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Posted to commits@spot.apache.org by ma...@apache.org on 2016/10/12 16:56:07 UTC

[2/5] incubator-spot git commit: Updating website

http://git-wip-us.apache.org/repos/asf/incubator-spot/blob/263c2647/how-apache-spot-helps-create-well-stocked-data-lakes-and-catch-powerful-insights/index.html
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+                        <article id="post-113" class="cf post-113 post type-post status-publish format-standard hentry category-uncategorized" role="article" itemscope itemprop="blogPost" itemtype="http://schema.org/BlogPosting">
+
+                            <header class="article-header entry-header">
+
+                                <h1 class="entry-title single-title" itemprop="headline" rel="bookmark">How Apache Spot (Incubating) Helps Create Well-Stocked Data Lakes and Catch Powerful Insights</h1>
+
+                                <p class="byline entry-meta vcard">
+
+                                    <time class="updated entry-time" datetime="2016-08-08" itemprop="datePublished">
+                                        August 8, 2016
+                                    </time>
+                                    </span>
+                                </p>
+
+                            </header>
+                            <section class="entry-content cf" itemprop="articleBody">
+                                <p>
+                                    About four years ago, the era of the Big Data analytics began. Paired with advanced analytics, massive volumes of data can be culled to not only inform critical decisions, but also to simulate sophisticated \u201cwhat if\u201d scenarios that allow companies to gain competitive advantages by generating and predicting different scenarios. For example, a financial services company can more accurately determine what other products to offer a customer, and in what order, based on a wide variety of data, then use advanced analytics to gather insights. Creating a data lake that can be effectively used for predictive analytics raises tough questions \u2014 what data sources should we use?  How should this data be collected and ingested? What are the best algorithms to analyze the data, and how should we present these results to our decision maker?
+                                </p>
+                                <p>
+                                    Apache Spot can help to solve most of these issues. Following is a description of the Apache Spot, which is designed to facilitate Big Data analytics scenarios like the financial services company\u2019s question about the right product to offer customers.
+                                </p>
+                                <a href="../wp-content/uploads/2016/09/ONI_Architecture-Diagram_1300_v4.png"><img src="../wp-content/uploads/2016/09/ONI_Architecture-Diagram_1300_v4.png" alt="oni_architecture-diagram_1300_v4" width="1300" height="675" class="alignnone size-full wp-image-114" srcset="../wp-content/uploads/2016/09/ONI_Architecture-Diagram_1300_v4.png 1300w, ../wp-content/uploads/2016/09/ONI_Architecture-Diagram_1300_v4-300x156.png 300w, ../wp-content/uploads/2016/09/ONI_Architecture-Diagram_1300_v4-768x399.png 768w, ../wp-content/uploads/2016/09/ONI_Architecture-Diagram_1300_v4-1024x532.png 1024w" sizes="(max-width: 1300px) 100vw, 1300px" /></a>
+                                <h3><strong>Apache Spot Core Components</strong></h3>
+                                <p>
+                                    The Apache Spot Core is composed of three main components \u2014 data integration (collectors), data store (HDFS here, but can also be a non-SQL database) and machine learning.
+                                </p>
+                                <p>
+                                    In this diagram, the top left shows Apache Spot Data Sources, which include the collection of the information that will be used to create a data lake. The process is simple. Define a pull or push from the source of information then capture this information on Apache Spot\u2019s \u201ccollectors.\u201d The collectors are processes that interpret the information that is sent, then write it to the HDFS system in the Apache Spot cluster. The HDFS stores the data lake and ensures that resources can grow while remaining economical at every size. The Apache Spot algorithms are part of machine learning and are used to detect the uncommon information in the data lake.
+                                </p>
+                                <h3><strong>Operational Analytics</strong></h3>
+                                <p>
+                                    As part of operational analytics, Apache Spot executes different batch processes that add information to machine learning results to provide meaning and context. Using the financial services product example, basic customer data could be augmented with information about other customers in the same region along with information about which products those customers recommended or complained about. Basically, the data scientists can \u201cplay\u201d with the data using different algorithms to identify insights.
+                                </p>
+                                <h3><strong>Visualizing Results</strong></h3>
+                                <p>
+                                    The Apache Spot GUI displays the results that the machine learning algorithms generate. Results are represented such that it is easy to identify both the most common things as well as find the most suspicious or uncommon information that is part of the data lake.
+                                </p>
+                                <h3><strong>Customizable Open Source</strong></h3>
+                                <p>
+                                    Because Apache Spot is an open-source project, most of the components depicted here can be modified by the end user.
+                                </p>
+                            </section>
+                            <footer class="article-footer">
+
+                                filed under: <a href="../category/uncategorized/" rel="category tag">Uncategorized</a>
+
+                            </footer>
+
+                        </article>
+
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+
+                    <div id="sidebar1" class="sidebar m-all t-1of3 d-2of7 last-col cf" role="complementary">
+
+                        <div id="recent-posts-2" class="widget widget_recent_entries">
+                            <h4 class="widgettitle">Recent Posts</h4>
+                            <ul>
+                                <li>
+                                    <a href="../jupyter-notebooks-for-data-analysis/">Jupyter Notebooks for Data Analysis</a>
+                                </li>
+                                <li>
+                                    <a href="../apache-spot-and-cybersecurity-using-netflows-to-detect-threats-to-critical-infrastructure/">Apache Spot (Incubating) and Cybersecurity \u2014 Using NetFlows to Detect Threats to  Critical Infrastructure</a>
+                                </li>
+                                <li>
+                                    <a href="../how-apache-spot-helps-create-well-stocked-data-lakes-and-catch-powerful-insights/">How Apache Spot (Incubating) Helps Create Well-Stocked Data Lakes and Catch Powerful Insights</a>
+                                </li>
+                                <li>
+                                    <a href="../apache-spot-3-most-asked-questions/">Apache Spot (Incubating): 3 Most-Asked Questions</a>
+                                </li>
+                            </ul>
+                        </div>
+                        <div id="archives-2" class="widget widget_archive">
+                            <h4 class="widgettitle">Archives</h4>
+                            <ul>
+                                <li>
+                                    <a href='../2016/09/'>September 2016</a>
+                                </li>
+                                <li>
+                                    <a href='../2016/08/'>August 2016</a>
+                                </li>
+                                <li>
+                                    <a href='../2016/03/'>March 2016</a>
+                                </li>
+                            </ul>
+                        </div>
+
+                    </div>
+
+                </div>
+
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+
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+
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+
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+                        &copy; 2016 Apache Spot.
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+
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+
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+<!-- end of site. what a ride! -->

