== Physical Plan ==
TakeOrderedAndProject (86)
+- * HashAggregate (85)
   +- Exchange (84)
      +- * HashAggregate (83)
         +- Union (82)
            :- * Project (27)
            :  +- * Filter (26)
            :     +- Window (25)
            :        +- * Sort (24)
            :           +- Window (23)
            :              +- * Sort (22)
            :                 +- Exchange (21)
            :                    +- * HashAggregate (20)
            :                       +- Exchange (19)
            :                          +- * HashAggregate (18)
            :                             +- * Project (17)
            :                                +- * SortMergeJoin Inner (16)
            :                                   :- * Sort (9)
            :                                   :  +- Exchange (8)
            :                                   :     +- * Project (7)
            :                                   :        +- * BroadcastHashJoin Inner BuildRight (6)
            :                                   :           :- * Project (4)
            :                                   :           :  +- * Filter (3)
            :                                   :           :     +- * ColumnarToRow (2)
            :                                   :           :        +- Scan parquet default.web_sales (1)
            :                                   :           +- ReusedExchange (5)
            :                                   +- * Sort (15)
            :                                      +- Exchange (14)
            :                                         +- * Project (13)
            :                                            +- * Filter (12)
            :                                               +- * ColumnarToRow (11)
            :                                                  +- Scan parquet default.web_returns (10)
            :- * Project (54)
            :  +- * Filter (53)
            :     +- Window (52)
            :        +- * Sort (51)
            :           +- Window (50)
            :              +- * Sort (49)
            :                 +- Exchange (48)
            :                    +- * HashAggregate (47)
            :                       +- Exchange (46)
            :                          +- * HashAggregate (45)
            :                             +- * Project (44)
            :                                +- * SortMergeJoin Inner (43)
            :                                   :- * Sort (36)
            :                                   :  +- Exchange (35)
            :                                   :     +- * Project (34)
            :                                   :        +- * BroadcastHashJoin Inner BuildRight (33)
            :                                   :           :- * Project (31)
            :                                   :           :  +- * Filter (30)
            :                                   :           :     +- * ColumnarToRow (29)
            :                                   :           :        +- Scan parquet default.catalog_sales (28)
            :                                   :           +- ReusedExchange (32)
            :                                   +- * Sort (42)
            :                                      +- Exchange (41)
            :                                         +- * Project (40)
            :                                            +- * Filter (39)
            :                                               +- * ColumnarToRow (38)
            :                                                  +- Scan parquet default.catalog_returns (37)
            +- * Project (81)
               +- * Filter (80)
                  +- Window (79)
                     +- * Sort (78)
                        +- Window (77)
                           +- * Sort (76)
                              +- Exchange (75)
                                 +- * HashAggregate (74)
                                    +- Exchange (73)
                                       +- * HashAggregate (72)
                                          +- * Project (71)
                                             +- * SortMergeJoin Inner (70)
                                                :- * Sort (63)
                                                :  +- Exchange (62)
                                                :     +- * Project (61)
                                                :        +- * BroadcastHashJoin Inner BuildRight (60)
                                                :           :- * Project (58)
                                                :           :  +- * Filter (57)
                                                :           :     +- * ColumnarToRow (56)
                                                :           :        +- Scan parquet default.store_sales (55)
                                                :           +- ReusedExchange (59)
                                                +- * Sort (69)
                                                   +- Exchange (68)
                                                      +- * Project (67)
                                                         +- * Filter (66)
                                                            +- * ColumnarToRow (65)
                                                               +- Scan parquet default.store_returns (64)


(1) Scan parquet default.web_sales
Output [6]: [ws_item_sk#1, ws_order_number#2, ws_quantity#3, ws_net_paid#4, ws_net_profit#5, ws_sold_date_sk#6]
Batched: true
Location: InMemoryFileIndex []
PartitionFilters: [isnotnull(ws_sold_date_sk#6), dynamicpruningexpression(ws_sold_date_sk#6 IN dynamicpruning#7)]
PushedFilters: [IsNotNull(ws_net_profit), IsNotNull(ws_net_paid), IsNotNull(ws_quantity), GreaterThan(ws_net_profit,1.00), GreaterThan(ws_net_paid,0.00), GreaterThan(ws_quantity,0), IsNotNull(ws_order_number), IsNotNull(ws_item_sk)]
ReadSchema: struct<ws_item_sk:int,ws_order_number:int,ws_quantity:int,ws_net_paid:decimal(7,2),ws_net_profit:decimal(7,2)>

(2) ColumnarToRow [codegen id : 2]
Input [6]: [ws_item_sk#1, ws_order_number#2, ws_quantity#3, ws_net_paid#4, ws_net_profit#5, ws_sold_date_sk#6]

