== Physical Plan ==
TakeOrderedAndProject (45)
+- * HashAggregate (44)
   +- Exchange (43)
      +- * HashAggregate (42)
         +- * ColumnarToRow (41)
            +- CometProject (40)
               +- CometBroadcastHashJoin (39)
                  :- CometProject (35)
                  :  +- CometBroadcastHashJoin (34)
                  :     :- CometProject (29)
                  :     :  +- CometBroadcastHashJoin (28)
                  :     :     :- CometProject (23)
                  :     :     :  +- CometBroadcastHashJoin (22)
                  :     :     :     :- CometProject (18)
                  :     :     :     :  +- CometBroadcastHashJoin (17)
                  :     :     :     :     :- CometProject (13)
                  :     :     :     :     :  +- CometBroadcastHashJoin (12)
                  :     :     :     :     :     :- CometProject (8)
                  :     :     :     :     :     :  +- CometBroadcastHashJoin (7)
                  :     :     :     :     :     :     :- CometBroadcastExchange (3)
                  :     :     :     :     :     :     :  +- CometFilter (2)
                  :     :     :     :     :     :     :     +- CometNativeScan: `spark_catalog`.`default`.`web_sales` (1)
                  :     :     :     :     :     :     +- CometProject (6)
                  :     :     :     :     :     :        +- CometFilter (5)
                  :     :     :     :     :     :           +- CometNativeScan: `spark_catalog`.`default`.`web_returns` (4)
                  :     :     :     :     :     +- CometBroadcastExchange (11)
                  :     :     :     :     :        +- CometFilter (10)
                  :     :     :     :     :           +- CometNativeScan: `spark_catalog`.`default`.`web_page` (9)
                  :     :     :     :     +- CometBroadcastExchange (16)
                  :     :     :     :        +- CometFilter (15)
                  :     :     :     :           +- CometNativeScan: `spark_catalog`.`default`.`customer_demographics` (14)
                  :     :     :     +- CometBroadcastExchange (21)
                  :     :     :        +- CometFilter (20)
                  :     :     :           +- CometNativeScan: `spark_catalog`.`default`.`customer_demographics` (19)
                  :     :     +- CometBroadcastExchange (27)
                  :     :        +- CometProject (26)
                  :     :           +- CometFilter (25)
                  :     :              +- CometNativeScan: `spark_catalog`.`default`.`customer_address` (24)
                  :     +- CometBroadcastExchange (33)
                  :        +- CometProject (32)
                  :           +- CometFilter (31)
                  :              +- CometNativeScan: `spark_catalog`.`default`.`date_dim` (30)
                  +- CometBroadcastExchange (38)
                     +- CometFilter (37)
                        +- CometNativeScan: `spark_catalog`.`default`.`reason` (36)


(1) CometNativeScan: `spark_catalog`.`default`.`web_sales`
Output [7]: [ws_item_sk#1, ws_web_page_sk#2, ws_order_number#3, ws_quantity#4, ws_sales_price#5, ws_net_profit#6, ws_sold_date_sk#7]
Arguments: [ws_item_sk#1, ws_web_page_sk#2, ws_order_number#3, ws_quantity#4, ws_sales_price#5, ws_net_profit#6, ws_sold_date_sk#7]

(2) CometFilter
Input [7]: [ws_item_sk#1, ws_web_page_sk#2, ws_order_number#3, ws_quantity#4, ws_sales_price#5, ws_net_profit#6, ws_sold_date_sk#7]
Condition : ((((isnotnull(ws_item_sk#1) AND isnotnull(ws_order_number#3)) AND isnotnull(ws_web_page_sk#2)) AND ((((ws_sales_price#5 >= 100.00) AND (ws_sales_price#5 <= 150.00)) OR ((ws_sales_price#5 >= 50.00) AND (ws_sales_price#5 <= 100.00))) OR ((ws_sales_price#5 >= 150.00) AND (ws_sales_price#5 <= 200.00)))) AND ((((ws_net_profit#6 >= 100.00) AND (ws_net_profit#6 <= 200.00)) OR ((ws_net_profit#6 >= 150.00) AND (ws_net_profit#6 <= 300.00))) OR ((ws_net_profit#6 >= 50.00) AND (ws_net_profit#6 <= 250.00))))

