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diff --git a/.buildinfo b/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 1c5c321560f32c4bf1c7842919feccc2
+config: 88a10a460d98f859e061ed7dc4beba59
 tags: 645f666f9bcd5a90fca523b33c5a78b7
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diff --git a/_images/flow_duration_curve_examples-5.png b/_images/flow_duration_curve_examples-5.png
diff --git a/_images/hyswap.png b/_images/hyswap.png
diff --git a/_images/index-2.png b/_images/index-2.png
diff --git a/_images/streamflow_duration_hydrograph_examples-10.png b/_images/streamflow_duration_hydrograph_examples-10.png
diff --git a/_images/streamflow_duration_hydrograph_examples-11.png b/_images/streamflow_duration_hydrograph_examples-11.png
diff --git a/_images/streamflow_duration_hydrograph_examples-3.png b/_images/streamflow_duration_hydrograph_examples-3.png
diff --git a/_images/streamflow_duration_hydrograph_examples-5.png b/_images/streamflow_duration_hydrograph_examples-5.png
diff --git a/_images/streamflow_duration_hydrograph_examples-6.png b/_images/streamflow_duration_hydrograph_examples-6.png
diff --git a/_images/streamflow_duration_hydrograph_examples-7.png b/_images/streamflow_duration_hydrograph_examples-7.png
diff --git a/_images/streamflow_duration_hydrograph_examples-8.png b/_images/streamflow_duration_hydrograph_examples-8.png
diff --git a/_images/streamflow_duration_hydrograph_examples-9.png b/_images/streamflow_duration_hydrograph_examples-9.png
diff --git a/_modules/hyswap/cumulative.html b/_modules/hyswap/cumulative.html
@@ -6,12 +6,12 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>hyswap.cumulative &#8212; hyswap 0.1.dev1+g2cb07e2 documentation</title>
+    <title>hyswap.cumulative &#8212; hyswap 0.1.dev1+gc24bffa documentation</title>
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=80d5e7a1" />
     <link rel="stylesheet" type="text/css" href="../../_static/bizstyle.css?v=f15d3b81" />
     <link rel="stylesheet" type="text/css" href="../../_static/plot_directive.css" />
 
-    <script src="../../_static/documentation_options.js?v=5a72505b"></script>
+    <script src="../../_static/documentation_options.js?v=b6d95723"></script>
     <script src="../../_static/doctools.js?v=888ff710"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/bizstyle.js"></script>
@@ -31,7 +31,7 @@ <h3>Navigation</h3>
         <li class="right" >
           <a href="../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../index.html">hyswap 0.1.dev1+g2cb07e2 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../index.html">hyswap 0.1.dev1+gc24bffa documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../index.html" accesskey="U">Module code</a> &#187;</li>
         <li class="nav-item nav-item-this"><a href="">hyswap.cumulative</a></li> 
       </ul>
@@ -229,7 +229,7 @@ <h3>Navigation</h3>
         <li class="right" >
           <a href="../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../index.html">hyswap 0.1.dev1+g2cb07e2 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../index.html">hyswap 0.1.dev1+gc24bffa documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../index.html" >Module code</a> &#187;</li>
         <li class="nav-item nav-item-this"><a href="">hyswap.cumulative</a></li> 
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diff --git a/_modules/hyswap/exceedance.html b/_modules/hyswap/exceedance.html
@@ -6,12 +6,12 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>hyswap.exceedance &#8212; hyswap 0.1.dev1+g2cb07e2 documentation</title>
+    <title>hyswap.exceedance &#8212; hyswap 0.1.dev1+gc24bffa documentation</title>
     <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=80d5e7a1" />
     <link rel="stylesheet" type="text/css" href="../../_static/bizstyle.css?v=f15d3b81" />
     <link rel="stylesheet" type="text/css" href="../../_static/plot_directive.css" />
 
