache it</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">_run_formula</span><span class="nt">(self, variable, population, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">875</span><span class="s2">             array = formula(population, period)</span>
+<span class="g g-Whitespace">    </span><span class="mi">876</span><span class="s2">         else:</span>
+<span class="ne">--&gt; </span><span class="mi">877</span><span class="s2">             array = formula(population, period, parameters_at)</span>
+<span class="g g-Whitespace">    </span><span class="mi">878</span><span class="s2"> </span>
+<span class="g g-Whitespace">    </span><span class="mi">879</span><span class="s2">         return array</span>
+
+<span class="nn">~/work/policyengine-uk/policyengine-uk/policyengine_uk/variables/gov/dwp/LHA.py</span> in <span class="ni">formula</span><span class="nt">(benunit, period, parameters)</span>
+<span class="g g-Whitespace">    </span><span class="mi">243</span><span class="s2">             }</span>
+<span class="g g-Whitespace">    </span><span class="mi">244</span><span class="s2">         )</span>
+<span class="ne">--&gt; </span><span class="mi">245</span><span class="s2">         lha_lookup_table[&quot;weekly_rent&quot;] = lha_lookup_table.apply(</span>
+<span class="g g-Whitespace">    </span><span class="mi">246</span><span class="s2">             lambda x: lha_rates.loc[x.brma, x.lha_category], axis=1</span>
+<span class="g g-Whitespace">    </span><span class="mi">247</span><span class="s2">         )</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/pandas/core/frame.py</span> in <span class="ni">apply</span><span class="nt">(self, func, axis, raw, result_type, args, by_row, engine, engine_kwargs, **kwargs)</span>
+<span class="g g-Whitespace">  </span><span class="mi">10372</span><span class="s2">             kwargs=kwargs,</span>
+<span class="g g-Whitespace">  </span><span class="mi">10373</span><span class="s2">         )</span>
+<span class="ne">&gt; </span><span class="mi">10374</span><span class="s2">         return op.apply().__finalize__(self, method=&quot;apply&quot;)</span>
+<span class="g g-Whitespace">  </span><span class="mi">10375</span><span class="s2"> </span>
+<span class="g g-Whitespace">  </span><span class="mi">10376</span><span class="s2">     def map(</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/pandas/core/apply.py</span> in <span class="ni">apply</span><span class="nt">(self)</span>
+<span class="g g-Whitespace">    </span><span class="mi">914</span><span class="s2">             return self.apply_raw(engine=self.engine, engine_kwargs=self.engine_kwargs)</span>
+<span class="g g-Whitespace">    </span><span class="mi">915</span><span class="s2"> </span>
+<span class="ne">--&gt; </span><span class="mi">916</span><span class="s2">         return self.apply_standard()</span>
+<span class="g g-Whitespace">    </span><span class="mi">917</span><span class="s2"> </span>
+<span class="g g-Whitespace">    </span><span class="mi">918</span><span class="s2">     def agg(self):</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/pandas/core/apply.py</span> in <span class="ni">apply_standard</span><span class="nt">(self)</span>
+<span class="g g-Whitespace">   </span><span class="mi">1061</span><span class="s2">     def apply_standard(self):</span>
+<span class="g g-Whitespace">   </span><span class="mi">1062</span><span class="s2">         if self.engine == &quot;python&quot;:</span>
+<span class="ne">-&gt; </span><span class="mi">1063</span><span class="s2">             results, res_index = self.apply_series_generator()</span>
+<span class="g g-Whitespace">   </span><span class="mi">1064</span><span class="s2">         else:</span>
+<span class="g g-Whitespace">   </span><span class="mi">1065</span><span class="s2">             results, res_index = self.apply_series_numba()</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/pandas/core/apply.py</span> in <span class="ni">apply_series_generator</span><span class="nt">(self)</span>
+<span class="g g-Whitespace">   </span><span class="mi">1079</span><span class="s2">             for i, v in enumerate(series_gen):</span>
+<span class="g g-Whitespace">   </span><span class="mi">1080</span><span class="s2">                 # ignore SettingWithCopy here in case the user mutates</span>
+<span class="ne">-&gt; </span><span class="mi">1081</span><span class="s2">                 results[i] = self.func(v, *self.args, **self.kwargs)</span>
+<span class="g g-Whitespace">   </span><span class="mi">1082</span><span class="s2">                 if isinstance(results[i], ABCSeries):</span>
+<span class="g g-Whitespace">   </span><span class="mi">1083</span><span class="s2">                     # If we have a view on v, we need to make a copy because</span>
+
+<span class="nn">~/work/policyengine-uk/policyengine-uk/policyengine_uk/variables/gov/dwp/LHA.py</span> in <span class="ni">&lt;lambda&gt;</span><span class="nt">(x)</span>
+<span class="g g-Whitespace">    </span><span class="mi">244</span><span class="s2">         )</span>
+<span class="g g-Whitespace">    </span><span class="mi">245</span><span class="s2">         lha_lookup_table[&quot;weekly_rent&quot;] = lha_lookup_table.apply(</span>
+<span class="ne">--&gt; </span><span class="mi">246</span><span class="s2">             lambda x: lha_rates.loc[x.brma, x.lha_category], axis=1</span>
+<span class="g g-Whitespace">    </span><span class="mi">247</span><span class="s2">         )</span>
+<span class="g g-Whitespace">    </span><span class="mi">248</span><span class="s2">         return lha_lookup_table.weekly_rent.values * 52</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/pandas/core/indexing.py</span> in <span class="ni">__getitem__</span><span class="nt">(self, key)</span>
