diff --git a/README.md b/README.md
index 919dbf0..48e7a55 100644
--- a/README.md
+++ b/README.md
@@ -3,18 +3,19 @@
 <!-- Badges Start-->
 [![PyPI version](https://badge.fury.io/py/luminaire.svg)](https://badge.fury.io/py/luminaire)
 [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/luminaire.svg)](https://pypi.org/project/luminaire/)
-[![License](http://img.shields.io/:license-Apache%202-blue.svg)](http://www.apache.org/licenses/LICENSE-2.0.txt)
-[![Luminaire CI](https://github.com/zillow/luminaire/workflows/Luminaire%20CI/badge.svg)](https://github.com/zillow/luminaire/actions)
-[![Luminaire CD](https://github.com/zillow/luminaire/workflows/Luminaire%20CD/badge.svg)](https://github.com/zillow/luminaire/actions)
+[![License](http://img.shields.io/:license-Apache%202-blue.svg)](https://github.com/zillow/luminaire/blob/master/LICENSE.txt)
+[![Luminaire CI](https://github.com/zillow/luminaire/workflows/Luminaire%20CI/badge.svg)](https://github.com/zillow/luminaire/actions?query=workflow%3A%22Luminaire+CI%22)
+[![Luminaire CD](https://github.com/zillow/luminaire/workflows/Luminaire%20CD/badge.svg)](https://github.com/zillow/luminaire/actions?query=workflow%3A%22Luminaire+CD%22)
 <!-- Badges End -->
 
-![Luminaire Logo](luminaire_logo.png)
+![Luminaire Logo](luminaire/docs_source/assets/luminaire_logo.png)
 
 **Table of contents**
 
 - [What is Luminaire](#what-is-luminaire)
 - [Quick Start](#quick-start)
-- [Anomaly Detection Flow](#anomaly-detection-flow)
+- [Time Series Outlier Detection Workflow](#time-series-outlier-detection-workflow)
+- [Anomaly Detection for High Frequency Time Series](#anomaly-detection-for-high-frequency-time-series)
 - [Contributing](#contributing)
 - [Acknowledgements](#acknowledgements)
 - [Development Team](#development-team)
@@ -22,25 +23,32 @@
 
 ## What is Luminaire
 
-Luminaire is a python package that provides ML-driven solutions for monitoring time series data. Luminaire provides 
-several anomaly detection and forecasting capabilities that incorporate correlational and seasonal 
-patterns as well as uncontrollable variations in the data over time.
-
-Please see the [full Luminaire documentation](luminaire/docs/_build/html/Introduction.html) 
-for detailed descriptions of the methods.
+[Luminaire](https://zillow.github.io/luminaire/luminaire/docs_source/_build/html/Introduction.html) is a python package 
+that provides ML-driven solutions for monitoring time series data. Luminaire provides several anomaly detection and 
+forecasting capabilities that incorporate correlational and seasonal patterns as well as uncontrollable variations in 
+the data over time.
 
 ## Quick Start
 
-Luminaire can be installed from PyPI.
+Install Luminaire from [PyPI](https://pypi.org/project/luminaire/) using ``pip``
 
 ```bash
 pip install luminaire
 ```
 
+Import ``luminaire`` module in python 
+```python
+import luminaire
+```
+
+Check out [Luminaire documentation](https://zillow.github.io/luminaire/luminaire/docs_source/_build/html/Introduction.html) 
+for detailed description of methods and usage.
+
+
 ## Time Series Outlier Detection Workflow
-![Luminaire Flow](luminaire_flow.gif)
+![Luminaire Flow](luminaire/docs_source/assets/luminaire_flow.gif)
 
-Luminaire outlier detection workflow can be divided into 3 major components.
+Luminaire outlier detection workflow can be divided into 3 major components:
 
 ### Data Preprocessing and Profiling Component
 
@@ -54,7 +62,7 @@ Profiling information for time series data can be used to monitor data drift and
 
 This component performs time series model training based on the user-specified configuration OR optimized configuration 
 (see Luminaire hyperparameter optimization). Luminaire model training is integrated with different structural time series
-models as well as filtering based models. See [Luminaire outlier detection](luminaire/docs/_build/html/basic_usage_tutorial/outlier_batch.html)
+models as well as filtering based models. See [Luminaire outlier detection](https://zillow.github.io/luminaire/luminaire/docs_source/_build/html/basic_usage_tutorial/outlier_batch.html)
 for more information.
  
 The Luminaire modeling step can be called after the data preprocessing and profiling step to perform necessary data preparation before training.
@@ -63,17 +71,20 @@ The Luminaire modeling step can be called after the data preprocessing and profi
  
 Luminaire's integration with configuration optimization enables a hands-off anomaly detection process where
 the user needs to provide very minimal configuration for monitoring any type of time series data. This step can be combined with
-the preprocessing and modeling for any auto-configured anomaly detection use case. See [fully automatic outlier detection](luminaire/docs/_build/html/basic_usage_tutorial/optimization.html#fully-automatic-outlier-detection)
+the preprocessing and modeling for any auto-configured anomaly detection use case. See [fully automatic outlier detection](https://zillow.github.io/luminaire/luminaire/docs_source/_build/html/basic_usage_tutorial/optimization.html#fully-automatic-outlier-detection)
 for a detailed walkthrough. 
 
+
 ## Anomaly Detection for High Frequency Time Series
 
 Luminaire can also monitor a set of data points over windows of time instead of tracking individual data points. This approach is well-suited
-for streaming use cases where sustained fluctuations are of greater concern than individual fluctuations. See [anomaly detection for streaming data](/luminaire/docs/_build/html/basic_usage_tutorial/streaming.html) for detailed information.
+for streaming use cases where sustained fluctuations are of greater concern than individual fluctuations. See [anomaly detection for streaming data](https://zillow.github.io/luminaire/luminaire/docs_source/_build/html/basic_usage_tutorial/streaming.html) for detailed information.
+
 
 ## Contributing
 
-Want to help improve Luminaire? Check out our [contributing documentation](CONTRIBUTING.rst).
+Want to help improve Luminaire? Check out our [contributing documentation](luminaire/docs_source/CONTRIBUTING.rst).
+
 
 ## Acknowledgements
 
diff --git a/CONTRIBUTING.rst b/luminaire/docs_source/CONTRIBUTING.rst
similarity index 97%
rename from CONTRIBUTING.rst
rename to luminaire/docs_source/CONTRIBUTING.rst
index e0f4732..5f44523 100644
--- a/CONTRIBUTING.rst
+++ b/luminaire/docs_source/CONTRIBUTING.rst
@@ -67,6 +67,7 @@ All the code can be found under ``luminaire/docs_source``
 
 Steps to update Sphinx documentation:
 
