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


(1) Scan parquet default.item
Output [3]: [i_item_sk#1, i_brand#2, i_category#3]
Batched: true
Location [not included in comparison]/{warehouse_dir}/item]
PushedFilters: [IsNotNull(i_item_sk), IsNotNull(i_category), IsNotNull(i_brand)]
ReadSchema: struct<i_item_sk:int,i_brand:string,i_category:string>

(2) ColumnarToRow [codegen id : 4]
Input [3]: [i_item_sk#1, i_brand#2, i_category#3]

(3) Filter [codegen id : 4]
Input [3]: [i_item_sk#1, i_brand#2, i_category#3]
Condition : ((isnotnull(i_item_sk#1) AND isnotnull(i_category#3)) AND isnotnull(i_brand#2))

(4) Scan parquet default.store_sales
Output [4]: [ss_item_sk#4, ss_store_sk#5, ss_sales_price#6, ss_sold_date_sk#7]
Batched: true
Location: InMemoryFileIndex []
PartitionFilters: [isnotnull(ss_sold_date_sk#7), dynamicpruningexpression(ss_sold_date_sk#7 IN dynamicpruning#8)]
PushedFilters: [IsNotNull(ss_item_sk), IsNotNull(ss_store_sk)]
ReadSchema: struct<ss_item_sk:int,ss_store_sk:int,ss_sales_price:decimal(7,2)>

(5) ColumnarToRow [codegen id : 1]
Input [4]: [ss_item_sk#4, ss_store_sk#5, ss_sales_price#6, ss_sold_date_sk#7]

(6) Filter [codegen id : 1]
Input [4]: [ss_item_sk#4, ss_store_sk#5, ss_sales_price#6, ss_sold_date_sk#7]
Condition : (isnotnull(ss_item_sk#4) AND isnotnull(ss_store_sk#5))

(7) BroadcastExchange
Input [4]: [ss_item_sk#4, ss_store_sk#5, ss_sales_price#6, ss_sold_date_sk#7]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [id=#9]

(8) BroadcastHashJoin [codegen id : 4]
Left keys [1]: [i_item_sk#1]
Right keys [1]: [ss_item_sk#4]
Join condition: None

(9) Project [codegen id : 4]
Output [5]: [i_brand#2, i_category#3, ss_store_sk#5, ss_sales_price#6, ss_sold_date_sk#7]
Input [7]: [i_item_sk#1, i_brand#2, i_category#3, ss_item_sk#4, ss_store_sk#5, ss_sales_price#6, ss_sold_date_sk#7]

(10) ReusedExchange [Reuses operator id: 49]
Output [3]: [d_date_sk#10, d_year#11, d_moy#12]

(11) BroadcastHashJoin [codegen id : 4]
Left keys [1]: [ss_sold_date_sk#7]
Right keys [1]: [d_date_sk#10]
Join condition: None

(12) Project [codegen id : 4]
Output [6]: [i_brand#2, i_category#3, ss_store_sk#5, ss_sales_price#6, d_year#11, d_moy#12]
Input [8]: [i_brand#2, i_category#3, ss_store_sk#5, ss_sales_price#6, ss_sold_date_sk#7, d_date_sk#10, d_year#11, d_moy#12]

(13) Scan parquet default.store
Output [3]: [s_store_sk#13, s_store_name#14, s_company_name#15]
Batched: true
Location [not included in comparison]/{warehouse_dir}/store]
PushedFilters: [IsNotNull(s_store_sk), IsNotNull(s_store_name), IsNotNull(s_company_name)]
ReadSchema: struct<s_store_sk:int,s_store_name:string,s_company_name:string>

(14) ColumnarToRow [codegen id : 3]
Input [3]: [s_store_sk#13, s_store_name#14, s_company_name#15]

(15) Filter [codegen id : 3]
Input [3]: [s_store_sk#13, s_store_name#14, s_company_name#15]
Condition : ((isnotnull(s_store_sk#13) AND isnotnull(s_store_name#14)) AND isnotnull(s_company_name#15))

(16) BroadcastExchange
Input [3]: [s_store_sk#13, s_store_name#14, s_company_name#15]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [id=#16]

(17) BroadcastHashJoin [codegen id : 4]
Left keys [1]: [ss_store_sk#5]
Right keys [1]: [s_store_sk#13]
Join condition: None

