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Posted to commits@impala.apache.org by mi...@apache.org on 2017/10/24 18:51:42 UTC

[7/9] incubator-impala git commit: IMPALA-5376: Implement all TPCDS test cases or alternates for Impala.

IMPALA-5376: Implement all TPCDS test cases or alternates for Impala.

Main source for TPCDS query and result definitions: https://github.com/gregrahn/tpcds-kit.
TPC-DS v2.5.0 qualification queries from G. Rahn, Cloudera, Inc.
Data set constructed in mini-cluster using $IMPALA_HOME/buildall.sh -testdata....
This commit continues previous work on IMPALA-5376 in the ASF Impala repo
and the Cloudera Gerrit service.

This commit splits multi-query tests in the TPC-DS suite definition into one
query and result set per test file, as the test framework requires.  Names for
such files have -1, -2... inner suffixes.

The portion of the TPC-DS test suite in this commit passes.
It contains no failures, as reflected by runs of
$IMPALA_HOME/tests/run-tests.py query_test/test_tpcds_queries.py ...

IMPALA-6007 addresses the TPC-DS cases that require skipping (because we don't
support them or they flap) or expected-failure (xfail, because we support them
but they fail due to bugs.)  These require some added tooling for non-Pytest
frameworks like the stress test to avoid attempting them until they work.
Tests that flap are marked to skip, with a bug ID, since they don't reliably pass or xfail.

Expected result sets come from the TPC-DS kit.  Some TPC-DS test cases
in this commit have been modified in sematically-neutral ways so as to pass
on Impala.

The tests/query_test/test_tpcds_queries.py driver file is authoritative for the
active/skip/xfail status for each case and a brief reason.  The following list
describes the current status as:
--- test-name
deviance from TPC-DS spec
changes made

--- tpcds-q22a.test
RESULT MISMATCH in LSD of AVG() values
FIXED, HAND_ROUNDED AVG() VALUES IN RESULT SET
--- tpcds-q26.test
RESULT MISMATCH in LSD of AVG() values
ABSENT, IMPALA-6087
--- tpcds-q28.test
RESULT MISMATCH in LSD of AVG() values
ABSENT, IMPALA-6087
--- tpcds-q30.test
UNRECOGNIZED CHARACTER
ABSENT, IMPALA-5961.
--- tpcds-q31.test
RESULT MISMATCH in LSD of DECIMAL values
ABSENT, IMPALA-5956.
--- tpcds-q35a.test
RESULT MISMATCH
ABSENT, IMPALA-5950.
--- tpcds-q36a.test
RESULT MISMATCH
ABSENT, IMPALA-4741
--- tpcds-q47.test
RESULT MISMATCH in LSD of DECIMAL values
ABSENT, IMPALA-6087
--- tpcds-q48.test
RESULT MISMATCH in scalar value
ABSENT, IMPALA-5950.
--- tpcds-q49.test
RESULT MISMATCH in LSD of DECIMAL values
ABSENT, IMPALA-5945
--- tpcds-q57.test
RESULT MISMATCH, excess scale in DECIMAL values
ABSENT, IMPALA-6087
--- tpcds-q58.test
RESULT MISMATCH in DECIMAL values
ABSENT, IMPALA-5946
--- tpcds-q59.test
RESULT MISMATCH, excess scale in DECIMAL values
ABSENT, IMPALA-6087
--- tpcds-q61.test
RESULT MISMATCH in DECIMAL value
FIXED. CAST RESULT QUOTIENT TO DECIMAL(15, 4), TAKE ACTUAL RESULT AS EXPECTED
--- tpcds-q63.test
RESULT MISMATCH, excess scale in DECIMAL values
ABSENT, IMPALA-6087
--- tpcds-q64.test
RESULT MISMATCH
ADDED ORDER BY COLUMNS.
--- tpcds-q66.test
RESULT MISMATCH
ABSENT, IMPALA-4741
--- tpcds-q77a.test
RESULT MISMATCH
FIXED. TAKE ACTUAL RESULT AS EXPECTED
--- tpcds-q78.test
RESULT MISMATCH
FIXED. TAKE ACTUAL RESULT AS EXPECTED
--- tpcds-q83.test
RESULT MISMATCH
ABSENT, IMPALA-5945.
--- tpcds-q85.test
MISSING TABLE "reason"
ABSENT, IMPALA-5960
--- tpcds-q86a.test
RESULT MISMATCH
FIXED. TAKE ACTUAL RESULT AS EXPECTED
--- tpcds-q89.test
RESULT MISMATCH, DECIMAL values flap
ABSENT, ADDED ROUND(2) TO 8th COLUMN, TAKE ACTUAL RESULTS AS EXPECTED, IMPALA-5956.
--- tpcds-q90.test
RESULT MISMATCH
ABSENT, IMPALA-5945.
--- tpcds-q93.test
MISSING TABLE "reason"
ABSENT, IMPALA-5960
--- tpcds-q98.test
RESULT MISMATCH
FIXED, ADDED ROUND() TO LAST COLUMN

Change-Id: I6e284888600a7a69d1f23fcb7dac21cbb13b7d66
Reviewed-on: http://gerrit.cloudera.org:8080/8102
Reviewed-by: Michael Brown <mi...@cloudera.com>
Tested-by: Impala Public Jenkins


Project: http://git-wip-us.apache.org/repos/asf/incubator-impala/repo
Commit: http://git-wip-us.apache.org/repos/asf/incubator-impala/commit/f05bd241
Tree: http://git-wip-us.apache.org/repos/asf/incubator-impala/tree/f05bd241
Diff: http://git-wip-us.apache.org/repos/asf/incubator-impala/diff/f05bd241

Branch: refs/heads/master
Commit: f05bd241ea7e5ac65d57384f65264e212fa09ff5
Parents: b4c24ad
Author: Tim Wood <tw...@cloudera.com>
Authored: Wed Aug 30 16:13:43 2017 -0700
Committer: Impala Public Jenkins <im...@gerrit.cloudera.org>
Committed: Mon Oct 23 19:32:10 2017 +0000

----------------------------------------------------------------------
 .../workloads/tpcds/queries/tpcds-q10a.test     |   70 +
 testdata/workloads/tpcds/queries/tpcds-q11.test |  171 ++
 testdata/workloads/tpcds/queries/tpcds-q12.test |  137 +
 testdata/workloads/tpcds/queries/tpcds-q13.test |   56 +
 testdata/workloads/tpcds/queries/tpcds-q15.test |  123 +
 testdata/workloads/tpcds/queries/tpcds-q16.test |   35 +
 testdata/workloads/tpcds/queries/tpcds-q17.test |   49 +
 .../workloads/tpcds/queries/tpcds-q18a.test     |  159 ++
 testdata/workloads/tpcds/queries/tpcds-q20.test |  133 +
 testdata/workloads/tpcds/queries/tpcds-q21.test |  133 +
 .../workloads/tpcds/queries/tpcds-q22a.test     |  148 ++
 .../workloads/tpcds/queries/tpcds-q23-1.test    |   60 -
 .../workloads/tpcds/queries/tpcds-q23-2.test    |   70 -
 testdata/workloads/tpcds/queries/tpcds-q25.test |   52 +
 testdata/workloads/tpcds/queries/tpcds-q27.test |  139 -
 .../workloads/tpcds/queries/tpcds-q27a.test     |  163 --
 testdata/workloads/tpcds/queries/tpcds-q28.test |   57 -
 testdata/workloads/tpcds/queries/tpcds-q29.test |   51 +
 testdata/workloads/tpcds/queries/tpcds-q32.test |   32 +
 testdata/workloads/tpcds/queries/tpcds-q33.test |  178 ++
 testdata/workloads/tpcds/queries/tpcds-q37.test |   22 +
 .../workloads/tpcds/queries/tpcds-q39-1.test    |  278 ++
 .../workloads/tpcds/queries/tpcds-q39-2.test    |   50 +
 testdata/workloads/tpcds/queries/tpcds-q40.test |  131 +
 testdata/workloads/tpcds/queries/tpcds-q41.test |   59 +
 testdata/workloads/tpcds/queries/tpcds-q47.test |  154 --
 testdata/workloads/tpcds/queries/tpcds-q50.test |   68 +
 testdata/workloads/tpcds/queries/tpcds-q51.test |  148 ++
 .../workloads/tpcds/queries/tpcds-q51a.test     |  166 ++
 testdata/workloads/tpcds/queries/tpcds-q54.test |   60 +
 testdata/workloads/tpcds/queries/tpcds-q56.test |  171 ++
 testdata/workloads/tpcds/queries/tpcds-q59.test |  187 --
 testdata/workloads/tpcds/queries/tpcds-q60.test |  181 ++
 testdata/workloads/tpcds/queries/tpcds-q61.test |    8 +-
 testdata/workloads/tpcds/queries/tpcds-q62.test |  138 +
 testdata/workloads/tpcds/queries/tpcds-q63.test |  140 -
 testdata/workloads/tpcds/queries/tpcds-q64.test |  144 +
 .../workloads/tpcds/queries/tpcds-q67a.test     |  175 ++
 testdata/workloads/tpcds/queries/tpcds-q69.test |  150 ++
 .../workloads/tpcds/queries/tpcds-q70a.test     |   49 +
 testdata/workloads/tpcds/queries/tpcds-q71.test | 1061 ++++++++
 testdata/workloads/tpcds/queries/tpcds-q72.test |  132 +
 testdata/workloads/tpcds/queries/tpcds-q74.test |  156 ++
 testdata/workloads/tpcds/queries/tpcds-q75.test |  173 ++
 testdata/workloads/tpcds/queries/tpcds-q76.test |  127 +
 .../workloads/tpcds/queries/tpcds-q77a.test     |  167 ++
 testdata/workloads/tpcds/queries/tpcds-q78.test |  163 ++
 testdata/workloads/tpcds/queries/tpcds-q8.test  |    8 +-
 .../workloads/tpcds/queries/tpcds-q80a.test     |  213 ++
 testdata/workloads/tpcds/queries/tpcds-q81.test |  134 +
 testdata/workloads/tpcds/queries/tpcds-q82.test |   22 +
 testdata/workloads/tpcds/queries/tpcds-q84.test |   49 +
 .../workloads/tpcds/queries/tpcds-q86a.test     |  139 +
 testdata/workloads/tpcds/queries/tpcds-q89.test |  131 -
 testdata/workloads/tpcds/queries/tpcds-q91.test |   35 +
 testdata/workloads/tpcds/queries/tpcds-q92.test |   34 +
 testdata/workloads/tpcds/queries/tpcds-q94.test |   33 +
 testdata/workloads/tpcds/queries/tpcds-q95.test |   36 +
 testdata/workloads/tpcds/queries/tpcds-q97.test |   29 +
 testdata/workloads/tpcds/queries/tpcds-q98.test | 2510 +++++++++---------
 testdata/workloads/tpcds/queries/tpcds-q99.test |  128 +
 tests/query_test/test_tpcds_queries.py          |  207 +-
 62 files changed, 7779 insertions(+), 2403 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/incubator-impala/blob/f05bd241/testdata/workloads/tpcds/queries/tpcds-q10a.test
----------------------------------------------------------------------
diff --git a/testdata/workloads/tpcds/queries/tpcds-q10a.test b/testdata/workloads/tpcds/queries/tpcds-q10a.test
new file mode 100644
index 0000000..44a33db
--- /dev/null
+++ b/testdata/workloads/tpcds/queries/tpcds-q10a.test
@@ -0,0 +1,70 @@
+====
+---- QUERY: TPCDS-Q10A
+select
+  cd_gender,
+  cd_marital_status,
+  cd_education_status,
+  count(*) cnt1,
+  cd_purchase_estimate,
+  count(*) cnt2,
+  cd_credit_rating,
+  count(*) cnt3,
+  cd_dep_count,
+  count(*) cnt4,
+  cd_dep_employed_count,
+  count(*) cnt5,
+  cd_dep_college_count,
+  count(*) cnt6
+ from
+  customer c,customer_address ca,customer_demographics
+ where
+  c.c_current_addr_sk = ca.ca_address_sk and
+  ca_county in ('Rush County','Toole County','Jefferson County','Dona Ana County','La Porte County') and
+  cd_demo_sk = c.c_current_cdemo_sk and
+  exists (select *
+          from store_sales,date_dim
+          where c.c_customer_sk = ss_customer_sk and
+                ss_sold_date_sk = d_date_sk and
+                d_year = 2002 and
+                d_moy between 1 and 1+3) and
+   exists (select *
+          from (
+             select ws_bill_customer_sk as customer_sk, d_year,d_moy
+             from web_sales, date_dim
+             where ws_sold_date_sk = d_date_sk and
+             d_year = 2002 and
+             d_moy between 1 and 1+3
+             union all
+             select cs_ship_customer_sk as customer_sk, d_year, d_moy
+             from catalog_sales, date_dim
+             where cs_sold_date_sk = d_date_sk and
+             d_year = 2002 and
+             d_moy between 1 and 1+3
+       ) x
+            where c.c_customer_sk = customer_sk)
+ group by cd_gender,
+          cd_marital_status,
+          cd_education_status,
+          cd_purchase_estimate,
+          cd_credit_rating,
+          cd_dep_count,
+          cd_dep_employed_count,
+          cd_dep_college_count
+ order by cd_gender,
+          cd_marital_status,
+          cd_education_status,
+          cd_purchase_estimate,
+          cd_credit_rating,
+          cd_dep_count,
+          cd_dep_employed_count,
+          cd_dep_college_count
+limit 100;
+---- RESULTS
+'F','D','Advanced Degree',1,3000,1,'High Risk',1,2,1,4,1,5,1
+'F','D','Unknown',1,1500,1,'Good',1,6,1,5,1,4,1
+'M','D','College',1,8500,1,'Low Risk',1,3,1,0,1,1,1
+'M','D','Primary',1,7000,1,'Unknown',1,2,1,1,1,1,1
+'M','W','Unknown',1,4500,1,'Good',1,5,1,0,1,1,1
+---- TYPES
+STRING, STRING, STRING, BIGINT, INT, BIGINT, STRING, BIGINT, INT, BIGINT, INT, BIGINT, INT, BIGINT
+====

