== Physical Plan ==
TakeOrderedAndProject (41)
+- * HashAggregate (40)
   +- Exchange (39)
      +- * HashAggregate (38)
         +- * ColumnarToRow (37)
            +- CometExpand (36)
               +- CometProject (35)
                  +- CometBroadcastHashJoin (34)
                     :- CometProject (30)
                     :  +- CometBroadcastHashJoin (29)
                     :     :- CometProject (24)
                     :     :  +- CometBroadcastHashJoin (23)
                     :     :     :- CometProject (19)
                     :     :     :  +- CometBroadcastHashJoin (18)
                     :     :     :     :- CometProject (14)
                     :     :     :     :  +- CometBroadcastHashJoin (13)
                     :     :     :     :     :- CometProject (8)
                     :     :     :     :     :  +- CometBroadcastHashJoin (7)
                     :     :     :     :     :     :- CometFilter (2)
                     :     :     :     :     :     :  +- CometNativeScan: `spark_catalog`.`default`.`catalog_sales` (1)
                     :     :     :     :     :     +- CometBroadcastExchange (6)
                     :     :     :     :     :        +- CometProject (5)
                     :     :     :     :     :           +- CometFilter (4)
                     :     :     :     :     :              +- CometNativeScan: `spark_catalog`.`default`.`customer_demographics` (3)
                     :     :     :     :     +- CometBroadcastExchange (12)
                     :     :     :     :        +- CometProject (11)
                     :     :     :     :           +- CometFilter (10)
                     :     :     :     :              +- CometNativeScan: `spark_catalog`.`default`.`customer` (9)
                     :     :     :     +- CometBroadcastExchange (17)
                     :     :     :        +- CometFilter (16)
                     :     :     :           +- CometNativeScan: `spark_catalog`.`default`.`customer_demographics` (15)
                     :     :     +- CometBroadcastExchange (22)
                     :     :        +- CometFilter (21)
                     :     :           +- CometNativeScan: `spark_catalog`.`default`.`customer_address` (20)
                     :     +- CometBroadcastExchange (28)
                     :        +- CometProject (27)
                     :           +- CometFilter (26)
                     :              +- CometNativeScan: `spark_catalog`.`default`.`date_dim` (25)
                     +- CometBroadcastExchange (33)
                        +- CometFilter (32)
                           +- CometNativeScan: `spark_catalog`.`default`.`item` (31)


(1) CometNativeScan: `spark_catalog`.`default`.`catalog_sales`
Output [9]: [cs_bill_customer_sk#1, cs_bill_cdemo_sk#2, cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9]
Arguments: [cs_bill_customer_sk#1, cs_bill_cdemo_sk#2, cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9]

(2) CometFilter
Input [9]: [cs_bill_customer_sk#1, cs_bill_cdemo_sk#2, cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9]
Condition : ((isnotnull(cs_bill_cdemo_sk#2) AND isnotnull(cs_bill_customer_sk#1)) AND isnotnull(cs_item_sk#3))

(3) CometNativeScan: `spark_catalog`.`default`.`customer_demographics`
Output [4]: [cd_demo_sk#10, cd_gender#11, cd_education_status#12, cd_dep_count#13]
Arguments: [cd_demo_sk#10, cd_gender#11, cd_education_status#12, cd_dep_count#13]

(4) CometFilter
Input [4]: [cd_demo_sk#10, cd_gender#11, cd_education_status#12, cd_dep_count#13]
Condition : ((((isnotnull(cd_gender#11) AND isnotnull(cd_education_status#12)) AND (cd_gender#11 = F)) AND (cd_education_status#12 = Unknown             )) AND isnotnull(cd_demo_sk#10))

(5) CometProject
Input [4]: [cd_demo_sk#10, cd_gender#11, cd_education_status#12, cd_dep_count#13]
Arguments: [cd_demo_sk#10, cd_dep_count#13], [cd_demo_sk#10, cd_dep_count#13]

(6) CometBroadcastExchange
Input [2]: [cd_demo_sk#10, cd_dep_count#13]
Arguments: [cd_demo_sk#10, cd_dep_count#13]

(7) CometBroadcastHashJoin
Left output [9]: [cs_bill_customer_sk#1, cs_bill_cdemo_sk#2, cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9]
Right output [2]: [cd_demo_sk#10, cd_dep_count#13]
Arguments: [cs_bill_cdemo_sk#2], [cd_demo_sk#10], Inner, BuildRight

(8) CometProject
Input [11]: [cs_bill_customer_sk#1, cs_bill_cdemo_sk#2, cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9, cd_demo_sk#10, cd_dep_count#13]
Arguments: [cs_bill_customer_sk#1, cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9, cd_dep_count#13], [cs_bill_customer_sk#1, cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9, cd_dep_count#13]