(3) CometBroadcastExchange
Input [7]: [ws_item_sk#1, ws_web_page_sk#2, ws_order_number#3, ws_quantity#4, ws_sales_price#5, ws_net_profit#6, ws_sold_date_sk#7]
Arguments: [ws_item_sk#1, ws_web_page_sk#2, ws_order_number#3, ws_quantity#4, ws_sales_price#5, ws_net_profit#6, ws_sold_date_sk#7]

(4) CometNativeScan: `spark_catalog`.`default`.`web_returns`
Output [9]: [wr_item_sk#8, wr_refunded_cdemo_sk#9, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_order_number#13, wr_fee#14, wr_refunded_cash#15, wr_returned_date_sk#16]
Arguments: [wr_item_sk#8, wr_refunded_cdemo_sk#9, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_order_number#13, wr_fee#14, wr_refunded_cash#15, wr_returned_date_sk#16]

(5) CometFilter
Input [9]: [wr_item_sk#8, wr_refunded_cdemo_sk#9, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_order_number#13, wr_fee#14, wr_refunded_cash#15, wr_returned_date_sk#16]
Condition : (((((isnotnull(wr_item_sk#8) AND isnotnull(wr_order_number#13)) AND isnotnull(wr_refunded_cdemo_sk#9)) AND isnotnull(wr_returning_cdemo_sk#11)) AND isnotnull(wr_refunded_addr_sk#10)) AND isnotnull(wr_reason_sk#12))

(6) CometProject
Input [9]: [wr_item_sk#8, wr_refunded_cdemo_sk#9, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_order_number#13, wr_fee#14, wr_refunded_cash#15, wr_returned_date_sk#16]
Arguments: [wr_item_sk#8, wr_refunded_cdemo_sk#9, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_order_number#13, wr_fee#14, wr_refunded_cash#15], [wr_item_sk#8, wr_refunded_cdemo_sk#9, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_order_number#13, wr_fee#14, wr_refunded_cash#15]

(7) CometBroadcastHashJoin
Left output [7]: [ws_item_sk#1, ws_web_page_sk#2, ws_order_number#3, ws_quantity#4, ws_sales_price#5, ws_net_profit#6, ws_sold_date_sk#7]
Right output [8]: [wr_item_sk#8, wr_refunded_cdemo_sk#9, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_order_number#13, wr_fee#14, wr_refunded_cash#15]
Arguments: [ws_item_sk#1, ws_order_number#3], [wr_item_sk#8, wr_order_number#13], Inner, BuildLeft

(8) CometProject
Input [15]: [ws_item_sk#1, ws_web_page_sk#2, ws_order_number#3, ws_quantity#4, ws_sales_price#5, ws_net_profit#6, ws_sold_date_sk#7, wr_item_sk#8, wr_refunded_cdemo_sk#9, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_order_number#13, wr_fee#14, wr_refunded_cash#15]
Arguments: [ws_web_page_sk#2, ws_quantity#4, ws_sales_price#5, ws_net_profit#6, ws_sold_date_sk#7, wr_refunded_cdemo_sk#9, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15], [ws_web_page_sk#2, ws_quantity#4, ws_sales_price#5, ws_net_profit#6, ws_sold_date_sk#7, wr_refunded_cdemo_sk#9, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15]

(9) CometNativeScan: `spark_catalog`.`default`.`web_page`
Output [1]: [wp_web_page_sk#17]
Arguments: [wp_web_page_sk#17]

(10) CometFilter
Input [1]: [wp_web_page_sk#17]
Condition : isnotnull(wp_web_page_sk#17)

(11) CometBroadcastExchange
Input [1]: [wp_web_page_sk#17]
Arguments: [wp_web_page_sk#17]

(12) CometBroadcastHashJoin
Left output [11]: [ws_web_page_sk#2, ws_quantity#4, ws_sales_price#5, ws_net_profit#6, ws_sold_date_sk#7, wr_refunded_cdemo_sk#9, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15]
Right output [1]: [wp_web_page_sk#17]
Arguments: [ws_web_page_sk#2], [wp_web_page_sk#17], Inner, BuildRight

