== Physical Plan ==
TakeOrderedAndProject (107)
+- * HashAggregate (106)
   +- Exchange (105)
      +- * HashAggregate (104)
         +- * Expand (103)
            +- Union (102)
               :- * Project (69)
               :  +- * Filter (68)
               :     +- * HashAggregate (67)
               :        +- Exchange (66)
               :           +- * HashAggregate (65)
               :              +- * Project (64)
               :                 +- * BroadcastHashJoin Inner BuildRight (63)
               :                    :- * Project (61)
               :                    :  +- * BroadcastHashJoin Inner BuildRight (60)
               :                    :     :- * BroadcastHashJoin LeftSemi BuildRight (53)
               :                    :     :  :- * Filter (3)
               :                    :     :  :  +- * ColumnarToRow (2)
               :                    :     :  :     +- Scan parquet default.store_sales (1)
               :                    :     :  +- BroadcastExchange (52)
               :                    :     :     +- * Project (51)
               :                    :     :        +- * BroadcastHashJoin Inner BuildRight (50)
               :                    :     :           :- * Filter (6)
               :                    :     :           :  +- * ColumnarToRow (5)
               :                    :     :           :     +- Scan parquet default.item (4)
               :                    :     :           +- BroadcastExchange (49)
               :                    :     :              +- * HashAggregate (48)
               :                    :     :                 +- * HashAggregate (47)
               :                    :     :                    +- * BroadcastHashJoin LeftSemi BuildRight (46)
               :                    :     :                       :- * HashAggregate (35)
               :                    :     :                       :  +- Exchange (34)
               :                    :     :                       :     +- * HashAggregate (33)
               :                    :     :                       :        +- * Project (32)
               :                    :     :                       :           +- * BroadcastHashJoin Inner BuildRight (31)
               :                    :     :                       :              :- * Project (29)
               :                    :     :                       :              :  +- * BroadcastHashJoin Inner BuildRight (28)
               :                    :     :                       :              :     :- * Filter (9)
               :                    :     :                       :              :     :  +- * ColumnarToRow (8)
               :                    :     :                       :              :     :     +- Scan parquet default.store_sales (7)
               :                    :     :                       :              :     +- BroadcastExchange (27)
               :                    :     :                       :              :        +- * BroadcastHashJoin LeftSemi BuildRight (26)
               :                    :     :                       :              :           :- * Filter (12)
               :                    :     :                       :              :           :  +- * ColumnarToRow (11)
               :                    :     :                       :              :           :     +- Scan parquet default.item (10)
               :                    :     :                       :              :           +- BroadcastExchange (25)
               :                    :     :                       :              :              +- * Project (24)
               :                    :     :                       :              :                 +- * BroadcastHashJoin Inner BuildRight (23)
               :                    :     :                       :              :                    :- * Project (21)
               :                    :     :                       :              :                    :  +- * BroadcastHashJoin Inner BuildRight (20)
               :                    :     :                       :              :                    :     :- * Filter (15)
               :                    :     :                       :              :                    :     :  +- * ColumnarToRow (14)
               :                    :     :                       :              :                    :     :     +- Scan parquet default.catalog_sales (13)
               :                    :     :                       :              :                    :     +- BroadcastExchange (19)
               :                    :     :                       :              :                    :        +- * Filter (18)
               :                    :     :                       :              :                    :           +- * ColumnarToRow (17)
               :                    :     :                       :              :                    :              +- Scan parquet default.item (16)
               :                    :     :                       :              :                    +- ReusedExchange (22)
               :                    :     :                       :              +- ReusedExchange (30)
               :                    :     :                       +- BroadcastExchange (45)
               :                    :     :                          +- * Project (44)
               :                    :     :                             +- * BroadcastHashJoin Inner BuildRight (43)
               :                    :     :                                :- * Project (41)
               :                    :     :                                :  +- * BroadcastHashJoin Inner BuildRight (40)
               :                    :     :                                :     :- * Filter (38)
               :                    :     :                                :     :  +- * ColumnarToRow (37)
               :                    :     :                                :     :     +- Scan parquet default.web_sales (36)
               :                    :     :                                :     +- ReusedExchange (39)
               :                    :     :                                +- ReusedExchange (42)
               :                    :     +- BroadcastExchange (59)
               :                    :        +- * BroadcastHashJoin LeftSemi BuildRight (58)
               :                    :           :- * Filter (56)
               :                    :           :  +- * ColumnarToRow (55)
               :                    :           :     +- Scan parquet default.item (54)
               :                    :           +- ReusedExchange (57)
               :                    +- ReusedExchange (62)
               :- * Project (85)
               :  +- * Filter (84)
               :     +- * HashAggregate (83)
               :        +- Exchange (82)
               :           +- * HashAggregate (81)
               :              +- * Project (80)
               :                 +- * BroadcastHashJoin Inner BuildRight (79)
               :                    :- * Project (77)
               :                    :  +- * BroadcastHashJoin Inner BuildRight (76)
               :                    :     :- * BroadcastHashJoin LeftSemi BuildRight (74)
               :                    :     :  :- * Filter (72)
               :                    :     :  :  +- * ColumnarToRow (71)
               :                    :     :  :     +- Scan parquet default.catalog_sales (70)
               :                    :     :  +- ReusedExchange (73)
               :                    :     +- ReusedExchange (75)
               :                    +- ReusedExchange (78)
               +- * Project (101)
                  +- * Filter (100)
                     +- * HashAggregate (99)
                        +- Exchange (98)
                           +- * HashAggregate (97)
                              +- * Project (96)
                                 +- * BroadcastHashJoin Inner BuildRight (95)
                                    :- * Project (93)
                                    :  +- * BroadcastHashJoin Inner BuildRight (92)
                                    :     :- * BroadcastHashJoin LeftSemi BuildRight (90)
                                    :     :  :- * Filter (88)
                                    :     :  :  +- * ColumnarToRow (87)
                                    :     :  :     +- Scan parquet default.web_sales (86)
                                    :     :  +- ReusedExchange (89)
                                    :     +- ReusedExchange (91)
                                    +- ReusedExchange (94)


