Github user ejwhite922 commented on a diff in the pull request:
    --- Diff: extras/rya.manual/src/site/markdown/ ---
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    +[comment]: # Licensed to the Apache Software Foundation (ASF) under one
    +[comment]: # or more contributor license agreements.  See the NOTICE file
    +[comment]: # distributed with this work for additional information
    +[comment]: # regarding copyright ownership.  The ASF licenses this file
    +[comment]: # to you under the Apache License, Version 2.0 (the
    +[comment]: # "License"); you may not use this file except in compliance
    +[comment]: # with the License.  You may obtain a copy of the License at
    +[comment]: # 
    +[comment]: #
    +[comment]: # 
    +[comment]: # Unless required by applicable law or agreed to in writing,
    +[comment]: # software distributed under the License is distributed on an
    +[comment]: # KIND, either express or implied.  See the License for the
    +[comment]: # specific language governing permissions and limitations
    +[comment]: # under the License.
    +# Rya Streams
    +Introduced in 3.2.12
    +## Disclaimer
    +This is a Beta feature. We do not guarantee newer versions of Rya Streams
    +will be compatible with this version. You may need to remove all of your
    +queries and their associated data from your Rya Streams system and then 
    +reprocess them using the upgraded system.
    +# Table of Contents
    +- [Introduction](#introduction)
    +- [Architecture](#architecture)
    +- [Quick Start](#quick-start)
    +- [Use Cases](#use-cases)
    +- [Future Work](#future-work)
    +<div id='introduction'/>
    +## Introduction 
    +Rya Streams is a system that processes SPARQL queries over streams of RDF 
    +Statements that may have Visibilities attached to them. It does this by 
    +utilizing Kafka as a data processing platform.
    +There are three basic building blocks that the system depends on:
    +* **Streams Query** - This is a SPARQL query that is registered wth Rya 
    +  It is associated with a specific Rya instance because that Rya instance 
    +  determines which Statements the query will evaluate. It has an ID that 
    +  uniquely identifies it across all of the queries that are managed by the 
    +  system, whether or not the system should be processing it, and whether 
or not 
    +  the results of the query needs to be inserted back into the Rya instance 
    +  source statements come from.
    +* **Query Change Log** - A list of changes that have been performed to the
    +  Streams Queries of a specific Rya Instance. This log contains the 
    +  truth about what queries are registered, which are running, and which 
    +  new statements that need to be inserted back into Rya.
    +* **Query Manager** - A daemon application that reacts to new/deleted 
    +  Change Logs as well as new entries within those logs. It starts and stops
    +  Kafka Streams processing jobs for the active Streams Queries. 
    +The Quick Start section explains how the Rya Streams Client is used to 
    +with the system using a simple SPARQL query and some sample Statements.
    +<div id='architecture'/>
    +## Architecture ##
    +The following image is a high level view of how Rya Streams interacts with
    +Rya to process queries.
    +![alt text](../images/rya-streams-high-level.png)
    +1. The Rya Streams client is used to register/update/delete queries.
    +2. Rya Streams notices the change starts/stops processing a query based on
    +   what the change was.
    +3. Statements are discovered for ingest by whatever application is loading 
    +   into Rya.
    +4. Those Statements are written to Rya Streams so that the Streams Queries 
    +   process them and produce results.
    +5. Those Statements are also written to the Rya instance for ad-hoc 
    +6. Rya Streams produces Visibility Binding Sets and/or Visibility 
    +   that are written back to Rya.
    +7. Those same Visibility Binding Sets and/or Visibility Statements are made
    +   available to other systems as well. 
    +<div id='quick-start'/>
    +## Quick Start ##
    +This tutorial demonstrates how to install and start the Rya Streams 
system. It
    +must be configured and running on its own before any Rya instances may use 
    +After performing the steps of this quick start, you will have installed 
    +system, demonstrated that it is functioning properly, and then may use the 
    +Shell to configure Rya instances to use it.  
    +This tutorial assumes you are starting fresh and have no existing Kafka, 
    +Zookeeper data. The two services must already be installed and running.
    +### Step 1: Download the applications ###
    +You can fetch the artifacts you need to follow this Quick Start from our
    +[downloads page]( Click on the release of
    +interest and follow the "Central repository for Maven and other dependency 
    +managers" URL.
    +Fetch the following two artifacts:
    +Artifact Id | Type 
    +--- | ---
    +rya.streams.client | shaded jar
    +rya.streams.query-manager | rpm
    +### Step 2: Install the Query Manager ###
    +Copy the RPM to the CentOS 7 machine the Query Manager will be installed 
    +Install it using the following command:
    +yum install -y rya.streams.query-manager-3.2.12-incubating.noarch.rpm
    +It will install the program to **/opt/rya-streams-query-manager-3.2.12**. 
    +the directions that are in the README.txt file within that directory to 
    +### Step 3: Register a Streams Query with Rya Streams ###
    +Use the Rya Streams Client to register the following Streams Query:
    +SELECT * 
    +WHERE { 
    +    ?person <urn:talksTo> ?employee .
    +    ?employee <urn:worksAt> ?business 
    +We assume Kafka is running on the local machine using the standard Kafka 
    +Issue the following command:
    +java -jar rya.streams.client-3.2.12-incubating-SNAPSHOT-shaded.jar 
add-query \
    +    -i localhost -p 9092 -r rya-streams-quick-start -a true \
    +    -q "SELECT * WHERE { ?person <urn:talksTo> ?employee .?employee 
<urn:worksAt> ?business }"
    +The Query Manager should eventually see that this query was registered and 
    +start a Rya Streams job that will begin processing it using any Visibility 
    +Statements that have been loaded into Rya Streams. If no results are 
    +in step 6 , then verify the Query Manager is working properly. It's logs 
can be
    --- End diff --
    Change to `[Step 6](#step-6:-observe-the-results-that-appear)` and remove 
space before comma.
    Also, typo. "Its log"


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