diff --git a/.nojekyll b/.nojekyll
index 6888b87..0db9ccb 100644
--- a/.nojekyll
+++ b/.nojekyll
@@ -1 +1 @@
-6d315867
\ No newline at end of file
+e5b1e570
\ No newline at end of file
diff --git a/CNAME b/CNAME
deleted file mode 100644
index 9d65548..0000000
--- a/CNAME
+++ /dev/null
@@ -1 +0,0 @@
-blog.pslmodels.org
\ No newline at end of file
diff --git a/index.html b/index.html
index 8891ee2..3c7869e 100644
--- a/index.html
+++ b/index.html
@@ -206,7 +206,7 @@ <h5 class="quarto-listing-category-title">Categories</h5><div class="quarto-list
 
 <div class="quarto-listing quarto-listing-container-default" id="listing-listing">
 <div class="list quarto-listing-default">
-<div class="quarto-post image-right" data-index="0" data-categories="psl,psl-foundation" data-listing-date-sort="1703721600000" data-listing-file-modified-sort="1709693948229" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="633">
+<div class="quarto-post image-right" data-index="0" data-categories="psl,psl-foundation" data-listing-date-sort="1703721600000" data-listing-file-modified-sort="1709695515334" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="633">
 <div class="thumbnail">
 <p><a href="./posts/2023-12-28-2023-year-in-review.html" class="no-external"></a></p><a href="./posts/2023-12-28-2023-year-in-review.html" class="no-external">
 <p><img src="https://pslmodels.org/imgs/PSL.svg" class="thumbnail-image"></p>
@@ -242,7 +242,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="1" data-categories="psl,psl-foundation" data-listing-date-sort="1672444800000" data-listing-file-modified-sort="1709693948229" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="465">
+<div class="quarto-post image-right" data-index="1" data-categories="psl,psl-foundation" data-listing-date-sort="1672444800000" data-listing-file-modified-sort="1709695515334" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="465">
 <div class="thumbnail">
 <p><a href="./posts/2022-12-31-2022-year-in-review.html" class="no-external"></a></p><a href="./posts/2022-12-31-2022-year-in-review.html" class="no-external">
 <p><img src="https://pslmodels.org/imgs/PSL.svg" class="thumbnail-image"></p>
@@ -278,7 +278,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="2" data-categories="demo-days,benefits,us" data-listing-date-sort="1657756800000" data-listing-file-modified-sort="1709693948229" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="299">
+<div class="quarto-post image-right" data-index="2" data-categories="demo-days,benefits,us" data-listing-date-sort="1657756800000" data-listing-file-modified-sort="1709695515334" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="299">
 <div class="thumbnail">
 <p><a href="./posts/2022-07-14-demo-day-cambridge-cash-assistance.html" class="no-external"></a></p><a href="./posts/2022-07-14-demo-day-cambridge-cash-assistance.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -317,7 +317,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="3" data-categories="demo-days,github,git,workflow,getting-started" data-listing-date-sort="1656374400000" data-listing-file-modified-sort="1709693948229" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="437">
+<div class="quarto-post image-right" data-index="3" data-categories="demo-days,github,git,workflow,getting-started" data-listing-date-sort="1656374400000" data-listing-file-modified-sort="1709695515334" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="437">
 <div class="thumbnail">
 <p><a href="./posts/2022-06-28-demo-day-github.html" class="no-external"></a></p><a href="./posts/2022-06-28-demo-day-github.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -362,7 +362,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="4" data-categories="demo-days,cost-of-capital-calculator,business-taxation,corporate-income-tax,taxes" data-listing-date-sort="1650240000000" data-listing-file-modified-sort="1709693948229" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="248">
+<div class="quarto-post image-right" data-index="4" data-categories="demo-days,cost-of-capital-calculator,business-taxation,corporate-income-tax,taxes" data-listing-date-sort="1650240000000" data-listing-file-modified-sort="1709695515334" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="248">
 <div class="thumbnail">
 <p><a href="./posts/2022-04-18-demo-day-ccc-international.html" class="no-external"></a></p><a href="./posts/2022-04-18-demo-day-ccc-international.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -407,7 +407,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="5" data-categories="demo-days,apps,taxes,benefits,us" data-listing-date-sort="1649721600000" data-listing-file-modified-sort="1709693948229" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="246">
+<div class="quarto-post image-right" data-index="5" data-categories="demo-days,apps,taxes,benefits,us" data-listing-date-sort="1649721600000" data-listing-file-modified-sort="1709695515334" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="246">
 <div class="thumbnail">
 <p><a href="./posts/2022-04-12-demo-day-policyengine-us.html" class="no-external"></a></p><a href="./posts/2022-04-12-demo-day-policyengine-us.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -452,7 +452,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="6" data-categories="PSL,PSL-Foundation,Workshop" data-listing-date-sort="1646265600000" data-listing-file-modified-sort="1709693948229" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="281">