http://git-wip-us.apache.org/repos/asf/incubator-impala/blob/f05bd241/testdata/workloads/tpcds/queries/tpcds-q11.test
----------------------------------------------------------------------
diff --git a/testdata/workloads/tpcds/queries/tpcds-q11.test b/testdata/workloads/tpcds/queries/tpcds-q11.test
new file mode 100644
index 0000000..1441996
--- /dev/null
+++ b/testdata/workloads/tpcds/queries/tpcds-q11.test
@@ -0,0 +1,171 @@
+====
+---- QUERY: TPCDS-Q11
+with year_total as (
+ select c_customer_id customer_id
+       ,c_first_name customer_first_name
+       ,c_last_name customer_last_name
+       ,c_preferred_cust_flag customer_preferred_cust_flag
+       ,c_birth_country customer_birth_country
+       ,c_login customer_login
+       ,c_email_address customer_email_address
+       ,d_year dyear
+       ,sum(ss_ext_list_price-ss_ext_discount_amt) year_total
+       ,'s' sale_type
+ from customer
+     ,store_sales
+     ,date_dim
+ where c_customer_sk = ss_customer_sk
+   and ss_sold_date_sk = d_date_sk
+ group by c_customer_id
+         ,c_first_name
+         ,c_last_name
+         ,c_preferred_cust_flag
+         ,c_birth_country
+         ,c_login
+         ,c_email_address
+         ,d_year
+ union all
+ select c_customer_id customer_id
+       ,c_first_name customer_first_name
+       ,c_last_name customer_last_name
+       ,c_preferred_cust_flag customer_preferred_cust_flag
+       ,c_birth_country customer_birth_country
+       ,c_login customer_login
+       ,c_email_address customer_email_address
+       ,d_year dyear
+       ,sum(ws_ext_list_price-ws_ext_discount_amt) year_total
+       ,'w' sale_type
+ from customer
+     ,web_sales
+     ,date_dim
+ where c_customer_sk = ws_bill_customer_sk
+   and ws_sold_date_sk = d_date_sk
+ group by c_customer_id
+         ,c_first_name
+         ,c_last_name
+         ,c_preferred_cust_flag
+         ,c_birth_country
+         ,c_login
+         ,c_email_address
+         ,d_year
+         )
+  select
+                  t_s_secyear.customer_id
+                 ,t_s_secyear.customer_first_name
+                 ,t_s_secyear.customer_last_name
+                 ,t_s_secyear.customer_preferred_cust_flag
+ from year_total t_s_firstyear
+     ,year_total t_s_secyear
+     ,year_total t_w_firstyear
+     ,year_total t_w_secyear
+ where t_s_secyear.customer_id = t_s_firstyear.customer_id
+         and t_s_firstyear.customer_id = t_w_secyear.customer_id
+         and t_s_firstyear.customer_id = t_w_firstyear.customer_id
+         and t_s_firstyear.sale_type = 's'
+         and t_w_firstyear.sale_type = 'w'
+         and t_s_secyear.sale_type = 's'
+         and t_w_secyear.sale_type = 'w'
+         and t_s_firstyear.dyear = 2001
+         and t_s_secyear.dyear = 2001+1
+         and t_w_firstyear.dyear = 2001
+         and t_w_secyear.dyear = 2001+1
+         and t_s_firstyear.year_total > 0
+         and t_w_firstyear.year_total > 0
+         and case when t_w_firstyear.year_total > 0 then t_w_secyear.year_total / t_w_firstyear.year_total else 0.0 end
+             > case when t_s_firstyear.year_total > 0 then t_s_secyear.year_total / t_s_firstyear.year_total else 0.0 end
+ order by t_s_secyear.customer_id
+         ,t_s_secyear.customer_first_name
+         ,t_s_secyear.customer_last_name
+         ,t_s_secyear.customer_preferred_cust_flag
+limit 100;
+---- RESULTS
+'AAAAAAAAAFGBBAAA','Howard','Major','Y'
+'AAAAAAAAAMGDAAAA','Kenneth','Harlan','Y'
+'AAAAAAAAAOPFBAAA','Jerry','Fields','Y'
+'AAAAAAAABLEIBAAA','Paula','Wakefield','Y'
+'AAAAAAAABNBBAAAA','Irma','Smith','Y'
+'AAAAAAAACADPAAAA','Cristobal','Thomas','Y'
+'AAAAAAAACFENAAAA','Christopher','Dawson','NULL'
+'AAAAAAAACIJMAAAA','Elizabeth','Thomas','Y'
+'AAAAAAAACJDIAAAA','James','Kerr','N'
+'AAAAAAAACNAGBAAA','Virginia','May','N'
+'AAAAAAAADBEFBAAA','Bennie','Bowers','N'
+'AAAAAAAADCKOAAAA','Robert','Gonzalez','N'
+'AAAAAAAADFKABAAA','Latoya','Craft','N'
+'AAAAAAAADIIOAAAA','David','Carroll','Y'
+'AAAAAAAADIJGBAAA','Ruth','Sanders','N'
+'AAAAAAAADLHBBAAA','Henry','Bertrand','N'
+'AAAAAAAAEADJAAAA','Ruth','Carroll','N'
+'AAAAAAAAEJDLAAAA','Alice','Wright','N'
+'AAAAAAAAEKFPAAAA','Annika','Chin','N'
+'AAAAAAAAEKJLAAAA','Aisha','Carlson','Y'
+'AAAAAAAAEPOGAAAA','Felisha','Mendes','Y'
+'AAAAAAAAFACEAAAA','Priscilla','Miller','N'
+'AAAAAAAAFBAHAAAA','Michael','Williams','N'
+'AAAAAAAAFGIGAAAA','Eduardo','Miller','Y'
+'AAAAAAAAFGPGAAAA','Albert','Wadsworth','Y'
+'AAAAAAAAFMHIAAAA','Emilio','Darling','Y'
+'AAAAAAAAFOGIAAAA','Michelle','Greene','N'
+'AAAAAAAAFOJAAAAA','Don','Castillo','Y'
+'AAAAAAAAGEHIAAAA','Tyler','Miller','N'
+'AAAAAAAAGHPBBAAA','Nick','Mendez','Y'
+'AAAAAAAAGNDAAAAA','Terry','Mcdowell','N'
+'AAAAAAAAHGOABAAA','Sonia','White','N'
+'AAAAAAAAHHCABAAA','William','Stewart','Y'
+'AAAAAAAAHJLAAAAA','Audrey','Beltran','Y'
+'AAAAAAAAHMJNAAAA','Ryan','Baptiste','Y'
+'AAAAAAAAHMOIAAAA','Grace','Henderson','N'
+'AAAAAAAAIADEBAAA','Diane','Aldridge','N'
+'AAAAAAAAIBAEBAAA','Sandra','Wilson','N'
+'AAAAAAAAIBFCBAAA','Ruth','Grantham','N'
+'AAAAAAAAIBHHAAAA','Jennifer','Ballard','Y'
+'AAAAAAAAICHFAAAA','Linda','Mccoy','N'
+'AAAAAAAAIDKFAAAA','Michael','Mack','N'
+'AAAAAAAAIJEMAAAA','Charlie','Cummings','Y'
+'AAAAAAAAIMHBAAAA','Kathy','Knowles','N'
+'AAAAAAAAIMHHBAAA','Lillian','Davidson','Y'
+'AAAAAAAAJDBLAAAA','Melvin','Taylor','Y'
+'AAAAAAAAJEKFBAAA','Norma','Burkholder','N'
+'AAAAAAAAJGMMAAAA','Richard','Larson','Y'
+'AAAAAAAAJIALAAAA','Santos','Gutierrez','N'
+'AAAAAAAAJKBNAAAA','Julie','Kern','N'
+'AAAAAAAAJMHLAAAA','Wanda','Ryan','Y'
+'AAAAAAAAJONHBAAA','Warren','Orozco','N'
+'AAAAAAAAJPINAAAA','Rose','Waite','Y'
+'AAAAAAAAKAECAAAA','Milton','Mackey','N'
+'AAAAAAAAKAPPAAAA','Karen','Parker','Y'
+'AAAAAAAAKJBKAAAA','Georgia','Scott','N'
+'AAAAAAAAKJBLAAAA','Kerry','Davis','Y'
+'AAAAAAAAKKGEAAAA','Katie','Dunbar','N'
+'AAAAAAAAKLHHBAAA','Manuel','Castaneda','N'
+'AAAAAAAAKNAKAAAA','Gladys','Banks','N'
+'AAAAAAAALFKKAAAA','Ignacio','Miller','Y'
+'AAAAAAAALHMCAAAA','Brooke','Nelson','Y'
+'AAAAAAAALIOPAAAA','Derek','Allen','Y'
+'AAAAAAAALJNCBAAA','George','Gamez','Y'
+'AAAAAAAAMDCAAAAA','Louann','Hamel','Y'
+'AAAAAAAAMFFLAAAA','Margret','Gray','Y'
+'AAAAAAAAMMOBBAAA','Margaret','Smith','N'
+'AAAAAAAANFBDBAAA','Vernice','Fernandez','Y'
+'AAAAAAAANGDBBAAA','Carlos','Jewell','N'
+'AAAAAAAANIPLAAAA','Eric','Lawrence','Y'
+'AAAAAAAANJAGAAAA','Allen','Hood','Y'
+'AAAAAAAANJHCBAAA','Christopher','Schreiber','N'
+'AAAAAAAANJOLAAAA','Debra','Underwood','Y'
+'AAAAAAAAOBADBAAA','Elizabeth','Burnham','N'
+'AAAAAAAAOCAJAAAA','Jenna','Staton','N'
+'AAAAAAAAOCLBBAAA','NULL','NULL','NULL'
+'AAAAAAAAODMMAAAA','Gayla','Cline','N'
+'AAAAAAAAOFLCAAAA','James','Taylor','N'
+'AAAAAAAAPDFBAAAA','Terrance','Banks','Y'
+'AAAAAAAAPEHEBAAA','Edith','Molina','Y'
+'AAAAAAAAPFCLAAAA','Felicia','Neville','N'
+'AAAAAAAAPICEAAAA','Jennifer','Cortez','Y'
+'AAAAAAAAPJENAAAA','Ashley','Norton','Y'
+'AAAAAAAAPKBCBAAA','Andrea','White','N'
+'AAAAAAAAPKIKAAAA','Wendy','Horvath','Y'
+'AAAAAAAAPMMBBAAA','Paul','Jordan','N'
+'AAAAAAAAPPIBBAAA','Candice','Lee','Y'
+---- TYPES
+STRING, STRING, STRING, STRING
+====