+<span class="g g-Whitespace">   </span><span class="mi">1182</span><span class="s2">             if self._is_scalar_access(key):</span>
+<span class="g g-Whitespace">   </span><span class="mi">1183</span><span class="s2">                 return self.obj._get_value(*key, takeable=self._takeable)</span>
+<span class="ne">-&gt; </span><span class="mi">1184</span><span class="s2">             return self._getitem_tuple(key)</span>
+<span class="g g-Whitespace">   </span><span class="mi">1185</span><span class="s2">         else:</span>
+<span class="g g-Whitespace">   </span><span class="mi">1186</span><span class="s2">             # we by definition only have the 0th axis</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/pandas/core/indexing.py</span> in <span class="ni">_getitem_tuple</span><span class="nt">(self, tup)</span>
+<span class="g g-Whitespace">   </span><span class="mi">1366</span><span class="s2">         with suppress(IndexingError):</span>
+<span class="g g-Whitespace">   </span><span class="mi">1367</span><span class="s2">             tup = self._expand_ellipsis(tup)</span>
+<span class="ne">-&gt; </span><span class="mi">1368</span><span class="s2">             return self._getitem_lowerdim(tup)</span>
+<span class="g g-Whitespace">   </span><span class="mi">1369</span><span class="s2"> </span>
+<span class="g g-Whitespace">   </span><span class="mi">1370</span><span class="s2">         # no multi-index, so validate all of the indexers</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/pandas/core/indexing.py</span> in <span class="ni">_getitem_lowerdim</span><span class="nt">(self, tup)</span>
+<span class="g g-Whitespace">   </span><span class="mi">1055</span><span class="s2">             #  (see the other place where we call _handle_lowerdim_multi_index_axis0)</span>
+<span class="g g-Whitespace">   </span><span class="mi">1056</span><span class="s2">             with suppress(IndexingError):</span>
+<span class="ne">-&gt; </span><span class="mi">1057</span><span class="s2">                 return cast(_LocIndexer, self)._handle_lowerdim_multi_index_axis0(tup)</span>
+<span class="g g-Whitespace">   </span><span class="mi">1058</span><span class="s2"> </span>
+<span class="g g-Whitespace">   </span><span class="mi">1059</span><span class="s2">         tup = self._validate_key_length(tup)</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/pandas/core/indexing.py</span> in <span class="ni">_handle_lowerdim_multi_index_axis0</span><span class="nt">(self, tup)</span>
+<span class="g g-Whitespace">   </span><span class="mi">1386</span><span class="s2">         try:</span>
+<span class="g g-Whitespace">   </span><span class="mi">1387</span><span class="s2">             # fast path for series or for tup devoid of slices</span>
+<span class="ne">-&gt; </span><span class="mi">1388</span><span class="s2">             return self._get_label(tup, axis=axis)</span>
+<span class="g g-Whitespace">   </span><span class="mi">1389</span><span class="s2"> </span>
+<span class="g g-Whitespace">   </span><span class="mi">1390</span><span class="s2">         except KeyError as ek:</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/pandas/core/indexing.py</span> in <span class="ni">_get_label</span><span class="nt">(self, label, axis)</span>
+<span class="g g-Whitespace">   </span><span class="mi">1379</span><span class="s2">     def _get_label(self, label, axis: AxisInt):</span>
+<span class="g g-Whitespace">   </span><span class="mi">1380</span><span class="s2">         # GH#5567 this will fail if the label is not present in the axis.</span>
+<span class="ne">-&gt; </span><span class="mi">1381</span><span class="s2">         return self.obj.xs(label, axis=axis)</span>
+<span class="g g-Whitespace">   </span><span class="mi">1382</span><span class="s2"> </span>
+<span class="g g-Whitespace">   </span><span class="mi">1383</span><span class="s2">     def _handle_lowerdim_multi_index_axis0(self, tup: tuple):</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/pandas/core/generic.py</span> in <span class="ni">xs</span><span class="nt">(self, key, axis, level, drop_level)</span>
+<span class="g g-Whitespace">   </span><span class="mi">4291</span><span class="s2"> </span>
+<span class="g g-Whitespace">   </span><span class="mi">4292</span><span class="s2">         if isinstance(index, MultiIndex):</span>
+<span class="ne">-&gt; </span><span class="mi">4293</span><span class="s2">             loc, new_index = index._get_loc_level(key, level=0)</span>
+<span class="g g-Whitespace">   </span><span class="mi">4294</span><span class="s2">             if not drop_level:</span>
+<span class="g g-Whitespace">   </span><span class="mi">4295</span><span class="s2">                 if lib.is_integer(loc):</span>
+
+<span class="nn">/opt/hostedtoolcache/Python/3.9.19/x64/lib/python3.9/site-packages/pandas/core/indexes/multi.py</span> in <span class="ni">_get_loc_level</span><span class="nt">(self, key, level)</span>
+<span class="g g-Whitespace">   </span><span class="mi">3218</span><span class="s2">                     # Complete key in unique index -&gt; standard get_loc</span>
+<span class="g g-Whitespace">   </span><span class="mi">3219</span><span class="s2">                     try:</span>
+<span class="ne">-&gt; </span><span class="mi">3220</span><span class="s2">                         return (self._engine.get_loc(key), None)</span>
+<span class="g g-Whitespace">   </span><span class="mi">3221</span><span class="s2">                     except KeyError as err:</span>
+<span class="g g-Whitespace">   </span><span class="mi">3222</span><span class="s2">                         raise KeyError(key) from err</span>
+
+<span class="nn">index.pyx</span> in <span class="ni">pandas._libs.index.BaseMultiIndexCodesEngine.get_loc</span><span class="nt">()</span>
+
+<span class="ne">KeyboardInterrupt</span>: 
 </pre></div>
 </div>
 </div>