+<div class="quarto-post image-right" data-index="6" data-categories="PSL,PSL-Foundation,Workshop" data-listing-date-sort="1646265600000" data-listing-file-modified-sort="1709695515334" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="281">
 <div class="thumbnail">
 <p><a href="./posts/2022-03-03-DC-workshop.html" class="no-external"></a></p><a href="./posts/2022-03-03-DC-workshop.html" class="no-external">
 <p><img src="./images/MLK_Library_cut2.png" class="thumbnail-image"></p>
@@ -491,7 +491,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="7" data-categories="psl,psl-foundation" data-listing-date-sort="1640649600000" data-listing-file-modified-sort="1709693948229" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="482">
+<div class="quarto-post image-right" data-index="7" data-categories="psl,psl-foundation" data-listing-date-sort="1640649600000" data-listing-file-modified-sort="1709695515334" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="482">
 <div class="thumbnail">
 <p><a href="./posts/2021-12-28-2021-year-in-review.html" class="no-external"></a></p><a href="./posts/2021-12-28-2021-year-in-review.html" class="no-external">
 <p><img src="https://pslmodels.org/imgs/PSL.svg" class="thumbnail-image"></p>
@@ -527,7 +527,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="8" data-categories="demo-days,python,data-fusion,synthimpute" data-listing-date-sort="1638921600000" data-listing-file-modified-sort="1709693948229" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="468">
+<div class="quarto-post image-right" data-index="8" data-categories="demo-days,python,data-fusion,synthimpute" data-listing-date-sort="1638921600000" data-listing-file-modified-sort="1709695515334" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="468">
 <div class="thumbnail">
 <p><a href="./posts/2021-12-08-demo-day-synthimpute.html" class="no-external"></a></p><a href="./posts/2021-12-08-demo-day-synthimpute.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -569,7 +569,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="9" data-categories="demo-days,python,macroeconomics,overlapping-generations" data-listing-date-sort="1635724800000" data-listing-file-modified-sort="1709693948229" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="388">
+<div class="quarto-post image-right" data-index="9" data-categories="demo-days,python,macroeconomics,overlapping-generations" data-listing-date-sort="1635724800000" data-listing-file-modified-sort="1709695515334" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="388">
 <div class="thumbnail">
 <p><a href="./posts/2021-11-01-demo-day-og-core.html" class="no-external"></a></p><a href="./posts/2021-11-01-demo-day-og-core.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -611,7 +611,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="10" data-categories="demo-days,policy-simulation-library,compute-studio" data-listing-date-sort="1632096000000" data-listing-file-modified-sort="1709693948229" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="558">
+<div class="quarto-post image-right" data-index="10" data-categories="demo-days,policy-simulation-library,compute-studio" data-listing-date-sort="1632096000000" data-listing-file-modified-sort="1709695515334" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="558">
 <div class="thumbnail">
 <p><a href="./posts/2021-09-20-demo-day-cs-auto-deploy.html" class="no-external"></a></p><a href="./posts/2021-09-20-demo-day-cs-auto-deploy.html" class="no-external">
 <p class="card-img-top"><img src="images/cs-auto-deploy/publish_page.png"  class="thumbnail-image card-img"/></p>
@@ -650,7 +650,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="11" data-categories="demo-days,R,Python,unit-testing" data-listing-date-sort="1628467200000" data-listing-file-modified-sort="1709693948229" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="624">
+<div class="quarto-post image-right" data-index="11" data-categories="demo-days,R,Python,unit-testing" data-listing-date-sort="1628467200000" data-listing-file-modified-sort="1709695515334" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="624">
 <div class="thumbnail">
 <p><a href="./posts/2021-08-09-demo-day-unit-testing.html" class="no-external"></a></p><a href="./posts/2021-08-09-demo-day-unit-testing.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -692,7 +692,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="12" data-categories="demo-days,tax,data,us" data-listing-date-sort="1626393600000" data-listing-file-modified-sort="1709693948229" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="308">
+<div class="quarto-post image-right" data-index="12" data-categories="demo-days,tax,data,us" data-listing-date-sort="1626393600000" data-listing-file-modified-sort="1709695515334" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="308">
 <div class="thumbnail">
 <p><a href="./posts/2021-07-16-demo-day-constructing-tax-data-for-the-50-states.html" class="no-external"></a></p><a href="./posts/2021-07-16-demo-day-constructing-tax-data-for-the-50-states.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -734,7 +734,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="13" data-categories="demo-days,individual-income-tax,tax-brain,tax-calculator" data-listing-date-sort="1623628800000" data-listing-file-modified-sort="1709693948229" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="511">