http://git-wip-us.apache.org/repos/asf/incubator-spot/blob/263c2647/index.html
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@@ -354,45 +337,6 @@
                     <p class="btn-margin center">
                         Spot accelerates the development of cybersecurity applications by providing a cybersecurity analytics framework.  This means more solutions can be created faster. This is because Spot allows organizations to focus developing the analytics and visualizations for applications that discover cybercrime rather than spending time building systems to ingest, integrate, store, and process myriad volumes or varieties of security data.
                     </p>
-                    <!--
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-                    <img src="wp-content/themes/oni/library/images/quote-person.png" alt="" />
-                    <h3>Senior Analyst</h3>
-                    </div>
-                    <div class="table-cell">
-                    <p>...that allows me to see and customize the data and scripts to my enviroment. I want control over how the solution works.\u201d</p>                                    </div>
-                    </div>
-                    </div>
-
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-                    <h3>Junior Analyst</h3>
-                    </div>
-                    <div class="table-cell">
-                    <p>...that automatically alerts me to actionable suspicious events and ways to optimize my network in a timely fashion. Help me investigate these events and tell the story across stakeholders in my organization.\u201d
-                    </p>                                    </div>
-                    </div>
-                    </div>
-
-                    <div class="table">
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-                    <div class="table-cell quote-man">
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-                    <h3>Decision Maker</h3>
-                    </div>
-                    <div class="table-cell">
-                    <p>...tells me the story of what happened in a way I can understand so I can make decisions as a result.\u201d
-                    </p>                                    </div>
-                    </div>
-                    </div>
-
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                 </div>
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@@ -447,43 +391,6 @@
 
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-
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-                    <p>And make every item on the list <strong>worth your time</strong> to investigate.</p>                                </div>
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@@ -498,7 +405,7 @@
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                 <div class="wrap cf">
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-                        <a href="mailto:info@open-network-insight.org"><span class="icon-envelope"></span></a><a href="https://twitter.com/onihadoop" target="_blank"><span class="icon-twitter"></span></a>
+                        <a href="mailto:info@open-network-insight.org"><span class="icon-envelope"></span></a><a href="https://twitter.com/ApacheSpot" target="_blank"><span class="icon-twitter"></span><a href="http://open-network-insight.org:3000/" target="_blank"><img src="wp-content/themes/oni/library/images/add-to-slack.png" alt="" class="add-to-slack" /></a></a>
                     </p>
 