(1) Scan parquet default.store_sales
Output [4]: [ss_item_sk#1, ss_quantity#2, ss_list_price#3, ss_sold_date_sk#4]
Batched: true
Location: InMemoryFileIndex []
PartitionFilters: [isnotnull(ss_sold_date_sk#4), dynamicpruningexpression(ss_sold_date_sk#4 IN dynamicpruning#5)]
PushedFilters: [IsNotNull(ss_item_sk)]
ReadSchema: struct<ss_item_sk:int,ss_quantity:int,ss_list_price:decimal(7,2)>

(2) ColumnarToRow [codegen id : 25]
Input [4]: [ss_item_sk#1, ss_quantity#2, ss_list_price#3, ss_sold_date_sk#4]

(3) Filter [codegen id : 25]
Input [4]: [ss_item_sk#1, ss_quantity#2, ss_list_price#3, ss_sold_date_sk#4]
Condition : isnotnull(ss_item_sk#1)

(4) Scan parquet default.item
Output [4]: [i_item_sk#6, i_brand_id#7, i_class_id#8, i_category_id#9]
Batched: true
Location [not included in comparison]/{warehouse_dir}/item]
PushedFilters: [IsNotNull(i_brand_id), IsNotNull(i_class_id), IsNotNull(i_category_id)]
ReadSchema: struct<i_item_sk:int,i_brand_id:int,i_class_id:int,i_category_id:int>

(5) ColumnarToRow [codegen id : 11]
Input [4]: [i_item_sk#6, i_brand_id#7, i_class_id#8, i_category_id#9]

(6) Filter [codegen id : 11]
Input [4]: [i_item_sk#6, i_brand_id#7, i_class_id#8, i_category_id#9]
Condition : ((isnotnull(i_brand_id#7) AND isnotnull(i_class_id#8)) AND isnotnull(i_category_id#9))

(7) Scan parquet default.store_sales
Output [2]: [ss_item_sk#10, ss_sold_date_sk#11]
Batched: true
Location: InMemoryFileIndex []
PartitionFilters: [isnotnull(ss_sold_date_sk#11), dynamicpruningexpression(ss_sold_date_sk#11 IN dynamicpruning#12)]
PushedFilters: [IsNotNull(ss_item_sk)]
ReadSchema: struct<ss_item_sk:int>

(8) ColumnarToRow [codegen id : 6]
Input [2]: [ss_item_sk#10, ss_sold_date_sk#11]

(9) Filter [codegen id : 6]
Input [2]: [ss_item_sk#10, ss_sold_date_sk#11]
Condition : isnotnull(ss_item_sk#10)

(10) Scan parquet default.item
Output [4]: [i_item_sk#13, i_brand_id#14, i_class_id#15, i_category_id#16]
Batched: true
Location [not included in comparison]/{warehouse_dir}/item]
PushedFilters: [IsNotNull(i_item_sk), IsNotNull(i_brand_id), IsNotNull(i_class_id), IsNotNull(i_category_id)]
ReadSchema: struct<i_item_sk:int,i_brand_id:int,i_class_id:int,i_category_id:int>

(11) ColumnarToRow [codegen id : 4]
Input [4]: [i_item_sk#13, i_brand_id#14, i_class_id#15, i_category_id#16]

(12) Filter [codegen id : 4]
Input [4]: [i_item_sk#13, i_brand_id#14, i_class_id#15, i_category_id#16]
Condition : (((isnotnull(i_item_sk#13) AND isnotnull(i_brand_id#14)) AND isnotnull(i_class_id#15)) AND isnotnull(i_category_id#16))

(13) Scan parquet default.catalog_sales
Output [2]: [cs_item_sk#17, cs_sold_date_sk#18]
Batched: true
Location: InMemoryFileIndex []
PartitionFilters: [isnotnull(cs_sold_date_sk#18), dynamicpruningexpression(cs_sold_date_sk#18 IN dynamicpruning#12)]
PushedFilters: [IsNotNull(cs_item_sk)]
ReadSchema: struct<cs_item_sk:int>

(14) ColumnarToRow [codegen id : 3]
Input [2]: [cs_item_sk#17, cs_sold_date_sk#18]

(15) Filter [codegen id : 3]
Input [2]: [cs_item_sk#17, cs_sold_date_sk#18]
Condition : isnotnull(cs_item_sk#17)

(16) Scan parquet default.item
Output [4]: [i_item_sk#19, i_brand_id#20, i_class_id#21, i_category_id#22]
Batched: true
Location [not included in comparison]/{warehouse_dir}/item]
PushedFilters: [IsNotNull(i_item_sk)]
ReadSchema: struct<i_item_sk:int,i_brand_id:int,i_class_id:int,i_category_id:int>

(17) ColumnarToRow [codegen id : 1]
Input [4]: [i_item_sk#19, i_brand_id#20, i_class_id#21, i_category_id#22]

(18) Filter [codegen id : 1]
Input [4]: [i_item_sk#19, i_brand_id#20, i_class_id#21, i_category_id#22]
Condition : isnotnull(i_item_sk#19)

(19) BroadcastExchange
Input [4]: [i_item_sk#19, i_brand_id#20, i_class_id#21, i_category_id#22]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [id=#23]

(20) BroadcastHashJoin [codegen id : 3]
Left keys [1]: [cs_item_sk#17]
Right keys [1]: [i_item_sk#19]
Join condition: None

(21) Project [codegen id : 3]
Output [4]: [cs_sold_date_sk#18, i_brand_id#20, i_class_id#21, i_category_id#22]
Input [6]: [cs_item_sk#17, cs_sold_date_sk#18, i_item_sk#19, i_brand_id#20, i_class_id#21, i_category_id#22]

(22) ReusedExchange [Reuses operator id: 136]
Output [1]: [d_date_sk#24]