+- Install required packages from ``~/luminaire/docs_source/sphinx-requirements.txt``
 - On your local terminal cd till ``~/luminaire/docs_source`` folder
 - run ``make clean``, this will remove the folder ``~/luminaire/docs_source/_build``
 - run ``make html``, this will create files under ``~/luminaire/docs_source/_build``
diff --git a/luminaire/docs_source/_build/doctrees/CONTRIBUTING.doctree b/luminaire/docs_source/_build/doctrees/CONTRIBUTING.doctree
new file mode 100644
index 0000000..9f70723
Binary files /dev/null and b/luminaire/docs_source/_build/doctrees/CONTRIBUTING.doctree differ
diff --git a/luminaire/docs_source/_build/doctrees/environment.pickle b/luminaire/docs_source/_build/doctrees/environment.pickle
index 5f2d3ed..a9e2689 100644
Binary files a/luminaire/docs_source/_build/doctrees/environment.pickle and b/luminaire/docs_source/_build/doctrees/environment.pickle differ
diff --git a/luminaire/docs_source/_build/doctrees/user_guide/batch_models.doctree b/luminaire/docs_source/_build/doctrees/user_guide/batch_models.doctree
index aa61171..e12281b 100644
Binary files a/luminaire/docs_source/_build/doctrees/user_guide/batch_models.doctree and b/luminaire/docs_source/_build/doctrees/user_guide/batch_models.doctree differ
diff --git a/luminaire/docs_source/_build/doctrees/user_guide/exploration.doctree b/luminaire/docs_source/_build/doctrees/user_guide/exploration.doctree
index 134dcac..d4f11cb 100644
Binary files a/luminaire/docs_source/_build/doctrees/user_guide/exploration.doctree and b/luminaire/docs_source/_build/doctrees/user_guide/exploration.doctree differ
diff --git a/luminaire/docs_source/_build/doctrees/user_guide/optimization.doctree b/luminaire/docs_source/_build/doctrees/user_guide/optimization.doctree
index 95242ef..0587ed9 100644
Binary files a/luminaire/docs_source/_build/doctrees/user_guide/optimization.doctree and b/luminaire/docs_source/_build/doctrees/user_guide/optimization.doctree differ
diff --git a/luminaire/docs_source/_build/doctrees/user_guide/streaming.doctree b/luminaire/docs_source/_build/doctrees/user_guide/streaming.doctree
index f331d79..da80a73 100644
Binary files a/luminaire/docs_source/_build/doctrees/user_guide/streaming.doctree and b/luminaire/docs_source/_build/doctrees/user_guide/streaming.doctree differ
diff --git a/luminaire/docs_source/_build/html/.buildinfo b/luminaire/docs_source/_build/html/.buildinfo
index dc024a0..3e0d28e 100644
--- a/luminaire/docs_source/_build/html/.buildinfo
+++ b/luminaire/docs_source/_build/html/.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: 733960dc2abca3fe27be8d50d43d50a2
+config: d50b992c2fbe901c91156dcbef3201f3
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/luminaire/docs_source/_build/html/CONTRIBUTING.html b/luminaire/docs_source/_build/html/CONTRIBUTING.html
new file mode 100644
index 0000000..feb789b
--- /dev/null
+++ b/luminaire/docs_source/_build/html/CONTRIBUTING.html
@@ -0,0 +1,247 @@
+<!DOCTYPE html>
+<html lang="en" >
+<head>
+    <meta charset="utf-8">
+    
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+
+    
+    <title>Contributions</title>
+    
+
+    <link rel="stylesheet" href="_static/css/redactor.css" type="text/css" />
+    
+    
+    <link rel="index" title="Index" href="genindex.html"/>
+    <link rel="search" title="Search" href="search.html"/>
+    <link rel="top" title="luminaire 0.1.0 documentation" href="index.html"/> 
+</head>
+
+<body role="document">
+     
+
+    
+<a href="#" id="js-navigation-toggle" class="navigation-toggle">
+    <i class="mdi mdi-menu"></i><i class="mdi mdi-close"></i>
+</a>
+
+<section class="site-sidebar">
+
+<nav>
+
+
+    <a href="index.html" class="branding-link">
+    
+        luminaire
+    
+    
+    
+        
+        
+    
+    </a>
+
+    
+<section role="search">
+    <form action="search.html" method="get" class="site-searchform">
+        <input type="text" name="q" placeholder="Search docs" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+</section>
+
+
+
+    <section class="site-nav">
+    
+    
+        <ul>
+<li class="toctree-l1"><a class="reference internal" href="Introduction.html">Introduction</a></li>
+<li class="toctree-l1"><a class="reference internal" href="basic_usage_tutorial/tutorials.html">Tutorials</a></li>
+<li class="toctree-l1"><a class="reference internal" href="user_guide/user_guide.html">User Guide</a></li>
+</ul>
+
+    
+    </section>
+
+</nav>
+
+</section>
+
+    <main class="site-main" role="main">
+        
+
+
+
+
+
+
+
+
+
+
+
+<nav class="site-breadcrumbs">
+    <ul>
+    
+        <li>
+            <a href="index.html">Docs</a> /
+        </li>
+        
+        <li class="site-breadcrumbs__leaf">Contributions</li>
+    
+    </ul>
+</nav>
+        <section class="site-content">
+            <div class="container">
+                
+  <div class="section" id="contributions">
+<h1>Contributions<a class="headerlink" href="#contributions" title="Permalink to this headline">¶</a></h1>
+<p>Contributions are welcome, greatly appreciated and overall helps to improve the package.</p>
+<div class="section" id="report-bugs">
+<h2>Report Bugs<a class="headerlink" href="#report-bugs" title="Permalink to this headline">¶</a></h2>
+<p>Before creating a new issue, do check if a <a class="reference external" href="https://github.com/zillow/luminaire/labels/bug">bug was already reported</a></p>
+<p>Report bugs through <a class="reference external" href="https://github.com/zillow/luminaire/issues">GitHub Issues</a>:</p>
+<ul class="simple">
+<li><p>Create a <code class="docutils literal notranslate"><span class="pre">New</span> <span class="pre">Issue</span></code></p></li>
+<li><p>Provide detailed information about the bug and preferably part of the code that exhibits the problem</p></li>
+<li><p>Make sure to tag label as <code class="docutils literal notranslate"><span class="pre">bug</span></code></p></li>
+</ul>
+</div>
+<div class="section" id="fix-bugs">
+<h2>Fix Bugs<a class="headerlink" href="#fix-bugs" title="Permalink to this headline">¶</a></h2>
+<p>Look through our <a class="reference external" href="https://github.com/zillow/luminaire/labels/bug">GitHub issues labeled “kind:bug”</a> for bugs.</p>
+<p>Issues which are unassigned can be owned to implement it:</p>
+<ul class="simple">
+<li><p>Create branch name with prefix <code class="docutils literal notranslate"><span class="pre">bugfix/&lt;bug-type&gt;</span></code></p></li>
+<li><p>Add relevant code fix and test case</p></li>
+<li><p>Update the package version inside <code class="docutils literal notranslate"><span class="pre">setup.py</span></code></p></li>
+<li><p>Update the sphinx documentation</p></li>
+<li><p>Once ready for review create a PR for <code class="docutils literal notranslate"><span class="pre">master</span></code> branch</p></li>
+</ul>
+</div>
+<div class="section" id="report-features">
+<h2>Report Features<a class="headerlink" href="#report-features" title="Permalink to this headline">¶</a></h2>
+<p>Before creating a new feature request, do check if a <a class="reference external" href="https://github.com/zillow/luminaire/labels/feature">features was already requested</a></p>
+<p>Report new features through <a class="reference external" href="https://github.com/zillow/luminaire/issues">GitHub Issues</a>:</p>
+<ul class="simple">
+<li><p>Create a <code class="docutils literal notranslate"><span class="pre">New</span> <span class="pre">Issue</span></code></p></li>
+<li><p>Provide detailed information about the feature, how it would work, benefits and scope</p></li>
+<li><p>Make sure to tag label as <code class="docutils literal notranslate"><span class="pre">feature</span></code></p></li>
+</ul>
+</div>
+<div class="section" id="implement-features">
+<h2>Implement Features<a class="headerlink" href="#implement-features" title="Permalink to this headline">¶</a></h2>
+<p>Look through the <a class="reference external" href="https://github.com/zillow/luminaire/labels/feature">GitHub issues labeled “kind:feature”</a> for features.</p>
+<p>Issues which are unassigned can be owned to implement it:</p>
+<ul class="simple">
+<li><p>Create branch name with prefix <code class="docutils literal notranslate"><span class="pre">feature/&lt;feature-type&gt;</span></code></p></li>
+<li><p>Add relevant code and test case</p></li>
+<li><p>Update the package version inside <code class="docutils literal notranslate"><span class="pre">setup.py</span></code></p></li>
+<li><p>Update the sphinx documentation</p></li>
+<li><p>Once ready for review create a PR for <code class="docutils literal notranslate"><span class="pre">master</span></code> branch.</p></li>
+</ul>
+</div>
+<div class="section" id="updating-sphinx-documentation">
+<h2>Updating Sphinx Documentation<a class="headerlink" href="#updating-sphinx-documentation" title="Permalink to this headline">¶</a></h2>
+<p>We use <a class="reference external" href="https://www.sphinx-doc.org/en/master/">Sphinx</a> for code documentation and
+are hosted on our <a class="reference external" href="https://zillow.github.io/luminaire">Github pages</a></p>
+<p>All the code can be found under <code class="docutils literal notranslate"><span class="pre">luminaire/docs_source</span></code></p>
+<p>Steps to update Sphinx documentation:</p>
+<ul class="simple">
+<li><p>Install required packages from <code class="docutils literal notranslate"><span class="pre">~/luminaire/docs_source/sphinx-requirements.txt</span></code></p></li>
+<li><p>On your local terminal cd till <code class="docutils literal notranslate"><span class="pre">~/luminaire/docs_source</span></code> folder</p></li>
+<li><p>run <code class="docutils literal notranslate"><span class="pre">make</span> <span class="pre">clean</span></code>, this will remove the folder <code class="docutils literal notranslate"><span class="pre">~/luminaire/docs_source/_build</span></code></p></li>
+<li><p>run <code class="docutils literal notranslate"><span class="pre">make</span> <span class="pre">html</span></code>, this will create files under <code class="docutils literal notranslate"><span class="pre">~/luminaire/docs_source/_build</span></code></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">add</span> <span class="pre">~/_build</span></code></p></li>
+<li><p>commit updated files as part of the PR</p></li>
+</ul>
+</div>
+<div class="section" id="github-workflow-ci-cd">
+<h2>Github Workflow (CI/CD)<a class="headerlink" href="#github-workflow-ci-cd" title="Permalink to this headline">¶</a></h2>
+<p>Github Workflow is used for CI/CD.</p>
+<p>Luminaire CI:</p>
+<p>One each commit <a class="reference external" href="https://github.com/zillow/luminaire/actions?query=workflow%3A%22Luminaire+CI%22">Luminaire CI Workflow</a> is invoked.
+Details about the Luminaire CI Workflow can be found <a class="reference external" href="https://github.com/zillow/luminaire/blob/master/.github/workflows/python-app.yml">here</a></p>
+<p>Luminaire CD:</p>
+<p>For releasing the code and making it available on PyPI, follow this steps:</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">setup.py</span></code> has a new version specified</p></li>
+<li><p>PR for <code class="docutils literal notranslate"><span class="pre">master</span></code> branch is approved and merged</p></li>
+<li><p><a class="reference external" href="https://github.com/zillow/luminaire/releases/new">Create a new release</a></p></li>
+<li><p>Specify the <code class="docutils literal notranslate"><span class="pre">Tag</span> <span class="pre">version</span></code> with prefix <code class="docutils literal notranslate"><span class="pre">v&lt;version&gt;</span></code> example: v0.1.0</p></li>
+<li><p>Select <code class="docutils literal notranslate"><span class="pre">master</span></code> branch</p></li>
+<li><p>Provide relevant release title and description</p></li>
+<li><p>If this is a pre-release check the box</p></li>
+<li><p>Click <code class="docutils literal notranslate"><span class="pre">Publish</span> <span class="pre">release</span></code> and this will trigger <a class="reference external" href="https://github.com/zillow/luminaire/blob/master/.github/workflows/python-publish.yml">Luminaire CD Workflow</a></p></li>
+<li><p>Check <a class="reference external" href="https://pypi.org/project/luminaire/#history">PyPI release history</a></p></li>
+</ul>
+</div>
+<div class="section" id="submit-feedback">
+<h2>Submit Feedback<a class="headerlink" href="#submit-feedback" title="Permalink to this headline">¶</a></h2>
+<p>The best way to send feedback is by <a class="reference external" href="https://github.com/zillow/luminaire/issues">creating an issue on GitHub</a>.</p>
+<ul class="simple">
+<li><p>Create a <code class="docutils literal notranslate"><span class="pre">New</span> <span class="pre">Issue</span></code></p></li>
+<li><p>Provide detailed information about feedback</p></li>
+<li><p>Make sure to tag label as <code class="docutils literal notranslate"><span class="pre">feedback</span></code></p></li>
+</ul>
+</div>
+</div>
+
+
+            </div>
+
+        </section>
+
+        
+
+        
+            <div class="source-link">
+            
+                
+                    <a href="_sources/CONTRIBUTING.rst.txt" rel="nofollow">
+                        <i class="mdi mdi-code-tags"></i>
+                        View page source
+                    </a>
+                
+            
+            </div>
+        
+
+
+
+    </main>
+
+    <footer class="site-footer">
+<div class="container">
+
+    <div role="contentinfo">
+        <p>
+                &copy; Copyright 2020 Zillow, Inc..
+        </p>
+    </div>
+        <p>Built with <a href="http://sphinx-doc.org/">Sphinx</a> using a
+        <a href="https://github.com/testthedocs/sphinx_ttd_theme">theme</a>
+        provided by <a href="https://testthedocs">TestTheDocs</a>. 
+
+</div>
+</footer>
+
+    
+
+    <script type="text/javascript">
+        var DOCUMENTATION_OPTIONS = {
+            URL_ROOT:'',
+            VERSION:'0.1.0',
+            COLLAPSE_INDEX:false,
+            FILE_SUFFIX:'.html',
+            HAS_SOURCE:  true
+        };
+    </script>
+    <script type="text/javascript" src="_static/jquery.js"></script>
+    <script type="text/javascript" src="_static/underscore.js"></script>
+    <script type="text/javascript" src="_static/doctools.js"></script>
+    <script type="text/javascript" src="_static/language_data.js"></script>
+    <script type="text/javascript" src="_static/js/theme-min.js"></script> 
+</body>
+</html>
\ No newline at end of file
diff --git a/luminaire/docs_source/_build/html/Introduction.html b/luminaire/docs_source/_build/html/Introduction.html
index b6764c5..7316a67 100644
--- a/luminaire/docs_source/_build/html/Introduction.html
+++ b/luminaire/docs_source/_build/html/Introduction.html
@@ -11,8 +11,6 @@
 