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http://git-wip-us.apache.org/repos/asf/incubator-spot/blob/263c2647/jupyter-notebooks-for-data-analysis/index.html
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+
+                        <article id="post-136" class="cf post-136 post type-post status-publish format-standard hentry category-uncategorized" role="article" itemscope itemprop="blogPost" itemtype="http://schema.org/BlogPosting">
+
+                            <header class="article-header entry-header">
+
+                                <h1 class="entry-title single-title" itemprop="headline" rel="bookmark">Jupyter Notebooks for Data Analysis</h1>
+
+                                <p class="byline entry-meta vcard">
+
+                                    <time class="updated entry-time" datetime="2016-09-22" itemprop="datePublished">
+                                        September 22, 2016
+                                    </time>
+                                    </span>
+                                </p>
+
+                            </header>
+                            <section class="entry-content cf" itemprop="articleBody">
+                                <p>
+                                    <strong>Why Does Apache Spot Include iPython notebooks? </strong>
+                                </p>
+                                <p>
+                                    The project team wants Apache Spot to be a versatile tool that can be used by anyone. This means that data scientists and developers need to be able to query and handle the source data to find all the information they need for their decision making. The iPython Notebook is an appropriate platform for easy data exploration. One of its biggest advantages is that it provides parallel and distributed computing to enable code execution and debugging in an interactive environment \u2013 thus the \u2018i\u2019 in iPython.
+                                </p>
+                                <p>
+                                    The iPython notebook is a web based interactive computational environment that provides access to the Python shell. While iPython notebooks were originally designed to work with the Python language, they support a number of other programming languages, including Ruby, Scala, Julia, R, Go, C, C++, Java and Perl. There are also multiple additional packages that can be used to get the most out of this highly-customizable tool.
+                                </p>
+                                <p>
+                                    Starting on version 4.0, most notebook functionalities are now part of the Project Jupyter, while iPython remains as the kernel to work with Python code in the notebooks.
+                                </p>
+                                <img src="../wp-content/uploads/2016/10/iPython-1.png" alt="ipython" width="361" height="107" class="aligncenter size-full wp-image-140" srcset="../wp-content/uploads/2016/10/iPython-1.png 361w, ../wp-content/uploads/2016/10/iPython-1-300x89.png 300w" sizes="(max-width: 361px) 100vw, 361px" />
+                                <p>
+                                    <strong>IPython with Apache Spot for Network Threat Detection</strong>
+                                </p>
+                                <p>
+                                    <em>NOTE:� This is not intended to be a step-by-step tutorial on how to code a threat analysis in Apache Spot, but more like an introduction on how to approach the suspicions of a security breach.</em>
+                                </p>
+                                <p>
+                                    Although machine learning (ML) will do most of the work detecting anomalies in the traffic, Apache Spot also includes two notebook templates that can get you started on this. The <em>Threat_Investigation_master.ipynb</em> is designed to query the raw data table to find all connections in a day that are related to any threat you select \u2013 even connections that were not necessarily flagged as suspicious by ML on a first run. This gives us the chance to get a new data subset and here is where the fun begins.
+                                </p>
+                                <p>
+                                    If you suspect of a specific type of attack in your network, you can get the whole story by answering the Five \u2018W\u2019s.
+                                </p>
+                                <p>
+                                    <strong><em>What? </em></strong>
+                                </p>
+                                <p>
+                                    Maybe there\u2019s been an increase in the logs collected by the system, which indicates abnormal amounts of communication in your network. Or, the amount of POST requests in your network have risen overnight. This is the mystery that needs to be solved by researching through the anomalies previously detected by ML.
+                                </p>
+                                <p>
+                                    <strong><em>Who?</em></strong>
+                                </p>
+                                <p>
+                                    Assuming you have a network context, you can identify the name of the infected machine inside the network, as well as the name of the IP or DNS on the other side of the connection (if it is a known host). If you don\u2019t have a network context or are using DHCP, this can be a little tricky to detect using only Netflow logs. But, that\u2019s where DNS and Proxy logs, come in handy. Including a network context file with Apache Spot is really simple and can go a long way when identifying a threat.
+                                </p>
+                                <p>
+                                    <strong><em>When?</em></strong>
+                                </p>
+                                <p>
+                                    To have a broader visibility on the attack, you can customize the queries on the Threat investigation notebook to review the data through a wider time lapse \u2013 instead of just checking through the current day. With this, you could find an increase of a certain type of requests to one (or many) URIs and predict its future behavior.
+                                </p>
+                                <p>
+                                    <strong><em>Where?</em></strong>
+                                </p>
+                                <p>
+                                    When working only with DNS, having a destination URL might not say much about where your information is going to, but Apache Spot allows you to connect with a geolocation database to identify the location of the suspected attackers IP. Taking advantage of this option, you can visually locate the other end of the connection on a map. You might find that it\u2019s pointing to a country banned by your company, indicating a leak.
+                                </p>
+                                <p>
+                                    <strong><em>Why?</em></strong>
+                                </p>
+                                <p>
+                                    This answer to \u201cwhy\u201d will depend highly on the result of the analysis. For instance, an excessive amount of POST requests from one machine inside the network to an unidentified URI can indicate a data mining attack. Tracing back to patient zero, you can find that this could have originated with a phishing email, malicious software installed by an employee or a one-time visitor\u2019s infected machine that connected to your network.
+                                </p>
+                                <p>
+                                    <strong>How to Get Answers to the Five Ws Questions</strong>
+                                </p>
+                                <p>
+                                    All of the previous questions can be answered by looking at the raw data collected. Although performing elaborated queries directly to your database can seem tempting, this type of analysis with Hive, or even Impala, can be very time consuming. A better approach would be to use Pandas to read and transform your dataset into a relational structured dataframe. This lets you work with as if it were an offline structured relational database.
+                                </p>
+                                <p>
+                                    Once you have your desired results and data subsets, you can use MatplotLib to easily graph your findings. (We cover this subject in more depth in another post.) Another advantage of the notebook is that you can download it as HTML or a PDF file to store locally and use it in a presentation \u2013 or just keep it for future reference.
+                                </p>
+                                <p>
+                                    <strong>Wrap Up</strong>
+                                </p>
+                                <p>
+                                    This post was meant to be just a brief introduction of how you can use iPython notebooks in Apache Spot to perform further data analysis and include it our executive report (in addition to the already included Story board). Although this is not the only way you can do this, it is a very interactive and fun way to do it. You\u2019ll also see that the overall processing time is very short \u2013 thanks to the iPython notebook task parallelism ability.
+                                </p>
+                                <p>
+                                    We want to hear from YOU! Have you used iPython notebooks before? How do you feel about having this tool in Apache Spot? If you\u2019re interested in further data analysis through interactive charts, a new post is coming soon on D3 and jQuery data visualization. Also, check back soon to read more on this and other Cybersecurity subjects.
+                                </p>
+                            </section>
+                            
+                            <footer class="article-footer">
+            
+                              filed under: <a href="../category/data-science/" rel="category tag">Data Science</a>, <a href="../category/ipython-notebooks/" rel="category tag">Ipython Notebooks</a>, <a href="../category/threat-analysis-tools/" rel="category tag">Threat Analysis Tools</a>
+                              
+                            </footer> 
+
+                        </article>
+
+                    </main>
+
+                    <div id="sidebar1" class="sidebar m-all t-1of3 d-2of7 last-col cf" role="complementary">
+
+                        <div id="recent-posts-2" class="widget widget_recent_entries">
+                            <h4 class="widgettitle">Recent Posts</h4>
+                            <ul>
+                                <li>
+                                    <a href="../jupyter-notebooks-for-data-analysis/">Jupyter Notebooks for Data Analysis</a>
+                                </li>
+                                <li>
+                                    <a href="../apache-spot-and-cybersecurity-using-netflows-to-detect-threats-to-critical-infrastructure/">Apache Spot (Incubating) and Cybersecurity \u2014 Using NetFlows to Detect Threats to  Critical Infrastructure</a>
+                                </li>
+                                <li>
+                                    <a href="../how-apache-spot-helps-create-well-stocked-data-lakes-and-catch-powerful-insights/">How Apache Spot (Incubating) Helps Create Well-Stocked Data Lakes and Catch Powerful Insights</a>
+                                </li>
+                                <li>
+                                    <a href="../apache-spot-3-most-asked-questions/">Apache Spot (Incubating): 3 Most-Asked Questions</a>
+                                </li>
+                            </ul>
+                        </div>
+                        <div id="archives-2" class="widget widget_archive">
+                            <h4 class="widgettitle">Archives</h4>
+                            <ul>
+                                <li>
+                                    <a href='../2016/09/'>September 2016</a>
+                                </li>
+                                <li>
+                                    <a href='../2016/08/'>August 2016</a>
+                                </li>
+                                <li>
+                                    <a href='../2016/03/'>March 2016</a>
+                                </li>
+                            </ul>
+                        </div>
+
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+
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+
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http://git-wip-us.apache.org/repos/asf/incubator-spot/blob/263c2647/tag/github/feed/index.html
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--- a/tag/github/feed/index.html
+++ b/tag/github/feed/index.html
@@ -18,9 +18,9 @@
 	<sy:updateFrequency>1</sy:updateFrequency>
 	
