== Physical Plan ==
TakeOrderedAndProject (48)
+- * HashAggregate (47)
   +- Exchange (46)
      +- * HashAggregate (45)
         +- * Project (44)
            +- * BroadcastHashJoin Inner BuildLeft (43)
               :- BroadcastExchange (39)
               :  +- * Project (38)
               :     +- * BroadcastHashJoin Inner BuildRight (37)
               :        :- * Project (31)
               :        :  +- * SortMergeJoin LeftSemi (30)
               :        :     :- * SortMergeJoin LeftSemi (21)
               :        :     :  :- * Sort (5)
               :        :     :  :  +- Exchange (4)
               :        :     :  :     +- * Filter (3)
               :        :     :  :        +- * ColumnarToRow (2)
               :        :     :  :           +- Scan parquet default.customer (1)
               :        :     :  +- * Sort (20)
               :        :     :     +- Exchange (19)
               :        :     :        +- Union (18)
               :        :     :           :- * Project (11)
               :        :     :           :  +- * BroadcastHashJoin Inner BuildRight (10)
               :        :     :           :     :- * Filter (8)
               :        :     :           :     :  +- * ColumnarToRow (7)
               :        :     :           :     :     +- Scan parquet default.web_sales (6)
               :        :     :           :     +- ReusedExchange (9)
               :        :     :           +- * Project (17)
               :        :     :              +- * BroadcastHashJoin Inner BuildRight (16)
               :        :     :                 :- * Filter (14)
               :        :     :                 :  +- * ColumnarToRow (13)
               :        :     :                 :     +- Scan parquet default.catalog_sales (12)
               :        :     :                 +- ReusedExchange (15)
               :        :     +- * Sort (29)
               :        :        +- Exchange (28)
               :        :           +- * Project (27)
               :        :              +- * BroadcastHashJoin Inner BuildRight (26)
               :        :                 :- * Filter (24)
               :        :                 :  +- * ColumnarToRow (23)
               :        :                 :     +- Scan parquet default.store_sales (22)
               :        :                 +- ReusedExchange (25)
               :        +- BroadcastExchange (36)
               :           +- * Project (35)
               :              +- * Filter (34)
               :                 +- * ColumnarToRow (33)
               :                    +- Scan parquet default.customer_address (32)
               +- * Filter (42)
                  +- * ColumnarToRow (41)
                     +- Scan parquet default.customer_demographics (40)


(1) Scan parquet default.customer
Output [3]: [c_customer_sk#1, c_current_cdemo_sk#2, c_current_addr_sk#3]
Batched: true
Location [not included in comparison]/{warehouse_dir}/customer]
PushedFilters: [IsNotNull(c_customer_sk), IsNotNull(c_current_addr_sk), IsNotNull(c_current_cdemo_sk)]
ReadSchema: struct<c_customer_sk:int,c_current_cdemo_sk:int,c_current_addr_sk:int>

(2) ColumnarToRow [codegen id : 1]
Input [3]: [c_customer_sk#1, c_current_cdemo_sk#2, c_current_addr_sk#3]

(3) Filter [codegen id : 1]
Input [3]: [c_customer_sk#1, c_current_cdemo_sk#2, c_current_addr_sk#3]
Condition : ((isnotnull(c_customer_sk#1) AND isnotnull(c_current_addr_sk#3)) AND isnotnull(c_current_cdemo_sk#2))

(4) Exchange
Input [3]: [c_customer_sk#1, c_current_cdemo_sk#2, c_current_addr_sk#3]
Arguments: hashpartitioning(c_customer_sk#1, 5), ENSURE_REQUIREMENTS, [id=#4]

(5) Sort [codegen id : 2]
Input [3]: [c_customer_sk#1, c_current_cdemo_sk#2, c_current_addr_sk#3]
Arguments: [c_customer_sk#1 ASC NULLS FIRST], false, 0

(6) Scan parquet default.web_sales
Output [2]: [ws_bill_customer_sk#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_bill_customer_sk)]
ReadSchema: struct<ws_bill_customer_sk:int>

(7) ColumnarToRow [codegen id : 4]
Input [2]: [ws_bill_customer_sk#5, ws_sold_date_sk#6]

(8) Filter [codegen id : 4]
Input [2]: [ws_bill_customer_sk#5, ws_sold_date_sk#6]
Condition : isnotnull(ws_bill_customer_sk#5)