http://git-wip-us.apache.org/repos/asf/incubator-impala/blob/f05bd241/testdata/workloads/tpcds/queries/tpcds-q12.test
----------------------------------------------------------------------
diff --git a/testdata/workloads/tpcds/queries/tpcds-q12.test b/testdata/workloads/tpcds/queries/tpcds-q12.test
new file mode 100644
index 0000000..17b5961
--- /dev/null
+++ b/testdata/workloads/tpcds/queries/tpcds-q12.test
@@ -0,0 +1,137 @@
+====
+---- QUERY: TPCDS-Q12
+select  i_item_id
+      ,i_item_desc
+      ,i_category
+      ,i_class
+      ,i_current_price
+      ,sum(ws_ext_sales_price) as itemrevenue
+      ,sum(ws_ext_sales_price)*100/sum(sum(ws_ext_sales_price)) over
+          (partition by i_class) as revenueratio
+from
+  web_sales
+      ,item
+      ,date_dim
+where
+  ws_item_sk = i_item_sk
+    and i_category in ('Sports', 'Books', 'Home')
+    and ws_sold_date_sk = d_date_sk
+  and cast(d_date as timestamp) between cast('1999-02-22' as timestamp)
+        and (cast('1999-02-22' as timestamp) + interval 30 days)
+group by
+  i_item_id
+        ,i_item_desc
+        ,i_category
+        ,i_class
+        ,i_current_price
+order by
+  i_category
+        ,i_class
+        ,i_item_id
+        ,i_item_desc
+        ,revenueratio
+limit 100;
+---- RESULTS
+'AAAAAAAAAAKAAAAA','Small, political activities help great, bad policies. Therefore square features provide on a machines. Rules make over me','Books','arts',2.42,2742.60,3.71
+'AAAAAAAABHDCAAAA','Minor heads close common children; recently strong firms provide. Useful, young men ought to create changes. Popular, common regulations might decide. Points fit. Obvious, glad officials ','Books','arts',3.88,4258.84,5.77
+'AAAAAAAACKEAAAAA','Legs appear eventually soci','Books','arts',35.27,4010.65,5.43
+'AAAAAAAACMDCAAAA','Black, powerful others go now years. Diverse orders might not mean away medium minutes; tight authorities ought to put however for the things','Books','arts',2.75,1156.40,1.56
+'AAAAAAAACNEDAAAA','Particularly labour stores get farmers. Hence true records see rel','Books','arts',6.89,6606.82,8.95
+'AAAAAAAADCCDAAAA','Glad users understand very almost original jobs. Towns can understand. Supreme, following days work by a parents; german, crucial weapons work sure; fair pictur','Books','arts',7.18,10391.81,14.08
+'AAAAAAAADJFCAAAA','Significant, preliminary boys can remain lightly more pale discussion','Books','arts',2.74,8279.54,11.22
+'AAAAAAAADPCCAAAA','Especially true items might supply particularly. Black, automatic words might develop post-war problems. Fresh, visible workers could not appe','Books','arts',4.23,351.78,0.47
+'AAAAAAAAEDKDAAAA','Times live now to a sales. British years bring all financ','Books','arts',4.24,11699.92,15.85
+'AAAAAAAAEGAEAAAA','Far injuries pay so various arms. Courses could go anywhere universal possibilities; talks stand since mean, colonial scho','Books','arts',9.57,51.84,0.07
+'AAAAAAAAFCFBAAAA','Golden estates meet as yet hands. About solid proteins used to tell. Once causal boots imagine frequently new elections; flexible, other ways find re','Books','arts',9.76,59.01,0.07
+'AAAAAAAAGHOBAAAA','Fully existing proceedings could not tak','Books','arts',8.66,625.65,0.84
+'AAAAAAAAIEPCAAAA','New, popular years should think. Shareholders speak also friends; special members could not identify social eyes; indoors full ','Books','arts',0.91,1390.83,1.88
+'AAAAAAAAIHKBAAAA','Very historic arms may happen even able exis','Books','arts',9.19,13439.76,18.21
+'AAAAAAAAIIPDAAAA','Af','Books','arts',6.04,109.23,0.14
+'AAAAAAAAIJGAAAAA','Then western animals could teach somewhere. Today waiting servants confuse','Books','arts',4.10,868.50,1.17
+'AAAAAAAAKKIAAAAA','Naked, popular schemes campaign then offices. Underlying shares may join','Books','arts',79.28,1841.04,2.49
+'AAAAAAAAKNBCAAAA','Early, powerful towns add mainly english savings. Years assist then new, public colleagues. Things might encounter then right new features','Books','arts',6.89,365.60,0.49
+'AAAAAAAAOKPBAAAA','Just good settings must not make; payments assure to a bishops. Principal, sorry amounts would safeguard very so other leaders; tory, substantial stairs m','Books','arts',2.60,5525.16,7.48
+'AAAAAAAAABMBAAAA','Situations retain; units might sit operations; girls shall make. Ca','Books','business',3.16,1204.56,0.96
+'AAAAAAAAACEBAAAA','Prese','Books','business',15.17,17499.32,14.07
+'AAAAAAAAAKBDAAAA','Essential students change even despite a powers. General connections will not maximi','Books','business',3.10,84.80,0.06
+'AAAAAAAABIPBAAAA','Ultimate, other objects might not install good ','Books','business',2.57,7199.93,5.79
+'AAAAAAAABKACAAAA','Total pp. accept with a questions; able, generous a','Books','business',5.25,3702.38,2.97
+'AAAAAAAABMDDAAAA','Head facts resolve even. Characteristics put. Toxic, genuine officials shall not meet. Difficult chil','Books','business',3.85,333.90,0.26
+'AAAAAAAACDBCAAAA','Tiny years could run too above tough volumes. New germans must not leave as possible sales; inj','Books','business',1.22,799.89,0.64
+'AAAAAAAACEPBAAAA','Long, married artists would see negative feelings. Emot','Books','business',1.73,2686.56,2.16
+'AAAAAAAACPODAAAA','Cells stay economic, thin members. Soon special conservatives solve to the figu','Books','business',2.93,2431.81,1.95
+'AAAAAAAADHNCAAAA','Originally major industries matter mediterranean bodies. Cases should not ','Books','business',45.06,2186.10,1.75
+'AAAAAAAAEILDAAAA','Bad, able systems shall fall else. Nuclear, economic ways put in an paths. Serious, labour women must not muster however. Wide new readers ought to help ','Books','business',1.36,293.23,0.23
+'AAAAAAAAFGJCAAAA','Secondary, red structures may seek eyes. High true titles should make now junior fat thoughts. Partly excellent authorities receive direct, net parties. Parents look most also other issues. Empty, con','Books','business',8.59,3319.89,2.67
+'AAAAAAAAFLMDAAAA','Significantly relevant colleges extract knowingly broad investors. Entire members stay. Mediterranean legs would cut on the knees. Forthcoming, particular students u','Books','business',4.81,347.70,0.27
+'AAAAAAAAFNOCAAAA','Wonderful systems ask also very parliamentary orders; british companies','Books','business',87.12,105.98,0.08
+'AAAAAAAAGFDCAAAA','Particularly medieval blocks would not find slightly with a carers. Years respond about at a sec','Books','business',6.00,51.40,0.04
+'AAAAAAAAGONBAAAA','Ever top offers might struggle far, automatic men. Long-term, long goods dare however; new, other gr','Books','business',2.30,1233.76,0.99
+'AAAAAAAAIBKDAAAA','Hundreds drop nearly unacceptable accidents. Then strong methods tell large unions. Short companies should help so. Moves shall not set later chief problems. R','Books','business',0.78,1158.21,0.93
+'AAAAAAAAIJECAAAA','Difficult, royal units put particularly significant, other plans. Essential, contemporary journals will need players. Alternatively parental','Books','business',4.34,10631.67,8.55
+'AAAAAAAAIKEAAAAA','All ','Books','business',9.44,2.07,0.00
+'AAAAAAAAIPADAAAA','Orders go into the documents. Social, existing specialists will seem twice associated wishes. Finally nation','Books','business',5.15,1755.92,1.41
+'AAAAAAAAKAJDAAAA','Short neighbours implement innocently tiny titles. Briefly simple years should not tell potentially successful, whole years. Orange workers carry; home hot feet l','Books','business',4.43,17638.20,14.18
+'AAAAAAAAKMAAAAAA','Plans consult interested, light boys. Selective, other problems create scientific, young parties. Sufficient speakers might not kiss too social, basic interests. Dual, other times s','Books','business',0.19,3867.73,3.11
+'AAAAAAAALDFAAAAA','Hands may not allow only in a lands; linear, other pubs say; social, precise women identify for a patients. Preferences develop alone now rich motives. Ever good tas','Books','business',3.68,470.96,0.37
+'AAAAAAAALGBBAAAA','Modern records retain about there civil plans. Social bodies survive. Great, living losses bother late, coherent others. About british sports ought to use cautiously from ','Books','business',1.94,229.35,0.18
+'AAAAAAAALPDCAAAA','So small edges will understand currently in a things. New trains point usually systems. Years look growing questions. Different cases could sell just alive, late rules; big, large results will make ','Books','business',4.12,6151.95,4.94
+'AAAAAAAAMIGCAAAA','Carefully physical hotels must put together; similar details cannot appreciate by a standards. Rates can break m','Books','business',6.63,25528.76,20.53
+'AAAAAAAAMIMCAAAA','About likely houses like international members. Final, relevant birds answer after the paintings. Hungry, personal days borrow tiny, primary resources. As social relations could choose quite also ','Books','business',0.77,417.22,0.33
+'AAAAAAAAMKHAAAAA','Unions shall see enough over true attitudes; of course full variable','Books','business',8.90,633.16,0.50
+'AAAAAAAAMKNDAAAA','Special, clear elements would buy at a games. Things should spot today strange, only devices. Armies should like at a patients. Hands could perform simply narrow values. N','Books','business',1.28,11196.30,9.00
+'AAAAAAAANACBAAAA','New teachers might demand never assets. Deeply bright ministers make generally never prime imports. Odd writings step common readers; talks take young, r','Books','business',2.95,1151.28,0.92
+'AAAAAAAAAHKDAAAA','Decisions play actually exclusive activities. Well assistant e','Books','computers',8.77,822.69,0.98
+'AAAAAAAABHEEAAAA','Subjects may remain officials. Forward, straight objects used to see wh','Books','computers',6.97,5663.04,6.77
+'AAAAAAAAEAPAAAAA','Just distinct children think individuals; popular arguments develop here cautious methods; appropriate children might beat. Proper, empirical hundreds fall oth','Books','computers',4.01,9320.46,11.15
+'AAAAAAAAEDMAAAAA','Books understand. Principles produce just at a premises. Years ','Books','computers',44.48,787.29,0.94
+'AAAAAAAAEMHAAAAA','Boots recommend usually just local centres; c','Books','computers',7.56,765.23,0.91
+'AAAAAAAAFEEAAAAA','Capital, united feelings paint only things. Greatly financial economies should not pay somewhere soviet necessary armies; educational concepts mus','Books','computers',3.83,78.76,0.09
+'AAAAAAAAGENAAAAA','Genera','Books','computers',2.84,4719.74,5.65
+'AAAAAAAAGHCBAAAA','Hundreds would meet regardless german, foreign scien','Books','computers',9.77,2451.75,2.93
+'AAAAAAAAGMBDAAAA','Vulnerable b','Books','computers',0.58,31.86,0.03
+'AAAAAAAAGNGBAAAA','Brilliant, massive prisons take still national others. Only northern guidelines go right by the lips. General, spiritual walls shall reach in a languages. British nations eat substantial polici','Books','computers',3.42,2248.01,2.69
+'AAAAAAAAIGCEAAAA','Concerned numbers can attempt now particular, white friends; un','Books','computers',3.38,1297.25,1.55
+'AAAAAAAAIGJAAAAA','Probably terrible students may go. There whole issues get academic, soviet charts. ','Books','computers',4.11,84.42,0.10
+'AAAAAAAAIILCAAAA','At least low personnel might a','Books','computers',9.13,529.20,0.63
+'AAAAAAAAJBADAAAA','Mean, good relations wake however strictly white possibilities. About aw','Books','computers',6.42,5473.02,6.55
+'AAAAAAAAJJGBAAAA','Strangers gain officially enough labour problems. Overall systems may not help below lives. Heroes find just apparently generous couple','Books','computers',7.15,7846.40,9.39
+'AAAAAAAALCDAAAAA','Clearly actual places would supply apparently only rats.','Books','computers',4.34,4611.20,5.52
+'AAAAAAAALDBBAAAA','Mines should talk outside trees. Regular eyes encourage with an victims. Civil functions try actions. Movies fit secretly for a regions. Whole, imperial customs forget','Books','computers',7.44,5240.16,6.27
+'AAAAAAAAMJEAAAAA','Local pro','Books','computers',1.04,843.52,1.00
+'AAAAAAAAMMDEAAAA','Women support almost','Books','computers',4.68,1401.06,1.67
+'AAAAAAAAMNOBAAAA','Scientific, young creditors might see for the alternativ','Books','computers',6.98,100.95,0.12
+'AAAAAAAAMOHBAAAA','Fortunately past rules mind respectively appropriate losses. Men must develop above the sources. Mere values lis','Books','computers',2.02,5603.38,6.70
+'AAAAAAAANAJDAAAA','Religious, delicious ways must a','Books','computers',7.07,14.55,0.01
+'AAAAAAAANFJBAAAA','Only old doors shall wear again. Earlier high minerals might not tell better persona','Books','computers',16.62,0.00,0.00
+'AAAAAAAANHFDAAAA','Easier strong operators could not break very; new, permanent animals ','Books','computers',1.15,2953.07,3.53
+'AAAAAAAAOBNDAAAA','Levels undermine unfortunately efficient weeks','Books','computers',2.19,2853.36,3.41
+'AAAAAAAAPDLCAAAA','Inc considerations should dare sales. Little, long chapters check better exciting employers. Still english unions could pull wrong shoes. Factors would kee','Books','computers',70.39,7100.08,8.50
+'AAAAAAAAPJCCAAAA','Strong, british horses may not choose less. Results will not carry harsh workers. False claims will want over labour increases. Co','Books','computers',1.05,7745.78,9.27
+'AAAAAAAAPKOBAAAA','Yet whole dealers p','Books','computers',3.63,2856.73,3.42
+'AAAAAAAAPLIDAAAA','Items look somewhat new designs. Patients should solve about a officers. Minutes can act still companies. About dangerous records will not run towa','Books','computers',1.43,86.09,0.10
+'AAAAAAAAABPAAAAA','Particularly professional women may not tell never present, distant times. Current, only weeks could hurry quite appropriate months. Little attacks waste carefully never politi','Books','cooking',1.82,6350.52,12.31
+'AAAAAAAAAJNDAAAA','Physical, political decis','Books','cooking',6.76,0.00,0.00
+'AAAAAAAABINAAAAA','Below invisi','Books','cooking',9.59,2547.42,4.94
+'AAAAAAAABONAAAAA','Gains cannot cross colourful, long individuals. Drily red difficulties may not say to a plans. Very different cases ta','Books','cooking',1.60,1388.77,2.69
+'AAAAAAAACBDCAAAA','Well independent scores fight rare changes. Scottish rights would not give; implicit, modern services like yet. Conservative, effective yards should marry about a buildings. Valid, m','Books','cooking',0.50,381.18,0.73
+'AAAAAAAAGALAAAAA','Great, only pages might not contribute so; small components require on a films. Times find apparently. So traditional sources find conditions. Gro','Books','cooking',3.40,2359.09,4.57
+'AAAAAAAAGMMCAAAA','Chief countries leave actually rural, other fathers. Women discover very otherwise large ministers. Slow, envi','Books','cooking',7.35,13258.98,25.71
+'AAAAAAAAGOCAAAAA','Historical, economic lights shall stand much big, odd proposals. Rather grateful branches ought to take. Northern, high miles must ask increasingly. Once chronic','Books','cooking',4.37,3383.64,6.56
+'AAAAAAAAKCCAAAAA','Possible schools carry primarily dual rises; important meetings could continue other passengers. More scottish things might not fall orders. Right, unable expectati','Books','cooking',4.44,4158.51,8.06
+'AAAAAAAAKEJAAAAA','Other, atlantic regions know fast. Li','Books','cooking',68.84,5439.00,10.54
+'AAAAAAAAKJGDAAAA','International eyes might see sales. Joint universities must not hold somewhat with a days. Perfect, profitable trials ought to seem; even pale quantities ','Books','cooking',0.94,5746.30,11.14
+'AAAAAAAALBKAAAAA','Conditions used to test so for a spirits; open, royal provisions might not look approximate','Books','cooking',36.97,5238.71,10.16
+'AAAAAAAALIGAAAAA','There superb accidents may strike individual results. Quiet, only forests drop as little unlikely towns. Observations can discern with a points. Substantial banks dest','Books','cooking',0.88,73.37,0.14
+'AAAAAAAAMIBCAAAA','Views present rapidly in the relations. Average winners could fall double stations; also corresponding heroes promote direct,','Books','cooking',3.17,693.26,1.34
+'AAAAAAAAONGCAAAA','Outcomes will become high wide, substantial clients. Sufficient, new resources weaken only over the moments. Of cour','Books','cooking',1.32,170.00,0.32
+'AAAAAAAAPNFEAAAA','Wooden, civil fingers keep great, possible scales. Police begin ago in common responsible times. Further open fathers can believe aga','Books','cooking',0.33,367.15,0.71
+'AAAAAAAAADBDAAAA','Upper men used to give still different girls. Proposals subsidise famous nerves. C','Books','entertainments',2.21,701.28,1.07
+'AAAAAAAAAIKCAAAA','Troubles must know wise indicators. Kinds enter technical, new doubts. Likely, annual eyes see equivalent payments. Both inadequate feelings decide ever initial ','Books','entertainments',5.04,10130.68,15.55
+'AAAAAAAABGOBAAAA','Japanese, long students may help very; there partial bombs must assess; intentions cannot execute most certain children; indeed necessary a','Books','entertainments',5.36,1174.34,1.80
+'AAAAAAAACIDAAAAA','Millions might answer. Attractive rules might beat coloured volunteers. Scottis','Books','entertainments',3.51,4097.70,6.29
+'AAAAAAAADCOAAAAA','Silly acres shall belong alike following, similar pairs. Respectively lucky newspapers shall dare. Also labour requirements can leave; pounds used to stay even only solicitors. Silver systems may de','Books','entertainments',75.74,613.76,0.94
+'AAAAAAAADGKAAAAA','However small values ','Books','entertainments',1.49,3795.87,5.82
+---- TYPES
+STRING, STRING, STRING, STRING, DECIMAL, DECIMAL, DECIMAL
+====