+<div class="quarto-post image-right" data-index="13" data-categories="demo-days,individual-income-tax,tax-brain,tax-calculator" data-listing-date-sort="1623628800000" data-listing-file-modified-sort="1709695515334" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="511">
 <div class="thumbnail">
 <p><a href="./posts/2021-06-14-demo-day-tax-brain-python-api.html" class="no-external"></a></p><a href="./posts/2021-06-14-demo-day-tax-brain-python-api.html" class="no-external">
 <p class="card-img-top"><img src="images/biden_volcano.png"  class="thumbnail-image card-img"/></p>
@@ -776,7 +776,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="14" data-categories="demo-days,jupyter-book,GH-actions,documentation" data-listing-date-sort="1621209600000" data-listing-file-modified-sort="1709693948225" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="973">
+<div class="quarto-post image-right" data-index="14" data-categories="demo-days,jupyter-book,GH-actions,documentation" data-listing-date-sort="1621209600000" data-listing-file-modified-sort="1709695515334" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="5" data-listing-word-count-sort="973">
 <div class="thumbnail">
 <p><a href="./posts/2021-05-17-demo-day-jupyter-book-deploy.html" class="no-external"></a></p><a href="./posts/2021-05-17-demo-day-jupyter-book-deploy.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -818,7 +818,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="15" data-categories="demo-days,individual-income-tax,tax-brain,tax-calculator" data-listing-date-sort="1617580800000" data-listing-file-modified-sort="1709693948225" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="798">
+<div class="quarto-post image-right" data-index="15" data-categories="demo-days,individual-income-tax,tax-brain,tax-calculator" data-listing-date-sort="1617580800000" data-listing-file-modified-sort="1709695515334" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="4" data-listing-word-count-sort="798">
 <div class="thumbnail">
 <p><a href="./posts/2021-04-05-demo-day-stacked-revenue-estimates.html" class="no-external"></a></p><a href="./posts/2021-04-05-demo-day-stacked-revenue-estimates.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -860,7 +860,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="16" data-categories="demo-days,PSL" data-listing-date-sort="1615161600000" data-listing-file-modified-sort="1709693948225" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="286">
+<div class="quarto-post image-right" data-index="16" data-categories="demo-days,PSL" data-listing-date-sort="1615161600000" data-listing-file-modified-sort="1709695515330" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="286">
 <div class="thumbnail">
 <p><a href="./posts/2021-03-08-demo-day-cs-api-stitch.html" class="no-external"></a></p><a href="./posts/2021-03-08-demo-day-cs-api-stitch.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -896,7 +896,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="17" data-categories="demo-days" data-listing-date-sort="1614643200000" data-listing-file-modified-sort="1709693948225" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="42">
+<div class="quarto-post image-right" data-index="17" data-categories="demo-days" data-listing-date-sort="1614643200000" data-listing-file-modified-sort="1709695515330" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="42">
 <div class="thumbnail">
 <p><a href="./posts/2021-03-02-demo-day-taxbrain-to-taxcruncher.html" class="no-external"></a></p><a href="./posts/2021-03-02-demo-day-taxbrain-to-taxcruncher.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -929,7 +929,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="18" data-categories="demo-days,PSL,git,github" data-listing-date-sort="1614643200000" data-listing-file-modified-sort="1709693948225" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="361">
+<div class="quarto-post image-right" data-index="18" data-categories="demo-days,PSL,git,github" data-listing-date-sort="1614643200000" data-listing-file-modified-sort="1709695515330" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="361">
 <div class="thumbnail">
 <p><a href="./posts/2021-03-02-demo-day-contributing-psl.html" class="no-external"></a></p><a href="./posts/2021-03-02-demo-day-contributing-psl.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -971,7 +971,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="19" data-categories="demo-days,microdf,scf" data-listing-date-sort="1611878400000" data-listing-file-modified-sort="1709693948225" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="255">
+<div class="quarto-post image-right" data-index="19" data-categories="demo-days,microdf,scf" data-listing-date-sort="1611878400000" data-listing-file-modified-sort="1709695515330" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="255">
 <div class="thumbnail">
 <p><a href="./posts/2021-01-29-demo-day-scf-microdf.html" class="no-external"></a></p><a href="./posts/2021-01-29-demo-day-scf-microdf.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -1010,7 +1010,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="20" data-categories="demo-days,OG-USA,Tax-Calculator,open-source,policy-simulation-library,compute-studio,us" data-listing-date-sort="1611792000000" data-listing-file-modified-sort="1709693948225" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="7" data-listing-word-count-sort="1332">