(23) BroadcastHashJoin [codegen id : 3]
Left keys [1]: [cs_sold_date_sk#18]
Right keys [1]: [d_date_sk#24]
Join condition: None

(24) Project [codegen id : 3]
Output [3]: [i_brand_id#20, i_class_id#21, i_category_id#22]
Input [5]: [cs_sold_date_sk#18, i_brand_id#20, i_class_id#21, i_category_id#22, d_date_sk#24]

(25) BroadcastExchange
Input [3]: [i_brand_id#20, i_class_id#21, i_category_id#22]
Arguments: HashedRelationBroadcastMode(List(coalesce(input[0, int, true], 0), isnull(input[0, int, true]), coalesce(input[1, int, true], 0), isnull(input[1, int, true]), coalesce(input[2, int, true], 0), isnull(input[2, int, true])),false), [id=#25]

(26) BroadcastHashJoin [codegen id : 4]
Left keys [6]: [coalesce(i_brand_id#14, 0), isnull(i_brand_id#14), coalesce(i_class_id#15, 0), isnull(i_class_id#15), coalesce(i_category_id#16, 0), isnull(i_category_id#16)]
Right keys [6]: [coalesce(i_brand_id#20, 0), isnull(i_brand_id#20), coalesce(i_class_id#21, 0), isnull(i_class_id#21), coalesce(i_category_id#22, 0), isnull(i_category_id#22)]
Join condition: None

(27) BroadcastExchange
Input [4]: [i_item_sk#13, i_brand_id#14, i_class_id#15, i_category_id#16]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [id=#26]

(28) BroadcastHashJoin [codegen id : 6]
Left keys [1]: [ss_item_sk#10]
Right keys [1]: [i_item_sk#13]
Join condition: None

(29) Project [codegen id : 6]
Output [4]: [ss_sold_date_sk#11, i_brand_id#14, i_class_id#15, i_category_id#16]
Input [6]: [ss_item_sk#10, ss_sold_date_sk#11, i_item_sk#13, i_brand_id#14, i_class_id#15, i_category_id#16]

(30) ReusedExchange [Reuses operator id: 136]
Output [1]: [d_date_sk#27]

(31) BroadcastHashJoin [codegen id : 6]
Left keys [1]: [ss_sold_date_sk#11]
Right keys [1]: [d_date_sk#27]
Join condition: None

(32) Project [codegen id : 6]
Output [3]: [i_brand_id#14 AS brand_id#28, i_class_id#15 AS class_id#29, i_category_id#16 AS category_id#30]
Input [5]: [ss_sold_date_sk#11, i_brand_id#14, i_class_id#15, i_category_id#16, d_date_sk#27]

(33) HashAggregate [codegen id : 6]
Input [3]: [brand_id#28, class_id#29, category_id#30]
Keys [3]: [brand_id#28, class_id#29, category_id#30]
Functions: []
Aggregate Attributes: []
Results [3]: [brand_id#28, class_id#29, category_id#30]

(34) Exchange
Input [3]: [brand_id#28, class_id#29, category_id#30]
Arguments: hashpartitioning(brand_id#28, class_id#29, category_id#30, 5), ENSURE_REQUIREMENTS, [id=#31]

(35) HashAggregate [codegen id : 10]
Input [3]: [brand_id#28, class_id#29, category_id#30]
Keys [3]: [brand_id#28, class_id#29, category_id#30]
Functions: []
Aggregate Attributes: []
Results [3]: [brand_id#28, class_id#29, category_id#30]

(36) Scan parquet default.web_sales
Output [2]: [ws_item_sk#32, ws_sold_date_sk#33]
Batched: true
Location: InMemoryFileIndex []
PartitionFilters: [isnotnull(ws_sold_date_sk#33), dynamicpruningexpression(ws_sold_date_sk#33 IN dynamicpruning#12)]
PushedFilters: [IsNotNull(ws_item_sk)]
ReadSchema: struct<ws_item_sk:int>

(37) ColumnarToRow [codegen id : 9]
Input [2]: [ws_item_sk#32, ws_sold_date_sk#33]

(38) Filter [codegen id : 9]
Input [2]: [ws_item_sk#32, ws_sold_date_sk#33]
Condition : isnotnull(ws_item_sk#32)

(39) ReusedExchange [Reuses operator id: 19]
Output [4]: [i_item_sk#34, i_brand_id#35, i_class_id#36, i_category_id#37]

(40) BroadcastHashJoin [codegen id : 9]
Left keys [1]: [ws_item_sk#32]
Right keys [1]: [i_item_sk#34]
Join condition: None

(41) Project [codegen id : 9]
Output [4]: [ws_sold_date_sk#33, i_brand_id#35, i_class_id#36, i_category_id#37]
Input [6]: [ws_item_sk#32, ws_sold_date_sk#33, i_item_sk#34, i_brand_id#35, i_class_id#36, i_category_id#37]

(42) ReusedExchange [Reuses operator id: 136]
Output [1]: [d_date_sk#38]

(43) BroadcastHashJoin [codegen id : 9]
Left keys [1]: [ws_sold_date_sk#33]
Right keys [1]: [d_date_sk#38]
Join condition: None

(44) Project [codegen id : 9]
Output [3]: [i_brand_id#35, i_class_id#36, i_category_id#37]
Input [5]: [ws_sold_date_sk#33, i_brand_id#35, i_class_id#36, i_category_id#37, d_date_sk#38]

(45) BroadcastExchange
Input [3]: [i_brand_id#35, i_class_id#36, i_category_id#37]
Arguments: HashedRelationBroadcastMode(List(coalesce(input[0, int, true], 0), isnull(input[0, int, true]), coalesce(input[1, int, true], 0), isnull(input[1, int, true]), coalesce(input[2, int, true], 0), isnull(input[2, int, true])),false), [id=#39]