(3) Filter [codegen id : 2]
Input [6]: [ws_item_sk#1, ws_order_number#2, ws_quantity#3, ws_net_paid#4, ws_net_profit#5, ws_sold_date_sk#6]
Condition : (((((((isnotnull(ws_net_profit#5) AND isnotnull(ws_net_paid#4)) AND isnotnull(ws_quantity#3)) AND (ws_net_profit#5 > 1.00)) AND (ws_net_paid#4 > 0.00)) AND (ws_quantity#3 > 0)) AND isnotnull(ws_order_number#2)) AND isnotnull(ws_item_sk#1))

(4) Project [codegen id : 2]
Output [5]: [ws_item_sk#1, ws_order_number#2, ws_quantity#3, ws_net_paid#4, ws_sold_date_sk#6]
Input [6]: [ws_item_sk#1, ws_order_number#2, ws_quantity#3, ws_net_paid#4, ws_net_profit#5, ws_sold_date_sk#6]

(5) ReusedExchange [Reuses operator id: 91]
Output [1]: [d_date_sk#8]

(6) BroadcastHashJoin [codegen id : 2]
Left keys [1]: [ws_sold_date_sk#6]
Right keys [1]: [d_date_sk#8]
Join condition: None

(7) Project [codegen id : 2]
Output [4]: [ws_item_sk#1, ws_order_number#2, ws_quantity#3, ws_net_paid#4]
Input [6]: [ws_item_sk#1, ws_order_number#2, ws_quantity#3, ws_net_paid#4, ws_sold_date_sk#6, d_date_sk#8]

(8) Exchange
Input [4]: [ws_item_sk#1, ws_order_number#2, ws_quantity#3, ws_net_paid#4]
Arguments: hashpartitioning(ws_order_number#2, ws_item_sk#1, 5), ENSURE_REQUIREMENTS, [id=#9]

(9) Sort [codegen id : 3]
Input [4]: [ws_item_sk#1, ws_order_number#2, ws_quantity#3, ws_net_paid#4]
Arguments: [ws_order_number#2 ASC NULLS FIRST, ws_item_sk#1 ASC NULLS FIRST], false, 0

(10) Scan parquet default.web_returns
Output [5]: [wr_item_sk#10, wr_order_number#11, wr_return_quantity#12, wr_return_amt#13, wr_returned_date_sk#14]
Batched: true
Location [not included in comparison]/{warehouse_dir}/web_returns]
PushedFilters: [IsNotNull(wr_return_amt), GreaterThan(wr_return_amt,10000.00), IsNotNull(wr_order_number), IsNotNull(wr_item_sk)]
ReadSchema: struct<wr_item_sk:int,wr_order_number:int,wr_return_quantity:int,wr_return_amt:decimal(7,2)>

(11) ColumnarToRow [codegen id : 4]
Input [5]: [wr_item_sk#10, wr_order_number#11, wr_return_quantity#12, wr_return_amt#13, wr_returned_date_sk#14]

(12) Filter [codegen id : 4]
Input [5]: [wr_item_sk#10, wr_order_number#11, wr_return_quantity#12, wr_return_amt#13, wr_returned_date_sk#14]
Condition : (((isnotnull(wr_return_amt#13) AND (wr_return_amt#13 > 10000.00)) AND isnotnull(wr_order_number#11)) AND isnotnull(wr_item_sk#10))

(13) Project [codegen id : 4]
Output [4]: [wr_item_sk#10, wr_order_number#11, wr_return_quantity#12, wr_return_amt#13]
Input [5]: [wr_item_sk#10, wr_order_number#11, wr_return_quantity#12, wr_return_amt#13, wr_returned_date_sk#14]

(14) Exchange
Input [4]: [wr_item_sk#10, wr_order_number#11, wr_return_quantity#12, wr_return_amt#13]
Arguments: hashpartitioning(wr_order_number#11, wr_item_sk#10, 5), ENSURE_REQUIREMENTS, [id=#15]

(15) Sort [codegen id : 5]
Input [4]: [wr_item_sk#10, wr_order_number#11, wr_return_quantity#12, wr_return_amt#13]
Arguments: [wr_order_number#11 ASC NULLS FIRST, wr_item_sk#10 ASC NULLS FIRST], false, 0

(16) SortMergeJoin [codegen id : 6]
Left keys [2]: [ws_order_number#2, ws_item_sk#1]
Right keys [2]: [wr_order_number#11, wr_item_sk#10]
Join condition: None

(17) Project [codegen id : 6]
Output [5]: [ws_item_sk#1, ws_quantity#3, ws_net_paid#4, wr_return_quantity#12, wr_return_amt#13]
Input [8]: [ws_item_sk#1, ws_order_number#2, ws_quantity#3, ws_net_paid#4, wr_item_sk#10, wr_order_number#11, wr_return_quantity#12, wr_return_amt#13]