(13) CometProject
Input [12]: [ws_web_page_sk#2, ws_quantity#4, ws_sales_price#5, ws_net_profit#6, ws_sold_date_sk#7, wr_refunded_cdemo_sk#9, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15, wp_web_page_sk#17]
Arguments: [ws_quantity#4, ws_sales_price#5, ws_net_profit#6, ws_sold_date_sk#7, wr_refunded_cdemo_sk#9, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15], [ws_quantity#4, ws_sales_price#5, ws_net_profit#6, ws_sold_date_sk#7, wr_refunded_cdemo_sk#9, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15]

(14) CometNativeScan: `spark_catalog`.`default`.`customer_demographics`
Output [3]: [cd_demo_sk#18, cd_marital_status#19, cd_education_status#20]
Arguments: [cd_demo_sk#18, cd_marital_status#19, cd_education_status#20]

(15) CometFilter
Input [3]: [cd_demo_sk#18, cd_marital_status#19, cd_education_status#20]
Condition : (((isnotnull(cd_demo_sk#18) AND isnotnull(cd_marital_status#19)) AND isnotnull(cd_education_status#20)) AND ((((cd_marital_status#19 = M) AND (cd_education_status#20 = Advanced Degree     )) OR ((cd_marital_status#19 = S) AND (cd_education_status#20 = College             ))) OR ((cd_marital_status#19 = W) AND (cd_education_status#20 = 2 yr Degree         ))))

(16) CometBroadcastExchange
Input [3]: [cd_demo_sk#18, cd_marital_status#19, cd_education_status#20]
Arguments: [cd_demo_sk#18, cd_marital_status#19, cd_education_status#20]

(17) CometBroadcastHashJoin
Left output [10]: [ws_quantity#4, ws_sales_price#5, ws_net_profit#6, ws_sold_date_sk#7, wr_refunded_cdemo_sk#9, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15]
Right output [3]: [cd_demo_sk#18, cd_marital_status#19, cd_education_status#20]
Arguments: [wr_refunded_cdemo_sk#9], [cd_demo_sk#18], Inner, ((((((cd_marital_status#19 = M) AND (cd_education_status#20 = Advanced Degree     )) AND (ws_sales_price#5 >= 100.00)) AND (ws_sales_price#5 <= 150.00)) OR ((((cd_marital_status#19 = S) AND (cd_education_status#20 = College             )) AND (ws_sales_price#5 >= 50.00)) AND (ws_sales_price#5 <= 100.00))) OR ((((cd_marital_status#19 = W) AND (cd_education_status#20 = 2 yr Degree         )) AND (ws_sales_price#5 >= 150.00)) AND (ws_sales_price#5 <= 200.00))), BuildRight

(18) CometProject
Input [13]: [ws_quantity#4, ws_sales_price#5, ws_net_profit#6, ws_sold_date_sk#7, wr_refunded_cdemo_sk#9, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15, cd_demo_sk#18, cd_marital_status#19, cd_education_status#20]
Arguments: [ws_quantity#4, ws_net_profit#6, ws_sold_date_sk#7, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15, cd_marital_status#19, cd_education_status#20], [ws_quantity#4, ws_net_profit#6, ws_sold_date_sk#7, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15, cd_marital_status#19, cd_education_status#20]

(19) CometNativeScan: `spark_catalog`.`default`.`customer_demographics`
Output [3]: [cd_demo_sk#21, cd_marital_status#22, cd_education_status#23]
Arguments: [cd_demo_sk#21, cd_marital_status#22, cd_education_status#23]

(20) CometFilter
Input [3]: [cd_demo_sk#21, cd_marital_status#22, cd_education_status#23]
Condition : ((isnotnull(cd_demo_sk#21) AND isnotnull(cd_marital_status#22)) AND isnotnull(cd_education_status#23))

(21) CometBroadcastExchange
Input [3]: [cd_demo_sk#21, cd_marital_status#22, cd_education_status#23]
Arguments: [cd_demo_sk#21, cd_marital_status#22, cd_education_status#23]