-    <script src="../../_static/documentation_options.js?v=5a72505b"></script>
+    <script src="../../_static/documentation_options.js?v=b6d95723"></script>
     <script src="../../_static/doctools.js?v=888ff710"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/bizstyle.js"></script>
@@ -31,7 +31,7 @@ <h3>Navigation</h3>
         <li class="right" >
           <a href="../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../index.html">hyswap 0.1.dev1+g2cb07e2 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../index.html">hyswap 0.1.dev1+gc24bffa documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../index.html" accesskey="U">Module code</a> &#187;</li>
         <li class="nav-item nav-item-this"><a href="">hyswap.exceedance</a></li> 
       </ul>
@@ -151,7 +151,10 @@ <h1>Source code for hyswap.exceedance</h1><div class="highlight"><pre>
 
 <span class="sd">    method : str, optional</span>
 <span class="sd">        Method (formulation) of plotting position formula.</span>
-<span class="sd">        Default is &#39;weibull&#39; (Type 6).</span>
+<span class="sd">        Default is &#39;weibull&#39; (Type 6). Additional available methods are</span>
+<span class="sd">        &#39;interpolated_inverted_cdf&#39; (Type 4), &#39;hazen&#39; (Type 5),</span>
+<span class="sd">        &#39;linear&#39; (Type 7), &#39;median_unbiased&#39; (Type 8), and &#39;normal_unbiased&#39;</span>
+<span class="sd">        (Type 9).</span>
 
 <span class="sd">    Returns</span>
 <span class="sd">    -------</span>
@@ -179,27 +182,26 @@ <h1>Source code for hyswap.exceedance</h1><div class="highlight"><pre>
 <span class="sd">        0.0</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
-    <span class="k">if</span> <span class="n">method</span> <span class="o">==</span> <span class="s1">&#39;weibull&#39;</span><span class="p">:</span>     <span class="c1"># R Type 6</span>
+    <span class="k">if</span> <span class="n">method</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;weibull&#39;</span><span class="p">,</span> <span class="s1">&#39;Type 6&#39;</span><span class="p">]:</span>
         <span class="n">alpha</span> <span class="o">=</span> <span class="mi">0</span>
         <span class="n">beta</span> <span class="o">=</span> <span class="mi">0</span>
-    <span class="k">elif</span> <span class="n">method</span> <span class="o">==</span> <span class="s1">&#39;linear&#39;</span><span class="p">:</span>    <span class="c1"># R Type 4</span>
+    <span class="k">elif</span> <span class="n">method</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;interpolated_inverted_cdf&#39;</span><span class="p">,</span> <span class="s1">&#39;Type 4&#39;</span><span class="p">]:</span>
         <span class="n">alpha</span> <span class="o">=</span> <span class="mi">0</span>
         <span class="n">beta</span> <span class="o">=</span> <span class="mi">1</span>
-    <span class="k">elif</span> <span class="n">method</span> <span class="o">==</span> <span class="s1">&#39;hazen&#39;</span><span class="p">:</span>     <span class="c1"># R Type 5</span>
+    <span class="k">elif</span> <span class="n">method</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;hazen&#39;</span><span class="p">,</span> <span class="s1">&#39;Type 5&#39;</span><span class="p">]:</span>
         <span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.5</span>
         <span class="n">beta</span> <span class="o">=</span> <span class="mf">0.5</span>
-    <span class="k">elif</span> <span class="n">method</span> <span class="o">==</span> <span class="s1">&#39;gumbel&#39;</span><span class="p">:</span>    <span class="c1"># R Type 7</span>
+    <span class="k">elif</span> <span class="n">method</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;linear&#39;</span><span class="p">,</span> <span class="s1">&#39;Type 7&#39;</span><span class="p">]:</span>
         <span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span>
         <span class="n">beta</span> <span class="o">=</span> <span class="mi">1</span>
-    <span class="k">elif</span> <span class="n">method</span> <span class="o">==</span> <span class="s2">&quot;reiss&quot;</span><span class="p">:</span>     <span class="c1"># R Type 8</span>
+    <span class="k">elif</span> <span class="n">method</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;median_unbiased&#39;</span><span class="p">,</span> <span class="s1">&#39;Type 8&#39;</span><span class="p">]:</span>
         <span class="n">alpha</span> <span class="o">=</span> <span class="mi">1</span><span class="o">/</span><span class="mi">3</span>
         <span class="n">beta</span> <span class="o">=</span> <span class="mi">1</span><span class="o">/</span><span class="mi">3</span>
-    <span class="k">elif</span> <span class="n">method</span> <span class="o">==</span> <span class="s2">&quot;blom&quot;</span><span class="p">:</span>      <span class="c1"># R Type 9</span>
+    <span class="k">elif</span> <span class="n">method</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;normal_unbiased&#39;</span><span class="p">,</span> <span class="s1">&#39;Type 9&#39;</span><span class="p">]:</span>
         <span class="n">alpha</span> <span class="o">=</span> <span class="mi">3</span><span class="o">/</span><span class="mi">8</span>
         <span class="n">beta</span> <span class="o">=</span> <span class="mi">3</span><span class="o">/</span><span class="mi">8</span>
     <span class="k">else</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;dist must be one of &#39;weibull&#39;, &#39;linear&#39;,&quot;</span> <span class="o">+</span>
-                         <span class="s2">&quot;&#39;hazen&#39;, &#39;gumbel&#39;, &#39;reiss&#39;, or &#39;blom&#39;.&quot;</span><span class="p">)</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;method type not recognized&quot;</span><span class="p">)</span>
 
