diff --git a/_sources/quickstarter.rst.txt b/_sources/quickstarter.rst.txt
index e2d563e79c..71e4a88a49 100644
--- a/_sources/quickstarter.rst.txt
+++ b/_sources/quickstarter.rst.txt
@@ -8,20 +8,14 @@ Data input
 
 The only input data required for *naturf* is a shapefile with building footprints and height data. There should be a field with a unique ID for each building the shapefile, and it should be in a projected coordinate system such as Alber Equal Area Conic. For input to the Weather Research and Forecasting model (WRF), the computed parameters for each building will be projected into WGS 84.
 
-Clone git repository
---------------------
+Either check out our interactive `quickstarter <quickstarter.rst>`_, or continue below to run `naturf` using a python file.
 
-.. code:: bash
-
-    git clone https://github.com/IMMM-SFA/naturf.git
-
-Install dependencies
---------------------
-In the directory where the *naturf* repository was cloned, run the following command to install all dependencies in the current environment.
+Install ``naturf`
+-----------------
 
 .. code:: bash
 
-    pip install .
+    pip install naturf
 
 Edit config file
 ----------------
@@ -33,11 +27,26 @@ The *config.py* file in the naturf/ directory sets the default names for variabl
     data_id_field_name
     data_height_field_name
 
+Create a python script called `run.py` to run `naturf`
+
+.. code:: python3
+
+    from importlib.resources import files
+    from naturf import driver
+
+    input_shapefile_path = str(files("naturf.data").joinpath("C-5.shp"))
+    inputs = {"input_shapefile": input_shapefile_path}
+    outputs = ["write_binary", "write_index"]
+    model = driver.Model(inputs, outputs)
+
+    df = model.execute()
+    model.graph()
+
 
-Run `naturf` using hamilton
----------------------------
-This will run all functions required to create the output specified in `hamilton_run.py` `output_columns` variable. Currently `write_binary` and `write_index`. The `path` variable should point towards the input shapefile.
+Run `naturf`
+------------
+This will run all functions required to create the output specified in the `run.py` `output_columns` variable. Currently `write_binary` and `write_index`. The `path` variable should point towards the input shapefile.
 