     <link rel="stylesheet" href="_static/css/redactor.css" type="text/css" />
     
-    <link rel="stylesheet" href="_static/graphviz.css" type="text/css" />
-    
     
     <link rel="index" title="Index" href="genindex.html"/>
     <link rel="search" title="Search" href="search.html"/>
diff --git a/luminaire/docs_source/_build/html/_sources/CONTRIBUTING.rst.txt b/luminaire/docs_source/_build/html/_sources/CONTRIBUTING.rst.txt
new file mode 100644
index 0000000..5f44523
--- /dev/null
+++ b/luminaire/docs_source/_build/html/_sources/CONTRIBUTING.rst.txt
@@ -0,0 +1,111 @@
+Contributions
+=============
+
+Contributions are welcome, greatly appreciated and overall helps to improve the package.
+
+Report Bugs
+-----------
+
+Before creating a new issue, do check if a `bug was already reported <https://github.com/zillow/luminaire/labels/bug>`__
+
+Report bugs through `GitHub Issues <https://github.com/zillow/luminaire/issues>`__:
+
+- Create a ``New Issue``
+- Provide detailed information about the bug and preferably part of the code that exhibits the problem
+- Make sure to tag label as ``bug``
+
+
+Fix Bugs
+--------
+
+Look through our `GitHub issues labeled "kind:bug"
+<https://github.com/zillow/luminaire/labels/bug>`__ for bugs.
+
+Issues which are unassigned can be owned to implement it:
+
+- Create branch name with prefix ``bugfix/<bug-type>``
+- Add relevant code fix and test case
+- Update the package version inside ``setup.py``
+- Update the sphinx documentation
+- Once ready for review create a PR for ``master`` branch
+
+
+Report Features
+---------------
+
+Before creating a new feature request, do check if a `features was already requested <https://github.com/zillow/luminaire/labels/feature>`__
+
+Report new features through `GitHub Issues <https://github.com/zillow/luminaire/issues>`__:
+
+- Create a ``New Issue``
+- Provide detailed information about the feature, how it would work, benefits and scope
+- Make sure to tag label as ``feature``
+
+
+Implement Features
+------------------
+
+Look through the `GitHub issues labeled "kind:feature"
+<https://github.com/zillow/luminaire/labels/feature>`__ for features.
+
+Issues which are unassigned can be owned to implement it:
+
+- Create branch name with prefix ``feature/<feature-type>``
+- Add relevant code and test case
+- Update the package version inside ``setup.py``
+- Update the sphinx documentation
+- Once ready for review create a PR for ``master`` branch.
+
+
+Updating Sphinx Documentation
+------------------------------
+
+We use `Sphinx <https://www.sphinx-doc.org/en/master/>`__ for code documentation and
+are hosted on our `Github pages <https://zillow.github.io/luminaire>`__
+
+All the code can be found under ``luminaire/docs_source``
+
+Steps to update Sphinx documentation:
+
+- Install required packages from ``~/luminaire/docs_source/sphinx-requirements.txt``
+- On your local terminal cd till ``~/luminaire/docs_source`` folder
+- run ``make clean``, this will remove the folder ``~/luminaire/docs_source/_build``
+- run ``make html``, this will create files under ``~/luminaire/docs_source/_build``
+- ``git add ~/_build``
+- commit updated files as part of the PR
+
+
+Github Workflow (CI/CD)
+------------------------
+
+Github Workflow is used for CI/CD.
+
+Luminaire CI:
+
+One each commit `Luminaire CI Workflow <https://github.com/zillow/luminaire/actions?query=workflow%3A%22Luminaire+CI%22>`__ is invoked.
+Details about the Luminaire CI Workflow can be found `here <https://github.com/zillow/luminaire/blob/master/.github/workflows/python-app.yml>`__
+
+
+Luminaire CD:
+
+For releasing the code and making it available on PyPI, follow this steps:
+
+- ``setup.py`` has a new version specified
+- PR for ``master`` branch is approved and merged
+- `Create a new release <https://github.com/zillow/luminaire/releases/new>`__
+- Specify the ``Tag version`` with prefix ``v<version>`` example: v0.1.0
+- Select ``master`` branch
+- Provide relevant release title and description
+- If this is a pre-release check the box
+- Click ``Publish release`` and this will trigger `Luminaire CD Workflow <https://github.com/zillow/luminaire/blob/master/.github/workflows/python-publish.yml>`__
+- Check `PyPI release history <https://pypi.org/project/luminaire/#history>`__
+
+
+Submit Feedback
+---------------
+
+The best way to send feedback is by `creating an issue on GitHub <https://github.com/zillow/luminaire/issues>`__.
+
+- Create a ``New Issue``
+- Provide detailed information about feedback
+- Make sure to tag label as ``feedback``
diff --git a/luminaire/docs_source/_build/html/_static/graphviz.css b/luminaire/docs_source/_build/html/_static/graphviz.css
deleted file mode 100644
index 8ab69e0..0000000
--- a/luminaire/docs_source/_build/html/_static/graphviz.css
+++ /dev/null
@@ -1,19 +0,0 @@
-/*
- * graphviz.css
- * ~~~~~~~~~~~~
- *
- * Sphinx stylesheet -- graphviz extension.
- *
- * :copyright: Copyright 2007-2020 by the Sphinx team, see AUTHORS.
- * :license: BSD, see LICENSE for details.
- *
- */
-
-img.graphviz {
-    border: 0;
-    max-width: 100%;
-}
-
-object.graphviz {
-    max-width: 100%;
-}
diff --git a/luminaire/docs_source/_build/html/basic_usage_tutorial/dataprofiling.html b/luminaire/docs_source/_build/html/basic_usage_tutorial/dataprofiling.html
index af5b388..f4d0a98 100644
--- a/luminaire/docs_source/_build/html/basic_usage_tutorial/dataprofiling.html
+++ b/luminaire/docs_source/_build/html/basic_usage_tutorial/dataprofiling.html
@@ -11,8 +11,6 @@
 
     <link rel="stylesheet" href="../_static/css/redactor.css" type="text/css" />
     
-    <link rel="stylesheet" href="../_static/graphviz.css" type="text/css" />
-    
     
     <link rel="index" title="Index" href="../genindex.html"/>
     <link rel="search" title="Search" href="../search.html"/>
diff --git a/luminaire/docs_source/_build/html/basic_usage_tutorial/optimization.html b/luminaire/docs_source/_build/html/basic_usage_tutorial/optimization.html
index 34320fa..50fea36 100644
--- a/luminaire/docs_source/_build/html/basic_usage_tutorial/optimization.html
+++ b/luminaire/docs_source/_build/html/basic_usage_tutorial/optimization.html
@@ -11,8 +11,6 @@
 
     <link rel="stylesheet" href="../_static/css/redactor.css" type="text/css" />
     
-    <link rel="stylesheet" href="../_static/graphviz.css" type="text/css" />
-    
     
     <link rel="index" title="Index" href="../genindex.html"/>
     <link rel="search" title="Search" href="../search.html"/>
diff --git a/luminaire/docs_source/_build/html/basic_usage_tutorial/outlier_batch.html b/luminaire/docs_source/_build/html/basic_usage_tutorial/outlier_batch.html
index 65d3db7..276200b 100644
--- a/luminaire/docs_source/_build/html/basic_usage_tutorial/outlier_batch.html
+++ b/luminaire/docs_source/_build/html/basic_usage_tutorial/outlier_batch.html
@@ -11,8 +11,6 @@
 
     <link rel="stylesheet" href="../_static/css/redactor.css" type="text/css" />
     
-    <link rel="stylesheet" href="../_static/graphviz.css" type="text/css" />
-    
     
     <link rel="index" title="Index" href="../genindex.html"/>
     <link rel="search" title="Search" href="../search.html"/>
diff --git a/luminaire/docs_source/_build/html/basic_usage_tutorial/streaming.html b/luminaire/docs_source/_build/html/basic_usage_tutorial/streaming.html
index 6fd59c4..33ba549 100644
--- a/luminaire/docs_source/_build/html/basic_usage_tutorial/streaming.html
+++ b/luminaire/docs_source/_build/html/basic_usage_tutorial/streaming.html
@@ -11,8 +11,6 @@
 
     <link rel="stylesheet" href="../_static/css/redactor.css" type="text/css" />
     
-    <link rel="stylesheet" href="../_static/graphviz.css" type="text/css" />
-    
     
     <link rel="index" title="Index" href="../genindex.html"/>
     <link rel="search" title="Search" href="../search.html"/>
diff --git a/luminaire/docs_source/_build/html/basic_usage_tutorial/tutorials.html b/luminaire/docs_source/_build/html/basic_usage_tutorial/tutorials.html
index 4cdef17..8e123be 100644
--- a/luminaire/docs_source/_build/html/basic_usage_tutorial/tutorials.html
+++ b/luminaire/docs_source/_build/html/basic_usage_tutorial/tutorials.html
@@ -11,8 +11,6 @@
 
     <link rel="stylesheet" href="../_static/css/redactor.css" type="text/css" />
     
-    <link rel="stylesheet" href="../_static/graphviz.css" type="text/css" />
-    
     
     <link rel="index" title="Index" href="../genindex.html"/>
     <link rel="search" title="Search" href="../search.html"/>
diff --git a/luminaire/docs_source/_build/html/genindex.html b/luminaire/docs_source/_build/html/genindex.html
index d0723dd..5037541 100644
--- a/luminaire/docs_source/_build/html/genindex.html
+++ b/luminaire/docs_source/_build/html/genindex.html
@@ -11,8 +11,6 @@
 
     <link rel="stylesheet" href="_static/css/redactor.css" type="text/css" />
     
-    <link rel="stylesheet" href="_static/graphviz.css" type="text/css" />
-    
     
     <link rel="index" title="Index" href="#"/>
     <link rel="search" title="Search" href="search.html"/>
diff --git a/luminaire/docs_source/_build/html/index.html b/luminaire/docs_source/_build/html/index.html
index 8278ed6..3e4c48d 100644
--- a/luminaire/docs_source/_build/html/index.html
+++ b/luminaire/docs_source/_build/html/index.html
@@ -11,8 +11,6 @@
 
     <link rel="stylesheet" href="_static/css/redactor.css" type="text/css" />
     
-    <link rel="stylesheet" href="_static/graphviz.css" type="text/css" />
-    
     
     <link rel="index" title="Index" href="genindex.html"/>
     <link rel="search" title="Search" href="search.html"/>
diff --git a/luminaire/docs_source/_build/html/objects.inv b/luminaire/docs_source/_build/html/objects.inv
index 09ce25e..0ad9f42 100644
Binary files a/luminaire/docs_source/_build/html/objects.inv and b/luminaire/docs_source/_build/html/objects.inv differ
diff --git a/luminaire/docs_source/_build/html/py-modindex.html b/luminaire/docs_source/_build/html/py-modindex.html
index 6283254..4aa3ee5 100644
--- a/luminaire/docs_source/_build/html/py-modindex.html
+++ b/luminaire/docs_source/_build/html/py-modindex.html
@@ -11,8 +11,6 @@
 
     <link rel="stylesheet" href="_static/css/redactor.css" type="text/css" />
     
-    <link rel="stylesheet" href="_static/graphviz.css" type="text/css" />
-    
     
     <link rel="index" title="Index" href="genindex.html"/>
     <link rel="search" title="Search" href="search.html"/>
diff --git a/luminaire/docs_source/_build/html/search.html b/luminaire/docs_source/_build/html/search.html
index 1ea958a..c7b5e30 100644
--- a/luminaire/docs_source/_build/html/search.html
+++ b/luminaire/docs_source/_build/html/search.html
@@ -11,8 +11,6 @@
 