(18) Project [codegen id : 4]
Output [7]: [i_brand#2, i_category#3, ss_sales_price#6, d_year#11, d_moy#12, s_store_name#14, s_company_name#15]
Input [9]: [i_brand#2, i_category#3, ss_store_sk#5, ss_sales_price#6, d_year#11, d_moy#12, s_store_sk#13, s_store_name#14, s_company_name#15]

(19) HashAggregate [codegen id : 4]
Input [7]: [i_brand#2, i_category#3, ss_sales_price#6, d_year#11, d_moy#12, s_store_name#14, s_company_name#15]
Keys [6]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12]
Functions [1]: [partial_sum(UnscaledValue(ss_sales_price#6))]
Aggregate Attributes [1]: [sum#17]
Results [7]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12, sum#18]

(20) Exchange
Input [7]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12, sum#18]
Arguments: hashpartitioning(i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12, 5), ENSURE_REQUIREMENTS, [id=#19]

(21) HashAggregate [codegen id : 5]
Input [7]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12, sum#18]
Keys [6]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12]
Functions [1]: [sum(UnscaledValue(ss_sales_price#6))]
Aggregate Attributes [1]: [sum(UnscaledValue(ss_sales_price#6))#20]
Results [8]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12, MakeDecimal(sum(UnscaledValue(ss_sales_price#6))#20,17,2) AS sum_sales#21, MakeDecimal(sum(UnscaledValue(ss_sales_price#6))#20,17,2) AS _w0#22]

(22) Exchange
Input [8]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12, sum_sales#21, _w0#22]
Arguments: hashpartitioning(i_category#3, i_brand#2, s_store_name#14, s_company_name#15, 5), ENSURE_REQUIREMENTS, [id=#23]

(23) Sort [codegen id : 6]
Input [8]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12, sum_sales#21, _w0#22]
Arguments: [i_category#3 ASC NULLS FIRST, i_brand#2 ASC NULLS FIRST, s_store_name#14 ASC NULLS FIRST, s_company_name#15 ASC NULLS FIRST, d_year#11 ASC NULLS FIRST, d_moy#12 ASC NULLS FIRST], false, 0

(24) Window
Input [8]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12, sum_sales#21, _w0#22]
Arguments: [rank(d_year#11, d_moy#12) windowspecdefinition(i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11 ASC NULLS FIRST, d_moy#12 ASC NULLS FIRST, specifiedwindowframe(RowFrame, unboundedpreceding$(), currentrow$())) AS rn#24], [i_category#3, i_brand#2, s_store_name#14, s_company_name#15], [d_year#11 ASC NULLS FIRST, d_moy#12 ASC NULLS FIRST]

(25) Filter [codegen id : 7]
Input [9]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12, sum_sales#21, _w0#22, rn#24]
Condition : (isnotnull(d_year#11) AND (d_year#11 = 1999))

(26) Window
Input [9]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12, sum_sales#21, _w0#22, rn#24]
Arguments: [avg(_w0#22) windowspecdefinition(i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, specifiedwindowframe(RowFrame, unboundedpreceding$(), unboundedfollowing$())) AS avg_monthly_sales#25], [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11]

(27) Filter [codegen id : 22]
Input [10]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12, sum_sales#21, _w0#22, rn#24, avg_monthly_sales#25]
Condition : ((isnotnull(avg_monthly_sales#25) AND (avg_monthly_sales#25 > 0.000000)) AND (CheckOverflow((promote_precision(abs(CheckOverflow((promote_precision(cast(sum_sales#21 as decimal(22,6))) - promote_precision(cast(avg_monthly_sales#25 as decimal(22,6)))), DecimalType(22,6), true), false)) / promote_precision(cast(avg_monthly_sales#25 as decimal(22,6)))), DecimalType(38,16), true) > 0.1000000000000000))

(28) Project [codegen id : 22]
Output [9]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12, sum_sales#21, avg_monthly_sales#25, rn#24]
Input [10]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12, sum_sales#21, _w0#22, rn#24, avg_monthly_sales#25]

(29) ReusedExchange [Reuses operator id: 20]
Output [7]: [i_category#26, i_brand#27, s_store_name#28, s_company_name#29, d_year#30, d_moy#31, sum#32]