 .. code:: bash
 
-    python hamilton_run.py
+    python run.py
diff --git a/objects.inv b/objects.inv
index 81d39ae3c3..d5a423236b 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git a/quickstarter.html b/quickstarter.html
index 1112a20444..26cb75debb 100644
--- a/quickstarter.html
+++ b/quickstarter.html
@@ -60,10 +60,9 @@
               <ul class="current">
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Quickstarter</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="#data-input">Data input</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#clone-git-repository">Clone git repository</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#install-dependencies">Install dependencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#install-naturf">Install ``naturf`</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#edit-config-file">Edit config file</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#run-naturf-using-hamilton">Run <cite>naturf</cite> using hamilton</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#run-naturf">Run <cite>naturf</cite></a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="user_guide.html">User guide</a></li>
@@ -106,17 +105,11 @@ <h1>Quickstarter<a class="headerlink" href="#quickstarter" title="Link to this h
 <section id="data-input">
 <h2>Data input<a class="headerlink" href="#data-input" title="Link to this heading"></a></h2>
 <p>The only input data required for <em>naturf</em> is a shapefile with building footprints and height data. There should be a field with a unique ID for each building the shapefile, and it should be in a projected coordinate system such as Alber Equal Area Conic. For input to the Weather Research and Forecasting model (WRF), the computed parameters for each building will be projected into WGS 84.</p>
+<p>Either check out our interactive <a class="reference internal" href="#"><span class="doc">quickstarter</span></a>, or continue below to run <cite>naturf</cite> using a python file.</p>
 </section>
-<section id="clone-git-repository">
-<h2>Clone git repository<a class="headerlink" href="#clone-git-repository" title="Link to this heading"></a></h2>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>git<span class="w"> </span>clone<span class="w"> </span>https://github.com/IMMM-SFA/naturf.git
-</pre></div>
-</div>
-</section>
-<section id="install-dependencies">
-<h2>Install dependencies<a class="headerlink" href="#install-dependencies" title="Link to this heading"></a></h2>
-<p>In the directory where the <em>naturf</em> repository was cloned, run the following command to install all dependencies in the current environment.</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span>.
+<section id="install-naturf">
+<h2>Install <a href="#id2"><span class="problematic" id="id3">``</span></a>naturf`<a class="headerlink" href="#install-naturf" title="Link to this heading"></a></h2>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span>naturf
 </pre></div>
 </div>
 </section>
@@ -127,11 +120,24 @@ <h2>Edit config file<a class="headerlink" href="#edit-config-file" title="Link t
 <span class="n">data_height_field_name</span>
 </pre></div>
 </div>
+<p>Create a python script called <cite>run.py</cite> to run <cite>naturf</cite></p>
+<div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">importlib.resources</span> <span class="kn">import</span> <span class="n">files</span>
+<span class="kn">from</span> <span class="nn">naturf</span> <span class="kn">import</span> <span class="n">driver</span>
+
+<span class="n">input_shapefile_path</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">files</span><span class="p">(</span><span class="s2">&quot;naturf.data&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">joinpath</span><span class="p">(</span><span class="s2">&quot;C-5.shp&quot;</span><span class="p">))</span>
+<span class="n">inputs</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;input_shapefile&quot;</span><span class="p">:</span> <span class="n">input_shapefile_path</span><span class="p">}</span>
+<span class="n">outputs</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;write_binary&quot;</span><span class="p">,</span> <span class="s2">&quot;write_index&quot;</span><span class="p">]</span>
+<span class="n">model</span> <span class="o">=</span> <span class="n">driver</span><span class="o">.</span><span class="n">Model</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">outputs</span><span class="p">)</span>
+
+<span class="n">df</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">execute</span><span class="p">()</span>
+<span class="n">model</span><span class="o">.</span><span class="n">graph</span><span class="p">()</span>
+</pre></div>
+</div>
 </section>
-<section id="run-naturf-using-hamilton">
-<h2>Run <cite>naturf</cite> using hamilton<a class="headerlink" href="#run-naturf-using-hamilton" title="Link to this heading"></a></h2>
-<p>This will run all functions required to create the output specified in <cite>hamilton_run.py</cite> <cite>output_columns</cite> variable. Currently <cite>write_binary</cite> and <cite>write_index</cite>. The <cite>path</cite> variable should point towards the input shapefile.</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>hamilton_run.py
+<section id="run-naturf">
+<h2>Run <cite>naturf</cite><a class="headerlink" href="#run-naturf" title="Link to this heading"></a></h2>
+<p>This will run all functions required to create the output specified in the <cite>run.py</cite> <cite>output_columns</cite> variable. Currently <cite>write_binary</cite> and <cite>write_index</cite>. The <cite>path</cite> variable should point towards the input shapefile.</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>run.py
 </pre></div>
 </div>
 </section>
diff --git a/searchindex.js b/searchindex.js
index 141be56991..d966b19268 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["authors", "contributing", "footer", "how_to_cite", "index", "license", "modules", "naturf", "publications", "quickstarter", "release_notes", "user_guide"], "filenames": ["authors.rst", "contributing.rst", "footer.rst", "how_to_cite.rst", "index.rst", "license.rst", "modules.rst", "naturf.rst", "publications.rst", "quickstarter.rst", "release_notes.rst", "user_guide.rst"], "titles": ["Authors and Contributors", "Contributing to <strong>naturf</strong>", "Acknowledgement", "How to cite <strong>naturf</strong>", "naturf documentation", "License", "naturf", "naturf package", "Publications", "Quickstarter", "Release notes", "User guide"], "terms": {"levi": [0, 5], "t": [0, 3, 11], "sweet": [0, 3, 5], "breu": [0, 3, 5], "levisweetbreu": 0, "em": 0, "rexer": [0, 3], "erex": 0, "chri": 0, "r": [0, 3, 8, 11], "vernon": [0, 3], "crvernon": 0, "melissa": [0, 5], "allen": [0, 3, 5, 8], "duma": [0, 3, 5, 8], "mallen2718": 0, "matthew": 0, "seal": 0, "stefan": 0, "krawczyk": 0, "skrawcz": 0, "elijah": 0, "ben": 0, "izzi": 0, "elijahbenizzi": 0, "andi": 0, "berr": 0, "q": 0, "rai": 0, "pouya": 0, "vahmani": 0, "black": 0, "ruff": 0, "whether": [1, 5], "you": [1, 4], "find": 1, "typo": [1, 4], "document": [1, 5], "bug": 1, "want": [1, 4], "function": [1, 4, 9, 11], "think": 1, "make": 1, "more": 1, "robust": 1, "ar": [1, 4, 10, 11], "welcom": 1, "If": [1, 11], "would": 1, "like": 1, "new": [1, 4, 8], "featur": 1, "pleas": 1, "an": [1, 2, 4, 5, 11], "select": 1, "templat": 1, "fit": [1, 5], "your": 1, "need": [1, 9, 10], "The": [1, 4, 5, 9, 11], "follow": [1, 4, 5, 9, 11], "i": [1, 2, 4, 5, 9, 10, 11], "recommend": 1, "fork": 1, "repositori": [1, 4], "clone": 1, "local": 1, "git": 1, "http": [1, 3, 9], "github": [1, 9], "com": [1, 9], "user": [1, 4], "name": [1, 4, 9, 10], "give": [1, 11], "access": 1, "test": 1, "suit": [1, 11], "It": 1, "import": [1, 11], "instal": 1, "packag": [1, 3, 4, 6], "mode": 1, "befor": 1, "run": [1, 10], "thi": [1, 5, 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