     <link rel="stylesheet" href="_static/css/redactor.css" type="text/css" />
     
-    <link rel="stylesheet" href="_static/graphviz.css" type="text/css" />
-    
     
     <link rel="index" title="Index" href="genindex.html"/>
     <link rel="search" title="Search" href="#"/>
diff --git a/luminaire/docs_source/_build/html/searchindex.js b/luminaire/docs_source/_build/html/searchindex.js
index fd0a80b..79db4d2 100644
--- a/luminaire/docs_source/_build/html/searchindex.js
+++ b/luminaire/docs_source/_build/html/searchindex.js
@@ -1 +1 @@
-Search.setIndex({docnames:["Introduction","basic_usage_tutorial/dataprofiling","basic_usage_tutorial/optimization","basic_usage_tutorial/outlier_batch","basic_usage_tutorial/streaming","basic_usage_tutorial/tutorials","index","user_guide/batch_models","user_guide/exploration","user_guide/optimization","user_guide/streaming","user_guide/user_guide"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":3,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":2,"sphinx.domains.rst":2,"sphinx.domains.std":1,sphinx:56},filenames:["Introduction.rst","basic_usage_tutorial/dataprofiling.rst","basic_usage_tutorial/optimization.rst","basic_usage_tutorial/outlier_batch.rst","basic_usage_tutorial/streaming.rst","basic_usage_tutorial/tutorials.rst","index.rst","user_guide/batch_models.rst","user_guide/exploration.rst","user_guide/optimization.rst","user_guide/streaming.rst","user_guide/user_guide.rst"],objects:{"luminaire.exploration":{data_exploration:[8,0,0,"-"]},"luminaire.exploration.data_exploration":{DataExploration:[8,1,1,""],DataExplorationError:[8,3,1,""]},"luminaire.exploration.data_exploration.DataExploration":{kf_naive_outlier_detection:[8,2,1,""],profile:[8,2,1,""]},"luminaire.model":{lad_filtering:[7,0,0,"-"],lad_structural:[7,0,0,"-"],model_utils:[7,0,0,"-"],window_density:[10,0,0,"-"]},"luminaire.model.lad_filtering":{LADFilteringHyperParams:[7,1,1,""],LADFilteringModel:[7,1,1,""],LADFilteringModelError:[7,3,1,""]},"luminaire.model.lad_filtering.LADFilteringModel":{score:[7,2,1,""],train:[7,2,1,""]},"luminaire.model.lad_structural":{LADStructuralError:[7,3,1,""],LADStructuralHyperParams:[7,1,1,""],LADStructuralModel:[7,1,1,""]},"luminaire.model.lad_structural.LADStructuralModel":{score:[7,2,1,""],train:[7,2,1,""]},"luminaire.model.model_utils":{LADHolidays:[7,1,1,""]},"luminaire.model.window_density":{WindowDensityHyperParams:[10,1,1,""],WindowDensityModel:[10,1,1,""]},"luminaire.model.window_density.WindowDensityModel":{score:[10,2,1,""],train:[10,2,1,""]},"luminaire.optimization":{hyperparameter_optimization:[9,0,0,"-"]},"luminaire.optimization.hyperparameter_optimization":{HyperparameterOptimization:[9,1,1,""]},"luminaire.optimization.hyperparameter_optimization.HyperparameterOptimization":{run:[9,2,1,""]}},objnames:{"0":["py","module","Python module"],"1":["py","class","Python class"],"2":["py","method","Python method"],"3":["py","exception","Python exception"]},objtypes:{"0":"py:module","1":"py:class","2":"py:method","3":"py:exception"},terms:{"000000":1,"000000000004":3,"000000000015":[2,3],"001190":4,"006207576880811305":3,"009403637476":7,"018401":1,"028177505716":2,"05909378128162875":3,"060630109233816995":3,"06217883425408564":2,"065045970143":3,"084646777553":7,"0x103efe320":7,"0x11b6c4f60":7,"0x11c1c3550":7,"0x11f0b2b38":7,"0x11f3c0860":7,"0x126edf588":7,"0x7f8cda42dcc0":4,"0x7f8d5f1a6940":4,"0x7f97e127d320":3,"0x7fc91882bb38":3,"0x7fcaab72fdd8":10,"0x7fd2aef00278":3,"0x7fd2b1832dd8":3,"0x7fd2b1c81e48":3,"0x7fd2b20a65c0":3,"0x7fd7c5a34e80":10,"0x7fe2b47a7978":2,"10064":4,"10110881711268949":7,"10221":4,"104372307134":2,"10466":4,"10585":4,"1063":4,"106358":10,"10663":4,"1085":4,"10852":4,"1091":4,"10996":4,"110":[2,8],"11034":4,"111":3,"11114":4,"1116":[1,8],"1121":4,"11356":4,"115180":10,"116":3,"116097":10,"1165409184448":3,"118870":10,"119":8,"120960":10,"121914":10,"12271424561589073":2,"1270":[1,8],"1318":[1,8],"1325":[1,8],"1326":[1,2,7,8,9],"1371":[1,8],"1432":[1,2,7,8,9],"1440":10,"1470":[1,2,7,8],"147559":1,"148214":10,"153554885343":7,"1552":[1,2,7,8,9],"1565":[1,2,7,8],"157568":10,"1672":2,"1674":[2,7,8],"1722":3,"1747":[1,2,7,8,9],"1763":3,"1782":[1,2,7,8,9],"1785":7,"180174":10,"1823":1,"184629":1,"1861":[2,7],"1873":[1,2,7,8],"188391":10,"189233":10,"189848":10,"189922":1,"190048":10,"190639":10,"190676":2,"1913":3,"191703":10,"192685":10,"193016":10,"1934":[1,2,7,8],"1943":7,"1955":3,"196441":10,"196743":10,"198741":10,"2000":[2,3,7],"2017":10,"2018":10,"2019":3,"2020":[1,2,3,4,7,8,9],"2028":7,"20426163425":7,"204800":10,"2051":2,"207232":10,"208":3,"2093":3,"2100":7,"212":7,"213751":10,"2158":3,"2186":7,"218903":10,"219149":10,"21915654000481077":3,"219908":10,"222218":10,"224024":1,"231746":4,"241":8,"2472744166668335e":3,"248":8,"2500":[3,7],"267525":2,"275":8,"28590609594112":3,"286642755841402":7,"2877971798390112":7,"291270":4,"293697":2,"316":8,"324":8,"33023":10,"333800801316":3,"341270":4,"347943":2,"349":3,"355556":4,"356279":2,"36315843605394":3,"36628211756695":3,"368254":4,"36837":10,"381":8,"397222":4,"400":3,"400000":4,"413889":4,"422390543346913":2,"423568":2,"4244056403219776":7,"426190":4,"42671448831719605":7,"4399633739204":7,"44432":10,"451":8,"451190":4,"4535283491638031":3,"459524":4,"466227":[1,2],"469444":4,"47748":10,"486052":[1,2],"489152464261849e":7,"500":3,"519523590432":7,"529710533463001":2,"535830":[1,2],"5532":4,"5558":4,"556746":4,"5573":4,"5590":4,"5608":4,"5616869199903785":3,"5619":4,"5640":4,"566274906425":2,"567862":[1,2],"5739":4,"5745":4,"5753":4,"5761":4,"577778":4,"5827":4,"5842":4,"5880":4,"591849553174421":3,"601402334583733":[2,3],"610539":1,"62662106869458":2,"6273":4,"6393":4,"6490":4,"6491":4,"6623172459385":7,"67004799036243":3,"6770":4,"681125356141111e":3,"68330":10,"6956745734841678":4,"6963188902776808":10,"70081":10,"711905":4,"7122028201609888":7,"713357244158598":7,"720":10,"7210":4,"72773":10,"742353444620679":2,"74860305128":3,"7545715087682185":2,"759770166178546":3,"779518133128947":3,"7808434599951892":3,"786508":4,"794444":4,"798810":4,"804535":1,"81265596681":3,"824445930877619":3,"8279277089905":3,"8409249603686499":9,"854945635823":3,"85697078664991":3,"8772857543841093":2,"879245788204654":3,"88899967807":7,"905952":4,"906824510712":3,"9167321105633":2,"920":4,"94511":10,"954171407121274":3,"963":4,"968":4,"97046407242":7,"978973443280362":3,"9875848462383774":3,"989933854948":7,"9937924231191887":3,"995":4,"999":3,"9999663774928771":3,"9999831887464385":3,"9999955054511667":3,"9999977527255833":3,"9999987021695071":7,"9999993510847536":7,"9999999851834622":4,"case":[0,3],"catch":0,"class":[0,2,4,7,8,9,10],"default":[1,4,7,10],"float":[7,8,9,10],"function":[3,7,8,9,10],"import":[1,2,3,4],"int":[7,8,9,10],"long":0,"new":[3,4,7],"null":0,"return":[7,8,9,10],"true":[1,2,3,4,7,8,10],"while":0,Eve:7,For:[1,4,8],The:[1,2,3,4,7,8,9,10],There:4,These:[0,3],__import__:2,_param:7,_run:9,about:0,abov:[2,3],abstractholidaycalendar:7,accuraci:7,acheiv:3,actual:7,added:3,addit:0,adjust:0,adjustedactu:[2,3,7],after:[3,9],aggreg:10,alert:[7,9],all:[1,2,7],allow:[1,3,10],almost:3,along:[1,2],alreadi:4,also:[0,1,3],although:4,analysi:1,ani:[0,1,2,3,4,8,10],anomal:[3,10],anomali:[5,7,8,9,11],anomalyprob:[2,3,4,7,10],appli:[3,4],approach:4,arg:8,arima:[0,8],arrai:8,artifici:7,auto:[2,3],autoconfigur:0,autom:0,automat:[0,6,8],avail:[3,8],averag:[3,7,9,10],avoid:[2,7,9],base:[0,4,7,8,10],base_model:[7,10],baselin:[0,10],baseline_typ:[4,10],basemodel:[7,10],basemodelhyperparam:[7,10],batch:[0,7,8,9],been:[3,4],befor:[0,1,2,8],behav:[3,8],being:1,best:[2,3],between:[3,4,8,10],bogu:8,bool:[7,8,10],both:3,calcul:7,calendar:7,call:[2,7],can:[1,2,3,4,7,8,9,10],capabl:[0,3,4],chang:[0,1,3,8],change_point_list:[1,3,7,8],change_point_threshold:8,characterist:0,check:[0,1,3],christma:7,cilow:[2,3,7],ciupper:[2,3,7],classif:7,close:8,code:2,column:8,combin:[0,10],compar:[0,4],comparison:0,compon:[3,7],confid:3,configur:[3,5,6,7,10,11],conflevel:[2,3,4,7,10],consecut:8,consid:10,consider:0,constrain:1,contain:[0,2,3,4,7,8,10],core:0,correl:[0,3],correspond:3,count:8,current:[3,9],custom:[4,10],dai:[4,7],daili:[3,4],data:[2,3,5,6,7,9,10,11],data_explor:[1,2,3,8],data_shift_trunc:[1,2,3,8,9],dataexplor:[1,2,3,7,8],dataexplorationerror:8,datafram:[7,8,10],dataset:3,date:[3,7],de_obj:[1,2,3,7,8],decis:0,defin:7,densiti:[0,4,6,11],depend:[0,3],design:4,detail:[4,7,10],detect:[1,5,8,9,11],detection_method:[4,10],detection_typ:9,detrend:10,detrend_method:10,dict:[7,8,9,10],dictionari:10,diff:10,differ:[0,1,3,4],differenc:10,direct:3,disabl:1,diverg:[8,10],divers:0,doe:1,downanomalyprob:[2,3,7],downstream:[1,2],driven:[0,3],dure:[0,1,3],each:[4,8],easter:7,effect:0,either:3,enabl:[0,1,2],end:3,enough:10,equal:4,equip:0,errat:8,essesnti:4,estim:7,evalu:3,even:[7,8,10],everi:[0,3],exact:7,exampl:[1,3,4],exce:3,except:[7,8],execut:[0,10],exogen:[3,6,11],exogenousholidai:[2,3,7],expect:3,expir:3,explor:[1,2,3,6,11],exploratori:[0,1],exponenti:[0,1,3],extern:[3,7],extract:2,extrem:3,factor:[6,11],failur:8,fals:[2,3,4,7,8,10],faster:0,father:7,featur:[0,3,7],few:4,field:3,fill:1,fill_rat:[1,2,3,7,8,9],filter:[0,6,11],find:0,flag:[3,7,8,10],fluctuat:[0,3,4],focus:0,follow:[0,2,4,7],forecast:[0,6],format:7,fort:9,found:7,fourier:[0,3,7],freq:[1,2,3,4,7,8,9,10],frequenc:[0,2,4,7,8,9,10],fresh:3,from:[0,1,2,3,4,7,8,9,10],fromlist:2,full:[3,8],fulli:[0,6],further:3,futher:3,futur:[2,3],gener:[0,1,3,7,8],get:1,getattr:2,given:[0,4,7],global:0,good:3,guid:[4,6],halloween:7,hand:2,has:[2,3,4],have:[0,2,3,4],henc:[1,4],high:[4,10],higher:[3,4],histor:1,holidai:[0,3,6,11],holiday_rul:7,hood:[0,3],hopt_obj:[2,9],hour:4,hourli:4,how:3,hyper:[3,7,10],hyper_param:[2,3,4,7,9,10],hyperopt:0,hyperparamet:[0,4,7,8,9,10],hyperparameter_optim:[2,7,9],hyperparameteroptim:[2,7,9],idea:4,ideal:10,identifi:[0,3,7],idx_posit:8,ignor:[7,8,10],ignore_window:10,implement:[0,1,3,4],imput:[0,1,8],impute_onli:[1,8],imputed_data:1,includ:[0,3,7],include_holidays_exog:[2,3,7,9],incom:0,incorpor:0,independ:7,index:[1,2,4,6,8,10],individu:4,inform:[1,3,4,7,10],ingest:[1,2],innov:[3,4,9],input:[1,2,3,7,8,9,10],input_seri:8,insid:3,insight:[0,1],instanc:4,instead:4,integ:8,interpol:[1,2,4,7,8,10],interv:[3,4],introduct:6,irregular:[0,3],is_log_transform:[1,2,3,7,8,9,10],isanomali:[2,3,4,7,10],isanomalyextrem:[2,3,7],islogtransform:[2,3,7],iter:[3,9],its:[0,2,3],kalman:[6,11],kalman_filt:3,keep:3,kei:[0,1,3],kf_naive_outlier_detect:8,kind:0,king:7,kldiv:[4,10],kwarg:[7,8,9,10],labor:7,lad:[3,7,9],lad_filt:[3,7],lad_filter_obj:[3,7],lad_filtering_model:7,lad_struct_model:7,lad_struct_obj:[3,7],lad_structur:[2,3,7],ladfilteringhyperparam:7,ladfilteringlmodel:7,ladfilteringmodel:[3,7],ladfilteringmodelerror:7,ladholidai:7,ladstructuralerror:7,ladstructuralhyperparam:7,ladstructuralmodel:[2,3,7,9],larg:10,last:[0,4,7],last_window:[4,