(46) BroadcastHashJoin [codegen id : 10]
Left keys [6]: [coalesce(brand_id#28, 0), isnull(brand_id#28), coalesce(class_id#29, 0), isnull(class_id#29), coalesce(category_id#30, 0), isnull(category_id#30)]
Right keys [6]: [coalesce(i_brand_id#35, 0), isnull(i_brand_id#35), coalesce(i_class_id#36, 0), isnull(i_class_id#36), coalesce(i_category_id#37, 0), isnull(i_category_id#37)]
Join condition: None

(47) HashAggregate [codegen id : 10]
Input [3]: [brand_id#28, class_id#29, category_id#30]
Keys [3]: [brand_id#28, class_id#29, category_id#30]
Functions: []
Aggregate Attributes: []
Results [3]: [brand_id#28, class_id#29, category_id#30]

(48) HashAggregate [codegen id : 10]
Input [3]: [brand_id#28, class_id#29, category_id#30]
Keys [3]: [brand_id#28, class_id#29, category_id#30]
Functions: []
Aggregate Attributes: []
Results [3]: [brand_id#28, class_id#29, category_id#30]

(49) BroadcastExchange
Input [3]: [brand_id#28, class_id#29, category_id#30]
Arguments: HashedRelationBroadcastMode(List(input[0, int, true], input[1, int, true], input[2, int, true]),false), [id=#40]

(50) BroadcastHashJoin [codegen id : 11]
Left keys [3]: [i_brand_id#7, i_class_id#8, i_category_id#9]
Right keys [3]: [brand_id#28, class_id#29, category_id#30]
Join condition: None

(51) Project [codegen id : 11]
Output [1]: [i_item_sk#6 AS ss_item_sk#41]
Input [7]: [i_item_sk#6, i_brand_id#7, i_class_id#8, i_category_id#9, brand_id#28, class_id#29, category_id#30]

(52) BroadcastExchange
Input [1]: [ss_item_sk#41]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [id=#42]

(53) BroadcastHashJoin [codegen id : 25]
Left keys [1]: [ss_item_sk#1]
Right keys [1]: [ss_item_sk#41]
Join condition: None

(54) Scan parquet default.item
Output [4]: [i_item_sk#43, i_brand_id#44, i_class_id#45, i_category_id#46]
Batched: true
Location [not included in comparison]/{warehouse_dir}/item]
PushedFilters: [IsNotNull(i_item_sk)]
ReadSchema: struct<i_item_sk:int,i_brand_id:int,i_class_id:int,i_category_id:int>

(55) ColumnarToRow [codegen id : 23]
Input [4]: [i_item_sk#43, i_brand_id#44, i_class_id#45, i_category_id#46]

(56) Filter [codegen id : 23]
Input [4]: [i_item_sk#43, i_brand_id#44, i_class_id#45, i_category_id#46]
Condition : isnotnull(i_item_sk#43)

(57) ReusedExchange [Reuses operator id: 52]
Output [1]: [ss_item_sk#41]

(58) BroadcastHashJoin [codegen id : 23]
Left keys [1]: [i_item_sk#43]
Right keys [1]: [ss_item_sk#41]
Join condition: None

(59) BroadcastExchange
Input [4]: [i_item_sk#43, i_brand_id#44, i_class_id#45, i_category_id#46]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [id=#47]

(60) BroadcastHashJoin [codegen id : 25]
Left keys [1]: [ss_item_sk#1]
Right keys [1]: [i_item_sk#43]
Join condition: None

(61) Project [codegen id : 25]
Output [6]: [ss_quantity#2, ss_list_price#3, ss_sold_date_sk#4, i_brand_id#44, i_class_id#45, i_category_id#46]
Input [8]: [ss_item_sk#1, ss_quantity#2, ss_list_price#3, ss_sold_date_sk#4, i_item_sk#43, i_brand_id#44, i_class_id#45, i_category_id#46]

(62) ReusedExchange [Reuses operator id: 131]
Output [1]: [d_date_sk#48]

(63) BroadcastHashJoin [codegen id : 25]
Left keys [1]: [ss_sold_date_sk#4]
Right keys [1]: [d_date_sk#48]
Join condition: None

(64) Project [codegen id : 25]
Output [5]: [ss_quantity#2, ss_list_price#3, i_brand_id#44, i_class_id#45, i_category_id#46]
Input [7]: [ss_quantity#2, ss_list_price#3, ss_sold_date_sk#4, i_brand_id#44, i_class_id#45, i_category_id#46, d_date_sk#48]

(65) HashAggregate [codegen id : 25]
Input [5]: [ss_quantity#2, ss_list_price#3, i_brand_id#44, i_class_id#45, i_category_id#46]
Keys [3]: [i_brand_id#44, i_class_id#45, i_category_id#46]
Functions [2]: [partial_sum(CheckOverflow((promote_precision(cast(cast(ss_quantity#2 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(ss_list_price#3 as decimal(12,2)))), DecimalType(18,2), true)), partial_count(1)]
Aggregate Attributes [3]: [sum#49, isEmpty#50, count#51]
Results [6]: [i_brand_id#44, i_class_id#45, i_category_id#46, sum#52, isEmpty#53, count#54]

(66) Exchange
Input [6]: [i_brand_id#44, i_class_id#45, i_category_id#46, sum#52, isEmpty#53, count#54]
Arguments: hashpartitioning(i_brand_id#44, i_class_id#45, i_category_id#46, 5), ENSURE_REQUIREMENTS, [id=#55]

(67) HashAggregate [codegen id : 26]
Input [6]: [i_brand_id#44, i_class_id#45, i_category_id#46, sum#52, isEmpty#53, count#54]
Keys [3]: [i_brand_id#44, i_class_id#45, i_category_id#46]
Functions [2]: [sum(CheckOverflow((promote_precision(cast(cast(ss_quantity#2 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(ss_list_price#3 as decimal(12,2)))), DecimalType(18,2), true)), count(1)]
Aggregate Attributes [2]: [sum(CheckOverflow((promote_precision(cast(cast(ss_quantity#2 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(ss_list_price#3 as decimal(12,2)))), DecimalType(18,2), true))#56, count(1)#57]
Results [5]: [i_brand_id#44, i_class_id#45, i_category_id#46, sum(CheckOverflow((promote_precision(cast(cast(ss_quantity#2 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(ss_list_price#3 as decimal(12,2)))), DecimalType(18,2), true))#56 AS sales#58, count(1)#57 AS number_sales#59]

