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Introduction</a></li>
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Linux</a></li>
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X</a></li>
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Windows</a></li>
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Windows</a></li>
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Sources</a></li>
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Windows</a></li>
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MicroStrategy Analytics with Apache Drill</a></li>
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Drill</a></li>
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Spotfire Server with Drill</a></li>
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Tableau 9 Desktop</a></li>
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href="/docs/using-apache-drill-with-tableau-9-server/">Using Apache Drill with 
Tableau 9 Server</a></li>
+            
+          
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+      
+        
+          <li class="toctree-l1"><a href="javascript: void(0);">Query 
Data</a></li>
+          <ul style="display: none">
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/query-data-introduction/">Query Data Introduction</a></li>
+            
+          
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+              <li class="toctree-l2"><a href="javascript: void(0);">Querying a 
File System</a></li>
+              <ul style="display: none">
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/querying-a-file-system-introduction/">Querying a File System 
Introduction</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/querying-json-files/">Querying JSON Files</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/querying-parquet-files/">Querying Parquet Files</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/querying-plain-text-files/">Querying Plain Text Files</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/querying-directories/">Querying Directories</a></li>
+              
+            </ul>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/querying-hbase/">Querying HBase</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a href="javascript: void(0);">Querying 
Complex Data</a></li>
+              <ul style="display: none">
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/querying-complex-data-introduction/">Querying Complex Data 
Introduction</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/sample-data-donuts/">Sample Data: Donuts</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/selecting-flat-data/">Selecting Flat Data</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/using-sql-functions-clauses-and-joins/">Using SQL Functions, 
Clauses, and Joins</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/selecting-nested-data-for-a-column/">Selecting Nested Data for a 
Column</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/selecting-multiple-columns-within-nested-data/">Selecting Multiple 
Columns Within Nested Data</a></li>
+              
+            </ul>
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+          
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+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/querying-hive/">Querying Hive</a></li>
+            
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href="/docs/querying-the-information-schema/">Querying the INFORMATION 
SCHEMA</a></li>
+            
+          
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+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/querying-system-tables/">Querying System Tables</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/monitoring-and-canceling-queries-in-the-drill-web-ui/">Monitoring 
and Canceling Queries in the Drill Web UI</a></li>
+            
+          
+          </ul>
+        
+      
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+          <li class="toctree-l1"><a href="javascript: void(0);">Performance 
Tuning</a></li>
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+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/performance-tuning-introduction/">Performance Tuning 
Introduction</a></li>
+            
+          
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+        
+      
+        
+          <li class="toctree-l1"><a class="reference internal" 
href="/docs/log-and-debug/">Log and Debug</a></li>
+        
+      
+        
+          <li class="toctree-l1"><a href="javascript: void(0);">Query Audit 
Logging</a></li>
+          <ul style="display: none">
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/getting-query-information/">Getting Query Information</a></li>
+            
+          
+          </ul>
+        
+      
+        
+          <li class="toctree-l1"><a href="javascript: void(0);">SQL 
Reference</a></li>
+          <ul style="display: none">
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/sql-reference-introduction/">SQL Reference Introduction</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a href="javascript: void(0);">Data 
Types</a></li>
+              <ul style="display: none">