10],later:1,lead:7,learn:0,left:[2,8],length:[7,8,9,10],less:8,level:[4,8],leverag:1,linear:3,list:[3,8,9,10],local:0,log:[1,7,8,10],logtransformedadjustedactu:[2,3],logtransformedcilow:[2,3],logtransformedciupp:[2,3],logtransformedpredict:[2,3],logtransformedstderr:[2,3],low:[7,9,10],lower:3,lumianir:4,luminair:[0,1,2,3,4,8,11],luminaire_model:[2,3,4],luminairemodel:[2,9],luther:7,ma_window_length:[4,10],made:3,maintain:10,make:[0,2,8],mani:0,manual:[2,6,7,10],markovian:[0,7],martin:7,max_ev:9,max_ft_freq:[2,3,7,9],max_missing_train_prop:10,max_ts_length:[7,8,9],max_window_length:[4,10],max_window_s:8,maximum:[7,8,9,10],mean:[3,4,8],measur:3,memori:7,messag:[7,8],method:[1,3,4,10],metric:[3,7],mild:3,min_changepoint_padding_length:8,min_ts_length:[7,8,9],min_ts_mean:[1,3,7,8,9],min_ts_mean_window:7,min_window_length:[4,10],minim:3,minimum:[7,8,9,10],miss:[0,1,10],model:[1,2,4,6,8,9,11],model_class:2,model_class_nam:2,model_d:[2,3],model_object:2,model_upd:3,model_update_2:3,model_util:7,modelfresh:[2,3,7],modul:[2,6],monitor:[0,3,4],more:[3,4],moreov:[1,3],most:[0,7,8,9],mostli:[4,8],mother:7,move:[3,10],multipl:3,name:7,nan:1,need:[3,7,8],neg:[7,8,10],next:3,nois:4,noisi:[3,7,9],non:3,none:[1,3,7,8,9,10],nonstationaritydifford:[3,7],note:3,now:2,number:[8,9],numpi:8,object:[2,3,4,7,10],observ:[1,3,4,7,10],observed_valu:7,obtain:[3,7],off:2,offset:[7,8,9],one:3,onli:[0,1,2,3,9],opt_config:2,optim:[5,6,7,8,11],option:[1,2,4,7,8,9,10],order:[0,1,4,7],origin:8,other:[2,4,7,8,10],outlier:[1,4,5,6,8,9,11],outlierdetect:9,output:[3,10],over:[0,3,4,7,9],overal:10,own:3,packag:0,pad:8,page:6,panda:[4,7,8,9,10],param:[4,10],paramet:[2,4,7,8,9,10],pattern:[0,3],perform:[0,1,2,3,8],period:3,pick:0,piec:2,pleas:4,plu:7,point:[1,2,3,4,8],pont:3,portion:3,posit:8,possibl:10,posterior:3,practic:3,pre:[0,1,2,3,6,8],pre_prc:[1,2,3,7],pred_dat:7,predict:[2,3,7],predstderr:[3,7],prepar:1,preprocess:[2,8],preprocessing_paramet:3,preset:0,presid:7,previou:10,print:[1,2,3,4],prior:2,probabl:[7,10],process:[0,1,2,3,7,8],profil:[2,3,5,6,7,11],progress:0,proport:[1,8,10],provid:[0,2,3,4],purpos:3,python:[0,10],quantifi:3,rang:0,rank:10,rate:1,rather:8,raw:[0,1,2,4,7,8,10],readi:2,recent:[0,7,8,9],refer:4,regard:0,regress:[3,7],relat:[7,10],remov:10,repres:4,requir:[0,2,3,4,7,8,9],residu:[3,7],respect:[2,3,9],result:[7,8],robust:0,row:8,run:[1,2,8,9],same:4,schedul:3,score:[2,3,4,7,9,10],scores_2:3,scoring_data:4,scoring_length:9,search:6,season:[0,3],see:[3,4,7,10],segment:8,select:[2,4,10],self:8,seri:[0,1,2,3,7,8,9,10],set:[0,1,3,6,7,8,10],sever:[0,1,3,4],shift:[0,1,3],should:[1,2,3,4,7,8,10],show:[0,3,4],side:[3,8],sig_level:8,sign:10,sign_test:10,signal:3,signific:8,similar:[3,4],sinc:[2,3],size:[4,7,8,10],small:[3,8,10],solut:0,some:[1,3,4],somewher:10,sourc:3,space:7,specif:[0,3],specifi:[3,4,7,8,10],stabl:10,start:3,state:7,stationar:[0,10],statist:8,stderr:[2,3,7],steadi:1,step:[0,1,2],str:[7,8,9,10],stream:[5,6,11],string:10,strong:3,structur:[4,6,10,11],sub:[8,10],success:[1,2,3,4,7,8,10],suggest:4,suitabl:3,summari:[8,10],superbowl:7,support:[0,3,9,10],sure:8,sustain:4,synthet:7,synthetic_actu:7,system:2,take:[7,8,10],target:8,techniqu:[0,3],tempor:3,tend:4,term:[0,3],test:[0,8,10],than:[3,8],thanksgiv:7,thi:[0,1,2,3,4,7,8,9,10],though:[7,8,10],threshold:[1,3,8],through:[3,7,10],time:[0,1,2,3,4,7,8,9,10],timestamp:9,too:3,tool:0,toward:0,track:[0,3,4],train:[0,1,2,3,4,7,8,9,10],trained_model:2,training_data:2,training_end_d:7,trajectori:3,transform:[0,1,3,7,8,10],trend:[0,1,3,10],trend_change_list:[1,3,7,8],truncat:[1,8],truth:3,ts_end:[1,3,7,8],ts_start:[1,3,7,8],tseri:7,tupl:[7,8,10],tutori:[3,6],two:[1,3,8,10],type:[0,4,7,8,9,10],typic:[0,4],uncontrol:0,under:[0,3],underli:3,until:8,upanomalyprob:[2,3,7],updat:[3,4],upto:1,use:[0,3,8],used:[0,1,2,3,4,7,9],useful:4,user:[0,1,2,3,4,6],using:[6,7,10],util:1,valentin:7,valu:[0,3,7,8,9,10],vari:3,variabl:7,variat:[0,3],veri:3,veteran:7,volum:[0,7,9],want:2,wdm_obj:[4,10],weekend:7,weekli:4,well:[0,3],what:3,when:8,whenev:3,where:2,wherea:3,whether:[0,3,7,8,10],which:[1,3,4,10],whole:10,whose:8,wilcoxon:10,window:[0,4,6,7,8,9,11],window_dens:[4,10],window_length:[4,10],window_s:8,windowdensityhyperparam:[4,10],windowdensitymodel:[4,10],withing:8,work:[2,3],workflow:1,year:7,yyyi:7},titles:["Introduction","Data Profiling","Configuration Optimization","Outlier Detection","Anomaly Detection for Streaming data","Tutorials","Luminaire: A hands-off Anomaly Detection Library","Luminaire Outlier Detection Models: Structural Modeling","Data Exploration and Profiling","Luminaire Configuration Optimization","Luminaire Streaming Anomaly Detection Models: Window Density Model","User Guide"],titleterms:{anomali:[0,3,4,6,10],automat:2,configur:[0,2,4,9],data:[0,1,4,8],densiti:10,detect:[0,2,3,4,6,7,10],exogen:7,explor:[0,8],factor:7,filter:[3,7],forecast:3,fulli:2,guid:11,hand:6,holidai:7,indic:6,introduct:0,kalman:7,librari:6,luminair:[6,7,9,10],manual:4,model:[0,3,7,10],off:6,optim:[0,2,9],outlier:[0,2,3,7],pre:4,profil:[0,1,8],set:4,stream:[0,4,10],structur:[3,7],tabl:6,tutori:5,user:11,using:3,window:10}})
\ No newline at end of file
+Search.setIndex({docnames:["CONTRIBUTING","Introduction","basic_usage_tutorial/dataprofiling","basic_usage_tutorial/optimization","basic_usage_tutorial/outlier_batch","basic_usage_tutorial/streaming","basic_usage_tutorial/tutorials","index","user_guide/batch_models","user_guide/exploration","user_guide/optimization","user_guide/streaming","user_guide/user_guide"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":3,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":2,"sphinx.domains.rst":2,"sphinx.domains.std":1,sphinx:56},filenames:["CONTRIBUTING.rst","Introduction.rst","basic_usage_tutorial/dataprofiling.rst","basic_usage_tutorial/optimization.rst","basic_usage_tutorial/outlier_batch.rst","basic_usage_tutorial/streaming.rst","basic_usage_tutorial/tutorials.rst","index.rst","user_guide/batch_models.rst","user_guide/exploration.rst","user_guide/optimization.rst","user_guide/streaming.rst","user_guide/user_guide.rst"],objects:{"luminaire.exploration":{data_exploration:[9,0,0,"-"]},"luminaire.exploration.data_exploration":{DataExploration:[9,1,1,""],DataExplorationError:[9,3,1,""]},"luminaire.exploration.data_exploration.DataExploration":{kf_naive_outlier_detection:[9,2,1,""],profile:[9,2,1,""]},"luminaire.model":{lad_filtering:[8,0,0,"-"],lad_structural:[8,0,0,"-"],model_utils:[8,0,0,"-"],window_density:[11,0,0,"-"]},"luminaire.model.lad_filtering":{LADFilteringHyperParams:[8,1,1,""],LADFilteringModel:[8,1,1,""],LADFilteringModelError:[8,3,1,""]},"luminaire.model.lad_filtering.LADFilteringModel":{score:[8,2,1,""],train:[8,2,1,""]},"luminaire.model.lad_structural":{LADStructuralError:[8,3,1,""],LADStructuralHyperParams:[8,1,1,""],LADStructuralModel:[8,1,1,""]},"luminaire.model.lad_structural.LADStructuralModel":{score:[8,2,1,""],train:[8,2,1,""]},"luminaire.model.model_utils":{LADHolidays:[8,1,1,""]},"luminaire.model.window_density":{WindowDensityHyperParams:[11,1,1,""],WindowDensityModel:[11,1,1,""]},"luminaire.model.window_density.WindowDensityModel":{score:[11,2,1,""],train:[11,2,1,""]},"luminaire.optimization":{hyperparameter_optimization:[10,0,0,"-"]},"luminaire.optimization.hyperparameter_optimization":{HyperparameterOptimization:[10,1,1,""]},"luminaire.optimization.hyperparameter_optimization.HyperparameterOptimization":{run:[10,2,1,""]}},objnames:{"0":["py","module","Python module"],"1":["py","class","Python class"],"2":["py","method","Python method"],"3":["py","exception","Python exception"]},objtypes:{"0":"py:module","1":"py:class","2":"py:method","3":"py:exception"},terms:{"000000":2,"000000000004":4,"000000000015":[3,4],"001190":5,"006207576880811305":4,"009403637476":8,"018401":2,"028177505716":3,"05909378128162875":4,"060630109233816995":4,"06217883425408564":3,"065045970143":4,"084646777553":8,"0x103efe320":8,"0x11b6c4f60":8,"0x11c1c3550":8,"0x11f0b2b38":8,"0x11f3c0860":8,"0x126edf588":8,"0x7f8cda42dcc0":5,"0x7f8d5f1a6940":5,"0x7f97e127d320":4,"0x7fc91882bb38":4,"0x7fcaab72fdd8":11,"0x7fd2aef00278":4,"0x7fd2b1832dd8":4,"0x7fd2b1c81e48":4,"0x7fd2b20a65c0":4,"0x7fd7c5a34e80":11,"0x7fe2b47a7978":3,"10064":5,"10110881711268949":8,"10221":5,"104372307134":3,"10466":5,"10585":5,"1063":5,"106358":11,"10663":5,"1085":5,"10852":5,"1091":5,"10996":5,"110":[3,9],"11034":5,"111":4,"11114":5,"1116":[2,9],"1121":5,"11356":5,"115180":11,"116":4,"116097":11,"1165409184448":4,"118870":11,"119":9,"120960":11,"121914":11,"12271424561589073":3,"1270":[2,9],"1318":[2,9],"1325":[2,9],"1326":[2,3,8,9,10],"1371":[2,9],"1432":[2,3,8,9,10],"1440":11,"1470":[2,3,8,9],"147559":2,"148214":11,"153554885343":8,"1552":[2,3,8,9,10],"1565":[2,3,8,9],"157568":11,"1672":3,"1674":[3,8,9],"1722":4,"1747":[2,3,8,9,10],"1763":4,"1782":[2,3,8,9,10],"1785":8,"180174":11,"1823":2,"184629":2,"1861":[3,8],"1873":[2,3,8,9],"188391":11,"189233":11,"189848":11,"189922":2,"190048":11,"190639":11,"190676":3,"1913":4,"191703":11,"192685":11,"193016":11,"1934":[2,3,8,9],"1943":8,"1955":4,"196441":11,"196743":11,"198741":11,"2000":[3,4,8],"2017":11,"2018":11,"2019":4,"2020":[2,3,4,5,8,9,10],"2028":8,"20426163425":8,"204800":11,"2051":3,"207232":11,"208":4,"2093":4,"2100":8,"212":8,"213751":11,"2158":4,"2186":8,"218903":11,"219149":11,"21915654000481077":4,"219908":11,"222218":11,"224024":2,"231746":5,"241":9,"2472744166668335e":4,"248":9,"2500":[4,8],"267525":3,"275":9,"28590609594112":4,"286642755841402":8,"2877971798390112":8,"291270":5,"293697":3,"316":9,"324":9,"33023":11,"333800801316":4,"341270":5,"347943":3,"349":4,"355556":5,"356279":3,"36315843605394":4,"36628211756695":4,"368254":5,"36837":11,"381":9,"397222":5,"400":4,"400000":5,"413889":5,"422390543346913":3,"423568":3,"4244056403219776":8,"426190":5,"42671448831719605":8,"4399633739204":8,"44432":11,"451":9,"451190":5,"4535283491638031":4,"459524":5,"466227":[2,3],"469444":5,"47748":11,"486052":[2,3],"489152464261849e":8,"500":4,"519523590432":8,"529710533463001":3,"535830":[2,3],"5532":5,"5558":5,"556746":5,"5573":5,"5590":5,"5608":5,"5616869199903785":4,"5619":5,"5640":5,"566274906425":3,"567862":[2,3],"5739":5,"5745":5,"5753":5,"5761":5,"577778":5,"5827":5,"5842":5,"5880":5,"591849553174421":4,"601402334583733":[3,4],"610539":2,"62662106869458":3,"6273":5,"6393":5,"6490":5,"6491":5,"6623172459385":8,"67004799036243":4,"6770":5,"681125356141111e":4,"68330":11,"6956745734841678":5,"6963188902776808":11,"70081":11,"711905":5,"7122028201609888":8,"713357244158598":8,"720":11,"7210":5,"72773":11,"742353444620679":3,"74860305128":4,"7545715087682185":3,"759770166178546":4,"779518133128947":4,"7808434599951892":4,"786508":5,"794444":5,"798810":5,"804535":2,"81265596681":4,"824445930877619":4,"8279277089905":4,"8409249603686499":10,"854945635823":4,"85697078664991":4,"8772857543841093":3,"879245788204