(9) CometNativeScan: `spark_catalog`.`default`.`customer`
Output [5]: [c_customer_sk#14, c_current_cdemo_sk#15, c_current_addr_sk#16, c_birth_month#17, c_birth_year#18]
Arguments: [c_customer_sk#14, c_current_cdemo_sk#15, c_current_addr_sk#16, c_birth_month#17, c_birth_year#18]

(10) CometFilter
Input [5]: [c_customer_sk#14, c_current_cdemo_sk#15, c_current_addr_sk#16, c_birth_month#17, c_birth_year#18]
Condition : (((c_birth_month#17 IN (1,6,8,9,12,2) AND isnotnull(c_customer_sk#14)) AND isnotnull(c_current_cdemo_sk#15)) AND isnotnull(c_current_addr_sk#16))

(11) CometProject
Input [5]: [c_customer_sk#14, c_current_cdemo_sk#15, c_current_addr_sk#16, c_birth_month#17, c_birth_year#18]
Arguments: [c_customer_sk#14, c_current_cdemo_sk#15, c_current_addr_sk#16, c_birth_year#18], [c_customer_sk#14, c_current_cdemo_sk#15, c_current_addr_sk#16, c_birth_year#18]

(12) CometBroadcastExchange
Input [4]: [c_customer_sk#14, c_current_cdemo_sk#15, c_current_addr_sk#16, c_birth_year#18]
Arguments: [c_customer_sk#14, c_current_cdemo_sk#15, c_current_addr_sk#16, c_birth_year#18]

(13) CometBroadcastHashJoin
Left output [9]: [cs_bill_customer_sk#1, cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9, cd_dep_count#13]
Right output [4]: [c_customer_sk#14, c_current_cdemo_sk#15, c_current_addr_sk#16, c_birth_year#18]
Arguments: [cs_bill_customer_sk#1], [c_customer_sk#14], Inner, BuildRight

(14) CometProject
Input [13]: [cs_bill_customer_sk#1, cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9, cd_dep_count#13, c_customer_sk#14, c_current_cdemo_sk#15, c_current_addr_sk#16, c_birth_year#18]
Arguments: [cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9, cd_dep_count#13, c_current_cdemo_sk#15, c_current_addr_sk#16, c_birth_year#18], [cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9, cd_dep_count#13, c_current_cdemo_sk#15, c_current_addr_sk#16, c_birth_year#18]

(15) CometNativeScan: `spark_catalog`.`default`.`customer_demographics`
Output [1]: [cd_demo_sk#19]
Arguments: [cd_demo_sk#19]

(16) CometFilter
Input [1]: [cd_demo_sk#19]
Condition : isnotnull(cd_demo_sk#19)

(17) CometBroadcastExchange
Input [1]: [cd_demo_sk#19]
Arguments: [cd_demo_sk#19]

(18) CometBroadcastHashJoin
Left output [11]: [cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9, cd_dep_count#13, c_current_cdemo_sk#15, c_current_addr_sk#16, c_birth_year#18]
Right output [1]: [cd_demo_sk#19]
Arguments: [c_current_cdemo_sk#15], [cd_demo_sk#19], Inner, BuildRight

(19) CometProject
Input [12]: [cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9, cd_dep_count#13, c_current_cdemo_sk#15, c_current_addr_sk#16, c_birth_year#18, cd_demo_sk#19]
Arguments: [cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9, cd_dep_count#13, c_current_addr_sk#16, c_birth_year#18], [cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9, cd_dep_count#13, c_current_addr_sk#16, c_birth_year#18]

(20) CometNativeScan: `spark_catalog`.`default`.`customer_address`
Output [4]: [ca_address_sk#20, ca_county#21, ca_state#22, ca_country#23]
Arguments: [ca_address_sk#20, ca_county#21, ca_state#22, ca_country#23]

(21) CometFilter
Input [4]: [ca_address_sk#20, ca_county#21, ca_state#22, ca_country#23]
Condition : (ca_state#22 IN (MS,IN,ND,OK,NM,VA) AND isnotnull(ca_address_sk#20))

(22) CometBroadcastExchange
Input [4]: [ca_address_sk#20, ca_county#21, ca_state#22, ca_country#23]
Arguments: [ca_address_sk#20, ca_county#21, ca_state#22, ca_country#23]

(23) CometBroadcastHashJoin
Left output [10]: [cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9, cd_dep_count#13, c_current_addr_sk#16, c_birth_year#18]
Right output [4]: [ca_address_sk#20, ca_county#21, ca_state#22, ca_country#23]
Arguments: [c_current_addr_sk#16], [ca_address_sk#20], Inner, BuildRight