http://git-wip-us.apache.org/repos/asf/incubator-impala/blob/f05bd241/testdata/workloads/tpcds/queries/tpcds-q13.test
----------------------------------------------------------------------
diff --git a/testdata/workloads/tpcds/queries/tpcds-q13.test b/testdata/workloads/tpcds/queries/tpcds-q13.test
new file mode 100644
index 0000000..517c3e4
--- /dev/null
+++ b/testdata/workloads/tpcds/queries/tpcds-q13.test
@@ -0,0 +1,56 @@
+====
+---- QUERY: TPCDS-Q13
+select avg(ss_quantity)
+       ,avg(ss_ext_sales_price)
+       ,avg(ss_ext_wholesale_cost)
+       ,sum(ss_ext_wholesale_cost)
+ from store_sales
+     ,store
+     ,customer_demographics
+     ,household_demographics
+     ,customer_address
+     ,date_dim
+ where s_store_sk = ss_store_sk
+ and  ss_sold_date_sk = d_date_sk and d_year = 2001
+ and((ss_hdemo_sk=hd_demo_sk
+  and cd_demo_sk = ss_cdemo_sk
+  and cd_marital_status = 'M'
+  and cd_education_status = 'Advanced Degree'
+  and ss_sales_price between 100.00 and 150.00
+  and hd_dep_count = 3
+     )or
+     (ss_hdemo_sk=hd_demo_sk
+  and cd_demo_sk = ss_cdemo_sk
+  and cd_marital_status = 'S'
+  and cd_education_status = 'College'
+  and ss_sales_price between 50.00 and 100.00
+  and hd_dep_count = 1
+     ) or
+     (ss_hdemo_sk=hd_demo_sk
+  and cd_demo_sk = ss_cdemo_sk
+  and cd_marital_status = 'W'
+  and cd_education_status = '2 yr Degree'
+  and ss_sales_price between 150.00 and 200.00
+  and hd_dep_count = 1
+     ))
+ and((ss_addr_sk = ca_address_sk
+  and ca_country = 'United States'
+  and ca_state in ('TX', 'OH', 'TX')
+  and ss_net_profit between 100 and 200
+     ) or
+     (ss_addr_sk = ca_address_sk
+  and ca_country = 'United States'
+  and ca_state in ('OR', 'NM', 'KY')
+  and ss_net_profit between 150 and 300
+     ) or
+     (ss_addr_sk = ca_address_sk
+  and ca_country = 'United States'
+  and ca_state in ('VA', 'TX', 'MS')
+  and ss_net_profit between 50 and 250
+     ))
+;
+---- RESULTS
+31,2551.86,2365.94,14195.66
+---- TYPES
+DOUBLE, DECIMAL, DECIMAL, DECIMAL
+====

http://git-wip-us.apache.org/repos/asf/incubator-impala/blob/f05bd241/testdata/workloads/tpcds/queries/tpcds-q15.test
----------------------------------------------------------------------
diff --git a/testdata/workloads/tpcds/queries/tpcds-q15.test b/testdata/workloads/tpcds/queries/tpcds-q15.test
new file mode 100644
index 0000000..f910878
--- /dev/null
+++ b/testdata/workloads/tpcds/queries/tpcds-q15.test
@@ -0,0 +1,123 @@
+====
+---- QUERY: TPCDS-Q15
+select  ca_zip
+       ,sum(cs_sales_price)
+ from catalog_sales
+     ,customer
+     ,customer_address
+     ,date_dim
+ where cs_bill_customer_sk = c_customer_sk
+  and c_current_addr_sk = ca_address_sk
+  and ( substr(ca_zip,1,5) in ('85669', '86197','88274','83405','86475',
+                                   '85392', '85460', '80348', '81792')
+        or ca_state in ('CA','WA','GA')
+        or cs_sales_price > 500)
+  and cs_sold_date_sk = d_date_sk
+  and d_qoy = 2 and d_year = 2001
+ group by ca_zip
+ order by ca_zip
+ limit 100;
+---- RESULTS
+'30059',688.80
+'30069',323.60
+'30150',372.79
+'30162',1609.70
+'30169',1326.30
+'30191',513.21
+'30194',244.76
+'30309',94.27
+'30330',447.07
+'30399',196.46
+'30411',713.29
+'30492',115.82
+'30499',1142.24
+'30525',406.09
+'30534',1341.26
+'30587',297.85
+'31087',573.97
+'31289',669.35
+'31387',1226.80
+'31675',362.70
+'31692',541.53
+'31749',182.57
+'31757',1553.34
+'31838',862.54
+'31933',675.18
+'31952',1063.42
+'32219',707.81
+'32293',828.11
+'32477',329.28
+'32565',368.44
+'32724',519.06
+'32812',1129.14
+'32898',1283.01
+'33003',838.16
+'33075',190.62
+'33394',138.83
+'33451',1441.78
+'33511',431.19
+'33604',1224.86
+'33683',616.38
+'33951',1241.72
+'34027',407.13
+'34062',443.22
+'34092',366.23
+'34098',276.14
+'34107',1320.29
+'34136',465.89
+'34190',426.36
+'34244',1508.42
+'34289',360.52
+'34338',1290.05
+'34466',1926.39
+'34536',462.20
+'34593',1237.42
+'34854',473.89
+'34975',293.97
+'35038',532.46
+'35115',465.95
+'35124',1186.38
+'35281',820.44
+'35413',328.47
+'35508',309.54
+'35709',526.74
+'35752',278.29
+'35804',1067.01
+'35817',2487.41
+'35867',581.94
+'36060',173.58
+'36074',230.91
+'36098',907.80
+'36115',298.06
+'36192',1034.53
+'36534',1649.99
+'36557',1722.27
+'36614',1557.87
+'36668',730.76
+'36719',1039.55
+'36787',463.11
+'36867',473.78
+'36871',777.15
+'36971',505.82
+'37057',2784.75
+'37683',526.34
+'37746',1903.08
+'37838',984.60
+'38014',337.71
+'38048',670.99
+'38054',1377.23
+'38075',827.32
+'38119',237.47
+'38167',620.19
+'38222',2633.06
+'38354',2411.29
+'38370',1494.42
+'38371',716.56
+'38579',601.67
+'38605',189.50
+'38721',2085.27
+'38828',261.89
+'38877',251.15
+---- TYPES
+STRING, DECIMAL
+====

http://git-wip-us.apache.org/repos/asf/incubator-impala/blob/f05bd241/testdata/workloads/tpcds/queries/tpcds-q16.test
----------------------------------------------------------------------
diff --git a/testdata/workloads/tpcds/queries/tpcds-q16.test b/testdata/workloads/tpcds/queries/tpcds-q16.test
new file mode 100644
index 0000000..fd2db13
--- /dev/null
+++ b/testdata/workloads/tpcds/queries/tpcds-q16.test
@@ -0,0 +1,35 @@
+====
+---- QUERY: TPCDS-Q16
+select
+   count(distinct cs_order_number) as "order count"
+  ,sum(cs_ext_ship_cost) as "total shipping cost"
+  ,sum(cs_net_profit) as "total net profit"
+from
+   catalog_sales cs1
+  ,date_dim
+  ,customer_address
+  ,call_center
+where
+    cast(d_date as timestamp) between cast('2002-02-01' as timestamp) and
+           (cast('2002-02-01' as timestamp) + interval 60 days)
+and cs1.cs_ship_date_sk = d_date_sk
+and cs1.cs_ship_addr_sk = ca_address_sk
+and ca_state = 'GA'
+and cs1.cs_call_center_sk = cc_call_center_sk
+and cc_county in ('Williamson County','Williamson County','Williamson County','Williamson County',
+                  'Williamson County'
+)
+and exists (select *
+            from catalog_sales cs2
+            where cs1.cs_order_number = cs2.cs_order_number
+              and cs1.cs_warehouse_sk <> cs2.cs_warehouse_sk)
+and not exists(select *
+               from catalog_returns cr1
+               where cs1.cs_order_number = cr1.cr_order_number)
+order by count(distinct cs_order_number)
+limit 100;
+---- RESULTS
+236,1062963.89,-214910.61
+---- TYPES
+BIGINT, DECIMAL, DECIMAL
+====