654":4,"88899967807":8,"905952":5,"906824510712":4,"9167321105633":3,"920":5,"94511":11,"954171407121274":4,"963":5,"968":5,"97046407242":8,"978973443280362":4,"9875848462383774":4,"989933854948":8,"9937924231191887":4,"995":5,"999":4,"9999663774928771":4,"9999831887464385":4,"9999955054511667":4,"9999977527255833":4,"9999987021695071":8,"9999993510847536":8,"9999999851834622":5,"case":[0,1,4],"catch":1,"class":[1,3,5,8,9,10,11],"default":[2,5,8,11],"float":[8,9,10,11],"function":[4,8,9,10,11],"import":[2,3,4,5],"int":[8,9,10,11],"long":1,"new":[0,4,5,8],"null":1,"return":[8,9,10,11],"true":[2,3,4,5,8,9,11],"while":1,Eve:8,For:[0,2,5,9],One:0,The:[0,2,3,4,5,8,9,10,11],There:5,These:[1,4],__import__:3,_build:0,_param:8,_run:10,about:[0,1],abov:[3,4],accuraci:8,acheiv:4,actual:8,add:0,added:4,addit:1,adjust:1,adjustedactu:[3,4,8],after:[4,10],aggreg:11,alert:[8,10],all:[0,2,3,8],allow:[2,4,11],almost:4,along:[2,3],alreadi:[0,5],also:[1,2,4],although:5,analysi:2,ani:[1,2,3,4,5,9,11],anomal:[4,11],anomali:[6,8,9,10,12],anomalyprob:[3,4,5,8,11],appli:[4,5],appreci:0,approach:5,approv:0,arg:9,arima:[1,9],arrai:9,artifici:8,auto:[3,4],autoconfigur:1,autom:1,automat:[1,7,9],avail:[0,4,9],averag:[4,8,10,11],avoid:[3,8,10],base:[1,5,8,9,11],baselin:[1,11],baseline_typ:[5,11],batch:[1,8,9,10],been:[4,5],befor:[0,1,2,3,9],behav:[4,9],being:2,benefit:0,best:[0,3,4],between:[4,5,9,11],bogu:9,bool:[8,9,11],both:4,box:0,branch:0,bugfix:0,calcul:8,calendar:8,call:[3,8],can:[0,2,3,4,5,8,9,10,11],capabl:[1,4,5],chang:[1,2,4,9],change_point_list:[2,4,8,9],change_point_threshold:9,characterist:1,check:[0,1,2,4],christma:8,cilow:[3,4,8],ciupper:[3,4,8],classif:8,clean:0,click:0,close:9,code:[0,3],column:9,combin:[1,11],commit:0,compar:[1,5],comparison:1,compon:[4,8],confid:4,configur:[4,6,7,8,11,12],conflevel:[3,4,5,8,11],consecut:9,consid:11,consider:1,constrain:2,contain:[1,3,4,5,8,9,11],core:1,correl:[1,4],correspond:4,count:9,creat:0,current:[4,10],custom:[5,11],dai:[5,8],daili:[4,5],data:[3,4,6,7,8,10,11,12],data_explor:[2,3,4,9],data_shift_trunc:[2,3,4,9,10],dataexplor:[2,3,4,8,9],dataexplorationerror:9,datafram:[8,9,11],dataset:4,date:[4,8],de_obj:[2,3,4,8,9],decis:1,defin:8,densiti:[1,5,7,12],depend:[1,4],descript:0,design:5,detail:[0,5,8,11],detect:[2,6,9,10,12],detection_method:[5,11],detection_typ:10,detrend:11,detrend_method:11,dict:[8,9,10,11],dictionari:11,diff:11,differ:[1,2,4,5],differenc:11,direct:4,disabl:2,diverg:[9,11],divers:1,docs_sourc:0,doe:2,downanomalyprob:[3,4,8],downstream:[2,3],driven:[1,4],dure:[1,2,4],each:[0,5,9],easter:8,effect:1,either:4,enabl:[1,2,3],end:4,enough:11,equal:5,equip:1,errat:9,essesnti:5,estim:8,evalu:4,even:[8,9,11],everi:[1,4],exact:8,exampl:[0,2,4,5],exce:4,except:[8,9],execut:[1,11],exhibit:0,exogen:[4,7,12],exogenousholidai:[3,4,8],expect:4,expir:4,explor:[2,3,4,7,12],exploratori:[1,2],exponenti:[1,2,4],extern:[4,8],extract:3,extrem:4,factor:[7,12],failur:9,fals:[3,4,5,8,9,11],faster:1,father:8,featur:[1,4,8],few:5,field:4,file:0,fill:2,fill_rat:[2,3,4,8,9,10],filter:[1,7,12],find:1,flag:[4,8,9,11],fluctuat:[1,4,5],focus:1,folder:0,follow:[0,1,3,5,8],forecast:[1,7],format:8,fort:10,found:[0,8],fourier:[1,4,8],freq:[2,3,4,5,8,9,10,11],frequenc:[1,3,5,8,9,10,11],fresh:4,from:[0,1,2,3,4,5,8,9,10,11],fromlist:3,full:[4,9],fulli:[1,7],further:4,futher:4,futur:[3,4],gener:[1,2,4,8,9],get:2,getattr:3,git:0,given:[1,5,8],global:1,good:4,greatli:0,guid:[5,7],halloween:8,hand:3,has:[0,3,4,5],have:[1,3,4,5],help:0,henc:[2,5],here:0,high:[5,11],higher:[4,5],histor:2,histori:0,holidai:[1,4,7,12],holiday_rul:8,hood:[1,4],hopt_obj:[3,10],host:0,hour:5,hourli:5,how:[0,4],html:0,hyper:[4,8,11],hyper_param:[3,4,5,8,10,11],hyperopt:1,hyperparamet:[1,5,8,9,10,11],hyperparameter_optim:[3,8,10],hyperparameteroptim:[3,8,10],idea:5,ideal:11,identifi:[1,4,8],idx_posit:9,ignor:[8,9,11],ignore_window:11,implement:[1,2,4,5],improv:0,imput:[1,2,9],impute_onli:[2,9],imputed_data:2,includ:[1,4,8],include_holidays_exog:[3,4,8,10],incom:1,incorpor:1,independ:8,index:[2,3,5,7,9,11],individu:5,inform:[0,2,4,5,8,11],ingest:[2,3],innov:[4,5,10],input:[2,3,4,8,9,10,11],input_seri:9,insid:[0,4],insight:[1,2],instal:0,instanc:5,instead:5,integ:9,interpol:[2,3,5,8,9,11],interv:[4,5],introduct:7,invok:0,irregular:[1,4],is_log_transform:[2,3,4,8,9,10,11],isanomali:[3,4,5,8,11],isanomalyextrem:[3,4,8],islogtransform:[3,4,8],issu:0,iter:[4,10],its:[1,3,4],kalman:[7,12],kalman_filt:4,keep:4,kei:[1,2,4],kf_naive_outlier_detect:9,kind:[0,1],king:8,kldiv:[5,11],kwarg:[8,9,10,11],label:0,labor:8,lad:[4,8,10],lad_filt:[4,8],lad_filter_obj:[4,8],lad_filtering_model:8,lad_struct_model:8,lad_struct_obj:[4,8],lad_structur:[3,4,8],ladfilteringhyperparam:8,ladfilteringlmodel:8,ladfilteringmodel:[4,8],ladfilteringmodelerror:8,ladholidai:8,ladstructuralerror:8,ladstructuralhyperparam:8,ladstructuralmodel:[3,4,8,10],larg:11,last:[1,5,8],last_window:[5,11],later:2,lead:8,learn:1,left:[3,9],length:[8,9,10,11],less:9,level:[5,9],leverag:2,linear:4,list:[4,9,10,11],local:[0,1],log:[2,8,9,11],logtransformedadjustedactu:[3,4],logtransformedcilow:[3,4],logtransformedciupp:[3,4],logtransformedpredict:[3,4],logtransformedstderr:[3,4],look:0,low:[8,10,11],lower:4,lumianir:5,luminair:[0,1,2,3,4,5,9,12],luminaire_model:[3,4,5],luminairemodel:[3,10],luther:8,ma_window_length:[5,11],made:4,maintain:11,make:[0,1,3,9],mani:1,manual:[3,7,8,11],markovian:[1,8],martin:8,master:0,max_ev:10,max_ft_freq:[3,4,8,10],max_missing_train_prop:11,max_ts_length:[8,9,10],max_window_length:[5,11],max_window_s:9,maximum:[8,9,10,11],mean:[4,5,9],measur:4,memori:8,merg:0,messag:[8,9],method:[2,4,5,11],metric:[4,8],mild:4,min_changepoint_padding_length:9,min_ts_length:[8,9,10],min_ts_mean:[2,4,8,9,10],min_ts_mean_window:8,min_window_length:[5,11],minim:4,minimum:[8,9,10,11],miss:[1,2,11],model:[2,3,5,7,9,10,12],model_class:3,model_class_nam:3,model_d:[3,4],model_object:3,model_upd:4,model_update_2:4,model_util:8,modelfresh:[3,4,8],modul:[3,7],monitor:[1,4,5],more:[4,5],moreov:[2,4],most:[1,8,9,10],mostli:[5,9],mother:8,move:[4,11],multipl:4,name:[0,8],nan:2,need:[4,8,9],neg:[8,9,11],next:4,nois:5,noisi:[4,8,10],non:4,none:[2,4,8,9,10,11],nonstationaritydifford:[4,8],note:4,now:3,number:[9,10],numpi:9,object:[3,4,5,8,11],observ:[2,4,5,8,11],observed_valu:8,obtain:[4,8],off:3,offset:[8,9,10],onc:0,one:4,onli:[1,2,3,4,10],opt_config:3,optim:[6,7,8,9,12],option:[2,3,5,8,9,10,11],order:[1,2,5,8],origin:9,other:[3,5,8,9,11],our:0,outlier:[2,5,6,7,9,10,12],outlierdetect:10,output:[4,11],over:[1,4,5,8,10],overal:[0,11],own:[0,4],packag:[0,1],pad:9,page:[0,7],panda:[5,8,9,10,11],param:[5,11],paramet:[3,5,8,9,10,11],part:0,pattern:[1,4],perform:[1,2,3,4,9],period:4,pick:1,piec:3,pleas:5,plu:8,point:[2,3,4,5,9],pont:4,portion:4,posit:9,possibl:11,posterior:4,practic:4,pre:[0,1,2,3,4,7,9],pre_prc:[2,3,4,8],pred_dat:8,predict:[3,4,8],predstderr:[4,8],prefer:0,prefix:0,prepar:2,preprocess:[3,9],preprocessing_paramet:4,preset:1,presid:8,previou:11,print:[2,3,4,5],prior:3,probabl:[8,11],problem:0,process:[1,2,3,4,8,9],profil:[3,4,6,7,8,12],progress:1,proport:[2,9,11],provid:[0,1,3,4,5],publish:0,purpos:4,pypi:0,python:[1,11],quantifi:4,rang:1,rank:11,rate:2,rather:9,raw:[1,2,3,5,8,9,11],readi:[0,3],recent:[1,8,9,10],refer:5,regard:1,regress:[4,8],relat:[8,11],releas:0,relev:0,remov:[0,11],repres:5,request:0,requir:[0,1,3,4,5,8,9,10],residu:[4,8],respect:[3,4,10],result:[8,9],review:0,robust:1,row:9,run:[0,2,3,9,10],same:5,schedul:4,scope:0,score:[3,4,5,8,10,11],scores_2:4,scoring_data:5,scoring_length:10,search:7,season:[1,4],see:[4,5,8,11],segment:9,select:[0,3,5,11],self:9,send:0,seri:[1,2,3,4,8,9,10,11],set:[1,2,4,7,8,9,11],setup:0,sever:[1,2,4,5],shift:[1,2,4],should:[2,3,4,5,8,9,11],show:[1,4,5],side:[4,9],sig_level:9,sign:11,sign_test:11,signal:4,signific:9,similar:[4,5],sinc:[3,4],size:[5,8,9,11],small:[4,9,11],solut:1,some:[2,4,5],somewher:11,sourc:4,space:8,specif:[1,4],specifi:[0,4,5,8,9,11],stabl:11,start:4,state:8,stationar:[1,11],statist:9,stderr:[3,4,8],steadi:2,step:[0,1,2,3],str:[8,9,10,11],stream:[6,7,12],string:11,strong:4,structur:[5,7,11,12],sub:[9,11],success:[2,3,4,5,8,9,11],suggest:5,suitabl:4,summari:[9,11],superbowl:8,support:[1,4,10,11],sure:[0,9],sustain:5,synthet:8,synthetic_actu:8,system:3,tag:0,take:[8,9,11],target:9,techniqu:[1,4],tempor:4,tend:5,term:[1,4],termin:0,test:[0,1,9,11],than:[4,9],thanksgiv:8,thi:[0,1,2,3,4,5,8,9,10,11],though:[8,9,11],threshold:[2,4,9],through:[0,4,8,11],till:0,time:[1,2,3,4,5,8,9,10,11],timestamp:10,titl:0,too:4,tool:1,toward:1,track:[1,4,5],train:[1,2,3,4,5,8,9,10,11],trained_model:3,training_data:3,training_end_d:8,trajectori:4,transform:[1,2,4,8,9,11],trend:[1,2,4,11],trend_change_list:[2,4,8,9],trigger:0,truncat:[2,9],truth:4,ts_end:[2,4,8,9],ts_start:[2,4,8,9],tupl:[8,9,11],tutori:[4,7],two:[2,4,9,11],txt:0,type:[0,1,5,8,9,10,11],typic:[1,5],unassign:0,uncontrol:1,under:[0,1,4],underli:4,until:9,upanomalyprob:[3,4,8],updat:[4,5],upto:2,use:[0,1,4,9],used:[0,1,2,3,4,5,8,10],useful:5,user:[1,2,3,4,5,7],using:[7,8,11],util:2,valentin:8,valu:[1,4,8,9,10,11],vari:4,variabl:8,variat:[1,4],veri:4,version:0,veteran:8,volum:[1,8,10],wai:0,want:3,wdm_obj:[5,11],weekend:8,weekli:5,welcom:0,well:[1,4],what:4,when:9,whenev:4,where:3,wherea:4,whether:[1,4,8,9,11],which:[0,2,4,5,11],whole:11,whose:9,wilcoxon:11,window:[1,5,7,8,9,10,12],window_dens:[5,11],window_length:[5,11],window_s:9,windowdensityhyperparam:[5,11],windowdensitymodel:[5,11],withing:9,work:[0,3,4],workflow:2,would:0,year:8,your:0,yyyi:8},titles:["Contributions","Introduction","Data Profiling","Configuration Optimization","Outlier Detection","Anomaly Detection for Streaming data","Tutorials","Luminaire: A hands-off Anomaly Detection Library","Luminaire Outlier Detection Models: Structural Modeling","Data Exploration and Profiling","Luminaire Configuration Optimization","Luminaire Streaming Anomaly Detection Models: Window Density Model","User Guide"],titleterms:{anomali:[1,4,5,7,11],automat:3,bug:0,configur:[1,3,5,10],contribut:0,data:[1,2,5,9],densiti:11,detect:[1,3,4,5,7,8,11],document:0,exogen:8,explor:[1,9],factor:8,featur:0,feedback:0,filter:[4,8],fix:0,forecast:4,fulli:3,github:0,guid:12,hand:7,holidai:8,implement:0,indic:7,introduct:1,kalman:8,librari:7,luminair:[7,8,10,11],manual:5,model:[1,4,8,11],off:7,optim:[1,3,10],outlier:[1,3,4,8],pre:5,profil:[1,2,9],report:0,set:5,sphinx:0,stream:[1,5,11],structur:[4,8],submit:0,tabl:7,tutori:6,updat:0,user:12,using:4,window:11,workflow:0}})
\ No newline at end of file
diff --git a/luminaire/docs_source/_build/html/user_guide/batch_models.html b/luminaire/docs_source/_build/html/user_guide/batch_models.html
index f2f939e..c2dc8cc 100644
--- a/luminaire/docs_source/_build/html/user_guide/batch_models.html
+++ b/luminaire/docs_source/_build/html/user_guide/batch_models.html
@@ -11,8 +11,6 @@
 