(24) CometProject
Input [14]: [cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9, cd_dep_count#13, c_current_addr_sk#16, c_birth_year#18, ca_address_sk#20, ca_county#21, ca_state#22, ca_country#23]
Arguments: [cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9, cd_dep_count#13, c_birth_year#18, ca_county#21, ca_state#22, ca_country#23], [cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9, cd_dep_count#13, c_birth_year#18, ca_county#21, ca_state#22, ca_country#23]

(25) CometNativeScan: `spark_catalog`.`default`.`date_dim`
Output [2]: [d_date_sk#24, d_year#25]
Arguments: [d_date_sk#24, d_year#25]

(26) CometFilter
Input [2]: [d_date_sk#24, d_year#25]
Condition : ((isnotnull(d_year#25) AND (d_year#25 = 1998)) AND isnotnull(d_date_sk#24))

(27) CometProject
Input [2]: [d_date_sk#24, d_year#25]
Arguments: [d_date_sk#24], [d_date_sk#24]

(28) CometBroadcastExchange
Input [1]: [d_date_sk#24]
Arguments: [d_date_sk#24]

(29) CometBroadcastHashJoin
Left output [12]: [cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9, cd_dep_count#13, c_birth_year#18, ca_county#21, ca_state#22, ca_country#23]
Right output [1]: [d_date_sk#24]
Arguments: [cs_sold_date_sk#9], [d_date_sk#24], Inner, BuildRight

(30) CometProject
Input [13]: [cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cs_sold_date_sk#9, cd_dep_count#13, c_birth_year#18, ca_county#21, ca_state#22, ca_country#23, d_date_sk#24]
Arguments: [cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cd_dep_count#13, c_birth_year#18, ca_county#21, ca_state#22, ca_country#23], [cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cd_dep_count#13, c_birth_year#18, ca_county#21, ca_state#22, ca_country#23]

(31) CometNativeScan: `spark_catalog`.`default`.`item`
Output [2]: [i_item_sk#26, i_item_id#27]
Arguments: [i_item_sk#26, i_item_id#27]

(32) CometFilter
Input [2]: [i_item_sk#26, i_item_id#27]
Condition : isnotnull(i_item_sk#26)

(33) CometBroadcastExchange
Input [2]: [i_item_sk#26, i_item_id#27]
Arguments: [i_item_sk#26, i_item_id#27]

(34) CometBroadcastHashJoin
Left output [11]: [cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cd_dep_count#13, c_birth_year#18, ca_county#21, ca_state#22, ca_country#23]
Right output [2]: [i_item_sk#26, i_item_id#27]
Arguments: [cs_item_sk#3], [i_item_sk#26], Inner, BuildRight

(35) CometProject
Input [13]: [cs_item_sk#3, cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cd_dep_count#13, c_birth_year#18, ca_county#21, ca_state#22, ca_country#23, i_item_sk#26, i_item_id#27]
Arguments: [cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cd_dep_count#13, c_birth_year#18, i_item_id#27, ca_country#23, ca_state#22, ca_county#21], [cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cd_dep_count#13, c_birth_year#18, i_item_id#27, ca_country#23, ca_state#22, ca_county#21]

(36) CometExpand
Input [11]: [cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cd_dep_count#13, c_birth_year#18, i_item_id#27, ca_country#23, ca_state#22, ca_county#21]
Arguments: [[cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cd_dep_count#13, c_birth_year#18, i_item_id#27, ca_country#23, ca_state#22, ca_county#21, 0], [cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cd_dep_count#13, c_birth_year#18, i_item_id#27, ca_country#23, ca_state#22, null, 1], [cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cd_dep_count#13, c_birth_year#18, i_item_id#27, ca_country#23, null, null, 3], [cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cd_dep_count#13, c_birth_year#18, i_item_id#27, null, null, null, 7], [cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cd_dep_count#13, c_birth_year#18, null, null, null, null, 15]], [cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cd_dep_count#13, c_birth_year#18, i_item_id#28, ca_country#29, ca_state#30, ca_county#31, spark_grouping_id#32]

(37) ColumnarToRow [codegen id : 1]
Input [12]: [cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cd_dep_count#13, c_birth_year#18, i_item_id#28, ca_country#29, ca_state#30, ca_county#31, spark_grouping_id#32]