http://git-wip-us.apache.org/repos/asf/incubator-impala/blob/f05bd241/testdata/workloads/tpcds/queries/tpcds-q17.test
----------------------------------------------------------------------
diff --git a/testdata/workloads/tpcds/queries/tpcds-q17.test b/testdata/workloads/tpcds/queries/tpcds-q17.test
new file mode 100644
index 0000000..590dcad
--- /dev/null
+++ b/testdata/workloads/tpcds/queries/tpcds-q17.test
@@ -0,0 +1,49 @@
+====
+---- QUERY: TPCDS-Q17
+select  i_item_id
+       ,i_item_desc
+       ,s_state
+       ,count(ss_quantity) as store_sales_quantitycount
+       ,avg(ss_quantity) as store_sales_quantityave
+       ,stddev_samp(ss_quantity) as store_sales_quantitystdev
+       ,stddev_samp(ss_quantity)/avg(ss_quantity) as store_sales_quantitycov
+       ,count(sr_return_quantity) as store_returns_quantitycount
+       ,avg(sr_return_quantity) as store_returns_quantityave
+       ,stddev_samp(sr_return_quantity) as store_returns_quantitystdev
+       ,stddev_samp(sr_return_quantity)/avg(sr_return_quantity) as store_returns_quantitycov
+       ,count(cs_quantity) as catalog_sales_quantitycount ,avg(cs_quantity) as catalog_sales_quantityave
+       ,stddev_samp(cs_quantity) as catalog_sales_quantitystdev
+       ,stddev_samp(cs_quantity)/avg(cs_quantity) as catalog_sales_quantitycov
+ from store_sales
+     ,store_returns
+     ,catalog_sales
+     ,date_dim d1
+     ,date_dim d2
+     ,date_dim d3
+     ,store
+     ,item
+ where d1.d_quarter_name = '2001Q1'
+   and d1.d_date_sk = ss_sold_date_sk
+   and i_item_sk = ss_item_sk
+   and s_store_sk = ss_store_sk
+   and ss_customer_sk = sr_customer_sk
+   and ss_item_sk = sr_item_sk
+   and ss_ticket_number = sr_ticket_number
+   and sr_returned_date_sk = d2.d_date_sk
+   and d2.d_quarter_name in ('2001Q1','2001Q2','2001Q3')
+   and sr_customer_sk = cs_bill_customer_sk
+   and sr_item_sk = cs_item_sk
+   and cs_sold_date_sk = d3.d_date_sk
+   and d3.d_quarter_name in ('2001Q1','2001Q2','2001Q3')
+ group by i_item_id
+         ,i_item_desc
+         ,s_state
+ order by i_item_id
+         ,i_item_desc
+         ,s_state
+limit 100;
+---- RESULTS
+'AAAAAAAAKPFEAAAA','Recently right','TN',1,99,NULL,NULL,1,66,NULL,NULL,1,32,NULL,NULL
+---- TYPES
+STRING, STRING, STRING, BIGINT, DOUBLE, DOUBLE, DOUBLE, BIGINT, DOUBLE, DOUBLE, DOUBLE, BIGINT, DOUBLE, DOUBLE, DOUBLE
+====