(30) HashAggregate [codegen id : 12]
Input [7]: [i_category#26, i_brand#27, s_store_name#28, s_company_name#29, d_year#30, d_moy#31, sum#32]
Keys [6]: [i_category#26, i_brand#27, s_store_name#28, s_company_name#29, d_year#30, d_moy#31]
Functions [1]: [sum(UnscaledValue(ss_sales_price#33))]
Aggregate Attributes [1]: [sum(UnscaledValue(ss_sales_price#33))#20]
Results [7]: [i_category#26, i_brand#27, s_store_name#28, s_company_name#29, d_year#30, d_moy#31, MakeDecimal(sum(UnscaledValue(ss_sales_price#33))#20,17,2) AS sum_sales#21]

(31) Exchange
Input [7]: [i_category#26, i_brand#27, s_store_name#28, s_company_name#29, d_year#30, d_moy#31, sum_sales#21]
Arguments: hashpartitioning(i_category#26, i_brand#27, s_store_name#28, s_company_name#29, 5), ENSURE_REQUIREMENTS, [id=#34]

(32) Sort [codegen id : 13]
Input [7]: [i_category#26, i_brand#27, s_store_name#28, s_company_name#29, d_year#30, d_moy#31, sum_sales#21]
Arguments: [i_category#26 ASC NULLS FIRST, i_brand#27 ASC NULLS FIRST, s_store_name#28 ASC NULLS FIRST, s_company_name#29 ASC NULLS FIRST, d_year#30 ASC NULLS FIRST, d_moy#31 ASC NULLS FIRST], false, 0

(33) Window
Input [7]: [i_category#26, i_brand#27, s_store_name#28, s_company_name#29, d_year#30, d_moy#31, sum_sales#21]
Arguments: [rank(d_year#30, d_moy#31) windowspecdefinition(i_category#26, i_brand#27, s_store_name#28, s_company_name#29, d_year#30 ASC NULLS FIRST, d_moy#31 ASC NULLS FIRST, specifiedwindowframe(RowFrame, unboundedpreceding$(), currentrow$())) AS rn#35], [i_category#26, i_brand#27, s_store_name#28, s_company_name#29], [d_year#30 ASC NULLS FIRST, d_moy#31 ASC NULLS FIRST]

(34) Project [codegen id : 14]
Output [6]: [i_category#26, i_brand#27, s_store_name#28, s_company_name#29, sum_sales#21 AS sum_sales#36, rn#35]
Input [8]: [i_category#26, i_brand#27, s_store_name#28, s_company_name#29, d_year#30, d_moy#31, sum_sales#21, rn#35]

(35) BroadcastExchange
Input [6]: [i_category#26, i_brand#27, s_store_name#28, s_company_name#29, sum_sales#36, rn#35]
Arguments: HashedRelationBroadcastMode(List(input[0, string, true], input[1, string, true], input[2, string, true], input[3, string, true], (input[5, int, false] + 1)),false), [id=#37]

(36) BroadcastHashJoin [codegen id : 22]
Left keys [5]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, rn#24]
Right keys [5]: [i_category#26, i_brand#27, s_store_name#28, s_company_name#29, (rn#35 + 1)]
Join condition: None

(37) Project [codegen id : 22]
Output [10]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12, sum_sales#21, avg_monthly_sales#25, rn#24, sum_sales#36]
Input [15]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12, sum_sales#21, avg_monthly_sales#25, rn#24, i_category#26, i_brand#27, s_store_name#28, s_company_name#29, sum_sales#36, rn#35]

(38) ReusedExchange [Reuses operator id: 31]
Output [7]: [i_category#38, i_brand#39, s_store_name#40, s_company_name#41, d_year#42, d_moy#43, sum_sales#21]

(39) Sort [codegen id : 20]
Input [7]: [i_category#38, i_brand#39, s_store_name#40, s_company_name#41, d_year#42, d_moy#43, sum_sales#21]
Arguments: [i_category#38 ASC NULLS FIRST, i_brand#39 ASC NULLS FIRST, s_store_name#40 ASC NULLS FIRST, s_company_name#41 ASC NULLS FIRST, d_year#42 ASC NULLS FIRST, d_moy#43 ASC NULLS FIRST], false, 0