(18) HashAggregate [codegen id : 6]
Input [5]: [ws_item_sk#1, ws_quantity#3, ws_net_paid#4, wr_return_quantity#12, wr_return_amt#13]
Keys [1]: [ws_item_sk#1]
Functions [4]: [partial_sum(coalesce(wr_return_quantity#12, 0)), partial_sum(coalesce(ws_quantity#3, 0)), partial_sum(coalesce(cast(wr_return_amt#13 as decimal(12,2)), 0.00)), partial_sum(coalesce(cast(ws_net_paid#4 as decimal(12,2)), 0.00))]
Aggregate Attributes [6]: [sum#16, sum#17, sum#18, isEmpty#19, sum#20, isEmpty#21]
Results [7]: [ws_item_sk#1, sum#22, sum#23, sum#24, isEmpty#25, sum#26, isEmpty#27]

(19) Exchange
Input [7]: [ws_item_sk#1, sum#22, sum#23, sum#24, isEmpty#25, sum#26, isEmpty#27]
Arguments: hashpartitioning(ws_item_sk#1, 5), ENSURE_REQUIREMENTS, [id=#28]

(20) HashAggregate [codegen id : 7]
Input [7]: [ws_item_sk#1, sum#22, sum#23, sum#24, isEmpty#25, sum#26, isEmpty#27]
Keys [1]: [ws_item_sk#1]
Functions [4]: [sum(coalesce(wr_return_quantity#12, 0)), sum(coalesce(ws_quantity#3, 0)), sum(coalesce(cast(wr_return_amt#13 as decimal(12,2)), 0.00)), sum(coalesce(cast(ws_net_paid#4 as decimal(12,2)), 0.00))]
Aggregate Attributes [4]: [sum(coalesce(wr_return_quantity#12, 0))#29, sum(coalesce(ws_quantity#3, 0))#30, sum(coalesce(cast(wr_return_amt#13 as decimal(12,2)), 0.00))#31, sum(coalesce(cast(ws_net_paid#4 as decimal(12,2)), 0.00))#32]
Results [3]: [ws_item_sk#1 AS item#33, CheckOverflow((promote_precision(cast(sum(coalesce(wr_return_quantity#12, 0))#29 as decimal(15,4))) / promote_precision(cast(sum(coalesce(ws_quantity#3, 0))#30 as decimal(15,4)))), DecimalType(35,20)) AS return_ratio#34, CheckOverflow((promote_precision(cast(sum(coalesce(cast(wr_return_amt#13 as decimal(12,2)), 0.00))#31 as decimal(15,4))) / promote_precision(cast(sum(coalesce(cast(ws_net_paid#4 as decimal(12,2)), 0.00))#32 as decimal(15,4)))), DecimalType(35,20)) AS currency_ratio#35]

(21) Exchange
Input [3]: [item#33, return_ratio#34, currency_ratio#35]
Arguments: SinglePartition, ENSURE_REQUIREMENTS, [id=#36]

(22) Sort [codegen id : 8]
Input [3]: [item#33, return_ratio#34, currency_ratio#35]
Arguments: [return_ratio#34 ASC NULLS FIRST], false, 0

(23) Window
Input [3]: [item#33, return_ratio#34, currency_ratio#35]
Arguments: [rank(return_ratio#34) windowspecdefinition(return_ratio#34 ASC NULLS FIRST, specifiedwindowframe(RowFrame, unboundedpreceding$(), currentrow$())) AS return_rank#37], [return_ratio#34 ASC NULLS FIRST]

(24) Sort [codegen id : 9]
Input [4]: [item#33, return_ratio#34, currency_ratio#35, return_rank#37]
Arguments: [currency_ratio#35 ASC NULLS FIRST], false, 0

(25) Window
Input [4]: [item#33, return_ratio#34, currency_ratio#35, return_rank#37]
Arguments: [rank(currency_ratio#35) windowspecdefinition(currency_ratio#35 ASC NULLS FIRST, specifiedwindowframe(RowFrame, unboundedpreceding$(), currentrow$())) AS currency_rank#38], [currency_ratio#35 ASC NULLS FIRST]

(26) Filter [codegen id : 10]
Input [5]: [item#33, return_ratio#34, currency_ratio#35, return_rank#37, currency_rank#38]
Condition : ((return_rank#37 <= 10) OR (currency_rank#38 <= 10))

(27) Project [codegen id : 10]
Output [5]: [web AS channel#39, item#33, return_ratio#34, return_rank#37, currency_rank#38]
Input [5]: [item#33, return_ratio#34, currency_ratio#35, return_rank#37, currency_rank#38]