     <link rel="stylesheet" href="../_static/css/redactor.css" type="text/css" />
     
-    <link rel="stylesheet" href="../_static/graphviz.css" type="text/css" />
-    
     
     <link rel="index" title="Index" href="../genindex.html"/>
     <link rel="search" title="Search" href="../search.html"/>
@@ -114,18 +112,6 @@
                 
   <div class="section" id="luminaire-outlier-detection-models-structural-modeling">
 <h1>Luminaire Outlier Detection Models: Structural Modeling<a class="headerlink" href="#luminaire-outlier-detection-models-structural-modeling" title="Permalink to this headline">¶</a></h1>
-digraph inheritancec714bb4cf6 {
-bgcolor=transparent;
-rankdir=LR;
-size=&quot;8.0, 12.0&quot;;
-  &quot;BaseModel&quot; [fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;,tooltip=&quot;This is the base class for all models. Do not use this for production tasks.&quot;];
-  &quot;BaseModelHyperParams&quot; [fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;];
-  &quot;LADStructuralError&quot; [URL=&quot;#luminaire.model.lad_structural.LADStructuralError&quot;,fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;,target=&quot;_top&quot;,tooltip=&quot;Exception class for Luminaire structural anomaly detection model.&quot;];
-  &quot;LADStructuralHyperParams&quot; [URL=&quot;#luminaire.model.lad_structural.LADStructuralHyperParams&quot;,fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;,target=&quot;_top&quot;,tooltip=&quot;Exception class for Luminaire structural anomaly detection model.&quot;];
-  &quot;BaseModelHyperParams&quot; -&gt; &quot;LADStructuralHyperParams&quot; [arrowsize=0.5,style=&quot;setlinewidth(0.5)&quot;];
-  &quot;LADStructuralModel&quot; [URL=&quot;#luminaire.model.lad_structural.LADStructuralModel&quot;,fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;,target=&quot;_top&quot;,tooltip=&quot;A LAD structural time series model.&quot;];
-  &quot;BaseModel&quot; -&gt; &quot;LADStructuralModel&quot; [arrowsize=0.5,style=&quot;setlinewidth(0.5)&quot;];
-}
 <span class="target" id="module-luminaire.model.lad_structural"></span><dl class="py exception">
 <dt id="luminaire.model.lad_structural.LADStructuralError">
 <em class="property">exception </em><code class="sig-prename descclassname">luminaire.model.lad_structural.</code><code class="sig-name descname">LADStructuralError</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">message</span></em><span class="sig-paren">)</span><a class="headerlink" href="#luminaire.model.lad_structural.LADStructuralError" title="Permalink to this definition">¶</a></dt>
@@ -274,14 +260,6 @@ <h1>Luminaire Outlier Detection Models: Structural Modeling<a class="headerlink"
 </div>
 <div class="section" id="luminaire-outlier-detection-models-factoring-holidays-as-exogenous">
 <h1>Luminaire Outlier Detection Models: Factoring holidays as exogenous<a class="headerlink" href="#luminaire-outlier-detection-models-factoring-holidays-as-exogenous" title="Permalink to this headline">¶</a></h1>
-digraph inheritance9c85978823 {
-bgcolor=transparent;
-rankdir=LR;
-size=&quot;8.0, 12.0&quot;;
-  &quot;AbstractHolidayCalendar&quot; [fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;,tooltip=&quot;Abstract interface to create holidays following certain rules.&quot;];
-  &quot;LADHolidays&quot; [URL=&quot;#luminaire.model.model_utils.LADHolidays&quot;,fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;,target=&quot;_top&quot;,tooltip=&quot;A class that generates holiday calendars to be used as external features in the batch outlier detection model.&quot;];
-  &quot;AbstractHolidayCalendar&quot; -&gt; &quot;LADHolidays&quot; [arrowsize=0.5,style=&quot;setlinewidth(0.5)&quot;];
-}
 <span class="target" id="module-luminaire.model.model_utils"></span><dl class="py class">
 <dt id="luminaire.model.model_utils.LADHolidays">
 <em class="property">class </em><code class="sig-prename descclassname">luminaire.model.model_utils.</code><code class="sig-name descname">LADHolidays</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">name</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">holiday_rules</span><span class="o">=</span><span class="default_value">None</span></em><span class="sig-paren">)</span><a class="headerlink" href="#luminaire.model.model_utils.LADHolidays" title="Permalink to this definition">¶</a></dt>
@@ -308,18 +286,6 @@ <h1>Luminaire Outlier Detection Models: Factoring holidays as exogenous<a class=
 </div>
 <div class="section" id="luminaire-outlier-detection-models-kalman-filter">
 <h1>Luminaire Outlier Detection Models: Kalman Filter<a class="headerlink" href="#luminaire-outlier-detection-models-kalman-filter" title="Permalink to this headline">¶</a></h1>
-digraph inheritance1d9352ed5d {
-bgcolor=transparent;
-rankdir=LR;
-size=&quot;8.0, 12.0&quot;;
-  &quot;BaseModel&quot; [fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;,tooltip=&quot;This is the base class for all models. Do not use this for production tasks.&quot;];
-  &quot;BaseModelHyperParams&quot; [fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;];
-  &quot;LADFilteringHyperParams&quot; [URL=&quot;#luminaire.model.lad_filtering.LADFilteringHyperParams&quot;,fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;,target=&quot;_top&quot;,tooltip=&quot;Exception class for Luminaire filtering anomaly detection model.&quot;];
-  &quot;BaseModelHyperParams&quot; -&gt; &quot;LADFilteringHyperParams&quot; [arrowsize=0.5,style=&quot;setlinewidth(0.5)&quot;];
-  &quot;LADFilteringModel&quot; [URL=&quot;#luminaire.model.lad_filtering.LADFilteringModel&quot;,fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;,target=&quot;_top&quot;,tooltip=&quot;A Markovian state space model. This model detects anomaly based on the residual process obtained&quot;];
-  &quot;BaseModel&quot; -&gt; &quot;LADFilteringModel&quot; [arrowsize=0.5,style=&quot;setlinewidth(0.5)&quot;];
-  &quot;LADFilteringModelError&quot; [URL=&quot;#luminaire.model.lad_filtering.LADFilteringModelError&quot;,fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;,target=&quot;_top&quot;,tooltip=&quot;Exception class for Luminaire filtering anomaly detection model.&quot;];
-}
 <span class="target" id="module-luminaire.model.lad_filtering"></span><dl class="py class">
 <dt id="luminaire.model.lad_filtering.LADFilteringHyperParams">
 <em class="property">class </em><code class="sig-prename descclassname">luminaire.model.lad_filtering.</code><code class="sig-name descname">LADFilteringHyperParams</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">is_log_transformed</span><span class="o">=</span><span class="default_value">True</span></em><span class="sig-paren">)</span><a class="headerlink" href="#luminaire.model.lad_filtering.LADFilteringHyperParams" title="Permalink to this definition">¶</a></dt>
diff --git a/luminaire/docs_source/_build/html/user_guide/exploration.html b/luminaire/docs_source/_build/html/user_guide/exploration.html
index c530779..b5028fa 100644
--- a/luminaire/docs_source/_build/html/user_guide/exploration.html
+++ b/luminaire/docs_source/_build/html/user_guide/exploration.html
@@ -11,8 +11,6 @@
 