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/supported-data-types/">Supported Data Types</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/date-time-and-timestamp/">Date, Time, and Timestamp</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/handling-different-data-types/">Handling Different Data 
Types</a></li>
+              
+            </ul>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/lexical-structure/">Lexical Structure</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/operators/">Operators</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a href="javascript: void(0);">SQL 
Functions</a></li>
+              <ul style="display: none">
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/about-sql-function-examples/">About SQL Function Examples</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/math-and-trig/">Math and Trig</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/data-type-conversion/">Data Type Conversion</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/date-time-functions-and-arithmetic/">Date/Time Functions and 
Arithmetic</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/string-manipulation/">String Manipulation</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/aggregate-and-aggregate-statistical/">Aggregate and Aggregate 
Statistical</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/functions-for-handling-nulls/">Functions for Handling Nulls</a></li>
+              
+            </ul>
+            
+          
+            
+              <li class="toctree-l2"><a href="javascript: void(0);">Nested 
Data Functions</a></li>
+              <ul style="display: none">
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/nested-data-limitations/">Nested Data Limitations</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/flatten/">FLATTEN</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/kvgen/">KVGEN</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/repeated-count/">REPEATED_COUNT</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/repeated-contains/">REPEATED_CONTAINS</a></li>
+              
+            </ul>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/query-directory-functions/">Query Directory Functions</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a href="javascript: void(0);">SQL 
Commands</a></li>
+              <ul style="display: none">
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/supported-sql-commands/">Supported SQL Commands</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/alter-session/">ALTER SESSION</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/alter-system/">ALTER SYSTEM</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/create-table-as-ctas/">CREATE TABLE AS (CTAS)</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/create-view/">CREATE VIEW</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/drop-view/">DROP VIEW</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/describe/">DESCRIBE</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/explain/">EXPLAIN</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/select/">SELECT</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/select-from/">SELECT FROM</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/select-group-by/">SELECT GROUP BY</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/select-having/">SELECT HAVING</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/select-limit/">SELECT LIMIT</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/select-offset/">SELECT OFFSET</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/select-order-by/">SELECT ORDER BY</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/select-union/">SELECT UNION</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/select-where/">SELECT WHERE</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/select-with/">SELECT WITH</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/show-databases-and-show-schemas/">SHOW DATABASES and SHOW 
SCHEMAS</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/show-files/">SHOW FILES</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/show-tables/">SHOW TABLES</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/use/">USE</a></li>
+              
+            </ul>
+            
+          
+            
+              <li class="toctree-l2"><a href="javascript: void(0);">SQL 
Conditional Expressions</a></li>
+              <ul style="display: none">
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/case/">CASE</a></li>
+              
+            </ul>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/reserved-keywords/">Reserved Keywords</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/sql-extensions/">SQL Extensions</a></li>
+            
+          
+          </ul>
+        
+      
+        
+          <li class="toctree-l1"><a href="javascript: void(0);">Data Sources 
and File Formats</a></li>
+          <ul style="display: none">
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/data-sources-and-file-formats-introduction/">Data Sources and File 
Formats Introduction</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/hive-to-drill-data-type-mapping/">Hive-to-Drill Data Type 
Mapping</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/deploying-and-using-a-hive-udf/">Deploying and Using a Hive 