(9) ReusedExchange [Reuses operator id: 53]
Output [1]: [d_date_sk#8]

(10) BroadcastHashJoin [codegen id : 4]
Left keys [1]: [ws_sold_date_sk#6]
Right keys [1]: [d_date_sk#8]
Join condition: None

(11) Project [codegen id : 4]
Output [1]: [ws_bill_customer_sk#5 AS customer_sk#9]
Input [3]: [ws_bill_customer_sk#5, ws_sold_date_sk#6, d_date_sk#8]

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

(13) ColumnarToRow [codegen id : 6]
Input [2]: [cs_ship_customer_sk#10, cs_sold_date_sk#11]

(14) Filter [codegen id : 6]
Input [2]: [cs_ship_customer_sk#10, cs_sold_date_sk#11]
Condition : isnotnull(cs_ship_customer_sk#10)

(15) ReusedExchange [Reuses operator id: 53]
Output [1]: [d_date_sk#12]

(16) BroadcastHashJoin [codegen id : 6]
Left keys [1]: [cs_sold_date_sk#11]
Right keys [1]: [d_date_sk#12]
Join condition: None

(17) Project [codegen id : 6]
Output [1]: [cs_ship_customer_sk#10 AS customer_sk#13]
Input [3]: [cs_ship_customer_sk#10, cs_sold_date_sk#11, d_date_sk#12]

(18) Union

(19) Exchange
Input [1]: [customer_sk#9]
Arguments: hashpartitioning(customer_sk#9, 5), ENSURE_REQUIREMENTS, [id=#14]

(20) Sort [codegen id : 7]
Input [1]: [customer_sk#9]
Arguments: [customer_sk#9 ASC NULLS FIRST], false, 0

(21) SortMergeJoin [codegen id : 8]
Left keys [1]: [c_customer_sk#1]
Right keys [1]: [customer_sk#9]
Join condition: None

(22) Scan parquet default.store_sales
Output [2]: [ss_customer_sk#15, ss_sold_date_sk#16]
Batched: true
Location: InMemoryFileIndex []
PartitionFilters: [isnotnull(ss_sold_date_sk#16), dynamicpruningexpression(ss_sold_date_sk#16 IN dynamicpruning#7)]
PushedFilters: [IsNotNull(ss_customer_sk)]
ReadSchema: struct<ss_customer_sk:int>

(23) ColumnarToRow [codegen id : 10]
Input [2]: [ss_customer_sk#15, ss_sold_date_sk#16]

(24) Filter [codegen id : 10]
Input [2]: [ss_customer_sk#15, ss_sold_date_sk#16]
Condition : isnotnull(ss_customer_sk#15)

(25) ReusedExchange [Reuses operator id: 53]
Output [1]: [d_date_sk#17]

(26) BroadcastHashJoin [codegen id : 10]
Left keys [1]: [ss_sold_date_sk#16]
Right keys [1]: [d_date_sk#17]
Join condition: None

(27) Project [codegen id : 10]
Output [1]: [ss_customer_sk#15 AS customer_sk#18]
Input [3]: [ss_customer_sk#15, ss_sold_date_sk#16, d_date_sk#17]

(28) Exchange
Input [1]: [customer_sk#18]
Arguments: hashpartitioning(customer_sk#18, 5), ENSURE_REQUIREMENTS, [id=#19]

(29) Sort [codegen id : 11]
Input [1]: [customer_sk#18]
Arguments: [customer_sk#18 ASC NULLS FIRST], false, 0

(30) SortMergeJoin [codegen id : 13]
Left keys [1]: [c_customer_sk#1]
Right keys [1]: [customer_sk#18]
Join condition: None

(31) Project [codegen id : 13]
Output [2]: [c_current_cdemo_sk#2, c_current_addr_sk#3]
Input [3]: [c_customer_sk#1, c_current_cdemo_sk#2, c_current_addr_sk#3]

(32) Scan parquet default.customer_address
Output [2]: [ca_address_sk#20, ca_county#21]
Batched: true
Location [not included in comparison]/{warehouse_dir}/customer_address]
PushedFilters: [In(ca_county, [Dona Ana County,Douglas County,Gaines County,Richland County,Walker County]), IsNotNull(ca_address_sk)]
ReadSchema: struct<ca_address_sk:int,ca_county:string>

(33) ColumnarToRow [codegen id : 12]
Input [2]: [ca_address_sk#20, ca_county#21]