     <link rel="stylesheet" href="../_static/css/redactor.css" type="text/css" />
     
-    <link rel="stylesheet" href="../_static/graphviz.css" type="text/css" />
-    
     
     <link rel="index" title="Index" href="../genindex.html"/>
     <link rel="search" title="Search" href="../search.html"/>
@@ -114,13 +112,6 @@
                 
   <div class="section" id="data-exploration-and-profiling">
 <h1>Data Exploration and Profiling<a class="headerlink" href="#data-exploration-and-profiling" title="Permalink to this headline">¶</a></h1>
-digraph inheritance0dc808abaf {
-bgcolor=transparent;
-rankdir=LR;
-size=&quot;8.0, 12.0&quot;;
-  &quot;DataExploration&quot; [URL=&quot;#luminaire.exploration.data_exploration.DataExploration&quot;,fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;,target=&quot;_top&quot;,tooltip=&quot;This is a general class for time series data exploration and pre-processing.&quot;];
-  &quot;DataExplorationError&quot; [URL=&quot;#luminaire.exploration.data_exploration.DataExplorationError&quot;,fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;,target=&quot;_top&quot;,tooltip=&quot;Exception class for Luminaire Data Exploration.&quot;];
-}
 <span class="target" id="module-luminaire.exploration.data_exploration"></span><dl class="py class">
 <dt id="luminaire.exploration.data_exploration.DataExploration">
 <em class="property">class </em><code class="sig-prename descclassname">luminaire.exploration.data_exploration.</code><code class="sig-name descname">DataExploration</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">freq</span><span class="o">=</span><span class="default_value">'D'</span></em>, <em class="sig-param"><span class="n">min_ts_mean</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">fill_rate</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">max_window_size</span><span class="o">=</span><span class="default_value">24</span></em>, <em class="sig-param"><span class="n">window_size</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">sig_level</span><span class="o">=</span><span class="default_value">0.05</span></em>, <em class="sig-param"><span class="n">min_ts_length</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">max_ts_length</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">is_log_transformed</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">data_shift_truncate</span><span class="o">=</span><span class="default_value">True</span></em>, <em class="sig-param"><span class="n">min_changepoint_padding_length</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">change_point_threshold</span><span class="o">=</span><span class="default_value">2</span></em>, <em class="sig-param"><span class="o">*</span><span class="n">args</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="headerlink" href="#luminaire.exploration.data_exploration.DataExploration" title="Permalink to this definition">¶</a></dt>
diff --git a/luminaire/docs_source/_build/html/user_guide/optimization.html b/luminaire/docs_source/_build/html/user_guide/optimization.html
index 9cac4e2..70d15a2 100644
--- a/luminaire/docs_source/_build/html/user_guide/optimization.html
+++ b/luminaire/docs_source/_build/html/user_guide/optimization.html
@@ -11,8 +11,6 @@
 
     <link rel="stylesheet" href="../_static/css/redactor.css" type="text/css" />
     
-    <link rel="stylesheet" href="../_static/graphviz.css" type="text/css" />
-    
     
     <link rel="index" title="Index" href="../genindex.html"/>
     <link rel="search" title="Search" href="../search.html"/>
@@ -114,12 +112,6 @@
                 
   <div class="section" id="luminaire-configuration-optimization">
 <h1>Luminaire Configuration Optimization<a class="headerlink" href="#luminaire-configuration-optimization" title="Permalink to this headline">¶</a></h1>
-digraph inheritancec7513659fa {
-bgcolor=transparent;
-rankdir=LR;
-size=&quot;8.0, 12.0&quot;;
-  &quot;HyperparameterOptimization&quot; [URL=&quot;#luminaire.optimization.hyperparameter_optimization.HyperparameterOptimization&quot;,fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;,target=&quot;_top&quot;,tooltip=&quot;Hyperparameter optimization for LAD outlier detection configuration for batch data.&quot;];
-}
 <span class="target" id="module-luminaire.optimization.hyperparameter_optimization"></span><dl class="py class">
 <dt id="luminaire.optimization.hyperparameter_optimization.HyperparameterOptimization">
 <em class="property">class </em><code class="sig-prename descclassname">luminaire.optimization.hyperparameter_optimization.</code><code class="sig-name descname">HyperparameterOptimization</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">freq</span></em>, <em class="sig-param"><span class="n">detection_type</span><span class="o">=</span><span class="default_value">'OutlierDetection'</span></em>, <em class="sig-param"><span class="n">min_ts_mean</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">max_ts_length</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">min_ts_length</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">scoring_length</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="headerlink" href="#luminaire.optimization.hyperparameter_optimization.HyperparameterOptimization" title="Permalink to this definition">¶</a></dt>
diff --git a/luminaire/docs_source/_build/html/user_guide/streaming.html b/luminaire/docs_source/_build/html/user_guide/streaming.html
index 0aff216..be174e0 100644
--- a/luminaire/docs_source/_build/html/user_guide/streaming.html
+++ b/luminaire/docs_source/_build/html/user_guide/streaming.html
@@ -11,8 +11,6 @@
 
     <link rel="stylesheet" href="../_static/css/redactor.css" type="text/css" />
     
-    <link rel="stylesheet" href="../_static/graphviz.css" type="text/css" />
-    
     
     <link rel="index" title="Index" href="../genindex.html"/>
     <link rel="search" title="Search" href="../search.html"/>
@@ -113,17 +111,6 @@
                 
   <div class="section" id="luminaire-streaming-anomaly-detection-models-window-density-model">
 <h1>Luminaire Streaming Anomaly Detection Models: Window Density Model<a class="headerlink" href="#luminaire-streaming-anomaly-detection-models-window-density-model" title="Permalink to this headline">¶</a></h1>
-digraph inheritance775eddc3c0 {
-bgcolor=transparent;
-rankdir=LR;
-size=&quot;8.0, 12.0&quot;;
-  &quot;BaseModel&quot; [fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;,tooltip=&quot;This is the base class for all models. Do not use this for production tasks.&quot;];
-  &quot;BaseModelHyperParams&quot; [fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;];
-  &quot;WindowDensityHyperParams&quot; [URL=&quot;#luminaire.model.window_density.WindowDensityHyperParams&quot;,fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;,target=&quot;_top&quot;,tooltip=&quot;Hyperparameter class for Luminaire Window density model.&quot;];
-  &quot;BaseModelHyperParams&quot; -&gt; &quot;WindowDensityHyperParams&quot; [arrowsize=0.5,style=&quot;setlinewidth(0.5)&quot;];
-  &quot;WindowDensityModel&quot; [URL=&quot;#luminaire.model.window_density.WindowDensityModel&quot;,fillcolor=white,fontname=&quot;Vera Sans, DejaVu Sans, Liberation Sans, Arial, Helvetica, sans&quot;,fontsize=10,height=0.25,shape=box,style=&quot;setlinewidth(0.5),filled&quot;,target=&quot;_top&quot;,tooltip=&quot;This model detects anomalous windows using KL divergence (for high frequency data) and Wilcoxon sign rank test&quot;];
-  &quot;BaseModel&quot; -&gt; &quot;WindowDensityModel&quot; [arrowsize=0.5,style=&quot;setlinewidth(0.5)&quot;];
-}
 <span class="target" id="module-luminaire.model.window_density"></span><dl class="py class">
 <dt id="luminaire.model.window_density.WindowDensityHyperParams">
 <em class="property">class </em><code class="sig-prename descclassname">luminaire.model.window_density.</code><code class="sig-name descname">WindowDensityHyperParams</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">freq</span><span class="o">=</span><span class="default_value">'M'</span></em>, <em class="sig-param"><span class="n">ignore_window</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">max_missing_train_prop</span><span class="o">=</span><span class="default_value">0.1</span></em>, <em class="sig-param"><span class="n">is_log_transformed</span><span class="o">=</span><span class="default_value">False</span></em>, <em class="sig-param"><span class="n">baseline_type</span><span class="o">=</span><span class="default_value">'aggregated'</span></em>, <em class="sig-param"><span class="n">detection_method</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">min_window_length</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">max_window_length</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">window_length</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">ma_window_length</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">detrend_method</span><span class="o">=</span><span class="default_value">'ma'</span></em><span class="sig-paren">)</span><a class="headerlink" href="#luminaire.model.window_density.WindowDensityHyperParams" title="Permalink to this definition">¶</a></dt>
diff --git a/luminaire/docs_source/_build/html/user_guide/user_guide.html b/luminaire/docs_source/_build/html/user_guide/user_guide.html
index 4448dd5..1a225f9 100644
--- a/luminaire/docs_source/_build/html/user_guide/user_guide.html
+++ b/luminaire/docs_source/_build/html/user_guide/user_guide.html
@@ -11,8 +11,6 @@
 
     <link rel="stylesheet" href="../_static/css/redactor.css" type="text/css" />
     
-    <link rel="stylesheet" href="../_static/graphviz.css" type="text/css" />
-    
     
     <link rel="index" title="Index" href="../genindex.html"/>
     <link rel="search" title="Search" href="../search.html"/>
diff --git a/luminaire_flow.gif b/luminaire/docs_source/assets/luminaire_flow.gif
similarity index 100%
rename from luminaire_flow.gif
rename to luminaire/docs_source/assets/luminaire_flow.gif
diff --git a/luminaire_logo.png b/luminaire/docs_source/assets/luminaire_logo.png
similarity index 100%
rename from luminaire_logo.png
rename to luminaire/docs_source/assets/luminaire_logo.png
diff --git a/luminaire/docs_source/conf.py b/luminaire/docs_source/conf.py
index a796154..60f58e1 100644
--- a/luminaire/docs_source/conf.py
+++ b/luminaire/docs_source/conf.py
@@ -34,7 +34,6 @@
 # ones.
 extensions = [
 'sphinx.ext.autodoc',
-'sphinx.ext.inheritance_diagram',
 'rinoh.frontend.sphinx',
 'sphinx_rtd_theme'
 ]
diff --git a/luminaire/docs_source/sphinx-requirements.txt b/luminaire/docs_source/sphinx-requirements.txt
new file mode 100644
index 0000000..67c5747
--- /dev/null
+++ b/luminaire/docs_source/sphinx-requirements.txt
@@ -0,0 +1,3 @@
+sphinx
+sphinx-rtd-theme
+rinohtype