UDF</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/parquet-format/">Parquet Format</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/json-data-model/">JSON Data Model</a></li>
+            
+          
+          </ul>
+        
+      
+        
+          <li class="toctree-l1"><a href="javascript: void(0);">Develop Custom 
Functions</a></li>
+          <ul style="display: none">
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/develop-custom-functions-introduction/">Develop Custom Functions 
Introduction</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/develop-a-simple-function/">Develop a Simple Function</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/developing-an-aggregate-function/">Developing an Aggregate 
Function</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/adding-custom-functions-to-drill/">Adding Custom Functions to 
Drill</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/using-custom-functions-in-queries/">Using Custom Functions in 
Queries</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/custom-function-interfaces/">Custom Function Interfaces</a></li>
+            
+          
+          </ul>
+        
+      
+        
+          <li class="toctree-l1"><a href="javascript: void(0);">Developer 
Information</a></li>
+          <ul style="display: none">
+          
+            
+              <li class="toctree-l2"><a href="javascript: void(0);">Develop 
Drill</a></li>
+              <ul style="display: none">
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/compiling-drill-from-source/">Compiling Drill from Source</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/drill-patch-review-tool/">Drill Patch Review Tool</a></li>
+              
+            </ul>
+            
+          
+            
+              <li class="toctree-l2"><a href="javascript: void(0);">Contribute 
to Drill</a></li>
+              <ul style="display: none">
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/apache-drill-contribution-guidelines/">Apache Drill Contribution 
Guidelines</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/apache-drill-contribution-ideas/">Apache Drill Contribution 
Ideas</a></li>
+              
+            </ul>
+            
+          
+            
+              <li class="toctree-l2"><a href="javascript: void(0);">Design 
Docs</a></li>
+              <ul style="display: none">
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/drill-plan-syntax/">Drill Plan Syntax</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/rpc-overview/">RPC Overview</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/query-stages/">Query Stages</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/useful-research/">Useful Research</a></li>
+              
+                <li class="toctree-l3"><a class="reference internal" 
href="/docs/value-vectors/">Value Vectors</a></li>
+              
+            </ul>
+            
+          
+          </ul>
+        
+      
+        
+          <li class="toctree-l1"><a href="javascript: void(0);">Release 
Notes</a></li>
+          <ul style="display: none">
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/apache-drill-0-5-0-release-notes/">Apache Drill 0.5.0 Release 
Notes</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/apache-drill-0-4-0-release-notes/">Apache Drill 0.4.0 Release 
Notes</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/apache-drill-m1-release-notes-apache-drill-alpha/">Apache Drill M1 
Release Notes (Apache Drill Alpha)</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/apache-drill-m1-release-notes-apache-drill-alpha/">Apache Drill M1 
Release Notes (Apache Drill Alpha)</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/apache-drill-0-6-0-release-notes/">Apache Drill 0.6.0 Release 
Notes</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/apache-drill-0-7-0-release-notes/">Apache Drill 0.7.0 Release 
Notes</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/apache-drill-0-8-0-release-notes/">Apache Drill 0.8.0 Release 
Notes</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/apache-drill-0-9-0-release-notes/">Apache Drill 0.9.0 Release 
Notes</a></li>
+            
+          
+          </ul>
+        
+      
+        
+          <li class="toctree-l1"><a href="javascript: void(0);">Sample 
Datasets</a></li>
+          <ul style="display: none">
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/aol-search/">AOL Search</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/enron-emails/">Enron Emails</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/wikipedia-edit-history/">Wikipedia Edit History</a></li>
+            
+          
+          </ul>
+        
+      
+        
+          <li class="toctree-l1"><a href="javascript: void(0);">Archived 
Pages</a></li>
+          <ul style="display: none">
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/how-to-run-the-drill-demo/">How to Run the Drill Demo</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/what-is-apache-drill/">What is Apache Drill</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/partition-pruning/">Partition Pruning</a></li>
+            
+          
+          </ul>
+        
+      
+        
+          <li class="toctree-l1"><a href="javascript: void(0);">Progress 
Reports</a></li>