 	<item>
-		<title>Apache Spot: Three Most-Asked Questions</title>
-		<link>http://spot.incubator.apache.org/open-network-insight-3-most-asked-questions/</link>
-		<comments>http://spot.incubator.apache.org/open-network-insight-3-most-asked-questions/#respond</comments>
+		<title>Apache Spot (Incubating): Three Most-Asked Questions</title>
+		<link>http://spot.incubator.apache.org/apache-spot-3-most-asked-questions/</link>
+		<comments>http://spot.incubator.apache.org/apache-spot-3-most-asked-questions/#respond</comments>
 		<pubDate>Tue, 29 Mar 2016 05:48:19 +0000</pubDate>
 		<dc:creator><![CDATA[oni-admin]]></dc:creator>
 				<category><![CDATA[Security Analytics]]></category>
@@ -29,7 +29,7 @@
 		<category><![CDATA[open source]]></category>
 
 		<guid isPermaLink="false">http://spot.incubator.apache.org/?p=62</guid>
-		<description><![CDATA[While this is not the first blog post about Apache Spot, it is the first one by a creator of the solution. As a security data scientist in Intel&#8217;s Data Center Group, I joined a small team to start thinking about solving really hard problems in cloud analytics. The team grew, and out of that...  <a class="excerpt-read-more" href="http://spot.incubator.apache.org/open-network-insight-3-most-asked-questions/" title="Read Apache Spot: Three Most-Asked Questions">Read more &#187;</a>]]></description>
+		<description><![CDATA[While this is not the first blog post about Apache Spot, it is the first one by a creator of the solution. As a security data scientist in Intel&#8217;s Data Center Group, I joined a small team to start thinking about solving really hard problems in cloud analytics. The team grew, and out of that...  <a class="excerpt-read-more" href="http://spot.incubator.apache.org/apache-spot-3-most-asked-questions/" title="Read Apache Spot: Three Most-Asked Questions">Read more &#187;</a>]]></description>
 				<content:encoded><![CDATA[<p>While this is not the first blog post about Apache Spot, it is the first one by a creator of the solution. As a security data scientist in Intel&#8217;s Data Center Group, I joined a small team to start thinking about solving really hard problems in cloud analytics. The team grew, and out of that effort, came Apache Spot. Since we started talking about the project, these are the three questions I am asked the most.</p>
 <p><strong>What Is Apache Spot?</strong><br />
 Apache Spot is an open source, flow and packet analytics solution built on Hadoop. It combines big data processing, at-scale machine learning, and unique security analytics to put potential threats in front of defenders. While I am a data scientist today, I was a security investigator just a few years ago. I wanted to develop a solution that would put new tools and technology in play for defenders, but without requiring them to walk away from security and get a math degree.</p>
@@ -40,11 +40,11 @@ Apache Spot is an open source, flow and packet analytics solution built on Hadoo
 <p>At Intel, I have worked in IT, for a security product company (McAfee), and in the Data Center Group. Intel IT was an early pioneer of the concept of proactive investigations to protect intellectual property. McAfee (now Intel Security Group) has a broad customer base in the realms of network, endpoint, and content security, to name only a few. And the Intel Data Center group has strategic partnerships with Cloudera and Accenture, as well as some pretty cool analytics efforts of their own. Add the performance benefits we achieve with Intel Architecture, especially the Intel MPI Library and Intel Math Kernel Library, and it certainly makes sense to me.</p>
 <p><strong>Why Open Source?</strong></p>
 <p>I learned from my earlier efforts in security analytics, that to invite collaboration from academia, the public sector, and the private sector, open source software is an excellent choice. We are now seeking to build a community of developers, data scientists, and security enthusiasts to grow Apache Spot into something we can all be proud of. We have also chosen an Apache software license, so that it can enrich commercial software offerings as well.</p>
-<p>The greatest thing for me since we announced at RSA is to hear OTHER people talk about Apache Spot (formerly Open Network Insight or ONI), here are some of my favorites, from <a href="http://vision.cloudera.com/open-network-insight-changing-infosec-data-science-forever/" target="_blank">a Data Scientist @ eBay </a>, <a href="https://newsroom.accenture.com/news/accenture-introduces-the-accenture-cyber-intelligence-platform-to-help-organizations-continuously-predict-detect-and-combat-cyber-attacks.htm" target="_blank">a Security Provider</a>, and <a href="http://vision.cloudera.com/adaptive-security-at-big-data-scale-for-next-generation-digital-security/" target="_blank">a Big Data company</a>.</p>
+<p>The greatest thing for me since we announced at RSA is to hear OTHER people talk about Apache Spot (formerly Open Network Insight or ONI), here are some of my favorites, from <a href="http://vision.cloudera.com/apache-spot-changing-infosec-data-science-forever/" target="_blank">a Data Scientist @ eBay </a>, <a href="https://newsroom.accenture.com/news/accenture-introduces-the-accenture-cyber-intelligence-platform-to-help-organizations-continuously-predict-detect-and-combat-cyber-attacks.htm" target="_blank">a Security Provider</a>, and <a href="http://vision.cloudera.com/adaptive-security-at-big-data-scale-for-next-generation-digital-security/" target="_blank">a Big Data company</a>.</p>
 <p>Fork us on Github!</p>
 <p>Grant Babb</p>
 ]]></content:encoded>
-			<wfw:commentRss>http://spot.incubator.apache.org/open-network-insight-3-most-asked-questions/feed/</wfw:commentRss>
+			<wfw:commentRss>http://spot.incubator.apache.org/apache-spot-3-most-asked-questions/feed/</wfw:commentRss>
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 		</item>
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http://git-wip-us.apache.org/repos/asf/incubator-spot/blob/263c2647/tag/github/index.html
----------------------------------------------------------------------
diff --git a/tag/github/index.html b/tag/github/index.html
index a084a84..1d36a96 100644
--- a/tag/github/index.html
+++ b/tag/github/index.html
@@ -12,7 +12,7 @@
 