     <span class="c1"># some type conversions to get to a numpy array</span>
     <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">values_to_compare</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
@@ -293,7 +295,10 @@ <h1>Source code for hyswap.exceedance</h1><div class="highlight"><pre>
 <span class="sd">        The values to use to calculate the exceedance probability.</span>
 <span class="sd">    method : str, optional</span>
 <span class="sd">        Method (formulation) of plotting position formula.</span>
-<span class="sd">        Default is &#39;weibull&#39; (Type 6).</span>
+<span class="sd">        Default is &#39;weibull&#39; (Type 6). Additional available methods are</span>
+<span class="sd">        &#39;interpolated_inverted_cdf&#39; (Type 4), &#39;hazen&#39; (Type 5),</span>
+<span class="sd">        &#39;linear&#39; (Type 7), &#39;median_unbiased&#39; (Type 8), and &#39;normal_unbiased&#39;</span>
+<span class="sd">        (Type 9).</span>
 
 <span class="sd">    Returns</span>
 <span class="sd">    -------</span>
@@ -308,7 +313,7 @@ <h1>Source code for hyswap.exceedance</h1><div class="highlight"><pre>
 <span class="sd">    .. doctest::</span>
 
 <span class="sd">        &gt;&gt;&gt; exceedance.calculate_exceedance_probability_from_values_multiple(</span>
-<span class="sd">        ...     [1, 1.25, 2.5], [1, 2, 3, 4], method=&#39;linear&#39;)</span>
+<span class="sd">        ...     [1, 1.25, 2.5], [1, 2, 3, 4], method=&#39;Type 4&#39;)</span>
 <span class="sd">        array([1.  , 0.75, 0.5 ])</span>
 
 <span class="sd">    Fetch some data from NWIS and calculate the exceedance probability for a</span>
@@ -360,7 +365,7 @@ <h3>Navigation</h3>
         <li class="right" >
           <a href="../../py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
-        <li class="nav-item nav-item-0"><a href="../../index.html">hyswap 0.1.dev1+g2cb07e2 documentation</a> &#187;</li>
+        <li class="nav-item nav-item-0"><a href="../../index.html">hyswap 0.1.dev1+gc24bffa documentation</a> &#187;</li>
           <li class="nav-item nav-item-1"><a href="../index.html" >Module code</a> &#187;</li>
         <li class="nav-item nav-item-this"><a href="">hyswap.exceedance</a></li> 
       </ul>