(28) Scan parquet default.catalog_sales
Output [6]: [cs_item_sk#40, cs_order_number#41, cs_quantity#42, cs_net_paid#43, cs_net_profit#44, cs_sold_date_sk#45]
Batched: true
Location: InMemoryFileIndex []
PartitionFilters: [isnotnull(cs_sold_date_sk#45), dynamicpruningexpression(cs_sold_date_sk#45 IN dynamicpruning#7)]
PushedFilters: [IsNotNull(cs_net_profit), IsNotNull(cs_net_paid), IsNotNull(cs_quantity), GreaterThan(cs_net_profit,1.00), GreaterThan(cs_net_paid,0.00), GreaterThan(cs_quantity,0), IsNotNull(cs_order_number), IsNotNull(cs_item_sk)]
ReadSchema: struct<cs_item_sk:int,cs_order_number:int,cs_quantity:int,cs_net_paid:decimal(7,2),cs_net_profit:decimal(7,2)>

(29) ColumnarToRow [codegen id : 12]
Input [6]: [cs_item_sk#40, cs_order_number#41, cs_quantity#42, cs_net_paid#43, cs_net_profit#44, cs_sold_date_sk#45]

(30) Filter [codegen id : 12]
Input [6]: [cs_item_sk#40, cs_order_number#41, cs_quantity#42, cs_net_paid#43, cs_net_profit#44, cs_sold_date_sk#45]
Condition : (((((((isnotnull(cs_net_profit#44) AND isnotnull(cs_net_paid#43)) AND isnotnull(cs_quantity#42)) AND (cs_net_profit#44 > 1.00)) AND (cs_net_paid#43 > 0.00)) AND (cs_quantity#42 > 0)) AND isnotnull(cs_order_number#41)) AND isnotnull(cs_item_sk#40))

(31) Project [codegen id : 12]
Output [5]: [cs_item_sk#40, cs_order_number#41, cs_quantity#42, cs_net_paid#43, cs_sold_date_sk#45]
Input [6]: [cs_item_sk#40, cs_order_number#41, cs_quantity#42, cs_net_paid#43, cs_net_profit#44, cs_sold_date_sk#45]

(32) ReusedExchange [Reuses operator id: 91]
Output [1]: [d_date_sk#46]

(33) BroadcastHashJoin [codegen id : 12]
Left keys [1]: [cs_sold_date_sk#45]
Right keys [1]: [d_date_sk#46]
Join condition: None

(34) Project [codegen id : 12]
Output [4]: [cs_item_sk#40, cs_order_number#41, cs_quantity#42, cs_net_paid#43]
Input [6]: [cs_item_sk#40, cs_order_number#41, cs_quantity#42, cs_net_paid#43, cs_sold_date_sk#45, d_date_sk#46]

(35) Exchange
Input [4]: [cs_item_sk#40, cs_order_number#41, cs_quantity#42, cs_net_paid#43]
Arguments: hashpartitioning(cs_order_number#41, cs_item_sk#40, 5), ENSURE_REQUIREMENTS, [id=#47]

(36) Sort [codegen id : 13]
Input [4]: [cs_item_sk#40, cs_order_number#41, cs_quantity#42, cs_net_paid#43]
Arguments: [cs_order_number#41 ASC NULLS FIRST, cs_item_sk#40 ASC NULLS FIRST], false, 0

(37) Scan parquet default.catalog_returns
Output [5]: [cr_item_sk#48, cr_order_number#49, cr_return_quantity#50, cr_return_amount#51, cr_returned_date_sk#52]
Batched: true
Location [not included in comparison]/{warehouse_dir}/catalog_returns]
PushedFilters: [IsNotNull(cr_return_amount), GreaterThan(cr_return_amount,10000.00), IsNotNull(cr_order_number), IsNotNull(cr_item_sk)]
ReadSchema: struct<cr_item_sk:int,cr_order_number:int,cr_return_quantity:int,cr_return_amount:decimal(7,2)>

(38) ColumnarToRow [codegen id : 14]
Input [5]: [cr_item_sk#48, cr_order_number#49, cr_return_quantity#50, cr_return_amount#51, cr_returned_date_sk#52]

(39) Filter [codegen id : 14]
Input [5]: [cr_item_sk#48, cr_order_number#49, cr_return_quantity#50, cr_return_amount#51, cr_returned_date_sk#52]
Condition : (((isnotnull(cr_return_amount#51) AND (cr_return_amount#51 > 10000.00)) AND isnotnull(cr_order_number#49)) AND isnotnull(cr_item_sk#48))

(40) Project [codegen id : 14]
Output [4]: [cr_item_sk#48, cr_order_number#49, cr_return_quantity#50, cr_return_amount#51]
Input [5]: [cr_item_sk#48, cr_order_number#49, cr_return_quantity#50, cr_return_amount#51, cr_returned_date_sk#52]

(41) Exchange
Input [4]: [cr_item_sk#48, cr_order_number#49, cr_return_quantity#50, cr_return_amount#51]
Arguments: hashpartitioning(cr_order_number#49, cr_item_sk#48, 5), ENSURE_REQUIREMENTS, [id=#53]