         <meta http-equiv="X-UA-Compatible" content="IE=edge">
 
-        <title>Apache Spot  github</title>
+        <title>Github</title>
 
         <meta name="HandheldFriendly" content="True">
         <meta name="MobileOptimized" content="320">
@@ -126,24 +126,6 @@
         <script type='text/javascript' src='../../wp-content/themes/oni/library/js/jquery.meanmenu.js'></script>
         <link rel='https://api.w.org/' href='../../wp-json/' />
 
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@@ -161,16 +143,16 @@
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                         <ul id="menu-main-menu" class="nav top-nav cf">
                             <li id="menu-item-129" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-129">
-                                <a target="_blank" href="https://github.com/Open-Network-Insight/open-network-insight">Get Started</a>
+                                <a target="_blank" href="https://github.com/Open-Network-Insight/apache-spot">Get Started</a>
                             </li>
                             <li id="menu-item-5" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-5">
-                                <a target="_blank" href="https://github.com/Open-Network-Insight/open-network-insight#if-you-want-all-of-the-oni-code-at-once-just-clone-it">Download</a>
+                                <a target="_blank" href="https://github.com/Open-Network-Insight/apache-spot#if-you-want-all-of-the-oni-code-at-once-just-clone-it">Download</a>
                             </li>
                             <li id="menu-item-130" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-130">
-                                <a target="_blank" href="https://github.com/Open-Network-Insight/open-network-insight#contributing-to-oni">Contribute</a>
+                                <a target="_blank" href="https://github.com/Open-Network-Insight/apache-spot#contributing-to-oni">Contribute</a>
                             </li>
                             <li id="menu-item-106" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-106">
-                                <a target="_blank" href="https://github.com/Open-Network-Insight/open-network-insight/wiki">Wiki</a>
+                                <a target="_blank" href="https://github.com/Open-Network-Insight/apache-spot/wiki">Wiki</a>
                             </li>
                             <li id="menu-item-13" class="menu-item menu-item-type-post_type menu-item-object-page current_page_parent menu-item-13">
                                 <a href="../../blog/">Blog</a>
@@ -192,11 +174,11 @@
 
                         <h1 class="page-title">Tag: github</h1>
 
-                        <article id="post-62" class="cf post-62 post type-post status-publish format-standard hentry category-security-analytics tag-github tag-open-network-insight tag-open-source" role="article">
+                        <article id="post-62" class="cf post-62 post type-post status-publish format-standard hentry category-security-analytics tag-github tag-apache-spot tag-open-source" role="article">
 
                             <header class="entry-header article-header">
 
-                                <h3 class="h2 entry-title"><a href="../../open-network-insight-3-most-asked-questions/" rel="bookmark" title="Apache Spot: Three Most-Asked Questions">Apache Spot: Three Most-Asked Questions</a></h3>
+                                <h3 class="h2 entry-title"><a href="../../apache-spot-3-most-asked-questions/" rel="bookmark" title="Apache Spot: Three Most-Asked Questions">Apache Spot (Incubating): Three Most-Asked Questions</a></h3>
                                 <p class="byline entry-meta vcard">
                                     <time class="updated entry-time" datetime="2016-03-29" itemprop="datePublished">
                                         March 29, 2016
@@ -209,7 +191,7 @@
                             <section class="entry-content cf">
 
                                 <p>
-                                    While this is not the first blog post about Apache Spot, it is the first one by a creator of the solution. As a security data scientist in Intel&#8217;s Data Center Group, I joined a small team to start thinking about solving really hard problems in cloud analytics. The team grew, and out of that&#8230; <a class="excerpt-read-more" href="../../open-network-insight-3-most-asked-questions/" title="Read Apache Spot: Three Most-Asked Questions">Read more &raquo;</a>
+                                    While this is not the first blog post about Apache Spot, it is the first one by a creator of the solution. As a security data scientist in Intel&#8217;s Data Center Group, I joined a small team to start thinking about solving really hard problems in cloud analytics. The team grew, and out of that&#8230; <a class="excerpt-read-more" href="../../apache-spot-3-most-asked-questions/" title="Read Apache Spot: Three Most-Asked Questions">Read more &raquo;</a>
                                 </p>
 