(34) Filter [codegen id : 12]
Input [2]: [ca_address_sk#20, ca_county#21]
Condition : (ca_county#21 IN (Walker County,Richland County,Gaines County,Douglas County,Dona Ana County) AND isnotnull(ca_address_sk#20))

(35) Project [codegen id : 12]
Output [1]: [ca_address_sk#20]
Input [2]: [ca_address_sk#20, ca_county#21]

(36) BroadcastExchange
Input [1]: [ca_address_sk#20]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [id=#22]

(37) BroadcastHashJoin [codegen id : 13]
Left keys [1]: [c_current_addr_sk#3]
Right keys [1]: [ca_address_sk#20]
Join condition: None

(38) Project [codegen id : 13]
Output [1]: [c_current_cdemo_sk#2]
Input [3]: [c_current_cdemo_sk#2, c_current_addr_sk#3, ca_address_sk#20]

(39) BroadcastExchange
Input [1]: [c_current_cdemo_sk#2]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [id=#23]

(40) Scan parquet default.customer_demographics
Output [9]: [cd_demo_sk#24, cd_gender#25, cd_marital_status#26, cd_education_status#27, cd_purchase_estimate#28, cd_credit_rating#29, cd_dep_count#30, cd_dep_employed_count#31, cd_dep_college_count#32]
Batched: true
Location [not included in comparison]/{warehouse_dir}/customer_demographics]
PushedFilters: [IsNotNull(cd_demo_sk)]
ReadSchema: struct<cd_demo_sk:int,cd_gender:string,cd_marital_status:string,cd_education_status:string,cd_purchase_estimate:int,cd_credit_rating:string,cd_dep_count:int,cd_dep_employed_count:int,cd_dep_college_count:int>

(41) ColumnarToRow
Input [9]: [cd_demo_sk#24, cd_gender#25, cd_marital_status#26, cd_education_status#27, cd_purchase_estimate#28, cd_credit_rating#29, cd_dep_count#30, cd_dep_employed_count#31, cd_dep_college_count#32]

(42) Filter
Input [9]: [cd_demo_sk#24, cd_gender#25, cd_marital_status#26, cd_education_status#27, cd_purchase_estimate#28, cd_credit_rating#29, cd_dep_count#30, cd_dep_employed_count#31, cd_dep_college_count#32]
Condition : isnotnull(cd_demo_sk#24)

(43) BroadcastHashJoin [codegen id : 14]
Left keys [1]: [c_current_cdemo_sk#2]
Right keys [1]: [cd_demo_sk#24]
Join condition: None

(44) Project [codegen id : 14]
Output [8]: [cd_gender#25, cd_marital_status#26, cd_education_status#27, cd_purchase_estimate#28, cd_credit_rating#29, cd_dep_count#30, cd_dep_employed_count#31, cd_dep_college_count#32]
Input [10]: [c_current_cdemo_sk#2, cd_demo_sk#24, cd_gender#25, cd_marital_status#26, cd_education_status#27, cd_purchase_estimate#28, cd_credit_rating#29, cd_dep_count#30, cd_dep_employed_count#31, cd_dep_college_count#32]

(45) HashAggregate [codegen id : 14]
Input [8]: [cd_gender#25, cd_marital_status#26, cd_education_status#27, cd_purchase_estimate#28, cd_credit_rating#29, cd_dep_count#30, cd_dep_employed_count#31, cd_dep_college_count#32]
Keys [8]: [cd_gender#25, cd_marital_status#26, cd_education_status#27, cd_purchase_estimate#28, cd_credit_rating#29, cd_dep_count#30, cd_dep_employed_count#31, cd_dep_college_count#32]
Functions [1]: [partial_count(1)]
Aggregate Attributes [1]: [count#33]
Results [9]: [cd_gender#25, cd_marital_status#26, cd_education_status#27, cd_purchase_estimate#28, cd_credit_rating#29, cd_dep_count#30, cd_dep_employed_count#31, cd_dep_college_count#32, count#34]

(46) Exchange
Input [9]: [cd_gender#25, cd_marital_status#26, cd_education_status#27, cd_purchase_estimate#28, cd_credit_rating#29, cd_dep_count#30, cd_dep_employed_count#31, cd_dep_college_count#32, count#34]
Arguments: hashpartitioning(cd_gender#25, cd_marital_status#26, cd_education_status#27, cd_purchase_estimate#28, cd_credit_rating#29, cd_dep_count#30, cd_dep_employed_count#31, cd_dep_college_count#32, 5), ENSURE_REQUIREMENTS, [id=#35]

