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PSLmodels · Jan 15, 2025 · a41e7bd · a41e7bd
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diff --git a/_sources/usage/data.md b/_sources/usage/data.md
@@ -66,7 +66,7 @@ file (`tmd_weights.csv.gz`), and a variable growth factors file
 (`tmd_growfactors.csv`) that can be used with the Tax-Calculator
 package beginning with the 3.6.0 release.  The TMD files are available
 only to users who have purchased their own version of the 2015 IRS-SOI
-PUF.  For those users, the TMD files are avaiable from the
+PUF.  For those users, the TMD files are available from the
 tax-microdata repository.  The three TMD files can be used with
 Tax-Calculator in two ways:
   - with the **Python API** by instantiating a GrowFactors object that

diff --git a/recipes/recipe00.html b/recipes/recipe00.html
@@ -683,7 +683,7 @@ <h2>Plotting<a class="headerlink" href="#plotting" title="Link to this heading">
     </style>
     <div>
         <a href="https://bokeh.org" target="_blank" class="bk-notebook-logo"></a>
-        <span id="e1950be0-b85f-4177-8316-2370935cb67e">Loading BokehJS ...</span>
+        <span id="d9903d8c-a9bc-4571-93f0-4863a9850daa">Loading BokehJS ...</span>
     </div>
 </div><script type="application/javascript">'use strict';
 (function(root) {
@@ -848,7 +848,7 @@ <h2>Plotting<a class="headerlink" href="#plotting" title="Link to this heading">
      "</div>"}};
 
   function display_loaded(error = null) {
-    const el = document.getElementById("e1950be0-b85f-4177-8316-2370935cb67e");
+    const el = document.getElementById("d9903d8c-a9bc-4571-93f0-4863a9850daa");
     if (el != null) {
       const html = (() => {
         if (typeof root.Bokeh === "undefined") {
@@ -982,7 +982,7 @@ <h2>Plotting<a class="headerlink" href="#plotting" title="Link to this heading">
       console.log("Bokeh: BokehJS failed to load within specified timeout.");
       root._bokeh_failed_load = true;
     } else if (force !== true) {
-      const cell = $(document.getElementById("e1950be0-b85f-4177-8316-2370935cb67e")).parents('.cell').data().cell;
+      const cell = $(document.getElementById("d9903d8c-a9bc-4571-93f0-4863a9850daa")).parents('.cell').data().cell;
       cell.output_area.append_execute_result(NB_LOAD_WARNING)
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diff --git a/recipes/recipe04.html b/recipes/recipe04.html
@@ -613,7 +613,7 @@ <h1>Recipe 4: Estimating Differential Reform Response<a class="headerlink" href=
 ALL               	 204.484	   3.811	    1.19
 </pre></div>
 </div>
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_2086/3804893807.py:46: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_2134/3804893807.py:46: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.
   gbydf = vdf.groupby(&#39;table_row&#39;, as_index=False)
 </pre></div>
 </div>

diff --git a/searchindex.js b/searchindex.js
diff --git a/usage/data.html b/usage/data.html
@@ -534,7 +534,7 @@ <h3>2015 IRS public use data (<code class="docutils literal notranslate"><span c
 (<code class="docutils literal notranslate"><span class="pre">tmd_growfactors.csv</span></code>) that can be used with the Tax-Calculator
 package beginning with the 3.6.0 release.  The TMD files are available
 only to users who have purchased their own version of the 2015 IRS-SOI
-PUF.  For those users, the TMD files are avaiable from the
+PUF.  For those users, the TMD files are available from the
 tax-microdata repository.  The three TMD files can be used with
 Tax-Calculator in two ways:</p>
 <ul class="simple">