+          <ul style="display: none">
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/2014-q1-drill-report/">2014 Q1 Drill Report</a></li>
+            
+          
+          </ul>
+        
+      
+        
+          <li class="toctree-l1"><a class="reference internal" 
href="/docs/project-bylaws/">Project Bylaws</a></li>
+        
+      
+        
+          <li class="toctree-l1"><a href="javascript: void(0);">Log and 
Debug</a></li>
+          <ul style="display: none">
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/log-and-debug-introduction/">Log and Debug Introduction</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/error-messages/">Error Messages</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/modify-logback-xml/">Modify logback.xml</a></li>
+            
+          
+            
+              <li class="toctree-l2"><a class="reference internal" 
href="/docs/review-the-java-stack-trace/">Review the Java Stack Trace</a></li>
+            
+          
+          </ul>
+        
+      
+      </ul>
+
+    </div>
+  </div>
+</aside>
+
+
+<nav class="breadcrumbs">
+  <li><a href="/docs/">Docs</a></li>
+ 
+  
+    <li><a href="/docs/tutorials/">Tutorials</a></li>
+  
+  <li>Analyzing Social Media</li>
+</nav>
+
+<div class="main-content-wrapper">
+  <div class="main-content">
+
+    
+      <a class="edit-link" 
href="https://github.com/apache/drill/blob/gh-pages/_docs/tutorials/060-analyzing-social-media.md";
 target="_blank"><i class="fa fa-pencil-square-o"></i></a>
+    
+
+    <div class="int_title left">
+      <h1>Analyzing Social Media</h1>
+
+    </div>
+
+    <link href="/css/docpage.css" rel="stylesheet" type="text/css">
+
+    <div class="int_text" align="left">
+      
+        <p>This tutorial covers how to analyze Twitter data in native JSON 
format using Apache Drill. First, you configure an environment to stream the 
Twitter data filtered on keywords and languages using Apache Flume, and then 
you analyze the data using Drill. Finally, you run interactive reports and 
analysis using MicroStrategy.</p>
+
+<h2 id="social-media-analysis-prerequisites">Social Media Analysis 
Prerequisites</h2>
+
+<ul>
+<li>Twitter developer account</li>
+<li>AWS account</li>
+<li>A MapR node on AWS</li>
+<li>A MicroStrategy AWS instance</li>
+</ul>
+
+<h2 id="configuring-the-aws-environment">Configuring the AWS environment</h2>
+
+<p>Configuring the environment on Amazon Web Services (AWS) consists of these 
tasks:</p>
+
+<ul>
+<li>Create a Twitter Dev account and register a Twitter application<br></li>
+<li>Provision a preconfigured AWS MapR node with Flume and Drill<br></li>
+<li>Provision a MicroStrategy AWS instance<br></li>
+<li>Configure MicroStrategy to run reports and analyses using Drill<br></li>
+<li>Create a Twitter Dev account and register an application</li>
+</ul>
+
+<p>This tutorial assumes you are familiar with MicroStrategy. For information 
about using MicroStrategy, see the <a 
href="http://www.microstrategy.com/Strategy/media/downloads/products/cloud/cloud_aws-user-guide.pdf";>MicroStrategy
 documentation</a>.</p>
+
+<hr>
+
+<h2 id="establishing-a-twitter-feed-and-flume-credentials">Establishing a 
Twitter Feed and Flume Credentials</h2>
+
+<p>The following steps establish a Twitter feed and get Twitter credentials 
required by Flume to set up Twitter as a data source:</p>
+
+<ol>
+<li>Go to dev.twitter.com and sign in with your Twitter account 
details.<br></li>
+<li>Click <strong>Manage Your Apps</strong> under Tools in the page 
footer.<br></li>
+<li>Click <strong>Create New App</strong> and fill in the form, then create 
the application.</li>
+<li>On the <strong>Keys and Access Tokens</strong> tab, create an access 
token, and then click <strong>Create My Access Token</strong>. If you have 
read-only access, you can create the token.</li>
+<li>Copy the following credentials for the Twitter App that will be used to 
configure Flume: 
+
+<ul>
+<li>Consumer Key</li>
+<li>Consumer Secret</li>
+<li>Access Token</li>
+<li>Access Token Secret</li>
+</ul></li>
+</ol>
+
+<hr>
+
+<h2 id="provision-preconfigured-mapr-node-on-aws">Provision Preconfigured MapR 
Node on AWS</h2>
+
+<p>You need to provision a preconfigured MapR node on AWS named ami-4dedc47d. 
The AMI is already configured with Flume, Drill, and specific elements to 
support data streaming from Twitter and Drill query views. The AMI is publicly 
available under Community AMIs, has a 6GB root drive, and a 100GB data drive. 
Being a small node, very large volumes of data will significantly decrease the 
response time to Twitter data queries.</p>
+
+<ol>
+<li>In AWS, launch an instance.<br>
+The AMI image is preconfigured to use a m2.2xlarge instance type with 4 vCPUs 
and 32GB of memory.<br></li>
+<li>Select the AMI id ami-4dedc47d.<br></li>
+<li>Make sure that the instance has been assigned an external IP address; an 
Elastic IP is preferred, but not essential.<br></li>
+<li>Verify that a security group is used with open TCP and UDP ports on the 
node. At this time, all ports are left open on the node.</li>
+<li>After provisioning and booting up the instance, reboot the node in the AWS 
EC2 management interface to finalize the configuration.</li>
+</ol>
+
+<p>The node is now configured with the required Flume and Drill installation. 