(38) HashAggregate [codegen id : 1]
Input [12]: [cs_quantity#4, cs_list_price#5, cs_sales_price#6, cs_coupon_amt#7, cs_net_profit#8, cd_dep_count#13, c_birth_year#18, i_item_id#28, ca_country#29, ca_state#30, ca_county#31, spark_grouping_id#32]
Keys [5]: [i_item_id#28, ca_country#29, ca_state#30, ca_county#31, spark_grouping_id#32]
Functions [7]: [partial_avg(cast(cs_quantity#4 as decimal(12,2))), partial_avg(cast(cs_list_price#5 as decimal(12,2))), partial_avg(cast(cs_coupon_amt#7 as decimal(12,2))), partial_avg(cast(cs_sales_price#6 as decimal(12,2))), partial_avg(cast(cs_net_profit#8 as decimal(12,2))), partial_avg(cast(c_birth_year#18 as decimal(12,2))), partial_avg(cast(cd_dep_count#13 as decimal(12,2)))]
Aggregate Attributes [14]: [sum#33, count#34, sum#35, count#36, sum#37, count#38, sum#39, count#40, sum#41, count#42, sum#43, count#44, sum#45, count#46]
Results [19]: [i_item_id#28, ca_country#29, ca_state#30, ca_county#31, spark_grouping_id#32, sum#47, count#48, sum#49, count#50, sum#51, count#52, sum#53, count#54, sum#55, count#56, sum#57, count#58, sum#59, count#60]

(39) Exchange
Input [19]: [i_item_id#28, ca_country#29, ca_state#30, ca_county#31, spark_grouping_id#32, sum#47, count#48, sum#49, count#50, sum#51, count#52, sum#53, count#54, sum#55, count#56, sum#57, count#58, sum#59, count#60]
Arguments: hashpartitioning(i_item_id#28, ca_country#29, ca_state#30, ca_county#31, spark_grouping_id#32, 5), ENSURE_REQUIREMENTS, [plan_id=1]

(40) HashAggregate [codegen id : 2]
Input [19]: [i_item_id#28, ca_country#29, ca_state#30, ca_county#31, spark_grouping_id#32, sum#47, count#48, sum#49, count#50, sum#51, count#52, sum#53, count#54, sum#55, count#56, sum#57, count#58, sum#59, count#60]
Keys [5]: [i_item_id#28, ca_country#29, ca_state#30, ca_county#31, spark_grouping_id#32]
Functions [7]: [avg(cast(cs_quantity#4 as decimal(12,2))), avg(cast(cs_list_price#5 as decimal(12,2))), avg(cast(cs_coupon_amt#7 as decimal(12,2))), avg(cast(cs_sales_price#6 as decimal(12,2))), avg(cast(cs_net_profit#8 as decimal(12,2))), avg(cast(c_birth_year#18 as decimal(12,2))), avg(cast(cd_dep_count#13 as decimal(12,2)))]
Aggregate Attributes [7]: [avg(cast(cs_quantity#4 as decimal(12,2)))#61, avg(cast(cs_list_price#5 as decimal(12,2)))#62, avg(cast(cs_coupon_amt#7 as decimal(12,2)))#63, avg(cast(cs_sales_price#6 as decimal(12,2)))#64, avg(cast(cs_net_profit#8 as decimal(12,2)))#65, avg(cast(c_birth_year#18 as decimal(12,2)))#66, avg(cast(cd_dep_count#13 as decimal(12,2)))#67]
Results [11]: [i_item_id#28, ca_country#29, ca_state#30, ca_county#31, avg(cast(cs_quantity#4 as decimal(12,2)))#61 AS agg1#68, avg(cast(cs_list_price#5 as decimal(12,2)))#62 AS agg2#69, avg(cast(cs_coupon_amt#7 as decimal(12,2)))#63 AS agg3#70, avg(cast(cs_sales_price#6 as decimal(12,2)))#64 AS agg4#71, avg(cast(cs_net_profit#8 as decimal(12,2)))#65 AS agg5#72, avg(cast(c_birth_year#18 as decimal(12,2)))#66 AS agg6#73, avg(cast(cd_dep_count#13 as decimal(12,2)))#67 AS agg7#74]

(41) TakeOrderedAndProject
Input [11]: [i_item_id#28, ca_country#29, ca_state#30, ca_county#31, agg1#68, agg2#69, agg3#70, agg4#71, agg5#72, agg6#73, agg7#74]
Arguments: 100, [ca_country#29 ASC NULLS FIRST, ca_state#30 ASC NULLS FIRST, ca_county#31 ASC NULLS FIRST, i_item_id#28 ASC NULLS FIRST], [i_item_id#28, ca_country#29, ca_state#30, ca_county#31, agg1#68, agg2#69, agg3#70, agg4#71, agg5#72, agg6#73, agg7#74]

