[EPIC] Support all TPC-H queries in benchmark

[alamb]

Note: migrated from original JIRA: https://issues.apache.org/jira/browse/ARROW-11519

This is a tracking issue for supporting all of the TPC-H queries.

Supporting all of the queries will add a number of features and helps DataFusion become a robust & fast query engine.

• [x] q1
• [x] https://github.com/apache/arrow-datafusion/issues/159
• [x] q3
• [x] https://github.com/apache/arrow-datafusion/issues/160
• [x] q5
• [x] q6
• [x] q7
• [x] q8
• [x] q9
• [x] q10
• [x] https://github.com/apache/arrow-datafusion/issues/163
• [x] q12
• [x] q13
• [x] q14
• [x] https://github.com/apache/arrow-datafusion/issues/166
• [x] q16
• [x] https://github.com/apache/arrow-datafusion/issues/168
• [x] q18
• [x] q19
• [x] https://github.com/apache/arrow-datafusion/issues/171
• [x] https://github.com/apache/arrow-datafusion/issues/172
• [x] https://github.com/apache/arrow-datafusion/issues/175

[avantgardnerio]

I'm actively working on these, and I think my incoming PR will resolve all the ones with subqueries. I'm filing notes on the subtasks as I go.

[alamb]

Thank you @avantgardnerio

[andygrove]

I think this can be closed now!

[alamb]

Wow -- that almost is worth a blog post itself!

[Dandandan]

This is truly epic :tada: and a big milestone thanks for all involved!