(68) Filter [codegen id : 26]
Input [5]: [i_brand_id#44, i_class_id#45, i_category_id#46, sales#58, number_sales#59]
Condition : (isnotnull(sales#58) AND (cast(sales#58 as decimal(32,6)) > cast(Subquery scalar-subquery#60, [id=#61] as decimal(32,6))))

(69) Project [codegen id : 26]
Output [6]: [sales#58, number_sales#59, store AS channel#62, i_brand_id#44, i_class_id#45, i_category_id#46]
Input [5]: [i_brand_id#44, i_class_id#45, i_category_id#46, sales#58, number_sales#59]

(70) Scan parquet default.catalog_sales
Output [4]: [cs_item_sk#63, cs_quantity#64, cs_list_price#65, cs_sold_date_sk#66]
Batched: true
Location: InMemoryFileIndex []
PartitionFilters: [isnotnull(cs_sold_date_sk#66), dynamicpruningexpression(cs_sold_date_sk#66 IN dynamicpruning#5)]
PushedFilters: [IsNotNull(cs_item_sk)]
ReadSchema: struct<cs_item_sk:int,cs_quantity:int,cs_list_price:decimal(7,2)>

(71) ColumnarToRow [codegen id : 51]
Input [4]: [cs_item_sk#63, cs_quantity#64, cs_list_price#65, cs_sold_date_sk#66]

(72) Filter [codegen id : 51]
Input [4]: [cs_item_sk#63, cs_quantity#64, cs_list_price#65, cs_sold_date_sk#66]
Condition : isnotnull(cs_item_sk#63)

(73) ReusedExchange [Reuses operator id: 52]
Output [1]: [ss_item_sk#41]

(74) BroadcastHashJoin [codegen id : 51]
Left keys [1]: [cs_item_sk#63]
Right keys [1]: [ss_item_sk#41]
Join condition: None

(75) ReusedExchange [Reuses operator id: 59]
Output [4]: [i_item_sk#67, i_brand_id#68, i_class_id#69, i_category_id#70]

(76) BroadcastHashJoin [codegen id : 51]
Left keys [1]: [cs_item_sk#63]
Right keys [1]: [i_item_sk#67]
Join condition: None

(77) Project [codegen id : 51]
Output [6]: [cs_quantity#64, cs_list_price#65, cs_sold_date_sk#66, i_brand_id#68, i_class_id#69, i_category_id#70]
Input [8]: [cs_item_sk#63, cs_quantity#64, cs_list_price#65, cs_sold_date_sk#66, i_item_sk#67, i_brand_id#68, i_class_id#69, i_category_id#70]

(78) ReusedExchange [Reuses operator id: 131]
Output [1]: [d_date_sk#71]

(79) BroadcastHashJoin [codegen id : 51]
Left keys [1]: [cs_sold_date_sk#66]
Right keys [1]: [d_date_sk#71]
Join condition: None

(80) Project [codegen id : 51]
Output [5]: [cs_quantity#64, cs_list_price#65, i_brand_id#68, i_class_id#69, i_category_id#70]
Input [7]: [cs_quantity#64, cs_list_price#65, cs_sold_date_sk#66, i_brand_id#68, i_class_id#69, i_category_id#70, d_date_sk#71]

(81) HashAggregate [codegen id : 51]
Input [5]: [cs_quantity#64, cs_list_price#65, i_brand_id#68, i_class_id#69, i_category_id#70]
Keys [3]: [i_brand_id#68, i_class_id#69, i_category_id#70]
Functions [2]: [partial_sum(CheckOverflow((promote_precision(cast(cast(cs_quantity#64 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(cs_list_price#65 as decimal(12,2)))), DecimalType(18,2), true)), partial_count(1)]
Aggregate Attributes [3]: [sum#72, isEmpty#73, count#74]
Results [6]: [i_brand_id#68, i_class_id#69, i_category_id#70, sum#75, isEmpty#76, count#77]

(82) Exchange
Input [6]: [i_brand_id#68, i_class_id#69, i_category_id#70, sum#75, isEmpty#76, count#77]
Arguments: hashpartitioning(i_brand_id#68, i_class_id#69, i_category_id#70, 5), ENSURE_REQUIREMENTS, [id=#78]

(83) HashAggregate [codegen id : 52]
Input [6]: [i_brand_id#68, i_class_id#69, i_category_id#70, sum#75, isEmpty#76, count#77]
Keys [3]: [i_brand_id#68, i_class_id#69, i_category_id#70]
Functions [2]: [sum(CheckOverflow((promote_precision(cast(cast(cs_quantity#64 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(cs_list_price#65 as decimal(12,2)))), DecimalType(18,2), true)), count(1)]
Aggregate Attributes [2]: [sum(CheckOverflow((promote_precision(cast(cast(cs_quantity#64 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(cs_list_price#65 as decimal(12,2)))), DecimalType(18,2), true))#79, count(1)#80]
Results [5]: [i_brand_id#68, i_class_id#69, i_category_id#70, sum(CheckOverflow((promote_precision(cast(cast(cs_quantity#64 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(cs_list_price#65 as decimal(12,2)))), DecimalType(18,2), true))#79 AS sales#81, count(1)#80 AS number_sales#82]

(84) Filter [codegen id : 52]
Input [5]: [i_brand_id#68, i_class_id#69, i_category_id#70, sales#81, number_sales#82]
Condition : (isnotnull(sales#81) AND (cast(sales#81 as decimal(32,6)) > cast(ReusedSubquery Subquery scalar-subquery#60, [id=#61] as decimal(32,6))))

