ACCUMULO-1783 Finish up documenting the example
diff --git a/site/docs/flight-example.md b/site/docs/flight-example.md
index 136b1d2..bf378b1 100644
--- a/site/docs/flight-example.md
+++ b/site/docs/flight-example.md
@@ -26,18 +26,21 @@
 
 <span class="keyword">DEFINE</span> FORMAT org.apache.accumulo.pig.FORMAT();
 
+<span class="comment">-- Read the flight information from the csv file</span>
 <span class="variable">flight_data</span> = <span class="keyword">LOAD</span> <span class="constants">'/flights.csv'</span> <span class="keyword">USING</span> PigStorage(<span class="constants">','</span>) <span class="keyword">AS</span> (year:<span class="type">int</span>, month:<span class="type">int</span>, dayofmonth:<span class="type">int</span>, dayofweek:<span class="type">int</span>, departure_time:<span class="type">int</span>, scheduled_departure_time:<span class="type">int</span>, 
         arrival_time:<span class="type">int</span>, scheduled_arrival_time:<span class="type">int</span>, carrier:<span class="type">chararray</span>, flight_number:<span class="type">int</span>, tail_number:<span class="type">chararray</span>, actual_elapsed_time:<span class="type">int</span>, 
         scheduled_elapsed_time:<span class="type">int</span>, air_time:<span class="type">int</span>, arrival_delay:<span class="type">int</span>, departure_delay:<span class="type">int</span>, origin:<span class="type">chararray</span>, destination:<span class="type">chararray</span>, 
         distance:<span class="type">int</span>, taxi_in:<span class="type">int</span>, taxi_out:<span class="type">int</span>, cancelled:<span class="type">int</span>, cancellation_code:<span class="type">chararray</span>, diverted:<span class="type">int</span>, carrier_delay:<span class="type">chararray</span>, 
         weather_delay:<span class="type">chararray</span>, nas_delay:<span class="type">chararray</span>, security_delay:<span class="type">chararray</span>, late_aircraft_delay:<span class="type">chararray</span>);
 
+<span class="comment">-- Create a custom rowkey </span>
 <span class="variable">flight_data</span> = <span class="keyword">FOREACH</span> <span class="variable">flight_data</span> <span class="keyword">GENERATE</span> <span class="keyword">CONCAT</span>(FORMAT(<span class="constants">'%04d-%02d-%02d'</span>, year, month, dayofmonth), <span class="keyword">CONCAT</span>(<span class="constants">'_'</span>, <span class="keyword">CONCAT</span>(carrier, <span class="keyword">CONCAT</span>(<span class="constants">'_'</span>, (<span class="type">chararray</span>)flight_number)))) <span class="keyword">AS</span> rowkey,
         departure_time, scheduled_departure_time, arrival_time, scheduled_arrival_time, carrier, flight_number, tail_number, actual_elapsed_time, scheduled_elapsed_time, air_time,
         arrival_delay, departure_delay, origin, destination, distance, taxi_in, taxi_out, cancelled, cancellation_code, diverted, carrier_delay, weather_delay, nas_delay,
         security_delay, late_aircraft_delay;
 
-<span class="keyword">STORE</span> <span class="variable">flight_data</span> <span class="keyword">INTO</span> <span class="constants">'accumulo://flights?instance=accumulo&amp;user=root&amp;password=secret&amp;zookeepers=localhost'</span> <span class="keyword">USING</span>
+<span class="comment">-- Store the flights into Accumulo with the provided column names</span>
+<span class="keyword">STORE</span> <span class="variable">flight_data</span> <span class="keyword">INTO</span> <span class="constants">'accumulo://flights?instance=accumulo&amp;user=pig&amp;password=secret&amp;zookeepers=localhost'</span> <span class="keyword">USING</span>
         org.apache.accumulo.pig.AccumuloStorage(<span class="constants">'departure_time,scheduled_departure_time,arrival_time,scheduled_arrival_time,carrier,flight_number,tail_number,actual_elapsed_time,scheduled_elapsed_time,air_time,arrival_delay,departure_delay,origin,destination,distance,taxi_in,taxi_out,cancelled,cancellation_code,diverted,carrier_delay,weather_delay,nas_delay,security_delay,late_aircraft_delay'</span>);
 </pre>
 
@@ -49,20 +52,23 @@
 
 <pre class="code">
 <span class="keyword">REGISTER</span> <span class="constants">/path/to/accumulo-pig-1.4.4-SNAPSHOT.jar;</span>
-<span class="keyword">REGISTER</span> <span class="constants">/usr/local/lib/accumulo/lib/accumulo-core-1.4.4.jar;</span>
+<span class="keyword">REGISTER</span> <span class="constants">/usr/local/lib/accumulo/lib/accumulo-core-1.4.5-SNAPSHOT.jar;</span>
 <span class="keyword">REGISTER</span> <span class="constants">/usr/local/lib/accumulo/lib/libthrift-0.6.1.jar;</span>
 <span class="keyword">REGISTER</span> <span class="constants">/usr/local/lib/zookeeper/zookeeper-3.4.5.jar;</span>
-<span class="keyword">REGISTER</span> <span class="constants">/usr/local/lib/accumulo/lib/cloudtrace-1.4.4.jar;</span>
+<span class="keyword">REGISTER</span> <span class="constants">/usr/local/lib/accumulo/lib/cloudtrace-1.4.5-SNAPSHOT.jar;</span>
 