(42) Sort [codegen id : 15]
Input [4]: [cr_item_sk#48, cr_order_number#49, cr_return_quantity#50, cr_return_amount#51]
Arguments: [cr_order_number#49 ASC NULLS FIRST, cr_item_sk#48 ASC NULLS FIRST], false, 0

(43) SortMergeJoin [codegen id : 16]
Left keys [2]: [cs_order_number#41, cs_item_sk#40]
Right keys [2]: [cr_order_number#49, cr_item_sk#48]
Join condition: None

(44) Project [codegen id : 16]
Output [5]: [cs_item_sk#40, cs_quantity#42, cs_net_paid#43, cr_return_quantity#50, cr_return_amount#51]
Input [8]: [cs_item_sk#40, cs_order_number#41, cs_quantity#42, cs_net_paid#43, cr_item_sk#48, cr_order_number#49, cr_return_quantity#50, cr_return_amount#51]

(45) HashAggregate [codegen id : 16]
Input [5]: [cs_item_sk#40, cs_quantity#42, cs_net_paid#43, cr_return_quantity#50, cr_return_amount#51]
Keys [1]: [cs_item_sk#40]
Functions [4]: [partial_sum(coalesce(cr_return_quantity#50, 0)), partial_sum(coalesce(cs_quantity#42, 0)), partial_sum(coalesce(cast(cr_return_amount#51 as decimal(12,2)), 0.00)), partial_sum(coalesce(cast(cs_net_paid#43 as decimal(12,2)), 0.00))]
Aggregate Attributes [6]: [sum#54, sum#55, sum#56, isEmpty#57, sum#58, isEmpty#59]
Results [7]: [cs_item_sk#40, sum#60, sum#61, sum#62, isEmpty#63, sum#64, isEmpty#65]

(46) Exchange
Input [7]: [cs_item_sk#40, sum#60, sum#61, sum#62, isEmpty#63, sum#64, isEmpty#65]
Arguments: hashpartitioning(cs_item_sk#40, 5), ENSURE_REQUIREMENTS, [id=#66]

(47) HashAggregate [codegen id : 17]
Input [7]: [cs_item_sk#40, sum#60, sum#61, sum#62, isEmpty#63, sum#64, isEmpty#65]
Keys [1]: [cs_item_sk#40]
Functions [4]: [sum(coalesce(cr_return_quantity#50, 0)), sum(coalesce(cs_quantity#42, 0)), sum(coalesce(cast(cr_return_amount#51 as decimal(12,2)), 0.00)), sum(coalesce(cast(cs_net_paid#43 as decimal(12,2)), 0.00))]
Aggregate Attributes [4]: [sum(coalesce(cr_return_quantity#50, 0))#67, sum(coalesce(cs_quantity#42, 0))#68, sum(coalesce(cast(cr_return_amount#51 as decimal(12,2)), 0.00))#69, sum(coalesce(cast(cs_net_paid#43 as decimal(12,2)), 0.00))#70]
Results [3]: [cs_item_sk#40 AS item#71, CheckOverflow((promote_precision(cast(sum(coalesce(cr_return_quantity#50, 0))#67 as decimal(15,4))) / promote_precision(cast(sum(coalesce(cs_quantity#42, 0))#68 as decimal(15,4)))), DecimalType(35,20)) AS return_ratio#72, CheckOverflow((promote_precision(cast(sum(coalesce(cast(cr_return_amount#51 as decimal(12,2)), 0.00))#69 as decimal(15,4))) / promote_precision(cast(sum(coalesce(cast(cs_net_paid#43 as decimal(12,2)), 0.00))#70 as decimal(15,4)))), DecimalType(35,20)) AS currency_ratio#73]

(48) Exchange
Input [3]: [item#71, return_ratio#72, currency_ratio#73]
Arguments: SinglePartition, ENSURE_REQUIREMENTS, [id=#74]

(49) Sort [codegen id : 18]
Input [3]: [item#71, return_ratio#72, currency_ratio#73]
Arguments: [return_ratio#72 ASC NULLS FIRST], false, 0

(50) Window
Input [3]: [item#71, return_ratio#72, currency_ratio#73]
Arguments: [rank(return_ratio#72) windowspecdefinition(return_ratio#72 ASC NULLS FIRST, specifiedwindowframe(RowFrame, unboundedpreceding$(), currentrow$())) AS return_rank#75], [return_ratio#72 ASC NULLS FIRST]

(51) Sort [codegen id : 19]
Input [4]: [item#71, return_ratio#72, currency_ratio#73, return_rank#75]
Arguments: [currency_ratio#73 ASC NULLS FIRST], false, 0

(52) Window
Input [4]: [item#71, return_ratio#72, currency_ratio#73, return_rank#75]
Arguments: [rank(currency_ratio#73) windowspecdefinition(currency_ratio#73 ASC NULLS FIRST, specifiedwindowframe(RowFrame, unboundedpreceding$(), currentrow$())) AS currency_rank#76], [currency_ratio#73 ASC NULLS FIRST]