Next, update the Flume configuration files with the required credentials and 
keywords.</p>
+
+<hr>
+
+<h2 id="update-flume-configuration-files">Update Flume Configuration Files</h2>
+
+<ol>
+<li>Log in as the ec2-user using the AWS credentials.</li>
+<li>Switch to the mapr user on the node using <code>su – mapr.</code></li>
+<li>Update the Flume configuration files <code>flume-env.sh</code> and 
<code>flume</code>.conf in the <code>&lt;FLUME HOME&gt;/conf</code> directory 
using the Twitter app credentials from the first section. See the <a 
href="https://github.com/mapr/mapr-demos/tree/master/drill-twitter-MSTR/flume";>sample
 files</a>.</li>
+<li>Enter the desired keywords, separated by a comma.<br>
+Separate multiple keywords using a space.<br></li>
+<li>Filter tweets for specific languages, if needed, by entering the ISO 639-1 
<a href="http://en.wikipedia.org/wiki/List_of_ISO_639-1_codes";>language 
codes</a> separated by a comma. If you need no language filtering, leave the 
parameter blank.<br></li>
+<li>Go to the FLUME HOME directory and, as user <code>mapr</code>, type screen 
on the command line as user <code>mapr</code>:<br></li>
+<li><p>Start Flume by typing the following command:  </p>
+<div class="highlight"><pre><code class="language-text" 
data-lang="text">./bin/flume-ng agent --conf ./conf/ -f ./conf/flume.conf 
-Dflume.root.logger=INFO,console -n TwitterAgent
+</code></pre></div></li>
+<li><p>Enter <code>CTRL+a</code> to exit, followed by <code>d</code> to 
detach.<br>
+To go back to the screen terminal, simply enter screen –r to reattach.<br>
+Twitter data streams into the system.  </p></li>
+<li><p>Run the following command to verify volumes:</p>
+<div class="highlight"><pre><code class="language-text" data-lang="text"> du 
–h /mapr/drill_demo/twitter/feed.
+</code></pre></div></li>
+</ol>
+
+<p>You cannot run queries until data appears in the feed directory. Allow 
20-30 minutes minimum. </p>
+
+<hr>
+
+<h2 id="provision-a-microstrategy-aws-instance">Provision a MicroStrategy AWS 
Instance</h2>
+
+<p>MicroStrategy provides an AWS instance of various sizes. It comes with a 
free 30-day trial for the MicroStrategy instance. AWS charges still apply for 
the platform and OS.</p>
+
+<p>To provision the MicroStrategy node in AWS:</p>
+
+<ol>
+<li>On the <a 
href="http://www.microstrategy.com/us/analytics/analytics-on-aws";>MicroStrategy 
website</a>, click <strong>Get started</strong>.<br></li>
+<li>Select some number of users, for example, select 25 users.<br></li>
+<li>Select the AWS region. Using a MapR node and MicroStrategy instance in the 
same AWS region is highly recommended.</li>
+<li>Click <strong>Continue</strong>.<br></li>
+<li>On the Manual Launch tab, click <strong>Launch with EC2 Console</strong> 
next to the appropriate region, and select <strong>r3.large 
instance</strong>.<br>
+An EC2 instance of r3.large is sufficient for the 25 user version.<br></li>
+<li>Click <strong>Configure Instance Details</strong>.</li>
+<li>Select an appropriate network setting and zones, ideally within the same 
zone and network as the MapR node that you provisioned.