(85) Project [codegen id : 52]
Output [6]: [sales#81, number_sales#82, catalog AS channel#83, i_brand_id#68, i_class_id#69, i_category_id#70]
Input [5]: [i_brand_id#68, i_class_id#69, i_category_id#70, sales#81, number_sales#82]

(86) Scan parquet default.web_sales
Output [4]: [ws_item_sk#84, ws_quantity#85, ws_list_price#86, ws_sold_date_sk#87]
Batched: true
Location: InMemoryFileIndex []
PartitionFilters: [isnotnull(ws_sold_date_sk#87), dynamicpruningexpression(ws_sold_date_sk#87 IN dynamicpruning#5)]
PushedFilters: [IsNotNull(ws_item_sk)]
ReadSchema: struct<ws_item_sk:int,ws_quantity:int,ws_list_price:decimal(7,2)>

(87) ColumnarToRow [codegen id : 77]
Input [4]: [ws_item_sk#84, ws_quantity#85, ws_list_price#86, ws_sold_date_sk#87]

(88) Filter [codegen id : 77]
Input [4]: [ws_item_sk#84, ws_quantity#85, ws_list_price#86, ws_sold_date_sk#87]
Condition : isnotnull(ws_item_sk#84)

(89) ReusedExchange [Reuses operator id: 52]
Output [1]: [ss_item_sk#41]

(90) BroadcastHashJoin [codegen id : 77]
Left keys [1]: [ws_item_sk#84]
Right keys [1]: [ss_item_sk#41]
Join condition: None

(91) ReusedExchange [Reuses operator id: 59]
Output [4]: [i_item_sk#88, i_brand_id#89, i_class_id#90, i_category_id#91]

(92) BroadcastHashJoin [codegen id : 77]
Left keys [1]: [ws_item_sk#84]
Right keys [1]: [i_item_sk#88]
Join condition: None

(93) Project [codegen id : 77]
Output [6]: [ws_quantity#85, ws_list_price#86, ws_sold_date_sk#87, i_brand_id#89, i_class_id#90, i_category_id#91]
Input [8]: [ws_item_sk#84, ws_quantity#85, ws_list_price#86, ws_sold_date_sk#87, i_item_sk#88, i_brand_id#89, i_class_id#90, i_category_id#91]

(94) ReusedExchange [Reuses operator id: 131]
Output [1]: [d_date_sk#92]

(95) BroadcastHashJoin [codegen id : 77]
Left keys [1]: [ws_sold_date_sk#87]
Right keys [1]: [d_date_sk#92]
Join condition: None

(96) Project [codegen id : 77]
Output [5]: [ws_quantity#85, ws_list_price#86, i_brand_id#89, i_class_id#90, i_category_id#91]
Input [7]: [ws_quantity#85, ws_list_price#86, ws_sold_date_sk#87, i_brand_id#89, i_class_id#90, i_category_id#91, d_date_sk#92]

(97) HashAggregate [codegen id : 77]
Input [5]: [ws_quantity#85, ws_list_price#86, i_brand_id#89, i_class_id#90, i_category_id#91]
Keys [3]: [i_brand_id#89, i_class_id#90, i_category_id#91]
Functions [2]: [partial_sum(CheckOverflow((promote_precision(cast(cast(ws_quantity#85 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(ws_list_price#86 as decimal(12,2)))), DecimalType(18,2), true)), partial_count(1)]
Aggregate Attributes [3]: [sum#93, isEmpty#94, count#95]
Results [6]: [i_brand_id#89, i_class_id#90, i_category_id#91, sum#96, isEmpty#97, count#98]

(98) Exchange
Input [6]: [i_brand_id#89, i_class_id#90, i_category_id#91, sum#96, isEmpty#97, count#98]
Arguments: hashpartitioning(i_brand_id#89, i_class_id#90, i_category_id#91, 5), ENSURE_REQUIREMENTS, [id=#99]

(99) HashAggregate [codegen id : 78]
Input [6]: [i_brand_id#89, i_class_id#90, i_category_id#91, sum#96, isEmpty#97, count#98]
Keys [3]: [i_brand_id#89, i_class_id#90, i_category_id#91]
Functions [2]: [sum(CheckOverflow((promote_precision(cast(cast(ws_quantity#85 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(ws_list_price#86 as decimal(12,2)))), DecimalType(18,2), true)), count(1)]
Aggregate Attributes [2]: [sum(CheckOverflow((promote_precision(cast(cast(ws_quantity#85 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(ws_list_price#86 as decimal(12,2)))), DecimalType(18,2), true))#100, count(1)#101]
Results [5]: [i_brand_id#89, i_class_id#90, i_category_id#91, sum(CheckOverflow((promote_precision(cast(cast(ws_quantity#85 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(ws_list_price#86 as decimal(12,2)))), DecimalType(18,2), true))#100 AS sales#102, count(1)#101 AS number_sales#103]

(100) Filter [codegen id : 78]
Input [5]: [i_brand_id#89, i_class_id#90, i_category_id#91, sales#102, number_sales#103]
Condition : (isnotnull(sales#102) AND (cast(sales#102 as decimal(32,6)) > cast(ReusedSubquery Subquery scalar-subquery#60, [id=#61] as decimal(32,6))))

(101) Project [codegen id : 78]
Output [6]: [sales#102, number_sales#103, web AS channel#104, i_brand_id#89, i_class_id#90, i_category_id#91]
Input [5]: [i_brand_id#89, i_class_id#90, i_category_id#91, sales#102, number_sales#103]

(102) Union

(103) Expand [codegen id : 79]
Input [6]: [sales#58, number_sales#59, channel#62, i_brand_id#44, i_class_id#45, i_category_id#46]
Arguments: [[sales#58, number_sales#59, channel#62, i_brand_id#44, i_class_id#45, i_category_id#46, 0], [sales#58, number_sales#59, channel#62, i_brand_id#44, i_class_id#45, null, 1], [sales#58, number_sales#59, channel#62, i_brand_id#44, null, null, 3], [sales#58, number_sales#59, channel#62, null, null, null, 7], [sales#58, number_sales#59, null, null, null, null, 15]], [sales#58, number_sales#59, channel#105, i_brand_id#106, i_class_id#107, i_category_id#108, spark_grouping_id#109]