(53) Filter [codegen id : 20]
Input [5]: [item#71, return_ratio#72, currency_ratio#73, return_rank#75, currency_rank#76]
Condition : ((return_rank#75 <= 10) OR (currency_rank#76 <= 10))

(54) Project [codegen id : 20]
Output [5]: [catalog AS channel#77, item#71, return_ratio#72, return_rank#75, currency_rank#76]
Input [5]: [item#71, return_ratio#72, currency_ratio#73, return_rank#75, currency_rank#76]

(55) Scan parquet default.store_sales
Output [6]: [ss_item_sk#78, ss_ticket_number#79, ss_quantity#80, ss_net_paid#81, ss_net_profit#82, ss_sold_date_sk#83]
Batched: true
Location: InMemoryFileIndex []
PartitionFilters: [isnotnull(ss_sold_date_sk#83), dynamicpruningexpression(ss_sold_date_sk#83 IN dynamicpruning#7)]
PushedFilters: [IsNotNull(ss_net_profit), IsNotNull(ss_net_paid), IsNotNull(ss_quantity), GreaterThan(ss_net_profit,1.00), GreaterThan(ss_net_paid,0.00), GreaterThan(ss_quantity,0), IsNotNull(ss_ticket_number), IsNotNull(ss_item_sk)]
ReadSchema: struct<ss_item_sk:int,ss_ticket_number:int,ss_quantity:int,ss_net_paid:decimal(7,2),ss_net_profit:decimal(7,2)>

(56) ColumnarToRow [codegen id : 22]
Input [6]: [ss_item_sk#78, ss_ticket_number#79, ss_quantity#80, ss_net_paid#81, ss_net_profit#82, ss_sold_date_sk#83]

(57) Filter [codegen id : 22]
Input [6]: [ss_item_sk#78, ss_ticket_number#79, ss_quantity#80, ss_net_paid#81, ss_net_profit#82, ss_sold_date_sk#83]
Condition : (((((((isnotnull(ss_net_profit#82) AND isnotnull(ss_net_paid#81)) AND isnotnull(ss_quantity#80)) AND (ss_net_profit#82 > 1.00)) AND (ss_net_paid#81 > 0.00)) AND (ss_quantity#80 > 0)) AND isnotnull(ss_ticket_number#79)) AND isnotnull(ss_item_sk#78))

(58) Project [codegen id : 22]
Output [5]: [ss_item_sk#78, ss_ticket_number#79, ss_quantity#80, ss_net_paid#81, ss_sold_date_sk#83]
Input [6]: [ss_item_sk#78, ss_ticket_number#79, ss_quantity#80, ss_net_paid#81, ss_net_profit#82, ss_sold_date_sk#83]

(59) ReusedExchange [Reuses operator id: 91]
Output [1]: [d_date_sk#84]

(60) BroadcastHashJoin [codegen id : 22]
Left keys [1]: [ss_sold_date_sk#83]
Right keys [1]: [d_date_sk#84]
Join condition: None

(61) Project [codegen id : 22]
Output [4]: [ss_item_sk#78, ss_ticket_number#79, ss_quantity#80, ss_net_paid#81]
Input [6]: [ss_item_sk#78, ss_ticket_number#79, ss_quantity#80, ss_net_paid#81, ss_sold_date_sk#83, d_date_sk#84]

(62) Exchange
Input [4]: [ss_item_sk#78, ss_ticket_number#79, ss_quantity#80, ss_net_paid#81]
Arguments: hashpartitioning(ss_ticket_number#79, ss_item_sk#78, 5), ENSURE_REQUIREMENTS, [id=#85]

(63) Sort [codegen id : 23]
Input [4]: [ss_item_sk#78, ss_ticket_number#79, ss_quantity#80, ss_net_paid#81]
Arguments: [ss_ticket_number#79 ASC NULLS FIRST, ss_item_sk#78 ASC NULLS FIRST], false, 0

(64) Scan parquet default.store_returns
Output [5]: [sr_item_sk#86, sr_ticket_number#87, sr_return_quantity#88, sr_return_amt#89, sr_returned_date_sk#90]
Batched: true
Location [not included in comparison]/{warehouse_dir}/store_returns]
PushedFilters: [IsNotNull(sr_return_amt), GreaterThan(sr_return_amt,10000.00), IsNotNull(sr_ticket_number), IsNotNull(sr_item_sk)]
ReadSchema: struct<sr_item_sk:int,sr_ticket_number:int,sr_return_quantity:int,sr_return_amt:decimal(7,2)>

(65) ColumnarToRow [codegen id : 24]
Input [5]: [sr_item_sk#86, sr_ticket_number#87, sr_return_quantity#88, sr_return_amt#89, sr_returned_date_sk#90]