                             </section>
@@ -228,13 +210,16 @@
                             <h4 class="widgettitle">Recent Posts</h4>
                             <ul>
                                 <li>
-                                    <a href="../../open-network-insight-oni-and-cybersecurity-using-netflows-to-detect-threats-to-critical-infrastructure/">Apache Spot and Cybersecurity \u2014 Using NetFlows to Detect Threats to  Critical Infrastructure</a>
+                                    <a href="../../jupyter-notebooks-for-data-analysis/">Jupyter Notebooks for Data Analysis</a>
+                                </li>
+                                <li>
+                                    <a href="../../apache-spot-and-cybersecurity-using-netflows-to-detect-threats-to-critical-infrastructure/">Apache Spot (Incubating) and Cybersecurity \u2014 Using NetFlows to Detect Threats to  Critical Infrastructure</a>
                                 </li>
                                 <li>
-                                    <a href="../../how-open-network-insight-helps-create-well-stocked-data-lakes-and-catch-powerful-insights/">How Apache Spot Helps Create Well-Stocked Data Lakes and Catch Powerful Insights</a>
+                                    <a href="../../how-apache-spot-helps-create-well-stocked-data-lakes-and-catch-powerful-insights/">How Apache Spot (Incubating) Helps Create Well-Stocked Data Lakes and Catch Powerful Insights</a>
                                 </li>
                                 <li>
-                                    <a href="../../open-network-insight-3-most-asked-questions/">Apache Spot: Three Most-Asked Questions</a>
+                                    <a href="../../apache-spot-3-most-asked-questions/">Apache Spot (Incubating): 3 Most-Asked Questions</a>
                                 </li>
                             </ul>
                         </div>
@@ -242,6 +227,9 @@
                             <h4 class="widgettitle">Archives</h4>
                             <ul>
                                 <li>
+                                    <a href='../../2016/09/'>September 2016</a>
+                                </li>
+                                <li>
                                     <a href='../../2016/08/'>August 2016</a>
                                 </li>
                                 <li>

http://git-wip-us.apache.org/repos/asf/incubator-spot/blob/263c2647/tag/open-network-insight/feed/index.html
----------------------------------------------------------------------
diff --git a/tag/open-network-insight/feed/index.html b/tag/open-network-insight/feed/index.html
index e9db2f3..b30ebf2 100644
--- a/tag/open-network-insight/feed/index.html
+++ b/tag/open-network-insight/feed/index.html
@@ -8,8 +8,8 @@
 	>
 
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-	<title>open network insight &#8211; Apache Spot</title>
-	<atom:link href="http://spot.incubator.apache.org/tag/open-network-insight/feed/" rel="self" type="application/rss+xml" />
+	<title>Open Network Insight &#8211; Apache Spot</title>
+	<atom:link href="http://spot.incubator.apache.org/tag/apache-spot/feed/" rel="self" type="application/rss+xml" />
 	<link>http://spot.incubator.apache.org</link>
 	<description></description>
 	<lastBuildDate>Tue, 27 Sep 2016 18:37:15 +0000</lastBuildDate>
@@ -18,9 +18,9 @@
 	<sy:updateFrequency>1</sy:updateFrequency>
 	
 	<item>
-		<title>Apache Spot: Three Most-Asked Questions</title>
-		<link>http://spot.incubator.apache.org/open-network-insight-3-most-asked-questions/</link>
-		<comments>http://spot.incubator.apache.org/open-network-insight-3-most-asked-questions/#respond</comments>
+		<title>Apache Spot (Incubating): Three Most-Asked Questions</title>
+		<link>http://spot.incubator.apache.org/apache-spot-3-most-asked-questions/</link>
+		<comments>http://spot.incubator.apache.org/apache-spot-3-most-asked-questions/#respond</comments>
 		<pubDate>Tue, 29 Mar 2016 05:48:19 +0000</pubDate>
 		<dc:creator><![CDATA[oni-admin]]></dc:creator>
 				<category><![CDATA[Security Analytics]]></category>
@@ -29,7 +29,7 @@
 		<category><![CDATA[open source]]></category>
 