+<div class="quarto-post image-right" data-index="20" data-categories="demo-days,OG-USA,Tax-Calculator,open-source,policy-simulation-library,compute-studio,us" data-listing-date-sort="1611792000000" data-listing-file-modified-sort="1709695515330" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="7" data-listing-word-count-sort="1332">
 <div class="thumbnail">
 <p><a href="./posts/2021-01-28-demo-day-how-to-use-og-usa.html" class="no-external"></a></p><a href="./posts/2021-01-28-demo-day-how-to-use-og-usa.html" class="no-external">
 <p><img src="./images/OG-USA_logo_long.png" class="thumbnail-image"></p>
@@ -1061,7 +1061,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="21" data-categories="demo-days,individual-income-tax,tax-brain,us" data-listing-date-sort="1608681600000" data-listing-file-modified-sort="1709693948225" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="183">
+<div class="quarto-post image-right" data-index="21" data-categories="demo-days,individual-income-tax,tax-brain,us" data-listing-date-sort="1608681600000" data-listing-file-modified-sort="1709695515330" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="183">
 <div class="thumbnail">
 <p><a href="./posts/2020-12-23-demo-day-tax-brain.html" class="no-external"></a></p><a href="./posts/2020-12-23-demo-day-tax-brain.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -1103,7 +1103,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="22" data-categories="psl,psl-foundation" data-listing-date-sort="1608681600000" data-listing-file-modified-sort="1709693948225" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="447">
+<div class="quarto-post image-right" data-index="22" data-categories="psl,psl-foundation" data-listing-date-sort="1608681600000" data-listing-file-modified-sort="1709695515330" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="3" data-listing-word-count-sort="447">
 <div class="thumbnail">
 <p><a href="./posts/2020-12-23-2020-year-in-review.html" class="no-external"></a></p><a href="./posts/2020-12-23-2020-year-in-review.html" class="no-external">
 <p><img src="https://pslmodels.org/imgs/PSL.svg" class="thumbnail-image"></p>
@@ -1139,7 +1139,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="23" data-categories="demo-days,cost-of-capital-calculator,business-taxation,corporate-income-tax" data-listing-date-sort="1606953600000" data-listing-file-modified-sort="1709693948225" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="345">
+<div class="quarto-post image-right" data-index="23" data-categories="demo-days,cost-of-capital-calculator,business-taxation,corporate-income-tax" data-listing-date-sort="1606953600000" data-listing-file-modified-sort="1709695515330" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="2" data-listing-word-count-sort="345">
 <div class="thumbnail">
 <p><a href="./posts/2020-12-03-demo-day-cost-of-capital-calculator.html" class="no-external"></a></p><a href="./posts/2020-12-03-demo-day-cost-of-capital-calculator.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -1181,7 +1181,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="24" data-categories="demo-days,individual-income-tax,tax-cruncher" data-listing-date-sort="1606089600000" data-listing-file-modified-sort="1709693948225" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="149">
+<div class="quarto-post image-right" data-index="24" data-categories="demo-days,individual-income-tax,tax-cruncher" data-listing-date-sort="1606089600000" data-listing-file-modified-sort="1709695515330" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="149">
 <div class="thumbnail">
 <p><a href="./posts/2020-11-23-demo-day-tax-cruncher.html" class="no-external"></a></p><a href="./posts/2020-11-23-demo-day-tax-cruncher.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -1220,7 +1220,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="25" data-categories="demo-days" data-listing-date-sort="1605657600000" data-listing-file-modified-sort="1709693948225" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="149">
+<div class="quarto-post image-right" data-index="25" data-categories="demo-days" data-listing-date-sort="1605657600000" data-listing-file-modified-sort="1709695515330" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="149">
 <div class="thumbnail">
 <p><a href="./posts/2020-11-18-demo-day-creating-reform-files.html" class="no-external"></a></p><a href="./posts/2020-11-18-demo-day-creating-reform-files.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
@@ -1253,7 +1253,7 @@ <h3 class="no-anchor listing-title">
 </a>
 </div>
 </div>
-<div class="quarto-post image-right" data-index="26" data-categories="announcements" data-listing-date-sort="1604620800000" data-listing-file-modified-sort="1709693948225" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="130">
+<div class="quarto-post image-right" data-index="26" data-categories="announcements" data-listing-date-sort="1604620800000" data-listing-file-modified-sort="1709695515330" data-listing-date-modified-sort="NaN" data-listing-reading-time-sort="1" data-listing-word-count-sort="130">
 <div class="thumbnail">
 <p><a href="./posts/2020-11-06-introducing-psl-blog.html" class="no-external"></a></p><a href="./posts/2020-11-06-introducing-psl-blog.html" class="no-external">
 <div class="listing-item-img-placeholder card-img-top" >&nbsp;</div>
diff --git a/sitemap.xml b/sitemap.xml
index f8f48a4..4917a4c 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -2,118 +2,118 @@
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2021-03-02-demo-day-contributing-psl.html</loc>
