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diff --git a/docs/.buildinfo b/docs/.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: 80d48af17d550b476f3564844e85b95b
+config: 4d891cfa72aabb7ef7ee90d483c1ae8c
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/.doctrees/environment.pickle b/docs/.doctrees/environment.pickle
diff --git a/docs/MulensModel.binarylens.html b/docs/MulensModel.binarylens.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.binarylens module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.binarylens module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.caustics.html b/docs/MulensModel.caustics.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.caustics module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.caustics module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.coordinates.html b/docs/MulensModel.coordinates.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.coordinates module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.coordinates module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.event.html b/docs/MulensModel.event.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.event module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.event module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.fit.html b/docs/MulensModel.fit.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.fit module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.fit module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.horizons.html b/docs/MulensModel.horizons.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.horizons module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.horizons module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.html b/docs/MulensModel.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel package &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel package &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.limbdarkeningcoeffs.html b/docs/MulensModel.limbdarkeningcoeffs.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.limbdarkeningcoeffs module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.limbdarkeningcoeffs module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.magnificationcurve.html b/docs/MulensModel.magnificationcurve.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.magnificationcurve module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.magnificationcurve module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.model.html b/docs/MulensModel.model.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.model module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.model module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.modelparameters.html b/docs/MulensModel.modelparameters.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.modelparameters module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.modelparameters module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>
@@ -391,7 +391,7 @@
 <code class="descname">source_1_parameters</code><a class="headerlink" href="#MulensModel.modelparameters.ModelParameters.source_1_parameters" title="Permalink to this definition">¶</a></dt>
 <dd><p><a class="reference internal" href="#MulensModel.modelparameters.ModelParameters" title="MulensModel.modelparameters.ModelParameters"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelParameters</span></code></a></p>
 <p>Parameters of source 1 in multi-source model.</p>
-<p><strong>Do not change values in results of this function.</strong> To change
+<p><strong>Do not change returned values.</strong> To change
 parameters of the source 1, simply change the parameters of double
 source instance.</p>
 </dd></dl>
@@ -401,7 +401,7 @@
 <code class="descname">source_2_parameters</code><a class="headerlink" href="#MulensModel.modelparameters.ModelParameters.source_2_parameters" title="Permalink to this definition">¶</a></dt>
 <dd><p><a class="reference internal" href="#MulensModel.modelparameters.ModelParameters" title="MulensModel.modelparameters.ModelParameters"><code class="xref py py-class docutils literal notranslate"><span class="pre">ModelParameters</span></code></a></p>
 <p>Parameters of source 2 in multi-source model.</p>
-<p><strong>Do not change values in results of this function.</strong> To change
+<p><strong>Do not change returned values.</strong> To change
 parameters of the source 1, simply change the parameters of double
 source instance.</p>
 </dd></dl>

diff --git a/docs/MulensModel.mulensdata.html b/docs/MulensModel.mulensdata.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.mulensdata module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.mulensdata module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>
@@ -104,7 +104,7 @@
 <div><p>Specify properties for plotting, e.g. <code class="docutils literal notranslate"><span class="pre">color</span></code>, <code class="docutils literal notranslate"><span class="pre">marker</span></code>,
 <code class="docutils literal notranslate"><span class="pre">label</span></code>, <code class="docutils literal notranslate"><span class="pre">alpha</span></code>, <code class="docutils literal notranslate"><span class="pre">zorder</span></code>, <code class="docutils literal notranslate"><span class="pre">markersize</span></code>, <code class="docutils literal notranslate"><span class="pre">visible</span></code>,
 and also the <code class="docutils literal notranslate"><span class="pre">show_bad</span></code> and <code class="docutils literal notranslate"><span class="pre">show_errorbars</span></code>
-properties. See <code class="xref py py-func docutils literal notranslate"><span class="pre">set_plot_properties()</span></code>.</p>
+properties.</p>
 <p>Note: pyplot functions errorbar() and scatter() are used to
 plot data with errorbars and without them, respectively.
 The type and size of marker are specified using different

diff --git a/docs/MulensModel.mulensobjects.html b/docs/MulensModel.mulensobjects.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.mulensobjects package &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.mulensobjects package &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.mulensobjects.lens.html b/docs/MulensModel.mulensobjects.lens.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.mulensobjects.lens module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.mulensobjects.lens module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.mulensobjects.mulenssystem.html b/docs/MulensModel.mulensobjects.mulenssystem.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.mulensobjects.mulenssystem module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.mulensobjects.mulenssystem module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.mulensobjects.source.html b/docs/MulensModel.mulensobjects.source.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.mulensobjects.source module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.mulensobjects.source module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.pointlens.html b/docs/MulensModel.pointlens.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.pointlens module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.pointlens module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.satelliteskycoord.html b/docs/MulensModel.satelliteskycoord.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.satelliteskycoord module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.satelliteskycoord module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.trajectory.html b/docs/MulensModel.trajectory.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.trajectory module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.trajectory module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.utils.html b/docs/MulensModel.utils.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.utils module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.utils module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/MulensModel.version.html b/docs/MulensModel.version.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel.version module &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel.version module &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/genindex.html b/docs/genindex.html
@@ -7,7 +7,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>Index &#8212; MulensModel 1.8.1 documentation</title>
+    <title>Index &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/index.html b/docs/index.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>Welcome to MulensModel’s documentation! &#8212; MulensModel 1.8.1 documentation</title>
+    <title>Welcome to MulensModel’s documentation! &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/install.html b/docs/install.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>How to install? &#8212; MulensModel 1.8.1 documentation</title>
+    <title>How to install? &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/modules.html b/docs/modules.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>MulensModel &#8212; MulensModel 1.8.1 documentation</title>
+    <title>MulensModel &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/py-modindex.html b/docs/py-modindex.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>Python Module Index &#8212; MulensModel 1.8.1 documentation</title>
+    <title>Python Module Index &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/search.html b/docs/search.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>Search &#8212; MulensModel 1.8.1 documentation</title>
+    <title>Search &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/searchindex.js b/docs/searchindex.js
diff --git a/docs/tutorial.html b/docs/tutorial.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>Very Basic Tutorial &#8212; MulensModel 1.8.1 documentation</title>
+    <title>Very Basic Tutorial &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/tutorial_fit_pi_E.html b/docs/tutorial_fit_pi_E.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>Microlensing Parallax Fitting Tutorial &#8212; MulensModel 1.8.1 documentation</title>
+    <title>Microlensing Parallax Fitting Tutorial &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>

diff --git a/docs/tutorial_fit_pspl.html b/docs/tutorial_fit_pspl.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="X-UA-Compatible" content="IE=Edge" />
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
-    <title>Basic Fitting Tutorial &#8212; MulensModel 1.8.1 documentation</title>
+    <title>Basic Fitting Tutorial &#8212; MulensModel 1.8.3 documentation</title>
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <script type="text/javascript" src="_static/documentation_options.js"></script>