no problem .. I figured out that I had to use the terms and the 1.2M went 
in  under 2 minutes :)

now back to our query

match (j1:jurt)-[:HAS_TERM]->(t)<-[:HAS_TERM]-(j2) 
where j1.jurt_id = 'J70000' AND j2 <> j1
RETURN j2,count(*) as commonterms 
order by commonterms desc 
limit 3;

still over 4 secs 

neo4j-sh (?)$ match (j1:jurt)-[:HAS_TERM]->(t)<-[:HAS_TERM]-(j2) 

> where j1.jurt_id = 'J70000' AND j2 <> j1           

> RETURN j2.jurt_id,count(*) as commonterms          

> order by commonterms desc                          

> limit 3;                                           

+--------------------------+

| j2.jurt_id | commonterms |

+--------------------------+

| "J72191"   | 68          |

| "J73483"   | 67          |

| "J72923"   | 66          |

+--------------------------+

3 rows

4358 ms

neo4j-sh (?)$ 


I also tried to follow 
this 
http://stackoverflow.com/questions/18192774/how-to-change-the-memory-config-for-the-neo4j-shell-command-tool-of-cypher-batch
 
but not sure whether it has any effect. 
However, you talking about editing bin/neo4j-shell, makes me doubt whether 
I'm doing the right thing. sorry, I'm on a steep learning curve here  :) . 
Are you meaning to edit this section  ?

exec "$JAVACMD" $JAVA_OPTS \

  $EXTRA_JVM_ARGUMENTS \

  -classpath "$CLASSPATH" \

  -Dapp.name="neo4j-shell" \

  -Dapp.pid="$$" \

  -Dapp.repo="$REPO" \

  -Dbasedir="$BASEDIR" \

  -Dfile.encoding=UTF-8 \

  org.neo4j.shell.StartClient \

  "$@"




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