(66) Filter [codegen id : 24]
Input [5]: [sr_item_sk#86, sr_ticket_number#87, sr_return_quantity#88, sr_return_amt#89, sr_returned_date_sk#90]
Condition : (((isnotnull(sr_return_amt#89) AND (sr_return_amt#89 > 10000.00)) AND isnotnull(sr_ticket_number#87)) AND isnotnull(sr_item_sk#86))

(67) Project [codegen id : 24]
Output [4]: [sr_item_sk#86, sr_ticket_number#87, sr_return_quantity#88, sr_return_amt#89]
Input [5]: [sr_item_sk#86, sr_ticket_number#87, sr_return_quantity#88, sr_return_amt#89, sr_returned_date_sk#90]

(68) Exchange
Input [4]: [sr_item_sk#86, sr_ticket_number#87, sr_return_quantity#88, sr_return_amt#89]
Arguments: hashpartitioning(sr_ticket_number#87, sr_item_sk#86, 5), ENSURE_REQUIREMENTS, [id=#91]

(69) Sort [codegen id : 25]
Input [4]: [sr_item_sk#86, sr_ticket_number#87, sr_return_quantity#88, sr_return_amt#89]
Arguments: [sr_ticket_number#87 ASC NULLS FIRST, sr_item_sk#86 ASC NULLS FIRST], false, 0

(70) SortMergeJoin [codegen id : 26]
Left keys [2]: [ss_ticket_number#79, ss_item_sk#78]
Right keys [2]: [sr_ticket_number#87, sr_item_sk#86]
Join condition: None

(71) Project [codegen id : 26]
Output [5]: [ss_item_sk#78, ss_quantity#80, ss_net_paid#81, sr_return_quantity#88, sr_return_amt#89]
Input [8]: [ss_item_sk#78, ss_ticket_number#79, ss_quantity#80, ss_net_paid#81, sr_item_sk#86, sr_ticket_number#87, sr_return_quantity#88, sr_return_amt#89]

(72) HashAggregate [codegen id : 26]
Input [5]: [ss_item_sk#78, ss_quantity#80, ss_net_paid#81, sr_return_quantity#88, sr_return_amt#89]
Keys [1]: [ss_item_sk#78]
Functions [4]: [partial_sum(coalesce(sr_return_quantity#88, 0)), partial_sum(coalesce(ss_quantity#80, 0)), partial_sum(coalesce(cast(sr_return_amt#89 as decimal(12,2)), 0.00)), partial_sum(coalesce(cast(ss_net_paid#81 as decimal(12,2)), 0.00))]
Aggregate Attributes [6]: [sum#92, sum#93, sum#94, isEmpty#95, sum#96, isEmpty#97]
Results [7]: [ss_item_sk#78, sum#98, sum#99, sum#100, isEmpty#101, sum#102, isEmpty#103]

(73) Exchange
Input [7]: [ss_item_sk#78, sum#98, sum#99, sum#100, isEmpty#101, sum#102, isEmpty#103]
Arguments: hashpartitioning(ss_item_sk#78, 5), ENSURE_REQUIREMENTS, [id=#104]

(74) HashAggregate [codegen id : 27]
Input [7]: [ss_item_sk#78, sum#98, sum#99, sum#100, isEmpty#101, sum#102, isEmpty#103]
Keys [1]: [ss_item_sk#78]
Functions [4]: [sum(coalesce(sr_return_quantity#88, 0)), sum(coalesce(ss_quantity#80, 0)), sum(coalesce(cast(sr_return_amt#89 as decimal(12,2)), 0.00)), sum(coalesce(cast(ss_net_paid#81 as decimal(12,2)), 0.00))]
Aggregate Attributes [4]: [sum(coalesce(sr_return_quantity#88, 0))#105, sum(coalesce(ss_quantity#80, 0))#106, sum(coalesce(cast(sr_return_amt#89 as decimal(12,2)), 0.00))#107, sum(coalesce(cast(ss_net_paid#81 as decimal(12,2)), 0.00))#108]
Results [3]: [ss_item_sk#78 AS item#109, CheckOverflow((promote_precision(cast(sum(coalesce(sr_return_quantity#88, 0))#105 as decimal(15,4))) / promote_precision(cast(sum(coalesce(ss_quantity#80, 0))#106 as decimal(15,4)))), DecimalType(35,20)) AS return_ratio#110, CheckOverflow((promote_precision(cast(sum(coalesce(cast(sr_return_amt#89 as decimal(12,2)), 0.00))#107 as decimal(15,4))) / promote_precision(cast(sum(coalesce(cast(ss_net_paid#81 as decimal(12,2)), 0.00))#108 as decimal(15,4)))), DecimalType(35,20)) AS currency_ratio#111]

(75) Exchange
Input [3]: [item#109, return_ratio#110, currency_ratio#111]
Arguments: SinglePartition, ENSURE_REQUIREMENTS, [id=#112]

