Github user mattf-horton commented on a diff in the pull request:

    https://github.com/apache/incubator-metron/pull/343#discussion_r86648252
  
    --- Diff: metron-analytics/metron-profiler/README.md ---
    @@ -1,16 +1,74 @@
     # Metron Profiler
     
    -The Profiler is a feature extraction mechanism that can generate a profile 
describing the behavior of an entity on a network.  An entity might be a 
server, user, subnet or application. Once a profile has been generated defining 
what normal behavior looks-like, models can be built that identify anomalous 
behavior. 
    +The Profiler is a feature extraction mechanism that can generate a profile 
describing the behavior of an entity.  An entity might be a server, user, 
subnet or application. Once a profile has been generated defining what normal 
behavior looks-like, models can be built that identify anomalous behavior. 
     
     This is achieved by summarizing the streaming telemetry data consumed by 
Metron over sliding windows. A summary statistic is applied to the data 
received within a given window.  Collecting this summary across many windows 
results in a time series that is useful for analysis.
      
    -## Usage
    +Any field contained within a message can be used to generate a profile.  A 
profile can even be produced by combining fields that originate in different 
data sources.  A user has considerable power to transform the data used in a 
profile by leveraging the Stellar language. A user only need configure the 
desired profiles and ensure that the Profiler topology is running.
     
    -Any field contained within a message can be used to generate a profile.  A 
profile can even be produced from combining fields that originate in different 
data sources.  A user has considerable power to transform the data used in a 
profile by leveraging the Stellar language. A user only need configure the 
desired profiles in Zookeeper and ensure that the Profiler topology is running.
    +* [Getting Started](#getting-started)
    +* [Creating Profiles](#creating-profiles)
    +* [Configuring the Profiler](#configuring-the-profiler)
    +* [Examples](#examples)
    +* [Implementation](#implementation)
     
    -### Configuration
    +## Getting Started
    +
    +This section will describe the steps required to get your first profile 
running.
    +
    +1. Stand-up a Metron environment.  For this example, we will use the 
'Quick Dev' environment.  Follow the instructions included with [Quick 
Dev](../../metron-deployment/vagrant/quick-dev-platform) or build your own.
    +
    +1. Create a table within HBase that will store the profile data. The table 
name and column family must match the [Profiler's 
configuration](#configuring-the-profiler).
    +    ```
    +    $ /usr/hdp/current/hbase-client/bin/hbase shell
    +    hbase(main):001:0> create 'profiler', 'P'
    +    ```
    +    
    +1. Define the profile in a file located at 
`$METRON_HOME/config/zookeeper/profiler.json`.  The following JSON will create 
a profile that simply counts the number of messages.
    --- End diff --
    
    Suggest edits:
    following JSON -> following example JSON
    number of messages -> number of messages per ip_src_addr, during each 
sampling interval.



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