(22) CometBroadcastHashJoin
Left output [10]: [ws_quantity#4, ws_net_profit#6, ws_sold_date_sk#7, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15, cd_marital_status#19, cd_education_status#20]
Right output [3]: [cd_demo_sk#21, cd_marital_status#22, cd_education_status#23]
Arguments: [wr_returning_cdemo_sk#11, cd_marital_status#19, cd_education_status#20], [cd_demo_sk#21, cd_marital_status#22, cd_education_status#23], Inner, BuildRight

(23) CometProject
Input [13]: [ws_quantity#4, ws_net_profit#6, ws_sold_date_sk#7, wr_refunded_addr_sk#10, wr_returning_cdemo_sk#11, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15, cd_marital_status#19, cd_education_status#20, cd_demo_sk#21, cd_marital_status#22, cd_education_status#23]
Arguments: [ws_quantity#4, ws_net_profit#6, ws_sold_date_sk#7, wr_refunded_addr_sk#10, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15], [ws_quantity#4, ws_net_profit#6, ws_sold_date_sk#7, wr_refunded_addr_sk#10, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15]

(24) CometNativeScan: `spark_catalog`.`default`.`customer_address`
Output [3]: [ca_address_sk#24, ca_state#25, ca_country#26]
Arguments: [ca_address_sk#24, ca_state#25, ca_country#26]

(25) CometFilter
Input [3]: [ca_address_sk#24, ca_state#25, ca_country#26]
Condition : (((isnotnull(ca_country#26) AND (ca_country#26 = United States)) AND isnotnull(ca_address_sk#24)) AND ((ca_state#25 IN (IN,OH,NJ) OR ca_state#25 IN (WI,CT,KY)) OR ca_state#25 IN (LA,IA,AR)))

(26) CometProject
Input [3]: [ca_address_sk#24, ca_state#25, ca_country#26]
Arguments: [ca_address_sk#24, ca_state#25], [ca_address_sk#24, ca_state#25]

(27) CometBroadcastExchange
Input [2]: [ca_address_sk#24, ca_state#25]
Arguments: [ca_address_sk#24, ca_state#25]

(28) CometBroadcastHashJoin
Left output [7]: [ws_quantity#4, ws_net_profit#6, ws_sold_date_sk#7, wr_refunded_addr_sk#10, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15]
Right output [2]: [ca_address_sk#24, ca_state#25]
Arguments: [wr_refunded_addr_sk#10], [ca_address_sk#24], Inner, ((((ca_state#25 IN (IN,OH,NJ) AND (ws_net_profit#6 >= 100.00)) AND (ws_net_profit#6 <= 200.00)) OR ((ca_state#25 IN (WI,CT,KY) AND (ws_net_profit#6 >= 150.00)) AND (ws_net_profit#6 <= 300.00))) OR ((ca_state#25 IN (LA,IA,AR) AND (ws_net_profit#6 >= 50.00)) AND (ws_net_profit#6 <= 250.00))), BuildRight

(29) CometProject
Input [9]: [ws_quantity#4, ws_net_profit#6, ws_sold_date_sk#7, wr_refunded_addr_sk#10, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15, ca_address_sk#24, ca_state#25]
Arguments: [ws_quantity#4, ws_sold_date_sk#7, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15], [ws_quantity#4, ws_sold_date_sk#7, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15]

(30) CometNativeScan: `spark_catalog`.`default`.`date_dim`
Output [2]: [d_date_sk#27, d_year#28]
Arguments: [d_date_sk#27, d_year#28]

(31) CometFilter
Input [2]: [d_date_sk#27, d_year#28]
Condition : ((isnotnull(d_year#28) AND (d_year#28 = 2000)) AND isnotnull(d_date_sk#27))

(32) CometProject
Input [2]: [d_date_sk#27, d_year#28]
Arguments: [d_date_sk#27], [d_date_sk#27]

(33) CometBroadcastExchange
Input [1]: [d_date_sk#27]
Arguments: [d_date_sk#27]

(34) CometBroadcastHashJoin
Left output [5]: [ws_quantity#4, ws_sold_date_sk#7, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15]
Right output [1]: [d_date_sk#27]
Arguments: [ws_sold_date_sk#7], [d_date_sk#27], Inner, BuildRight