 		<guid isPermaLink="false">http://spot.incubator.apache.org/?p=62</guid>
-		<description><![CDATA[While this is not the first blog post about Apache Spot, it is the first one by a creator of the solution. As a security data scientist in Intel&#8217;s Data Center Group, I joined a small team to start thinking about solving really hard problems in cloud analytics. The team grew, and out of that...  <a class="excerpt-read-more" href="http://spot.incubator.apache.org/open-network-insight-3-most-asked-questions/" title="Read Apache Spot: Three Most-Asked Questions">Read more &#187;</a>]]></description>
+		<description><![CDATA[While this is not the first blog post about Apache Spot, it is the first one by a creator of the solution. As a security data scientist in Intel&#8217;s Data Center Group, I joined a small team to start thinking about solving really hard problems in cloud analytics. The team grew, and out of that...  <a class="excerpt-read-more" href="http://spot.incubator.apache.org/apache-spot-3-most-asked-questions/" title="Read Apache Spot: Three Most-Asked Questions">Read more &#187;</a>]]></description>
 				<content:encoded><![CDATA[<p>While this is not the first blog post about Apache Spot, it is the first one by a creator of the solution. As a security data scientist in Intel&#8217;s Data Center Group, I joined a small team to start thinking about solving really hard problems in cloud analytics. The team grew, and out of that effort, came Apache Spot. Since we started talking about the project, these are the three questions I am asked the most.</p>
 <p><strong>What Is Apache Spot?</strong><br />
 Apache Spot is an open source, flow and packet analytics solution built on Hadoop. It combines big data processing, at-scale machine learning, and unique security analytics to put potential threats in front of defenders. While I am a data scientist today, I was a security investigator just a few years ago. I wanted to develop a solution that would put new tools and technology in play for defenders, but without requiring them to walk away from security and get a math degree.</p>
@@ -40,11 +40,11 @@ Apache Spot is an open source, flow and packet analytics solution built on Hadoo
 <p>At Intel, I have worked in IT, for a security product company (McAfee), and in the Data Center Group. Intel IT was an early pioneer of the concept of proactive investigations to protect intellectual property. McAfee (now Intel Security Group) has a broad customer base in the realms of network, endpoint, and content security, to name only a few. And the Intel Data Center group has strategic partnerships with Cloudera and Accenture, as well as some pretty cool analytics efforts of their own. Add the performance benefits we achieve with Intel Architecture, especially the Intel MPI Library and Intel Math Kernel Library, and it certainly makes sense to me.</p>
 <p><strong>Why Open Source?</strong></p>
 <p>I learned from my earlier efforts in security analytics, that to invite collaboration from academia, the public sector, and the private sector, open source software is an excellent choice. We are now seeking to build a community of developers, data scientists, and security enthusiasts to grow Apache Spot into something we can all be proud of. We have also chosen an Apache software license, so that it can enrich commercial software offerings as well.</p>
-<p>The greatest thing for me since we announced at RSA is to hear OTHER people talk about Apache Spot (formerly Open Network Insight or ONI), here are some of my favorites, from <a href="http://vision.cloudera.com/open-network-insight-changing-infosec-data-science-forever/" target="_blank">a Data Scientist @ eBay </a>, <a href="https://newsroom.accenture.com/news/accenture-introduces-the-accenture-cyber-intelligence-platform-to-help-organizations-continuously-predict-detect-and-combat-cyber-attacks.htm" target="_blank">a Security Provider</a>, and <a href="http://vision.cloudera.com/adaptive-security-at-big-data-scale-for-next-generation-digital-security/" target="_blank">a Big Data company</a>.</p>
+<p>The greatest thing for me since we announced at RSA is to hear OTHER people talk about Apache Spot (formerly Open Network Insight or ONI), here are some of my favorites, from <a href="http://vision.cloudera.com/apache-spot-changing-infosec-data-science-forever/" target="_blank">a Data Scientist @ eBay </a>, <a href="https://newsroom.accenture.com/news/accenture-introduces-the-accenture-cyber-intelligence-platform-to-help-organizations-continuously-predict-detect-and-combat-cyber-attacks.htm" target="_blank">a Security Provider</a>, and <a href="http://vision.cloudera.com/adaptive-security-at-big-data-scale-for-next-generation-digital-security/" target="_blank">a Big Data company</a>.</p>
 <p>Fork us on Github!</p>
 <p>Grant Babb</p>
 ]]></content:encoded>
-			<wfw:commentRss>http://spot.incubator.apache.org/open-network-insight-3-most-asked-questions/feed/</wfw:commentRss>
+			<wfw:commentRss>http://spot.incubator.apache.org/apache-spot-3-most-asked-questions/feed/</wfw:commentRss>
 		<slash:comments>0</slash:comments>
 		</item>
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http://git-wip-us.apache.org/repos/asf/incubator-spot/blob/263c2647/tag/open-network-insight/index.html
----------------------------------------------------------------------
diff --git a/tag/open-network-insight/index.html b/tag/open-network-insight/index.html
index 0b20aed..64c6c02 100644
--- a/tag/open-network-insight/index.html
+++ b/tag/open-network-insight/index.html
@@ -12,7 +12,7 @@
 
         <meta http-equiv="X-UA-Compatible" content="IE=edge">
 
-        <title>Apache Spot  open network insight</title>
+        <title>Open Network Insight</title>
 
         <meta name="HandheldFriendly" content="True">
         <meta name="MobileOptimized" content="320">
@@ -33,7 +33,7 @@
         <link rel='dns-prefetch' href='//s.w.org' />
         <link rel="alternate" type="application/rss+xml" title="Apache Spot &raquo; Feed" href="../../feed/" />
         <link rel="alternate" type="application/rss+xml" title="Apache Spot &raquo; Comments Feed" href="../../comments/feed/" />
-        <link rel="alternate" type="application/rss+xml" title="Apache Spot &raquo; open network insight Tag Feed" href="../../tag/open-network-insight/feed/" />
+        <link rel="alternate" type="application/rss+xml" title="Apache Spot &raquo; open network insight Tag Feed" href="../../tag/apache-spot/feed/" />
         <script type="text/javascript">
 			window._wpemojiSettings = {
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@@ -126,27 +126,9 @@
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-        <script>
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-					(i[r].q = i[r].q || []).push(arguments)
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-				m = s.getElementsByTagName(o)[0];
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-    <body class="archive tag tag-open-network-insight tag-7" itemscope itemtype="http://schema.org/WebPage">
+    <body class="archive tag tag-apache-spot tag-7" itemscope itemtype="http://schema.org/WebPage">
 
         <div id="container">
 
@@ -161,16 +143,16 @@
                     <nav role="navigation" itemscope itemtype="http://schema.org/SiteNavigationElement">
                         <ul id="menu-main-menu" class="nav top-nav cf">
                             <li id="menu-item-129" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-129">
-                                <a target="_blank" href="https://github.com/Open-Network-Insight/open-network-insight">Get Started</a>
+                                <a target="_blank" href="https://github.com/Open-Network-Insight/apache-spot">Get Started</a>
                             </li>
                             <li id="menu-item-5" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-5">
-                                <a target="_blank" href="https://github.com/Open-Network-Insight/open-network-insight#if-you-want-all-of-the-oni-code-at-once-just-clone-it">Download</a>
+                                <a target="_blank" href="https://github.com/Open-Network-Insight/apache-spot#if-you-want-all-of-the-oni-code-at-once-just-clone-it">Download</a>
                             </li>
                             <li id="menu-item-130" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-130">
-                                <a target="_blank" href="https://github.com/Open-Network-Insight/open-network-insight#contributing-to-oni">Contribute</a>
+                                <a target="_blank" href="https://github.com/Open-Network-Insight/apache-spot#contributing-to-oni">Contribute</a>
                             </li>
                             <li id="menu-item-106" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-106">
-                                <a target="_blank" href="https://github.com/Open-Network-Insight/open-network-insight/wiki">Wiki</a>
+                                <a target="_blank" href="https://github.com/Open-Network-Insight/apache-spot/wiki">Wiki</a>
                             </li>
                             <li id="menu-item-13" class="menu-item menu-item-type-post_type menu-item-object-page current_page_parent menu-item-13">
                                 <a href="../../blog/">Blog</a>
@@ -192,11 +174,11 @@
 