(40) Window
Input [7]: [i_category#38, i_brand#39, s_store_name#40, s_company_name#41, d_year#42, d_moy#43, sum_sales#21]
Arguments: [rank(d_year#42, d_moy#43) windowspecdefinition(i_category#38, i_brand#39, s_store_name#40, s_company_name#41, d_year#42 ASC NULLS FIRST, d_moy#43 ASC NULLS FIRST, specifiedwindowframe(RowFrame, unboundedpreceding$(), currentrow$())) AS rn#44], [i_category#38, i_brand#39, s_store_name#40, s_company_name#41], [d_year#42 ASC NULLS FIRST, d_moy#43 ASC NULLS FIRST]

(41) Project [codegen id : 21]
Output [6]: [i_category#38, i_brand#39, s_store_name#40, s_company_name#41, sum_sales#21 AS sum_sales#45, rn#44]
Input [8]: [i_category#38, i_brand#39, s_store_name#40, s_company_name#41, d_year#42, d_moy#43, sum_sales#21, rn#44]

(42) BroadcastExchange
Input [6]: [i_category#38, i_brand#39, s_store_name#40, s_company_name#41, sum_sales#45, rn#44]
Arguments: HashedRelationBroadcastMode(List(input[0, string, true], input[1, string, true], input[2, string, true], input[3, string, true], (input[5, int, false] - 1)),false), [id=#46]

(43) BroadcastHashJoin [codegen id : 22]
Left keys [5]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, rn#24]
Right keys [5]: [i_category#38, i_brand#39, s_store_name#40, s_company_name#41, (rn#44 - 1)]
Join condition: None

(44) Project [codegen id : 22]
Output [7]: [i_category#3, d_year#11, d_moy#12, avg_monthly_sales#25, sum_sales#21, sum_sales#36 AS psum#47, sum_sales#45 AS nsum#48]
Input [16]: [i_category#3, i_brand#2, s_store_name#14, s_company_name#15, d_year#11, d_moy#12, sum_sales#21, avg_monthly_sales#25, rn#24, sum_sales#36, i_category#38, i_brand#39, s_store_name#40, s_company_name#41, sum_sales#45, rn#44]

(45) TakeOrderedAndProject
Input [7]: [i_category#3, d_year#11, d_moy#12, avg_monthly_sales#25, sum_sales#21, psum#47, nsum#48]
Arguments: 100, [CheckOverflow((promote_precision(cast(sum_sales#21 as decimal(22,6))) - promote_precision(cast(avg_monthly_sales#25 as decimal(22,6)))), DecimalType(22,6), true) ASC NULLS FIRST, d_moy#12 ASC NULLS FIRST], [i_category#3, d_year#11, d_moy#12, avg_monthly_sales#25, sum_sales#21, psum#47, nsum#48]

===== Subqueries =====

Subquery:1 Hosting operator id = 4 Hosting Expression = ss_sold_date_sk#7 IN dynamicpruning#8
BroadcastExchange (49)
+- * Filter (48)
   +- * ColumnarToRow (47)
      +- Scan parquet default.date_dim (46)


(46) Scan parquet default.date_dim
Output [3]: [d_date_sk#10, d_year#11, d_moy#12]
Batched: true
Location [not included in comparison]/{warehouse_dir}/date_dim]
PushedFilters: [Or(Or(EqualTo(d_year,1999),And(EqualTo(d_year,1998),EqualTo(d_moy,12))),And(EqualTo(d_year,2000),EqualTo(d_moy,1))), IsNotNull(d_date_sk)]
ReadSchema: struct<d_date_sk:int,d_year:int,d_moy:int>

(47) ColumnarToRow [codegen id : 1]
Input [3]: [d_date_sk#10, d_year#11, d_moy#12]

(48) Filter [codegen id : 1]
Input [3]: [d_date_sk#10, d_year#11, d_moy#12]
Condition : ((((d_year#11 = 1999) OR ((d_year#11 = 1998) AND (d_moy#12 = 12))) OR ((d_year#11 = 2000) AND (d_moy#12 = 1))) AND isnotnull(d_date_sk#10))

(49) BroadcastExchange
Input [3]: [d_date_sk#10, d_year#11, d_moy#12]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [id=#49]