http://git-wip-us.apache.org/repos/asf/incubator-impala/blob/f05bd241/testdata/workloads/tpcds/queries/tpcds-q18a.test
----------------------------------------------------------------------
diff --git a/testdata/workloads/tpcds/queries/tpcds-q18a.test b/testdata/workloads/tpcds/queries/tpcds-q18a.test
new file mode 100644
index 0000000..bb81b1b
--- /dev/null
+++ b/testdata/workloads/tpcds/queries/tpcds-q18a.test
@@ -0,0 +1,159 @@
+====
+---- QUERY: TPCDS-Q18A
+with results as
+ (select i_item_id,
+        ca_country,
+        ca_state,
+        ca_county,
+        cast(cs_quantity as decimal(12,2)) agg1,
+        cast(cs_list_price as decimal(12,2)) agg2,
+        cast(cs_coupon_amt as decimal(12,2)) agg3,
+        cast(cs_sales_price as decimal(12,2)) agg4,
+        cast(cs_net_profit as decimal(12,2)) agg5,
+        cast(c_birth_year as decimal(12,2)) agg6,
+        cast(cd1.cd_dep_count as decimal(12,2)) agg7
+ from catalog_sales, customer_demographics cd1, customer_demographics cd2, customer, customer_address, date_dim, item
+ where cs_sold_date_sk = d_date_sk and
+       cs_item_sk = i_item_sk and
+       cs_bill_cdemo_sk = cd1.cd_demo_sk and
+       cs_bill_customer_sk = c_customer_sk and
+       cd1.cd_gender = 'F' and
+       cd1.cd_education_status = 'Unknown' and
+       c_current_cdemo_sk = cd2.cd_demo_sk and
+       c_current_addr_sk = ca_address_sk and
+       c_birth_month in (1, 6, 8, 9, 12, 2) and
+       d_year = 1998 and
+       ca_state in ('MS', 'IN', 'ND', 'OK', 'NM', 'VA', 'MS')
+ )
+  select  i_item_id, ca_country, ca_state, ca_county, agg1, agg2, agg3, agg4, agg5, agg6, agg7
+ from (
+  select i_item_id, ca_country, ca_state, ca_county, avg(agg1) agg1,
+    avg(agg2) agg2, avg(agg3) agg3, avg(agg4) agg4, avg(agg5) agg5, avg(agg6) agg6, avg(agg7) agg7
+  from results
+  group by i_item_id, ca_country, ca_state, ca_county
+  union all
+  select i_item_id, ca_country, ca_state, NULL as county, avg(agg1) agg1, avg(agg2) agg2, avg(agg3) agg3,
+    avg(agg4) agg4, avg(agg5) agg5, avg(agg6) agg6, avg(agg7) agg7
+  from results
+  group by i_item_id, ca_country, ca_state
+  union all
+  select i_item_id, ca_country, NULL as ca_state, NULL as county, avg(agg1) agg1, avg(agg2) agg2, avg(agg3) agg3,
+    avg(agg4) agg4, avg(agg5) agg5, avg(agg6) agg6, avg(agg7) agg7
+  from results
+  group by i_item_id, ca_country
+  union all
+  select i_item_id, NULL as ca_country, NULL as ca_state, NULL as county, avg(agg1) agg1, avg(agg2) agg2, avg(agg3) agg3,
+    avg(agg4) agg4, avg(agg5) agg5, avg(agg6) agg6, avg(agg7) agg7
+  from results
+  group by i_item_id
+  union all
+  select NULL AS i_item_id, NULL as ca_country, NULL as ca_state, NULL as county, avg(agg1) agg1, avg(agg2) agg2, avg(agg3) agg3,
+    avg(agg4) agg4, avg(agg5) agg5, avg(agg6) agg6, avg(agg7) agg7
+  from results
+ ) foo
+ order by ca_country, ca_state, ca_county, i_item_id
+ limit 100;
+---- RESULTS
+'AAAAAAAABFBAAAAA','United States','IN','Adams County',8.00,86.17,0.00,85.30,415.20,1981.00,2.00
+'AAAAAAAADMKDAAAA','United States','IN','Adams County',99.00,29.12,0.00,11.06,-562.32,1981.00,2.00
+'AAAAAAAAEGDAAAAA','United States','IN','Adams County',70.00,51.12,0.00,34.25,1110.20,1981.00,2.00
+'AAAAAAAAGHGAAAAA','United States','IN','Adams County',90.00,73.47,0.00,36.73,-1318.50,1981.00,2.00
+'AAAAAAAAKBCBAAAA','United States','IN','Adams County',35.00,46.23,973.00,28.66,-682.85,1981.00,2.00
+'AAAAAAAACCJAAAAA','United States','IN','Cass County',67.00,55.73,679.48,36.22,-14.17,1972.00,1.00
+'AAAAAAAACIMBAAAA','United States','IN','Cass County',51.00,21.90,294.86,17.52,-86.78,1972.00,1.00
+'AAAAAAAADJPBAAAA','United States','IN','Cass County',88.00,51.59,0.00,49.01,2697.20,1972.00,1.00
+'AAAAAAAAHJDDAAAA','United States','IN','Cass County',77.00,38.31,0.00,32.94,-300.30,1972.00,1.00
+'AAAAAAAANFAEAAAA','United States','IN','Cass County',46.00,110.69,0.00,47.59,-1474.30,1972.00,1.00
+'AAAAAAAAOLJDAAAA','United States','IN','Cass County',59.00,239.30,0.00,50.25,-2918.14,1972.00,1.00
+'AAAAAAAACEGCAAAA','United States','IN','Clark County',42.00,24.85,0.00,13.66,-188.16,1975.00,3.00
+'AAAAAAAACLPDAAAA','United States','IN','Clark County',1.00,61.08,0.00,0.61,-23.16,1975.00,3.00
+'AAAAAAAAGLDAAAAA','United States','IN','Clark County',11.00,204.81,0.00,12.28,-963.93,1975.00,3.00
+'AAAAAAAAJPKAAAAA','United States','IN','Clark County',52.00,11.51,201.45,5.87,-240.45,1975.00,3.00
+'AAAAAAAALJCDAAAA','United States','IN','Clark County',83.00,101.54,684.18,29.44,-3002.37,1975.00,3.00
+'AAAAAAAACLICAAAA','United States','IN','Crawford County',51.00,126.57,0.00,78.47,1663.11,1930.00,4.00
+'AAAAAAAAJEDAAAAA','United States','IN','Crawford County',83.00,78.26,6237.52,75.91,-5952.00,1930.00,4.00
+'AAAAAAAALJFAAAAA','United States','IN','Crawford County',82.00,94.10,0.00,34.81,-4637.10,1930.00,4.00
+'AAAAAAAAODJAAAAA','United States','IN','Crawford County',49.00,151.09,0.00,15.10,-2198.14,1930.00,4.00
+'AAAAAAAAOPBBAAAA','United States','IN','Crawford County',73.00,162.05,0.00,71.30,839.50,1930.00,4.00
+'AAAAAAAAAGCDAAAA','United States','IN','De Kalb County',15.00,33.56,0.00,29.53,191.25,1963.00,5.00
+'AAAAAAAAALBCAAAA','United States','IN','De Kalb County',3.00,43.18,0.00,5.18,-39.12,1963.00,5.00
+'AAAAAAAACICCAAAA','United States','IN','De Kalb County',62.00,111.50,0.00,66.90,-1050.28,1963.00,5.00
+'AAAAAAAADFIDAAAA','United States','IN','De Kalb County',75.00,277.95,0.00,150.09,3811.50,1963.00,5.00
+'AAAAAAAAGDDBAAAA','United States','IN','De Kalb County',17.00,102.12,0.00,30.63,-438.43,1963.00,5.00
+'AAAAAAAAGDDCAAAA','United States','IN','De Kalb County',72.00,7.99,404.35,7.91,-58.75,1963.00,5.00
+'AAAAAAAAIHLCAAAA','United States','IN','De Kalb County',76.00,234.20,0.00,201.41,8271.84,1963.00,5.00
+'AAAAAAAAILCBAAAA','United States','IN','De Kalb County',92.00,87.33,0.00,3.49,-2781.16,1963.00,5.00
+'AAAAAAAAJIDCAAAA','United States','IN','De Kalb County',1.00,82.20,0.00,62.47,-4.36,1963.00,5.00
+'AAAAAAAAACBCAAAA','United States','IN','Dearborn County',1.00,77.53,0.00,49.61,-1.40,1982.00,0.00
+'AAAAAAAACOHCAAAA','United States','IN','Dearborn County',53.00,76.54,258.73,22.19,-2407.88,1982.00,0.00
+'AAAAAAAAFBBAAAAA','United States','IN','Dearborn County',66.00,121.25,0.00,54.56,-524.04,1982.00,0.00
+'AAAAAAAAFIBCAAAA','United States','IN','Dearborn County',26.00,38.28,0.00,25.64,222.30,1982.00,0.00
+'AAAAAAAAILEDAAAA','United States','IN','Dearborn County',96.00,213.31,491.32,17.06,-7995.64,1982.00,0.00
+'AAAAAAAAKIKDAAAA','United States','IN','Dearborn County',96.00,168.66,0.00,123.12,4840.32,1982.00,0.00
+'AAAAAAAAKPEDAAAA','United States','IN','Dearborn County',1.00,103.55,10.25,93.19,40.15,1982.00,0.00
+'AAAAAAAAMFKBAAAA','United States','IN','Dearborn County',79.00,98.01,0.00,81.34,2217.53,1982.00,0.00
+'AAAAAAAAMFOBAAAA','United States','IN','Dearborn County',10.00,203.77,90.06,52.98,-293.26,1982.00,0.00
+'AAAAAAAAMLIBAAAA','United States','IN','Dearborn County',37.00,48.54,0.00,0.00,-1350.50,1982.00,0.00
+'AAAAAAAAMOIAAAAA','United States','IN','Dearborn County',60.00,173.07,1623.98,58.84,-1578.38,1982.00,0.00
+'AAAAAAAAONBAAAAA','United States','IN','Dearborn County',14.00,17.24,0.00,1.37,-114.24,1982.00,0.00
+'AAAAAAAAPFEBAAAA','United States','IN','Dearborn County',35.00,141.77,0.00,89.31,920.50,1982.00,0.00
+'AAAAAAAAAEJBAAAA','United States','IN','Fayette County',76.00,85.66,0.00,17.13,-4670.96,1985.00,2.00
+'AAAAAAAAALIBAAAA','United States','IN','Fayette County',53.00,170.42,3689.47,161.89,-45.19,1985.00,2.00
+'AAAAAAAACDADAAAA','United States','IN','Fayette County',43.00,45.12,0.00,34.29,774.00,1985.00,2.00
+'AAAAAAAADKDAAAAA','United States','IN','Fayette County',75.00,40.58,0.00,38.14,606.00,1985.00,2.00
+'AAAAAAAAGCBCAAAA','United States','IN','Fayette County',50.00,118.21,648.90,72.10,-1849.40,1985.00,2.00
+'AAAAAAAAGKOBAAAA','United States','IN','Fayette County',2.00,85.08,0.00,45.09,-42.76,1985.00,2.00
+'AAAAAAAAGMLAAAAA','United States','IN','Fayette County',7.00,28.73,0.00,24.42,62.79,1985.00,2.00
+'AAAAAAAAKNODAAAA','United States','IN','Fayette County',97.00,153.25,227.41,78.15,-554.30,1985.00,2.00
+'AAAAAAAAKOPBAAAA','United States','IN','Fayette County',28.00,67.69,1021.31,37.22,-1520.27,1985.00,2.00
+'AAAAAAAAMJJCAAAA','United States','IN','Fayette County',67.00,25.67,0.00,21.81,775.86,1985.00,2.00
+'AAAAAAAANAHCAAAA','United States','IN','Fayette County',55.00,45.89,368.94,7.80,-844.69,1985.00,2.00
+'AAAAAAAAAOFDAAAA','United States','IN','Fountain County',87.00,28.71,0.00,27.84,1472.04,1968.00,6.00
+'AAAAAAAACCGBAAAA','United States','IN','Fountain County',85.00,44.48,0.00,30.24,15.30,1968.00,6.00
+'AAAAAAAAIIADAAAA','United States','IN','Fountain County',78.00,118.17,0.00,115.80,3411.72,1968.00,6.00
+'AAAAAAAAOBDBAAAA','United States','IN','Fountain County',65.00,188.63,0.00,165.99,5481.45,1968.00,6.00
+'AAAAAAAAAEABAAAA','United States','IN','Hamilton County',32.00,29.89,0.00,28.39,391.36,1932.00,5.00
+'AAAAAAAAAEFCAAAA','United States','IN','Hamilton County',32.00,31.97,0.00,18.54,65.92,1932.00,5.00
+'AAAAAAAAAMNDAAAA','United States','IN','Hamilton County',70.00,101.27,4284.88,65.82,-4341.58,1932.00,5.00
+'AAAAAAAAEPKCAAAA','United States','IN','Hamilton County',35.00,128.90,0.00,105.69,2021.95,1932.00,5.00
+'AAAAAAAAGIMAAAAA','United States','IN','Hamilton County',79.00,12.06,326.71,8.44,-118.15,1932.00,5.00
+'AAAAAAAAGKFBAAAA','United States','IN','Hamilton County',43.00,23.85,0.00,0.95,-580.93,1932.00,5.00
+'AAAAAAAAIFICAAAA','United States','IN','Hamilton County',86.00,2.45,0.00,1.98,48.16,1932.00,5.00
+'AAAAAAAACHNDAAAA','United States','IN','Jennings County',36.00,2.87,0.00,0.11,-49.32,1958.00,2.00
+'AAAAAAAADBECAAAA','United States','IN','Jennings County',59.00,89.31,775.52,57.15,747.27,1958.00,2.00
+'AAAAAAAAIAHBAAAA','United States','IN','Jennings County',2.00,42.43,0.00,22.06,-12.46,1958.00,2.00
+'AAAAAAAAICDEAAAA','United States','IN','Jennings County',17.00,146.85,0.00,41.11,-524.96,1958.00,2.00
+'AAAAAAAANDMAAAAA','United States','IN','Jennings County',32.00,238.00,637.45,21.42,-2870.09,1958.00,2.00
+'AAAAAAAAPNBCAAAA','United States','IN','Jennings County',59.00,230.88,0.00,223.95,7465.27,1958.00,2.00
+'AAAAAAAAAICBAAAA','United States','IN','Johnson County',59.00,156.86,0.00,37.64,-1144.60,1924.00,2.00
+'AAAAAAAACGJAAAAA','United States','IN','Johnson County',41.00,111.54,0.00,72.50,1333.32,1924.00,2.00
+'AAAAAAAAHNPCAAAA','United States','IN','Johnson County',5.00,229.90,885.99,188.51,-432.59,1924.00,2.00
+'AAAAAAAAKBBCAAAA','United States','IN','Johnson County',80.00,105.66,0.00,73.96,-344.80,1924.00,2.00
+'AAAAAAAAKMEDAAAA','United States','IN','Johnson County',11.00,81.28,0.00,27.63,-343.97,1924.00,2.00
+'AAAAAAAAKNCEAAAA','United States','IN','Johnson County',68.00,100.51,0.00,18.09,-4713.08,1924.00,2.00
+'AAAAAAAADAEDAAAA','United States','IN','Kosciusko County',84.00,68.84,464.19,7.57,-2622.15,1987.00,1.00
+'AAAAAAAAENDAAAAA','United States','IN','Kosciusko County',99.00,142.12,679.55,98.06,3855.64,1987.00,1.00
+'AAAAAAAAHHFAAAAA','United States','IN','Kosciusko County',59.00,74.54,0.00,64.84,2237.87,1987.00,1.00
+'AAAAAAAAHKHBAAAA','United States','IN','Kosciusko County',16.00,58.20,0.00,27.35,-97.60,1987.00,1.00
+'AAAAAAAAIFBCAAAA','United States','IN','Kosciusko County',44.00,69.88,0.00,69.88,1464.76,1987.00,1.00
+'AAAAAAAAKCLDAAAA','United States','IN','Kosciusko County',53.00,171.98,0.00,29.23,-1997.57,1987.00,1.00
+'AAAAAAAAKHCEAAAA','United States','IN','Kosciusko County',75.00,62.04,0.00,32.88,369.75,1987.00,1.00
+'AAAAAAAALOFBAAAA','United States','IN','Kosciusko County',49.00,95.19,0.00,77.10,2135.42,1987.00,1.00
+'AAAAAAAAMMIAAAAA','United States','IN','Kosciusko County',56.00,12.78,0.00,12.01,345.52,1987.00,1.00
+'AAAAAAAAPHADAAAA','United States','IN','Kosciusko County',19.00,89.15,0.00,1.78,-638.40,1987.00,1.00
+'AAAAAAAAAJAEAAAA','United States','IN','La Porte County',56.00,84.85,0.00,6.78,-2990.40,1975.00,4.00
+'AAAAAAAAALCBAAAA','United States','IN','La Porte County',61.00,80.16,0.00,26.45,-1646.39,1975.00,4.00
+'AAAAAAAACDDCAAAA','United States','IN','La Porte County',31.00,129.15,0.00,38.74,-1182.34,1975.00,4.00
+'AAAAAAAACDPDAAAA','United States','IN','La Porte County',23.00,54.41,282.09,22.30,-343.27,1975.00,4.00
+'AAAAAAAADFEEAAAA','United States','IN','La Porte County',52.00,126.01,0.00,41.58,-829.92,1975.00,4.00
+'AAAAAAAAEPJDAAAA','United States','IN','La Porte County',38.00,63.13,0.00,46.08,859.18,1975.00,4.00
+'AAAAAAAAIEDBAAAA','United States','IN','La Porte County',13.00,50.53,0.00,31.32,-52.26,1975.00,4.00
+'AAAAAAAAIOAEAAAA','United States','IN','La Porte County',10.00,53.35,0.00,33.07,122.30,1975.00,4.00
+'AAAAAAAAJKMAAAAA','United States','IN','La Porte County',50.00,66.92,0.00,16.73,-749.50,1975.00,4.00
+'AAAAAAAAKDBAAAAA','United States','IN','La Porte County',57.00,123.53,0.00,81.52,959.88,1975.00,4.00
+'AAAAAAAAKIDBAAAA','United States','IN','La Porte County',38.00,50.20,0.00,40.66,-307.04,1975.00,4.00
+'AAAAAAAALHDEAAAA','United States','IN','La Porte County',72.00,147.38,0.00,26.52,-3985.92,1975.00,4.00
+'AAAAAAAALKEAAAAA','United States','IN','La Porte County',68.00,159.12,0.00,77.96,-709.92,1975.00,4.00
+---- TYPES
+STRING, STRING, STRING, STRING, DECIMAL, DECIMAL, DECIMAL, DECIMAL, DECIMAL, DECIMAL, DECIMAL
+====