(35) CometProject
Input [6]: [ws_quantity#4, ws_sold_date_sk#7, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15, d_date_sk#27]
Arguments: [ws_quantity#4, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15], [ws_quantity#4, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15]

(36) CometNativeScan: `spark_catalog`.`default`.`reason`
Output [2]: [r_reason_sk#29, r_reason_desc#30]
Arguments: [r_reason_sk#29, r_reason_desc#30]

(37) CometFilter
Input [2]: [r_reason_sk#29, r_reason_desc#30]
Condition : isnotnull(r_reason_sk#29)

(38) CometBroadcastExchange
Input [2]: [r_reason_sk#29, r_reason_desc#30]
Arguments: [r_reason_sk#29, r_reason_desc#30]

(39) CometBroadcastHashJoin
Left output [4]: [ws_quantity#4, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15]
Right output [2]: [r_reason_sk#29, r_reason_desc#30]
Arguments: [wr_reason_sk#12], [r_reason_sk#29], Inner, BuildRight

(40) CometProject
Input [6]: [ws_quantity#4, wr_reason_sk#12, wr_fee#14, wr_refunded_cash#15, r_reason_sk#29, r_reason_desc#30]
Arguments: [ws_quantity#4, wr_fee#14, wr_refunded_cash#15, r_reason_desc#30], [ws_quantity#4, wr_fee#14, wr_refunded_cash#15, r_reason_desc#30]

(41) ColumnarToRow [codegen id : 1]
Input [4]: [ws_quantity#4, wr_fee#14, wr_refunded_cash#15, r_reason_desc#30]

(42) HashAggregate [codegen id : 1]
Input [4]: [ws_quantity#4, wr_fee#14, wr_refunded_cash#15, r_reason_desc#30]
Keys [1]: [r_reason_desc#30]
Functions [3]: [partial_avg(ws_quantity#4), partial_avg(UnscaledValue(wr_refunded_cash#15)), partial_avg(UnscaledValue(wr_fee#14))]
Aggregate Attributes [6]: [sum#31, count#32, sum#33, count#34, sum#35, count#36]
Results [7]: [r_reason_desc#30, sum#37, count#38, sum#39, count#40, sum#41, count#42]

(43) Exchange
Input [7]: [r_reason_desc#30, sum#37, count#38, sum#39, count#40, sum#41, count#42]
Arguments: hashpartitioning(r_reason_desc#30, 5), ENSURE_REQUIREMENTS, [plan_id=1]

(44) HashAggregate [codegen id : 2]
Input [7]: [r_reason_desc#30, sum#37, count#38, sum#39, count#40, sum#41, count#42]
Keys [1]: [r_reason_desc#30]
Functions [3]: [avg(ws_quantity#4), avg(UnscaledValue(wr_refunded_cash#15)), avg(UnscaledValue(wr_fee#14))]
Aggregate Attributes [3]: [avg(ws_quantity#4)#43, avg(UnscaledValue(wr_refunded_cash#15))#44, avg(UnscaledValue(wr_fee#14))#45]
Results [4]: [substr(r_reason_desc#30, 1, 20) AS substr(r_reason_desc, 1, 20)#46, avg(ws_quantity#4)#43 AS avg(ws_quantity)#47, cast((avg(UnscaledValue(wr_refunded_cash#15))#44 / 100.0) as decimal(11,6)) AS avg(wr_refunded_cash)#48, cast((avg(UnscaledValue(wr_fee#14))#45 / 100.0) as decimal(11,6)) AS avg(wr_fee)#49]

(45) TakeOrderedAndProject
Input [4]: [substr(r_reason_desc, 1, 20)#46, avg(ws_quantity)#47, avg(wr_refunded_cash)#48, avg(wr_fee)#49]
Arguments: 100, [substr(r_reason_desc, 1, 20)#46 ASC NULLS FIRST, avg(ws_quantity)#47 ASC NULLS FIRST, avg(wr_refunded_cash)#48 ASC NULLS FIRST, avg(wr_fee)#49 ASC NULLS FIRST], [substr(r_reason_desc, 1, 20)#46, avg(ws_quantity)#47, avg(wr_refunded_cash)#48, avg(wr_fee)#49]