+<div class="admonition important">
+<p class="first admonition-title">Important</p>
+<p class="last">Make sure that the MicroStrategy instance has a Public IP; 
elastic IP is preferred but not essential.  </p>
+</div></li>
+<li>Keep the default storage.</li>
+<li>Assign a tag to identify the instance.</li>
+<li>Select a security group that allows sufficient access to external IPs and 
open all ports because security is not a concern. </li>
+<li>In the AWS Console, launch an instance, and when the AWS reports that the 
instance is running, select it, and click <strong>Connect</strong>.</li>
+<li>Click <strong>Get Password</strong> to get the OS Administrator 
password.</li>
+</ol>
+
+<p>The instance is now accessible with RDP and is using the relevant AWS 
credentials and security.</p>
+
+<hr>
+
+<h2 id="configure-microstrategy">Configure MicroStrategy</h2>
+
+<p>You need to configure MicroStrategy to integrate with Drill using the ODBC 
driver. You install a MicroStrategy package with a number of useful, prebuilt 
reports for working with Twitter data. You can modify the reports or use the 
reports as a template to create new and more interesting reports and analysis 
models.</p>
+
+<ol>
+<li>Configure a System DSN named <code>Twitter</code> with the ODBC 
administrator. The quick start version of the MapR ODBC driver requires the 
DSN.<br></li>
+<li><a 
href="http://package.mapr.com/tools/MapR-ODBC/MapR_Drill/MapRDrill_odbc_v0.08.1.0618/MapRDrillODBC32.msi";>Download
 the quick start version of the MapR ODBC driver for Drill</a>.<br></li>
+<li><a 
href="http://drill.apache.org/docs/using-microstrategy-analytics-with-apache-drill";>Configure
 the ODBC driver</a> for Drill on MicroStrategy Analytics.<br>
+The Drill object is part of the package and doesn’t need to be 
configured.<br></li>
+<li>Use the AWS Private IP if both the MapR node and the MicroStrategy 
instance are located in the same region (recommended).</li>
+<li>Download the <a 
href="https://github.com/mapr/mapr-demos/blob/master/drill-twitter-MSTR/MSTR/DrillTwitterProjectPackage.mmp";>Drill
 and Twitter configuration</a> package for MicroStrategy on the Windows system 
using Git for Windows or the full GitHub for Windows.</li>
+</ol>
+
+<hr>
+
+<h2 id="import-reports">Import Reports</h2>
+
+<ol>
+<li>In MicroStrategy Developer, select <strong>Schema &gt; Create New 
Project</strong> to create a new project with MicroStrategy Developer.<br></li>
+<li>Click <strong>Create Project</strong> and type a name for the new 
project.<br></li>
+<li>Click <strong>OK</strong>.<br>
+The Project appears in MicroStrategy Developer.<br></li>
+<li>Open MicroStrategy Object Manager.<br></li>
+<li>Connect to the Project Source and login as Administrator.<br>
+<img src="/docs/img/socialmed1.png" alt="project sources"></li>
+<li>In MicroStrategy Object Manager, MicroStrategy Analytics Modules, select 
the project for the package. For example, select <strong>Twitter analysis 
Apache Drill</strong>.<br>
+<img src="/docs/img/socialmed2.png" alt="project sources"></li>
+<li>Select <strong>Tools &gt; Import Configuration Package</strong>.<br></li>
+<li>Open the configuration package file, and click 
<strong>Proceed</strong>.<br>
+<img src="/docs/img/socialmed3.png" alt="project sources">
+The package with the reports is available in MicroStrategy.<br></li>
+</ol>
+
+<p>You can test and modify the reports in MicroStrategy Developer. Configure 
permissions if necessary.</p>
+
+<hr>
+
+<h2 id="update-the-schema">Update the Schema</h2>
+
+<ol>
+<li>In MicroStrategy Developer, select <strong>Schema &gt; Update 
Schema</strong>.<br></li>
+<li>In Schema Update, select all check boxes, and click 
<strong>Update</strong>.<br>
+<img src="/docs/img/socialmed4.png" alt="project sources"></li>
+</ol>
+
+<hr>
+
+<h2 id="create-a-user-and-set-the-password">Create a User and Set the 
Password</h2>
+
+<ol>
+<li>Expand Administration.<br></li>
+<li>Expand User Manager, and click <strong>Everyone</strong>.<br></li>
+<li>Right-click to create a new user, or click <strong>Administrator</strong> 
to edit the password.<br></li>
+</ol>
+
+<hr>
+
+<h2 id="about-the-reports">About the Reports</h2>
+
+<p>There are 18 reports in the package. Most reports prompt you to specify 