(47) HashAggregate [codegen id : 15]
Input [9]: [cd_gender#25, cd_marital_status#26, cd_education_status#27, cd_purchase_estimate#28, cd_credit_rating#29, cd_dep_count#30, cd_dep_employed_count#31, cd_dep_college_count#32, count#34]
Keys [8]: [cd_gender#25, cd_marital_status#26, cd_education_status#27, cd_purchase_estimate#28, cd_credit_rating#29, cd_dep_count#30, cd_dep_employed_count#31, cd_dep_college_count#32]
Functions [1]: [count(1)]
Aggregate Attributes [1]: [count(1)#36]
Results [14]: [cd_gender#25, cd_marital_status#26, cd_education_status#27, count(1)#36 AS cnt1#37, cd_purchase_estimate#28, count(1)#36 AS cnt2#38, cd_credit_rating#29, count(1)#36 AS cnt3#39, cd_dep_count#30, count(1)#36 AS cnt4#40, cd_dep_employed_count#31, count(1)#36 AS cnt5#41, cd_dep_college_count#32, count(1)#36 AS cnt6#42]

(48) TakeOrderedAndProject
Input [14]: [cd_gender#25, cd_marital_status#26, cd_education_status#27, cnt1#37, cd_purchase_estimate#28, cnt2#38, cd_credit_rating#29, cnt3#39, cd_dep_count#30, cnt4#40, cd_dep_employed_count#31, cnt5#41, cd_dep_college_count#32, cnt6#42]
Arguments: 100, [cd_gender#25 ASC NULLS FIRST, cd_marital_status#26 ASC NULLS FIRST, cd_education_status#27 ASC NULLS FIRST, cd_purchase_estimate#28 ASC NULLS FIRST, cd_credit_rating#29 ASC NULLS FIRST, cd_dep_count#30 ASC NULLS FIRST, cd_dep_employed_count#31 ASC NULLS FIRST, cd_dep_college_count#32 ASC NULLS FIRST], [cd_gender#25, cd_marital_status#26, cd_education_status#27, cnt1#37, cd_purchase_estimate#28, cnt2#38, cd_credit_rating#29, cnt3#39, cd_dep_count#30, cnt4#40, cd_dep_employed_count#31, cnt5#41, cd_dep_college_count#32, cnt6#42]

===== Subqueries =====

Subquery:1 Hosting operator id = 6 Hosting Expression = ws_sold_date_sk#6 IN dynamicpruning#7
BroadcastExchange (53)
+- * Project (52)
   +- * Filter (51)
      +- * ColumnarToRow (50)
         +- Scan parquet default.date_dim (49)


(49) Scan parquet default.date_dim
Output [3]: [d_date_sk#8, d_year#43, d_moy#44]
Batched: true
Location [not included in comparison]/{warehouse_dir}/date_dim]
PushedFilters: [IsNotNull(d_year), IsNotNull(d_moy), EqualTo(d_year,2002), GreaterThanOrEqual(d_moy,4), LessThanOrEqual(d_moy,7), IsNotNull(d_date_sk)]
ReadSchema: struct<d_date_sk:int,d_year:int,d_moy:int>

(50) ColumnarToRow [codegen id : 1]
Input [3]: [d_date_sk#8, d_year#43, d_moy#44]

(51) Filter [codegen id : 1]
Input [3]: [d_date_sk#8, d_year#43, d_moy#44]
Condition : (((((isnotnull(d_year#43) AND isnotnull(d_moy#44)) AND (d_year#43 = 2002)) AND (d_moy#44 >= 4)) AND (d_moy#44 <= 7)) AND isnotnull(d_date_sk#8))

(52) Project [codegen id : 1]
Output [1]: [d_date_sk#8]
Input [3]: [d_date_sk#8, d_year#43, d_moy#44]

(53) BroadcastExchange
Input [1]: [d_date_sk#8]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [id=#45]

Subquery:2 Hosting operator id = 12 Hosting Expression = cs_sold_date_sk#11 IN dynamicpruning#7

Subquery:3 Hosting operator id = 22 Hosting Expression = ss_sold_date_sk#16 IN dynamicpruning#7