+<span class="comment">-- Read the aiport information from the CSV</span>
 <span class="variable">airports</span> = <span class="keyword">LOAD</span> <span class="constants">'/airports.csv'</span> <span class="keyword">USING</span> PigStorage(<span class="constants">','</span>) <span class="keyword">AS</span> (code:<span class="type">chararray</span>, name:<span class="type">chararray</span>, city:<span class="type">chararray</span>, state:<span class="type">chararray</span>, country:<span class="type">chararray</span>, latitude:<span class="type">double</span>, longitude:<span class="type">double</span>);
   
 <span class="comment">-- Cleanse the records</span>
 <span class="variable">airports</span> = <span class="keyword">FOREACH</span> <span class="variable">airports</span> <span class="keyword">GENERATE</span> <span class="keyword">REPLACE</span>(code, <span class="constants">'"'</span>, <span class="constants">''</span>) <span class="keyword">AS</span> code, <span class="keyword">REPLACE</span>(name, <span class="constants">'"'</span>, <span class="constants">''</span>) <span class="keyword">AS</span> name, <span class="keyword">REPLACE</span>(city, <span class="constants">'"'</span>, <span class="constants">''</span>) <span class="keyword">AS</span> city, 
         <span class="keyword">REPLACE</span>(state, <span class="constants">'"'</span>, <span class="constants">''</span>) <span class="keyword">AS</span> state, <span class="keyword">REPLACE</span>(country, <span class="constants">'"'</span>, <span class="constants">''</span>) <span class="keyword">AS</span> country, latitude, longitude;
 
+<span class="comment">-- Create a rowkey</span>
 <span class="variable">airports</span> = <span class="keyword">FOREACH</span> <span class="variable">airports</span> <span class="keyword">GENERATE</span> code <span class="keyword">AS</span> rowkey, code, name, city, state, country, latitude, longitude;
 
-<span class="keyword">STORE</span> <span class="variable">airports</span> <span class="keyword">INTO</span> <span class="constants">'accumulo://airports?instance=accumulo&amp;user=root&amp;password=secret&amp;zookeepers=localhost'</span> <span class="keyword">USING</span> 
+<span class="comment">-- Write the airport data to Accumulo with the provided column names</span>
+<span class="keyword">STORE</span> <span class="variable">airports</span> <span class="keyword">INTO</span> <span class="constants">'accumulo://airports?instance=accumulo&amp;user=pig&amp;password=secret&amp;zookeepers=localhost'</span> <span class="keyword">USING</span> 
         org.apache.accumulo.pig.AccumuloStorage(<span class="constants">'code,name,city,state,country,latitude,longitude'</span>);
 </pre>
 
@@ -71,25 +77,61 @@
 information about the origin airport code with the actual airport information.
 
 <pre class="code">
+<span class="keyword">REGISTER</span> <span class="constants">/path/to/accumulo-pig-1.4.4-SNAPSHOT.jar;</span>
+<span class="keyword">REGISTER</span> <span class="constants">/usr/local/lib/accumulo/lib/accumulo-core-1.4.5-SNAPSHOT.jar;</span>
+<span class="keyword">REGISTER</span> <span class="constants">/usr/local/lib/accumulo/lib/libthrift-0.6.1.jar;</span>
+<span class="keyword">REGISTER</span> <span class="constants">/usr/local/lib/zookeeper/zookeeper-3.4.5.jar;</span>
+<span class="keyword">REGISTER</span> <span class="constants">/usr/local/lib/accumulo/lib/cloudtrace-1.4.5-SNAPSHOT.jar;</span>
+
 <span class="comment">-- Read a reduced set of our flight data</span>
-<span class="variable">flight_data</span> = <span class="keyword">LOAD</span> <span class="constants">'accumulo://flights?instance=accumulo&amp;user=pig&amp;password=password&amp;zookeepers=localhost&amp;fetch_columns=departure_time,scheduled_departure_time,flight_number,taxi_out,origin&amp;begin=2001&amp;end=2003'</span>
+<span class="variable">flight_data</span> = <span class="keyword">LOAD</span> <span class="constants">'accumulo://flights?instance=accumulo&amp;user=pig&amp;password=password&amp;zookeepers=localhost&amp;fetch_columns=departure_time,scheduled_departure_time,flight_number,taxi_out,origin&amp;start=2001&amp;end=2003'</span>
 <span class="keyword">USING</span> org.apache.accumulo.pig.AccumuloStorage() <span class="keyword">AS</span> (rowkey:<span class="type">chararray</span>, data:<span class="type">map[]</span>);
 