                         <h1 class="page-title">Tag: open network insight</h1>
 
-                        <article id="post-62" class="cf post-62 post type-post status-publish format-standard hentry category-security-analytics tag-github tag-open-network-insight tag-open-source" role="article">
+                        <article id="post-62" class="cf post-62 post type-post status-publish format-standard hentry category-security-analytics tag-github tag-apache-spot tag-open-source" role="article">
 
                             <header class="entry-header article-header">
 
-                                <h3 class="h2 entry-title"><a href="../../open-network-insight-3-most-asked-questions/" rel="bookmark" title="Apache Spot: Three Most-Asked Questions">Apache Spot: Three Most-Asked Questions</a></h3>
+                                <h3 class="h2 entry-title"><a href="../../apache-spot-3-most-asked-questions/" rel="bookmark" title="Apache Spot: Three Most-Asked Questions">Apache Spot (Incubating): Three Most-Asked Questions</a></h3>
                                 <p class="byline entry-meta vcard">
                                     <time class="updated entry-time" datetime="2016-03-29" itemprop="datePublished">
                                         March 29, 2016
@@ -209,7 +191,7 @@
                             <section class="entry-content cf">
 
                                 <p>
-                                    While this is not the first blog post about Apache Spot, it is the first one by a creator of the solution. As a security data scientist in Intel&#8217;s Data Center Group, I joined a small team to start thinking about solving really hard problems in cloud analytics. The team grew, and out of that&#8230; <a class="excerpt-read-more" href="../../open-network-insight-3-most-asked-questions/" title="Read Apache Spot: Three Most-Asked Questions">Read more &raquo;</a>
+                                    While this is not the first blog post about Apache Spot, it is the first one by a creator of the solution. As a security data scientist in Intel&#8217;s Data Center Group, I joined a small team to start thinking about solving really hard problems in cloud analytics. The team grew, and out of that&#8230; <a class="excerpt-read-more" href="../../apache-spot-3-most-asked-questions/" title="Read Apache Spot: Three Most-Asked Questions">Read more &raquo;</a>
                                 </p>
 
                             </section>
@@ -228,13 +210,16 @@
                             <h4 class="widgettitle">Recent Posts</h4>
                             <ul>
                                 <li>
-                                    <a href="../../open-network-insight-oni-and-cybersecurity-using-netflows-to-detect-threats-to-critical-infrastructure/">Apache Spot and Cybersecurity \u2014 Using NetFlows to Detect Threats to  Critical Infrastructure</a>
+                                    <a href="../../jupyter-notebooks-for-data-analysis/">Jupyter Notebooks for Data Analysis</a>
+                                </li>
+                                <li>
+                                    <a href="../../apache-spot-and-cybersecurity-using-netflows-to-detect-threats-to-critical-infrastructure/">Apache Spot (Incubating) and Cybersecurity \u2014 Using NetFlows to Detect Threats to  Critical Infrastructure</a>
                                 </li>
                                 <li>
-                                    <a href="../../how-open-network-insight-helps-create-well-stocked-data-lakes-and-catch-powerful-insights/">How Apache Spot Helps Create Well-Stocked Data Lakes and Catch Powerful Insights</a>
+                                    <a href="../../how-apache-spot-helps-create-well-stocked-data-lakes-and-catch-powerful-insights/">How Apache Spot (Incubating) Helps Create Well-Stocked Data Lakes and Catch Powerful Insights</a>
                                 </li>
                                 <li>
-                                    <a href="../../open-network-insight-3-most-asked-questions/">Apache Spot: Three Most-Asked Questions</a>
+                                    <a href="../../apache-spot-3-most-asked-questions/">Apache Spot (Incubating): 3 Most-Asked Questions</a>
                                 </li>
                             </ul>
                         </div>
@@ -242,6 +227,9 @@
                             <h4 class="widgettitle">Archives</h4>
                             <ul>
                                 <li>
+                                    <a href='../../2016/09/'>September 2016</a>
+                                </li>
+                                <li>
                                     <a href='../../2016/08/'>August 2016</a>
                                 </li>
                                 <li>

http://git-wip-us.apache.org/repos/asf/incubator-spot/blob/263c2647/tag/open-source/feed/index.html
----------------------------------------------------------------------
diff --git a/tag/open-source/feed/index.html b/tag/open-source/feed/index.html
index a971588..42cd1c0 100644
--- a/tag/open-source/feed/index.html
+++ b/tag/open-source/feed/index.html
@@ -18,7 +18,7 @@
 	<sy:updateFrequency>1</sy:updateFrequency>
 	
 	<item>
-		<title>Apache Spot: Three Most-Asked Questions</title>
+		<title>Apache Spot (Incubating): Three Most-Asked Questions</title>
 		<link>http://spot.incubator.apache.org/open-network-insight-3-most-asked-questions/</link>
 		<comments>http://spot.incubator.apache.org/open-network-insight-3-most-asked-questions/#respond</comments>
 		<pubDate>Tue, 29 Mar 2016 05:48:19 +0000</pubDate>