(104) HashAggregate [codegen id : 79]
Input [7]: [sales#58, number_sales#59, channel#105, i_brand_id#106, i_class_id#107, i_category_id#108, spark_grouping_id#109]
Keys [5]: [channel#105, i_brand_id#106, i_class_id#107, i_category_id#108, spark_grouping_id#109]
Functions [2]: [partial_sum(sales#58), partial_sum(number_sales#59)]
Aggregate Attributes [3]: [sum#110, isEmpty#111, sum#112]
Results [8]: [channel#105, i_brand_id#106, i_class_id#107, i_category_id#108, spark_grouping_id#109, sum#113, isEmpty#114, sum#115]

(105) Exchange
Input [8]: [channel#105, i_brand_id#106, i_class_id#107, i_category_id#108, spark_grouping_id#109, sum#113, isEmpty#114, sum#115]
Arguments: hashpartitioning(channel#105, i_brand_id#106, i_class_id#107, i_category_id#108, spark_grouping_id#109, 5), ENSURE_REQUIREMENTS, [id=#116]

(106) HashAggregate [codegen id : 80]
Input [8]: [channel#105, i_brand_id#106, i_class_id#107, i_category_id#108, spark_grouping_id#109, sum#113, isEmpty#114, sum#115]
Keys [5]: [channel#105, i_brand_id#106, i_class_id#107, i_category_id#108, spark_grouping_id#109]
Functions [2]: [sum(sales#58), sum(number_sales#59)]
Aggregate Attributes [2]: [sum(sales#58)#117, sum(number_sales#59)#118]
Results [6]: [channel#105, i_brand_id#106, i_class_id#107, i_category_id#108, sum(sales#58)#117 AS sum(sales)#119, sum(number_sales#59)#118 AS sum(number_sales)#120]

(107) TakeOrderedAndProject
Input [6]: [channel#105, i_brand_id#106, i_class_id#107, i_category_id#108, sum(sales)#119, sum(number_sales)#120]
Arguments: 100, [channel#105 ASC NULLS FIRST, i_brand_id#106 ASC NULLS FIRST, i_class_id#107 ASC NULLS FIRST, i_category_id#108 ASC NULLS FIRST], [channel#105, i_brand_id#106, i_class_id#107, i_category_id#108, sum(sales)#119, sum(number_sales)#120]

===== Subqueries =====

Subquery:1 Hosting operator id = 68 Hosting Expression = Subquery scalar-subquery#60, [id=#61]
* HashAggregate (126)
+- Exchange (125)
   +- * HashAggregate (124)
      +- Union (123)
         :- * Project (112)
         :  +- * BroadcastHashJoin Inner BuildRight (111)
         :     :- * ColumnarToRow (109)
         :     :  +- Scan parquet default.store_sales (108)
         :     +- ReusedExchange (110)
         :- * Project (117)
         :  +- * BroadcastHashJoin Inner BuildRight (116)
         :     :- * ColumnarToRow (114)
         :     :  +- Scan parquet default.catalog_sales (113)
         :     +- ReusedExchange (115)
         +- * Project (122)
            +- * BroadcastHashJoin Inner BuildRight (121)
               :- * ColumnarToRow (119)
               :  +- Scan parquet default.web_sales (118)
               +- ReusedExchange (120)


(108) Scan parquet default.store_sales
Output [3]: [ss_quantity#121, ss_list_price#122, ss_sold_date_sk#123]
Batched: true
Location: InMemoryFileIndex []
PartitionFilters: [isnotnull(ss_sold_date_sk#123), dynamicpruningexpression(ss_sold_date_sk#123 IN dynamicpruning#12)]
ReadSchema: struct<ss_quantity:int,ss_list_price:decimal(7,2)>

(109) ColumnarToRow [codegen id : 2]
Input [3]: [ss_quantity#121, ss_list_price#122, ss_sold_date_sk#123]

(110) ReusedExchange [Reuses operator id: 136]
Output [1]: [d_date_sk#124]

(111) BroadcastHashJoin [codegen id : 2]
Left keys [1]: [ss_sold_date_sk#123]
Right keys [1]: [d_date_sk#124]
Join condition: None

(112) Project [codegen id : 2]
Output [2]: [ss_quantity#121 AS quantity#125, ss_list_price#122 AS list_price#126]
Input [4]: [ss_quantity#121, ss_list_price#122, ss_sold_date_sk#123, d_date_sk#124]

(113) Scan parquet default.catalog_sales
Output [3]: [cs_quantity#127, cs_list_price#128, cs_sold_date_sk#129]
Batched: true
Location: InMemoryFileIndex []
PartitionFilters: [isnotnull(cs_sold_date_sk#129), dynamicpruningexpression(cs_sold_date_sk#129 IN dynamicpruning#12)]
ReadSchema: struct<cs_quantity:int,cs_list_price:decimal(7,2)>

(114) ColumnarToRow [codegen id : 4]
Input [3]: [cs_quantity#127, cs_list_price#128, cs_sold_date_sk#129]

(115) ReusedExchange [Reuses operator id: 136]
Output [1]: [d_date_sk#130]

(116) BroadcastHashJoin [codegen id : 4]
Left keys [1]: [cs_sold_date_sk#129]
Right keys [1]: [d_date_sk#130]
Join condition: None

(117) Project [codegen id : 4]
Output [2]: [cs_quantity#127 AS quantity#131, cs_list_price#128 AS list_price#132]
Input [4]: [cs_quantity#127, cs_list_price#128, cs_sold_date_sk#129, d_date_sk#130]