 <span class="comment">-- Also read airport information</span>
 <span class="variable">airports</span> = <span class="keyword">LOAD</span> <span class="constants">'accumulo://airports?instance=accumulo&amp;user=pig&amp;password=password&amp;zookeepers=localhost'</span> <span class="keyword">USING</span>
 org.apache.accumulo.pig.AccumuloStorage() <span class="keyword">AS</span> (rowkey:<span class="type">chararray</span>, data:<span class="type">map[]</span>);
 
-<span class="comment">-- Permute the map</span>
+<span class="comment">-- Permute the map of flight data</span>
 <span class="variable">flight_data</span> = <span class="keyword">FOREACH</span> <span class="variable">flight_data</span> <span class="keyword">GENERATE</span> rowkey, data#<span class="constants">'origin'</span> <span class="keyword">AS</span> origin, data#<span class="constants">'departure_time'</span> <span class="keyword">AS</span> departure_time,
 data#<span class="constants">'scheduled_departure_time'</span> <span class="keyword">AS</span> scheduled_departure_time, data#<span class="constants">'flight_number'</span> <span class="keyword">AS</span> flight_number, data#<span class="constants">'taxi_out'</span> <span class="keyword">AS</span> taxi_out;
 
-<span class="comment">-- Permute the map</span>
+<span class="comment">-- Permute the map of airport data</span>
 <span class="variable">airports</span> = <span class="keyword">FOREACH</span> <span class="variable">airports</span> <span class="keyword">GENERATE</span> data#<span class="constants">'name'</span> <span class="keyword">AS</span> name, data#<span class="constants">'state'</span> <span class="keyword">AS</span> state, data#<span class="constants">'code'</span> <span class="keyword">AS</span> code, data#<span class="constants">'country'</span> <span class="keyword">AS</span> country, data#<span class="constants">'city'</span> <span class="keyword">AS</span> city;
 
 <span class="comment">-- Add airport information about the origin of the flight</span>
 <span class="variable">flights_with_origin</span> = <span class="keyword">JOIN</span> <span class="variable">flight_data</span> <span class="keyword">BY</span> origin, <span class="variable">airports</span> <span class="keyword">BY</span> code;
 
 <span class="comment">-- Store this information back into Accumulo in a new table</span>
-<span class="keyword">STORE</span> <span class="variable">flights_with_origin</span> <span class="keyword">INTO</span> <span class="constants">'accumulo://flights_with_airports?instance=accumulo&amp;user=root&amp;password=secret&amp;zookeepers=localhost'</span>
+<span class="keyword">STORE</span> <span class="variable">flights_with_origin</span> <span class="keyword">INTO</span> <span class="constants">'accumulo://flights_with_airports?instance=accumulo&amp;user=pig&amp;password=secret&amp;zookeepers=localhost'</span>
         <span class="keyword">USING</span> org.apache.accumulo.pig.AccumuloStorage(<span class="constants">'origin,departure_time,scheduled_departure_time,flight_number,taxi_out,name,state,code,country,city'</span>);
 </pre>
+
+Opening the Accumulo shell to view the data which we have just written, we can see some sample records key values:
+
+<pre>
+pig@accumulo flights_with_airports> scan
+2000-01-01_AA_1 city: []    New York
+2000-01-01_AA_1 code: []    JFK
+2000-01-01_AA_1 country: []    USA
+2000-01-01_AA_1 departure_time: []    859
+2000-01-01_AA_1 destination: []    LAX
+2000-01-01_AA_1 flight_number: []    1
+2000-01-01_AA_1 name: []    John F Kennedy Intl
+2000-01-01_AA_1 origin: []    JFK
+2000-01-01_AA_1 scheduled_departure_time: []    900
+2000-01-01_AA_1 state: []    NY
+2000-01-01_AA_1 taxi_in: []    6
+2000-01-01_AA_1 taxi_out: []    45
+2000-01-01_AA_10 city: []    Los Angeles
+2000-01-01_AA_10 code: []    LAX
+2000-01-01_AA_10 country: []    USA
+2000-01-01_AA_10 departure_time: []    2200
+2000-01-01_AA_10 destination: []    JFK
+2000-01-01_AA_10 flight_number: []    10
+2000-01-01_AA_10 name: []    Los Angeles International
+2000-01-01_AA_10 origin: []    LAX
+2000-01-01_AA_10 scheduled_departure_time: []    2200
+2000-01-01_AA_10 state: []    CA
+2000-01-01_AA_10 taxi_in: []    8
+2000-01-01_AA_10 taxi_out: []    17
+</pre>