-    <lastmod>2024-03-06T02:59:08.225Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.330Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2021-09-20-demo-day-cs-auto-deploy.html</loc>
-    <lastmod>2024-03-06T02:59:08.229Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.334Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2020-11-06-introducing-psl-blog.html</loc>
-    <lastmod>2024-03-06T02:59:08.225Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.330Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2020-11-18-demo-day-creating-reform-files.html</loc>
-    <lastmod>2024-03-06T02:59:08.225Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.330Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2021-03-08-demo-day-cs-api-stitch.html</loc>
-    <lastmod>2024-03-06T02:59:08.225Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.330Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2023-12-28-2023-year-in-review.html</loc>
-    <lastmod>2024-03-06T02:59:08.229Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.334Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2022-04-12-demo-day-policyengine-us.html</loc>
-    <lastmod>2024-03-06T02:59:08.229Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.334Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2022-04-18-demo-day-ccc-international.html</loc>
-    <lastmod>2024-03-06T02:59:08.229Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.334Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2021-06-14-demo-day-tax-brain-python-api.html</loc>
-    <lastmod>2024-03-06T02:59:08.229Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.334Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2021-03-02-demo-day-taxbrain-to-taxcruncher.html</loc>
-    <lastmod>2024-03-06T02:59:08.225Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.330Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2021-12-28-2021-year-in-review.html</loc>
-    <lastmod>2024-03-06T02:59:08.229Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.334Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2022-06-28-demo-day-github.html</loc>
-    <lastmod>2024-03-06T02:59:08.229Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.334Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2022-07-14-demo-day-cambridge-cash-assistance.html</loc>
-    <lastmod>2024-03-06T02:59:08.229Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.334Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2022-12-31-2022-year-in-review.html</loc>
-    <lastmod>2024-03-06T02:59:08.229Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.334Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/about.html</loc>
-    <lastmod>2024-03-06T02:59:08.201Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.306Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/index.html</loc>
-    <lastmod>2024-03-06T02:59:08.225Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.330Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2022-03-03-DC-workshop.html</loc>
-    <lastmod>2024-03-06T02:59:08.229Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.334Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2020-12-23-demo-day-tax-brain.html</loc>
-    <lastmod>2024-03-06T02:59:08.225Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.330Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2021-11-01-demo-day-og-core.html</loc>
-    <lastmod>2024-03-06T02:59:08.229Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.334Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2020-12-03-demo-day-cost-of-capital-calculator.html</loc>
-    <lastmod>2024-03-06T02:59:08.225Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.330Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2020-11-23-demo-day-tax-cruncher.html</loc>
-    <lastmod>2024-03-06T02:59:08.225Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.330Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2021-01-28-demo-day-how-to-use-og-usa.html</loc>
-    <lastmod>2024-03-06T02:59:08.225Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.330Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2021-12-08-demo-day-synthimpute.html</loc>
-    <lastmod>2024-03-06T02:59:08.229Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.334Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2021-04-05-demo-day-stacked-revenue-estimates.html</loc>
-    <lastmod>2024-03-06T02:59:08.225Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.334Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2020-12-23-2020-year-in-review.html</loc>
-    <lastmod>2024-03-06T02:59:08.225Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.330Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2021-05-17-demo-day-jupyter-book-deploy.html</loc>
-    <lastmod>2024-03-06T02:59:08.225Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.334Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2021-07-16-demo-day-constructing-tax-data-for-the-50-states.html</loc>
-    <lastmod>2024-03-06T02:59:08.229Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.334Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2021-01-29-demo-day-scf-microdf.html</loc>
-    <lastmod>2024-03-06T02:59:08.225Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.330Z</lastmod>
   </url>
   <url>
     <loc>https://PSLmodels.github.io/blog/posts/2021-08-09-demo-day-unit-testing.html</loc>
-    <lastmod>2024-03-06T02:59:08.229Z</lastmod>
+    <lastmod>2024-03-06T03:25:15.334Z</lastmod>
   </url>
 </urlset>