http://git-wip-us.apache.org/repos/asf/incubator-impala/blob/f05bd241/testdata/workloads/tpcds/queries/tpcds-q20.test
----------------------------------------------------------------------
diff --git a/testdata/workloads/tpcds/queries/tpcds-q20.test b/testdata/workloads/tpcds/queries/tpcds-q20.test
new file mode 100644
index 0000000..2b68d45
--- /dev/null
+++ b/testdata/workloads/tpcds/queries/tpcds-q20.test
@@ -0,0 +1,133 @@
+====
+---- QUERY: TPCDS-Q20
+select  i_item_id
+       ,i_item_desc
+       ,i_category
+       ,i_class
+       ,i_current_price
+       ,sum(cs_ext_sales_price) as itemrevenue
+       ,sum(cs_ext_sales_price)*100/sum(sum(cs_ext_sales_price)) over
+           (partition by i_class) as revenueratio
+ from  catalog_sales
+     ,item
+     ,date_dim
+ where cs_item_sk = i_item_sk
+   and i_category in ('Sports', 'Books', 'Home')
+   and cs_sold_date_sk = d_date_sk
+   and cast(d_date as timestamp) between cast('1999-02-22' as timestamp)
+   and (cast('1999-02-22' as timestamp) + interval 30 days)
+ group by i_item_id
+         ,i_item_desc
+         ,i_category
+         ,i_class
+         ,i_current_price
+ order by i_category
+         ,i_class
+         ,i_item_id
+         ,i_item_desc
+         ,revenueratio
+limit 100;
+---- RESULTS
+'AAAAAAAAAAKAAAAA','Small, political activities help great, bad policies. Therefore square features provide on a machines. Rules make over me','Books','arts',2.42,6478.75,3.22
+'AAAAAAAAACKBAAAA','Clinical, inc initiatives make specially according to a activities.','Books','arts',6.92,1806.72,0.90
+'AAAAAAAAAIJCAAAA','Simply small grounds use exactly effects. Services could kill especially aware, large observers. Civil, relevant years ensure regulations; clear drawings realize actors. Products employ a','Books','arts',1.76,14302.11,7.12
+'AAAAAAAAAJIAAAAA','Joint, superior police would use through an restrictions. Buyers ought to contract generally in a efforts. Days cut also sure, frequent s','Books','arts',0.43,1094.80,0.54
+'AAAAAAAABFHDAAAA','Little days answer in a emotions; players touch.','Books','arts',2.58,6331.08,3.15
+'AAAAAAAABHDCAAAA','Minor heads close common children; recently strong firms provide. Useful, young men ought to create changes. Popular, common regulations might decide. Points fit. Obvious, glad officials ','Books','arts',3.88,2596.68,1.29
+'AAAAAAAACBACAAAA','Remaining, main passengers go far sure men. ','Books','arts',4.78,700.70,0.34
+'AAAAAAAACKDBAAAA','Positions can win increasingly entire units. Unions used to exclude fairly afraid fans. National fields appear also ways. Great lips print new teachers. Constant, primary deaths expect a little ','Books','arts',3.82,2828.38,1.40
+'AAAAAAAACKEAAAAA','Legs appear eventually soci','Books','arts',35.27,438.70,0.21
+'AAAAAAAACMDCAAAA','Black, powerful others go now years. Diverse orders might not mean away medium minutes; tight authorities ought to put however for the things','Books','arts',2.75,6743.51,3.36
+'AAAAAAAACNEDAAAA','Particularly labour stores get farmers. Hence true records see rel','Books','arts',6.89,9386.80,4.67
+'AAAAAAAADCCDAAAA','Glad users understand very almost original jobs. Towns can understand. Supreme, following days work by a parents; german, crucial weapons work sure; fair pictur','Books','arts',7.18,3375.52,1.68
+'AAAAAAAADJFCAAAA','Significant, preliminary boys can remain lightly more pale discussion','Books','arts',2.74,3316.75,1.65
+'AAAAAAAADPCCAAAA','Especially true items might supply particularly. Black, automatic words might develop post-war problems. Fresh, visible workers could not appe','Books','arts',4.23,4567.89,2.27
+'AAAAAAAAEDKDAAAA','Times live now to a sales. British years bring all financ','Books','arts',4.24,5014.90,2.49
+'AAAAAAAAEGAEAAAA','Far injuries pay so various arms. Courses could go anywhere universal possibilities; talks stand since mean, colonial scho','Books','arts',9.57,17491.20,8.71
+'AAAAAAAAEPDDAAAA','Services used to work most new provi','Books','arts',2.84,481.44,0.23
+'AAAAAAAAEPKAAAAA','Here political studies give once at the qu','Books','arts',1.78,2562.67,1.27
+'AAAAAAAAFBMBAAAA','Years light glasses. Contemporary members might detect even drawings. Private instructions ought to expect well main streets. Children will say well; usually young members ought to ensure enough. ','Books','arts',4.78,1718.83,0.85
+'AAAAAAAAFCKCAAAA','Brilliant, acceptable resources might not pick as. Positive, married parties support only strongly impossible needs. Photogra','Books','arts',2.44,2958.33,1.47
+'AAAAAAAAGAKAAAAA','Especially early girls glance however specific, relevant steps. Financial worlds telephone most dark gains. Warm, outdoor devices defend besides. Unions must not say narrow powers; individual ti','Books','arts',8.96,2310.78,1.15
+'AAAAAAAAGFHBAAAA','Contemporary occasions provide she','Books','arts',1.75,11988.75,5.97
+'AAAAAAAAGHOBAAAA','Fully existing proceedings could not tak','Books','arts',8.66,2402.76,1.19
+'AAAAAAAAGOKBAAAA','Othe','Books','arts',60.94,2242.14,1.11
+'AAAAAAAAHPNCAAAA','Correct, certain humans cut','Books','arts',37.98,6152.65,3.06
+'AAAAAAAAIAOAAAAA','Professional circumstances could live else others. Symptoms can see very leaves. Just personal institutions used to go. Capable workers used to play then able police.','Books','arts',2.40,2219.11,1.10
+'AAAAAAAAIEPCAAAA','New, popular years should think. Shareholders speak also friends; special members could not identify social eyes; indoors full ','Books','arts',0.91,5462.06,2.72
+'AAAAAAAAIHKBAAAA','Very historic arms may happen even able exis','Books','arts',9.19,8280.09,4.12
+'AAAAAAAAIIPDAAAA','Af','Books','arts',6.04,4695.48,2.34
+'AAAAAAAAIJGAAAAA','Then western animals could teach somewhere. Today waiting servants confuse','Books','arts',4.10,1589.42,0.79
+'AAAAAAAAJJDBAAAA','Problems compete with a sets. Interesting, automatic pounds tell complete hills. ','Books','arts',1.20,18501.43,9.22
+'AAAAAAAAKGBAAAAA','Light moments cannot date following sy','Books','arts',5.60,9688.12,4.82
+'AAAAAAAAKICDAAAA','Wet, concerned representatives get up to a owners. Necessary, like','Books','arts',1.89,10823.82,5.39
+'AAAAAAAAMFFAAAAA','Communities used to relocate clearly strange, new walls; european, rich championships make current depths. Sure studies may reflect only instinctively old forces. Foreign, diverse','Books','arts',8.22,3557.07,1.77
+'AAAAAAAANIBAAAAA','Beneath decent wives write t','Books','arts',2.72,2235.93,1.11
+'AAAAAAAAOJJCAAAA','Troops take only, right dogs. Briefly genuine eyes used to provide mutually coming, just parents. Too social services shall feel only rec','Books','arts',6.40,2193.52,1.09
+'AAAAAAAAOKPBAAAA','Just good settings must not make; payments assure to a bishops. Principal, sorry amounts would safeguard very so other leaders; tory, substantial stairs m','Books','arts',2.60,5632.64,2.80
+'AAAAAAAAOPKCAAAA','Less imp','Books','arts',9.12,1511.60,0.75
+'AAAAAAAAPIEBAAAA','Main cheeks must put ','Books','arts',0.45,13.44,0.00
+'AAAAAAAAPLLDAAAA','Old eyes could not give later issues. Claims might','Books','arts',9.00,4957.73,2.47
+'AAAAAAAAABMBAAAA','Situations retain; units might sit operations; girls shall make. Ca','Books','business',3.16,905.62,0.57
+'AAAAAAAAACEBAAAA','Prese','Books','business',15.17,5628.92,3.58
+'AAAAAAAAADFAAAAA','Satisfactory, technical shadows get. Lexical structures would not blame. Only hard ','Books','business',78.25,9249.55,5.89
+'AAAAAAAAAKBDAAAA','Essential students change even despite a powers. General connections will not maximi','Books','business',3.10,1162.52,0.74
+'AAAAAAAAANHCAAAA','High ministers should not remove for a stations. Certain, linear weeks might not ask so from a improvements. Lakes must not implement f','Books','business',4.80,504.32,0.32
+'AAAAAAAABIPBAAAA','Ultimate, other objects might not install good ','Books','business',2.57,2399.32,1.52
+'AAAAAAAABKACAAAA','Total pp. accept with a questions; able, generous a','Books','business',5.25,6380.42,4.06
+'AAAAAAAACDBCAAAA','Tiny years could run too above tough volumes. New germans must not leave as possible sales; inj','Books','business',1.22,5339.66,3.40
+'AAAAAAAACDIBAAAA','Small results would go colours; sexual agencies ought to assure moreover unique premises; then complex provisions use often normal windows. Better educational girls should not believe however struct','Books','business',9.78,566.04,0.36
+'AAAAAAAACEACAAAA','Other, direct letters ought to make from a ways. British, large men could not work a','Books','business',0.48,9562.96,6.09
+'AAAAAAAACPODAAAA','Cells stay economic, thin members. Soon special conservatives solve to the figu','Books','business',2.93,13212.32,8.41
+'AAAAAAAADHNCAAAA','Originally major industries matter mediterranean bodies. Cases should not ','Books','business',45.06,303.70,0.19
+'AAAAAAAADNDDAAAA','Clear, harsh police used to include large, appropriate plans. Prices could produce more. There white weapons expect directly free conclusions. Responsibl','Books','business',4.57,3220.52,2.05
+'AAAAAAAAEICAAAAA','Cases include proudly without a columns. Solid, pre','Books','business',2.42,7199.25,4.58
+'AAAAAAAAEILDAAAA','Bad, able systems shall fall else. Nuclear, economic ways put in an paths. Serious, labour women must not muster however. Wide new readers ought to help ','Books','business',1.36,1349.33,0.85
+'AAAAAAAAFGJCAAAA','Secondary, red structures may seek eyes. High true titles should make now junior fat thoughts. Partly excellent authorities receive direct, net parties. Parents look most also other issues. Empty, con','Books','business',8.59,3655.68,2.32
+'AAAAAAAAFLMDAAAA','Significantly relevant colleges extract knowingly broad investors. Entire members stay. Mediterranean legs would cut on the knees. Forthcoming, particular students u','Books','business',4.81,1809.71,1.15
+'AAAAAAAAGFDCAAAA','Particularly medieval blocks would not find slightly with a carers. Years respond about at a sec','Books','business',6.00,318.24,0.20
+'AAAAAAAAGONBAAAA','Ever top offers might struggle far, automatic men. Long-term, long goods dare however; new, other gr','Books','business',2.30,1639.26,1.04
+'AAAAAAAAIBKDAAAA','Hundreds drop nearly unacceptable accidents. Then strong methods tell large unions. Short companies should help so. Moves shall not set later chief problems. R','Books','business',0.78,1490.85,0.94
+'AAAAAAAAIINDAAAA','Frames can park highly parents. White ma','Books','business',6.97,4313.52,2.74
+'AAAAAAAAIJECAAAA','Difficult, royal units put particularly significant, other plans. Essential, contemporary journals will need players. Alternatively parental','Books','business',4.34,2268.00,1.44
+'AAAAAAAAIJJCAAAA','Euro','Books','business',3.01,4889.34,3.11
+'AAAAAAAAIKEAAAAA','All ','Books','business',9.44,182.52,0.11
+'AAAAAAAAIPADAAAA','Orders go into the documents. Social, existing specialists will seem twice associated wishes. Finally nation','Books','business',5.15,242.88,0.15
+'AAAAAAAAJMEDAAAA','Personal, significant activities agree only by a couples. Elaborate aut','Books','business',3.06,85.26,0.05
+'AAAAAAAAKAJDAAAA','Short neighbours implement innocently tiny titles. Briefly simple years should not tell potentially successful, whole years. Orange workers carry; home hot feet l','Books','business',4.43,4949.49,3.15
+'AAAAAAAAKAKAAAAA','Still urban stages shall not take for a legs. Other, holy demands pay further young, positive numbers. A little criminal i','Books','business',7.68,9959.06,6.34
+'AAAAAAAAKMAAAAAA','Plans consult interested, light boys. Selective, other problems create scientific, young parties. Sufficient speakers might not kiss too social, basic interests. Dual, other times s','Books','business',0.19,910.16,0.57
+'AAAAAAAALDFAAAAA','Hands may not allow only in a lands; linear, other pubs say; social, precise women identify for a patients. Preferences develop alone now rich motives. Ever good tas','Books','business',3.68,1816.45,1.15
+'AAAAAAAALGBBAAAA','Modern records retain about there civil plans. Social bodies survive. Great, living losses bother late, coherent others. About british sports ought to use cautiously from ','Books','business',1.94,1252.09,0.79
+'AAAAAAAAMALDAAAA','Here final difficulties would not comply just legal good motives. Enough sensitive things could not spend obviously with a systems. In pu','Books','business',91.76,356.85,0.22
+'AAAAAAAAMIGCAAAA','Carefully physical hotels must put together; similar details cannot appreciate by a standards. Rates can break m','Books','business',6.63,562.96,0.35
+'AAAAAAAAMIMCAAAA','About likely houses like international members. Final, relevant birds answer after the paintings. Hungry, personal days borrow tiny, primary resources. As social relations could choose quite also ','Books','business',0.77,2889.22,1.84
+'AAAAAAAAMKHAAAAA','Unions shall see enough over true attitudes; of course full variable','Books','business',8.90,15263.90,9.72
+'AAAAAAAAMKNDAAAA','Special, clear elements would buy at a games. Things should spot today strange, only devices. Armies should like at a patients. Hands could perform simply narrow values. N','Books','business',1.28,1069.76,0.68
+'AAAAAAAANACBAAAA','New teachers might demand never assets. Deeply bright ministers make generally never prime imports. Odd writings step common readers; talks take young, r','Books','business',2.95,3975.16,2.53
+'AAAAAAAAPDNAAAAA','Local, unlikely bits sign completely. Areas feel only manufacturing legs. Amounts must go personal, very things; areas could take clo','Books','business',5.20,3545.37,2.25
+'AAAAAAAAPEKCAAAA','Alone countries must use so old, international functions. Only public cases see in a words. Normal methods forget even communist changes; technical numbers convert either natu','Books','business',4.67,3899.62,2.48
+'AAAAAAAAPGDBAAAA','Certainly remaining flowers can wonder then just significant papers; places secure below as a bombs. Other, domestic members must allow very polite thi','Books','business',0.60,12462.77,7.94
+'AAAAAAAAPHJAAAAA','Possibly great customs suit close looks. Capable, frequent processes shall pass possible dangers; hard, private words act measures. Mysterious, acceptable fac','Books','business',6.64,6141.24,3.91
+'AAAAAAAAAALDAAAA','Forward liable funds may not end from time to time local, domestic chiefs. Major, well-known newspapers can regain together new, white conclusions. Very vital employees can draw','Books','computers',17.54,588.01,0.31
+'AAAAAAAAAHKDAAAA','Decisions play actually exclusive activities. Well assistant e','Books','computers',8.77,1619.66,0.85
+'AAAAAAAAAKGDAAAA','Tonnes could use slowly off a servants. Initial letters must walk now companies; rapid, previous towns put here large, prime needs. Historical, negative grou','Books','computers',0.19,3319.10,1.75
+'AAAAAAAAAOBCAAAA','Years should try in line with a conditions. Pp. spend well evenings. Other, afraid sides speculate at a years. Options ought to know leading, app','Books','computers',5.23,8468.08,4.47
+'AAAAAAAABHEEAAAA','Subjects may remain officials. Forward, straight objects used to see wh','Books','computers',6.97,13658.40,7.22
+'AAAAAAAABLMBAAAA','External improvements effect so tough words. Great roads cause quickly popular, black stories. Clearly white members might ask enough details. Min','Books','computers',31.74,4154.04,2.19
+'AAAAAAAACHOCAAAA','Final governm','Books','computers',6.22,5102.98,2.69
+'AAAAAAAACOHDAAAA','Left, important sports shall get on an specialists. Overall, e','Books','computers',3.56,14321.37,7.57
+'AAAAAAAAEANCAAAA','Ye','Books','computers',9.75,1367.76,0.72
+'AAAAAAAAEAPAAAAA','Just distinct children think individuals; popular arguments develop here cautious methods; appropriate children might beat. Proper, empirical hundreds fall oth','Books','computers',4.01,328.50,0.17
+'AAAAAAAAEDMAAAAA','Books understand. Principles produce just at a premises. Years ','Books','computers',44.48,188.86,0.09
+'AAAAAAAAFEEAAAAA','Capital, united feelings paint only things. Greatly financial economies should not pay somewhere soviet necessary armies; educational concepts mus','Books','computers',3.83,812.19,0.42
+'AAAAAAAAFLFEAAAA','Social weeks may hope. However parental objects shall get just potential logical stations. Agreements attend on a arms; circa real reforms may interpret dogs. T','Books','computers',2.06,449.61,0.23
+'AAAAAAAAGENAAAAA','Genera','Books','computers',2.84,950.58,0.50
+'AAAAAAAAGHCBAAAA','Hundreds would meet regardless german, foreign scien','Books','computers',9.77,1969.60,1.04
+'AAAAAAAAGNGBAAAA','Brilliant, massive prisons take still national others. Only northern guidelines go right by the lips. General, spiritual walls shall reach in a languages. British nations eat substantial polici','Books','computers',3.42,377.26,0.19
+'AAAAAAAAHPADAAAA','Used, young sizes take requirements. Electoral, standard stones worry still private scenes. Major, still bedrooms say all once effective years. Long new moments will own after the','Books','computers',9.19,690.90,0.36
+'AAAAAAAAIAMAAAAA','Alone walls mus','Books','computers',2.00,4530.16,2.39
+'AAAAAAAAIGCEAAAA','Concerned numbers can attempt now particular, white friends; un','Books','computers',3.38,14627.99,7.73
+---- TYPES
+STRING, STRING, STRING, STRING, DECIMAL, DECIMAL, DECIMAL
+====