date ranges, output limits, and terms as needed. The package contains reports 
in three main categories:</p>
+
+<ul>
+<li>Volumes: A number of reports that show the total volume of Tweets by 
different date and time designations.</li>
+<li>Top List: Displays the top Tweets, Retweets, hashtags and users are 
displayed.</li>
+<li>Specific Terms: Tweets and Retweets that can be measured or listed based 
on terms in the text of the Tweet itself.</li>
+</ul>
+
+<p>You can copy and modify the reports or use the reports as a template for 
querying Twitter data using Drill. </p>
+
+<p>You can access reports through MicroStrategy Developer or the web 
interface. MicroStrategy Developer provides a more powerful interface than the 
web interface to modify reports or add new reports, but requires RDP access to 
the node.</p>
+
+<hr>
+
+<h2 id="using-the-web-interface">Using the Web Interface</h2>
+
+<ol>
+<li>Using a web browser, enter the URL for the web interface:<br>
+     http://<MSTR node name or IP address>/MicroStrategy/asp/Main.aspx</li>
+<li>Log in as the User you created or as Administrator, using the credentials 
created initially with Developer.<br></li>
+<li>On the Welcome MicroStrategy Web User page, choose the project that was 
used to load the analysis package: <strong>Drill Twitter Analysis</strong>.<br>
+<img src="/docs/img/socialmed5.png" alt="choose project"></li>
+<li>Select <strong>Shared Reports</strong>.<br>
+The folders with the three main categories of the reports appear.
+<img src="/docs/img/socialmed6.png" alt="project sources"></li>
+<li>Select a report, and respond to any prompts. For example, to run the Top 
Tweet Languages by Date Range, enter the required Date_Start and Date_End.<br>
+<img src="/docs/img/socialmed7.png" alt="project sources"></li>
+<li>Click <strong>Run Report</strong>.<br>
+A histogram report appears showing the top tweet languages by date range.
+<img src="/docs/img/socialmed8.png" alt="project sources"></li>
+<li>To refresh the data or re-enter prompt values, select <strong>Data &gt; 
Refresh</strong> or <strong>Data &gt; Re-prompt</strong>.</li>
+</ol>
+
+<h2 id="browsing-the-apache-drill-twitter-analysis-reports">Browsing the 
Apache Drill Twitter Analysis Reports</h2>
+
+<p>The MicroStrategy Developer reports are located in the Public Objects 
folder of the project you chose for installing the package.<br>
+   <img src="/docs/img/socialmed9.png" alt="project sources">
+Many of the reports require you to respond to prompts to select the desired 
data. For example, select the Top Hashtags report in the right-hand column. 
This report requires you to respond to prompts for a Start Date and End Date to 
specify the date range for data of interest; by default, data for the last two 
months, ending with the current date is selected. You can also specify the 
limit for the number of Top Hashtags to be returned; the default is the top 10 
hashtags.<br>
+   <img src="/docs/img/socialmed10.png" alt="project sources">
+When you click <strong>Finish</strong> a bar chart report with the hashtag and 
number of times it appeared in the specified data range appears.<br>
+   <img src="/docs/img/socialmed11.png" alt="project sources"></p>
+
+<p>Other reports are available in the bundle. For example, this report shows 
total tweets by hour:
+   <img src="/docs/img/socialmed12.png" alt="tweets by hour">
+This report shows top Retweets for a date range with original Tweet date and 
count in the date range.<br>
+   <img src="/docs/img/socialmed13.png" alt="retweets report"></p>
+
+<hr>
+
+<h2 id="summary">Summary</h2>
+
+<p>In this tutorial, you learned how to configure an environment to stream 
Twitter data using Apache Flume. You then learned how to analyze the data in 
native JSON format with SQL using Apache Drill, and how to run interactive 
reports and analysis using MicroStrategy.</p>
+
+    
+      
+        <div class="doc-nav">
+  
+  <span class="previous-toc"><a 
href="/docs/analyzing-highly-dynamic-datasets/">← Analyzing Highly Dynamic 
Datasets</a></span><span class="next-toc"><a 
href="/docs/install-drill/">Install Drill →</a></span>
+</div>
+
+    
+    </div>
+  </div>
+</div>
+
+  </div>
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