(118) Scan parquet default.web_sales
Output [3]: [ws_quantity#133, ws_list_price#134, ws_sold_date_sk#135]
Batched: true
Location: InMemoryFileIndex []
PartitionFilters: [isnotnull(ws_sold_date_sk#135), dynamicpruningexpression(ws_sold_date_sk#135 IN dynamicpruning#12)]
ReadSchema: struct<ws_quantity:int,ws_list_price:decimal(7,2)>

(119) ColumnarToRow [codegen id : 6]
Input [3]: [ws_quantity#133, ws_list_price#134, ws_sold_date_sk#135]

(120) ReusedExchange [Reuses operator id: 136]
Output [1]: [d_date_sk#136]

(121) BroadcastHashJoin [codegen id : 6]
Left keys [1]: [ws_sold_date_sk#135]
Right keys [1]: [d_date_sk#136]
Join condition: None

(122) Project [codegen id : 6]
Output [2]: [ws_quantity#133 AS quantity#137, ws_list_price#134 AS list_price#138]
Input [4]: [ws_quantity#133, ws_list_price#134, ws_sold_date_sk#135, d_date_sk#136]

(123) Union

(124) HashAggregate [codegen id : 7]
Input [2]: [quantity#125, list_price#126]
Keys: []
Functions [1]: [partial_avg(CheckOverflow((promote_precision(cast(cast(quantity#125 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(list_price#126 as decimal(12,2)))), DecimalType(18,2), true))]
Aggregate Attributes [2]: [sum#139, count#140]
Results [2]: [sum#141, count#142]

(125) Exchange
Input [2]: [sum#141, count#142]
Arguments: SinglePartition, ENSURE_REQUIREMENTS, [id=#143]

(126) HashAggregate [codegen id : 8]
Input [2]: [sum#141, count#142]
Keys: []
Functions [1]: [avg(CheckOverflow((promote_precision(cast(cast(quantity#125 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(list_price#126 as decimal(12,2)))), DecimalType(18,2), true))]
Aggregate Attributes [1]: [avg(CheckOverflow((promote_precision(cast(cast(quantity#125 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(list_price#126 as decimal(12,2)))), DecimalType(18,2), true))#144]
Results [1]: [avg(CheckOverflow((promote_precision(cast(cast(quantity#125 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(list_price#126 as decimal(12,2)))), DecimalType(18,2), true))#144 AS average_sales#145]

Subquery:2 Hosting operator id = 108 Hosting Expression = ss_sold_date_sk#123 IN dynamicpruning#12

Subquery:3 Hosting operator id = 113 Hosting Expression = cs_sold_date_sk#129 IN dynamicpruning#12

Subquery:4 Hosting operator id = 118 Hosting Expression = ws_sold_date_sk#135 IN dynamicpruning#12

Subquery:5 Hosting operator id = 1 Hosting Expression = ss_sold_date_sk#4 IN dynamicpruning#5
BroadcastExchange (131)
+- * Project (130)
   +- * Filter (129)
      +- * ColumnarToRow (128)
         +- Scan parquet default.date_dim (127)


(127) Scan parquet default.date_dim
Output [3]: [d_date_sk#48, d_year#146, d_moy#147]
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,11), IsNotNull(d_date_sk)]
ReadSchema: struct<d_date_sk:int,d_year:int,d_moy:int>

(128) ColumnarToRow [codegen id : 1]
Input [3]: [d_date_sk#48, d_year#146, d_moy#147]

(129) Filter [codegen id : 1]
Input [3]: [d_date_sk#48, d_year#146, d_moy#147]
Condition : ((((isnotnull(d_year#146) AND isnotnull(d_moy#147)) AND (d_year#146 = 2001)) AND (d_moy#147 = 11)) AND isnotnull(d_date_sk#48))

(130) Project [codegen id : 1]
Output [1]: [d_date_sk#48]
Input [3]: [d_date_sk#48, d_year#146, d_moy#147]

(131) BroadcastExchange
Input [1]: [d_date_sk#48]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [id=#148]

Subquery:6 Hosting operator id = 7 Hosting Expression = ss_sold_date_sk#11 IN dynamicpruning#12
BroadcastExchange (136)
+- * Project (135)
   +- * Filter (134)
      +- * ColumnarToRow (133)
         +- Scan parquet default.date_dim (132)


(132) Scan parquet default.date_dim
Output [2]: [d_date_sk#27, d_year#149]
Batched: true
Location [not included in comparison]/{warehouse_dir}/date_dim]
PushedFilters: [IsNotNull(d_year), GreaterThanOrEqual(d_year,1999), LessThanOrEqual(d_year,2001), IsNotNull(d_date_sk)]
ReadSchema: struct<d_date_sk:int,d_year:int>

(133) ColumnarToRow [codegen id : 1]
Input [2]: [d_date_sk#27, d_year#149]

(134) Filter [codegen id : 1]
Input [2]: [d_date_sk#27, d_year#149]
Condition : (((isnotnull(d_year#149) AND (d_year#149 >= 1999)) AND (d_year#149 <= 2001)) AND isnotnull(d_date_sk#27))

(135) Project [codegen id : 1]
Output [1]: [d_date_sk#27]
Input [2]: [d_date_sk#27, d_year#149]

(136) BroadcastExchange
Input [1]: [d_date_sk#27]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [id=#150]

Subquery:7 Hosting operator id = 13 Hosting Expression = cs_sold_date_sk#18 IN dynamicpruning#12

Subquery:8 Hosting operator id = 36 Hosting Expression = ws_sold_date_sk#33 IN dynamicpruning#12

Subquery:9 Hosting operator id = 84 Hosting Expression = ReusedSubquery Subquery scalar-subquery#60, [id=#61]

Subquery:10 Hosting operator id = 70 Hosting Expression = cs_sold_date_sk#66 IN dynamicpruning#5

Subquery:11 Hosting operator id = 100 Hosting Expression = ReusedSubquery Subquery scalar-subquery#60, [id=#61]

Subquery:12 Hosting operator id = 86 Hosting Expression = ws_sold_date_sk#87 IN dynamicpruning#5