http://git-wip-us.apache.org/repos/asf/incubator-impala/blob/f05bd241/testdata/workloads/tpcds/queries/tpcds-q21.test
----------------------------------------------------------------------
diff --git a/testdata/workloads/tpcds/queries/tpcds-q21.test b/testdata/workloads/tpcds/queries/tpcds-q21.test
new file mode 100644
index 0000000..467d86e
--- /dev/null
+++ b/testdata/workloads/tpcds/queries/tpcds-q21.test
@@ -0,0 +1,133 @@
+====
+---- QUERY: TPCDS-Q21
+select  *
+ from(select w_warehouse_name
+            ,i_item_id
+            ,sum(case when (cast(d_date as timestamp) < cast ('2000-03-11' as timestamp))
+                  then inv_quantity_on_hand
+                      else 0 end) as inv_before
+            ,sum(case when (cast(d_date as timestamp) >= cast ('2000-03-11' as timestamp))
+                      then inv_quantity_on_hand
+                      else 0 end) as inv_after
+   from inventory
+       ,warehouse
+       ,item
+       ,date_dim
+   where i_current_price between 0.99 and 1.49
+     and i_item_sk          = inv_item_sk
+     and inv_warehouse_sk   = w_warehouse_sk
+     and inv_date_sk    = d_date_sk
+     and cast(d_date as timestamp) between (cast ('2000-03-11' as timestamp) - interval 30 days)
+                    and (cast ('2000-03-11' as timestamp) + interval 30 days)
+   group by w_warehouse_name, i_item_id) x
+ where (case when inv_before > 0
+             then inv_after / inv_before
+             else null
+             end) between 2.0/3.0 and 3.0/2.0
+ order by w_warehouse_name
+         ,i_item_id
+ limit 100;
+---- RESULTS
+'Bad cards must make.','AAAAAAAAAACDAAAA',1889,2168
+'Bad cards must make.','AAAAAAAAAAHDAAAA',2739,2039
+'Bad cards must make.','AAAAAAAAABDAAAAA',1717,1782
+'Bad cards must make.','AAAAAAAAACGCAAAA',2296,2276
+'Bad cards must make.','AAAAAAAAACKCAAAA',2443,1878
+'Bad cards must make.','AAAAAAAAACOBAAAA',2705,2428
+'Bad cards must make.','AAAAAAAAADGBAAAA',2242,2759
+'Bad cards must make.','AAAAAAAAADKBAAAA',2138,2456
+'Bad cards must make.','AAAAAAAAAEADAAAA',2914,2237
+'Bad cards must make.','AAAAAAAAAEOCAAAA',1797,2073
+'Bad cards must make.','AAAAAAAAAFACAAAA',2058,2734
+'Bad cards must make.','AAAAAAAAAFADAAAA',2173,2515
+'Bad cards must make.','AAAAAAAAAFDCAAAA',2309,2277
+'Bad cards must make.','AAAAAAAAAGIDAAAA',1864,2197
+'Bad cards must make.','AAAAAAAAAHDEAAAA',2483,2077
+'Bad cards must make.','AAAAAAAAAHJBAAAA',2904,3312
+'Bad cards must make.','AAAAAAAAAIECAAAA',2239,2526
+'Bad cards must make.','AAAAAAAAAIMCAAAA',1948,2693
+'Bad cards must make.','AAAAAAAAAJKBAAAA',2184,2190
+'Bad cards must make.','AAAAAAAAALECAAAA',2539,3052
+'Bad cards must make.','AAAAAAAAALNBAAAA',1406,1728
+'Bad cards must make.','AAAAAAAAAMPBAAAA',3450,3033
+'Bad cards must make.','AAAAAAAAANFEAAAA',2255,1517
+'Bad cards must make.','AAAAAAAAAPLAAAAA',1465,1227
+'Bad cards must make.','AAAAAAAABBIDAAAA',2822,2125
+'Bad cards must make.','AAAAAAAABDCEAAAA',2068,2187
+'Bad cards must make.','AAAAAAAABEFDAAAA',1023,1510
+'Bad cards must make.','AAAAAAAABFNAAAAA',1962,2719
+'Bad cards must make.','AAAAAAAABFOCAAAA',2392,2520
+'Bad cards must make.','AAAAAAAABHPCAAAA',2945,3058
+'Bad cards must make.','AAAAAAAABIDBAAAA',1746,1706
+'Bad cards must make.','AAAAAAAABJFEAAAA',2458,2647
+'Bad cards must make.','AAAAAAAABKFAAAAA',3152,2529
+'Bad cards must make.','AAAAAAAABLDEAAAA',2439,2899
+'Bad cards must make.','AAAAAAAABNHBAAAA',2254,2117
+'Bad cards must make.','AAAAAAAABNLAAAAA',2552,2608
+'Bad cards must make.','AAAAAAAABNLDAAAA',3103,2489
+'Bad cards must make.','AAAAAAAABNMCAAAA',1752,2078
+'Bad cards must make.','AAAAAAAABOCCAAAA',1697,1547
+'Bad cards must make.','AAAAAAAACAAAAAAA',2736,1937
+'Bad cards must make.','AAAAAAAACAJCAAAA',1921,1806
+'Bad cards must make.','AAAAAAAACBFAAAAA',1237,1460
+'Bad cards must make.','AAAAAAAACBIAAAAA',2157,1915
+'Bad cards must make.','AAAAAAAACBPBAAAA',3220,2970
+'Bad cards must make.','AAAAAAAACCABAAAA',1167,1704
+'Bad cards must make.','AAAAAAAACCMDAAAA',2057,2563
+'Bad cards must make.','AAAAAAAACDBCAAAA',2017,1494
+'Bad cards must make.','AAAAAAAACGFDAAAA',2811,3027
+'Bad cards must make.','AAAAAAAACHHDAAAA',2589,1935
+'Bad cards must make.','AAAAAAAACJDCAAAA',1299,1807
+'Bad cards must make.','AAAAAAAACKHAAAAA',1484,2158
+'Bad cards must make.','AAAAAAAACLKAAAAA',2743,2910
+'Bad cards must make.','AAAAAAAACMJAAAAA',1345,1776
+'Bad cards must make.','AAAAAAAACMLAAAAA',1869,2372
+'Bad cards must make.','AAAAAAAACMPDAAAA',1480,2177
+'Bad cards must make.','AAAAAAAACNBBAAAA',2914,2373
+'Bad cards must make.','AAAAAAAACNEBAAAA',2170,2456
+'Bad cards must make.','AAAAAAAACNFAAAAA',2854,2071
+'Bad cards must make.','AAAAAAAACNGBAAAA',1830,2659
+'Bad cards must make.','AAAAAAAACNHDAAAA',1507,1643
+'Bad cards must make.','AAAAAAAACNPCAAAA',2756,2402
+'Bad cards must make.','AAAAAAAADCBEAAAA',2403,2684
+'Bad cards must make.','AAAAAAAADCPCAAAA',2112,1881
+'Bad cards must make.','AAAAAAAADDNDAAAA',3404,2652
+'Bad cards must make.','AAAAAAAADEJDAAAA',1719,1822
+'Bad cards must make.','AAAAAAAADFLAAAAA',3242,2344
+'Bad cards must make.','AAAAAAAADGCCAAAA',2435,2159
+'Bad cards must make.','AAAAAAAADGFCAAAA',2350,1867
+'Bad cards must make.','AAAAAAAADGGBAAAA',2686,3567
+'Bad cards must make.','AAAAAAAADGKAAAAA',2927,2595
+'Bad cards must make.','AAAAAAAADHPAAAAA',2639,2216
+'Bad cards must make.','AAAAAAAADKPDAAAA',2476,3512
+'Bad cards must make.','AAAAAAAADMBAAAAA',2472,2301
+'Bad cards must make.','AAAAAAAADNLBAAAA',2792,2077
+'Bad cards must make.','AAAAAAAADPABAAAA',1719,1667
+'Bad cards must make.','AAAAAAAAEAICAAAA',1420,2094
+'Bad cards must make.','AAAAAAAAEAPAAAAA',1875,2244
+'Bad cards must make.','AAAAAAAAEBCEAAAA',2241,1924
+'Bad cards must make.','AAAAAAAAEBPCAAAA',2544,2281
+'Bad cards must make.','AAAAAAAAECGCAAAA',2039,1848
+'Bad cards must make.','AAAAAAAAEDOCAAAA',2401,1770
+'Bad cards must make.','AAAAAAAAEDPDAAAA',3041,2119
+'Bad cards must make.','AAAAAAAAEGGBAAAA',2717,2032
+'Bad cards must make.','AAAAAAAAEGJAAAAA',2996,2092
+'Bad cards must make.','AAAAAAAAEGMAAAAA',3051,2982
+'Bad cards must make.','AAAAAAAAEGOCAAAA',2086,1958
+'Bad cards must make.','AAAAAAAAEHECAAAA',1993,1498
+'Bad cards must make.','AAAAAAAAEHFDAAAA',2217,2151
+'Bad cards must make.','AAAAAAAAEHLBAAAA',1417,2034
+'Bad cards must make.','AAAAAAAAEIDEAAAA',1804,1474
+'Bad cards must make.','AAAAAAAAEJAEAAAA',2287,2006
+'Bad cards must make.','AAAAAAAAEJJDAAAA',2080,1660
+'Bad cards must make.','AAAAAAAAEJPDAAAA',1788,2188
+'Bad cards must make.','AAAAAAAAEKCAAAAA',2451,2182
+'Bad cards must make.','AAAAAAAAENFBAAAA',2123,2294
+'Bad cards must make.','AAAAAAAAEONAAAAA',2706,1887
+'Bad cards must make.','AAAAAAAAEPHCAAAA',1332,1209
+'Bad cards must make.','AAAAAAAAEPKCAAAA',2445,1824
+'Bad cards must make.','AAAAAAAAFAKBAAAA',843,1256
+'Bad cards must make.','AAAAAAAAFALDAAAA',2391,2019
+---- TYPES
+STRING, STRING, BIGINT, BIGINT
+====