(76) Sort [codegen id : 28]
Input [3]: [item#109, return_ratio#110, currency_ratio#111]
Arguments: [return_ratio#110 ASC NULLS FIRST], false, 0

(77) Window
Input [3]: [item#109, return_ratio#110, currency_ratio#111]
Arguments: [rank(return_ratio#110) windowspecdefinition(return_ratio#110 ASC NULLS FIRST, specifiedwindowframe(RowFrame, unboundedpreceding$(), currentrow$())) AS return_rank#113], [return_ratio#110 ASC NULLS FIRST]

(78) Sort [codegen id : 29]
Input [4]: [item#109, return_ratio#110, currency_ratio#111, return_rank#113]
Arguments: [currency_ratio#111 ASC NULLS FIRST], false, 0

(79) Window
Input [4]: [item#109, return_ratio#110, currency_ratio#111, return_rank#113]
Arguments: [rank(currency_ratio#111) windowspecdefinition(currency_ratio#111 ASC NULLS FIRST, specifiedwindowframe(RowFrame, unboundedpreceding$(), currentrow$())) AS currency_rank#114], [currency_ratio#111 ASC NULLS FIRST]

(80) Filter [codegen id : 30]
Input [5]: [item#109, return_ratio#110, currency_ratio#111, return_rank#113, currency_rank#114]
Condition : ((return_rank#113 <= 10) OR (currency_rank#114 <= 10))

(81) Project [codegen id : 30]
Output [5]: [store AS channel#115, item#109, return_ratio#110, return_rank#113, currency_rank#114]
Input [5]: [item#109, return_ratio#110, currency_ratio#111, return_rank#113, currency_rank#114]

(82) Union

(83) HashAggregate [codegen id : 31]
Input [5]: [channel#39, item#33, return_ratio#34, return_rank#37, currency_rank#38]
Keys [5]: [channel#39, item#33, return_ratio#34, return_rank#37, currency_rank#38]
Functions: []
Aggregate Attributes: []
Results [5]: [channel#39, item#33, return_ratio#34, return_rank#37, currency_rank#38]

(84) Exchange
Input [5]: [channel#39, item#33, return_ratio#34, return_rank#37, currency_rank#38]
Arguments: hashpartitioning(channel#39, item#33, return_ratio#34, return_rank#37, currency_rank#38, 5), ENSURE_REQUIREMENTS, [id=#116]

(85) HashAggregate [codegen id : 32]
Input [5]: [channel#39, item#33, return_ratio#34, return_rank#37, currency_rank#38]
Keys [5]: [channel#39, item#33, return_ratio#34, return_rank#37, currency_rank#38]
Functions: []
Aggregate Attributes: []
Results [5]: [channel#39, item#33, return_ratio#34, return_rank#37, currency_rank#38]

(86) TakeOrderedAndProject
Input [5]: [channel#39, item#33, return_ratio#34, return_rank#37, currency_rank#38]
Arguments: 100, [channel#39 ASC NULLS FIRST, return_rank#37 ASC NULLS FIRST, currency_rank#38 ASC NULLS FIRST], [channel#39, item#33, return_ratio#34, return_rank#37, currency_rank#38]

===== Subqueries =====

Subquery:1 Hosting operator id = 1 Hosting Expression = ws_sold_date_sk#6 IN dynamicpruning#7
BroadcastExchange (91)
+- * Project (90)
   +- * Filter (89)
      +- * ColumnarToRow (88)
         +- Scan parquet default.date_dim (87)


(87) Scan parquet default.date_dim
Output [3]: [d_date_sk#8, d_year#117, d_moy#118]
Batched: true
Location [not included in comparison]/{warehouse_dir}/date_dim]
PushedFilters: [IsNotNull(d_year), IsNotNull(d_moy), EqualTo(d_year,2001), EqualTo(d_moy,12), IsNotNull(d_date_sk)]
ReadSchema: struct<d_date_sk:int,d_year:int,d_moy:int>

(88) ColumnarToRow [codegen id : 1]
Input [3]: [d_date_sk#8, d_year#117, d_moy#118]

(89) Filter [codegen id : 1]
Input [3]: [d_date_sk#8, d_year#117, d_moy#118]
Condition : ((((isnotnull(d_year#117) AND isnotnull(d_moy#118)) AND (d_year#117 = 2001)) AND (d_moy#118 = 12)) AND isnotnull(d_date_sk#8))

(90) Project [codegen id : 1]
Output [1]: [d_date_sk#8]
Input [3]: [d_date_sk#8, d_year#117, d_moy#118]

(91) BroadcastExchange
Input [1]: [d_date_sk#8]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [id=#119]

Subquery:2 Hosting operator id = 28 Hosting Expression = cs_sold_date_sk#45 IN dynamicpruning#7

Subquery:3 Hosting operator id = 55 Hosting Expression = ss_sold_date_sk#83 IN dynamicpruning#7


