PlusAMP App Middleware - Details for Query 227412

Submitted Time: 2025/08/02 15:23:03
Duration: 0.2 s
Succeeded Jobs: 331420 331421

Show the Stage ID and Task ID that corresponds to the max metric

digraph G { 0 [labelType="html" label=" CollectLimit "]; 1 [labelType="html" label=" InMemoryTableScan "]; subgraph cluster2 { isCluster="true"; label="WholeStageCodegen (3)"; 3 [labelType="html" label=" Sort "]; } 4 [labelType="html" label="Exchange number of partitions: 10"]; subgraph cluster5 { isCluster="true"; label="WholeStageCodegen (2)\n \nduration: 4 ms"; 6 [labelType="html" label=" Project "]; 7 [labelType="html" label="BroadcastHashJoin number of output rows: 10"]; 8 [labelType="html" label=" Project "]; 9 [labelType="html" label="Filter number of output rows: 40"]; } 10 [labelType="html" label="InMemoryTableScan number of output rows: 44"]; subgraph cluster11 { isCluster="true"; label="WholeStageCodegen (1)\n \nduration: 62 ms"; 12 [labelType="html" label=" Project "]; } 13 [labelType="html" label="Scan csv number of output rows: 44 number of files read: 1 metadata time: 0 ms size of files read: 7.8 KiB"]; 14 [labelType="html" label="BroadcastExchange time to broadcast: 1 ms time to build: 26 ms time to collect: 20 ms number of output rows: 1 data size: 32.0 MiB"]; subgraph cluster15 { isCluster="true"; label="WholeStageCodegen (1)\n \nduration: 0 ms"; 16 [labelType="html" label=" Project "]; 17 [labelType="html" label="Filter number of output rows: 1"]; } 18 [labelType="html" label="InMemoryTableScan number of output rows: 4"]; subgraph cluster19 { isCluster="true"; label="WholeStageCodegen (1)\n \nduration: 0 ms"; 20 [labelType="html" label=" Project "]; } 21 [labelType="html" label="Scan csv number of output rows: 0"]; 1->0; 3->1; 4->3; 6->4; 7->6; 8->7; 9->8; 10->9; 12->10; 13->12; 14->7; 16->14; 17->16; 18->17; 20->18; 21->20; }

CollectLimit 1000000

InMemoryTableScan [fractile#94375202, size#94375204, value#94375205, growth#94375206, leverage#94375207, volatility#94375208, momentum#94375209, yield#94375210, ##94375211, min_date#94375212, max_date#94375213]

Sort [fractile#94375202 ASC NULLS FIRST], true, 0

WholeStageCodegen (3)

Exchange rangepartitioning(fractile#94375202 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7535042]

Project [fractile#94375202, size#94375204, value#94375205, growth#94375206, leverage#94375207, volatility#94375208, momentum#94375209, yield#94375210, ##94375211, min_date#94375212, max_date#94375213]

BroadcastHashJoin [cap_description#94375226], [description#94160396], Inner, BuildRight, false

Project [fractile#94375202, cap#94375203 AS cap_description#94375226, size#94375204, value#94375205, growth#94375206, leverage#94375207, volatility#94375208, momentum#94375209, yield#94375210, ##94375211, min_date#94375212, max_date#94375213]

Filter ((isnotnull(fractile#94375202) AND NOT (fractile#94375202 = -1)) AND isnotnull(cap#94375203))

WholeStageCodegen (2)

InMemoryTableScan [##94375211, cap#94375203, fractile#94375202, growth#94375206, leverage#94375207, max_date#94375213, min_date#94375212, momentum#94375209, size#94375204, value#94375205, volatility#94375208, yield#94375210], [isnotnull(fractile#94375202), NOT (fractile#94375202 = -1), isnotnull(cap#94375203)]

Project [CASE WHEN ((fractile#94375154 = NA) OR (fractile#94375154 = null)) THEN null ELSE cast(fractile#94375154 as int) END AS fractile#94375202, CASE WHEN (cap#94375155 = null) THEN null ELSE cap#94375155 END AS cap#94375203, CASE WHEN ((size#94375156 = NA) OR (size#94375156 = null)) THEN null ELSE cast(size#94375156 as float) END AS size#94375204, CASE WHEN ((value#94375157 = NA) OR (value#94375157 = null)) THEN null ELSE cast(value#94375157 as float) END AS value#94375205, CASE WHEN ((growth#94375158 = NA) OR (growth#94375158 = null)) THEN null ELSE cast(growth#94375158 as float) END AS growth#94375206, CASE WHEN ((leverage#94375159 = NA) OR (leverage#94375159 = null)) THEN null ELSE cast(leverage#94375159 as float) END AS leverage#94375207, CASE WHEN ((volatility#94375160 = NA) OR (volatility#94375160 = null)) THEN null ELSE cast(volatility#94375160 as float) END AS volatility#94375208, CASE WHEN ((momentum#94375161 = NA) OR (momentum#94375161 = null)) THEN null ELSE cast(momentum#94375161 as float) END AS momentum#94375209, CASE WHEN ((yield#94375162 = NA) OR (yield#94375162 = null)) THEN null ELSE cast(yield#94375162 as float) END AS yield#94375210, CASE WHEN ((##94375163 = NA) OR (##94375163 = null)) THEN null ELSE cast(##94375163 as float) END AS ##94375211, CASE WHEN (min_date#94375164 = null) THEN null ELSE cast(min_date#94375164 as date) END AS min_date#94375212, CASE WHEN (max_date#94375165 = null) THEN null ELSE cast(max_date#94375165 as date) END AS max_date#94375213]

WholeStageCodegen (1)

FileScan csv [fractile#94375154,cap#94375155,size#94375156,value#94375157,growth#94375158,leverage#94375159,volatility#94375160,momentum#94375161,yield#94375162,##94375163,min_date#94375164,max_date#94375165] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/growth/RE..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,cap:string,size:string,value:string,growth:string,leverage:string,volatili...

BroadcastExchange HashedRelationBroadcastMode(List(input[0, string, true]),false), [id=#7535037]

Project [description#94160396]

Filter ((isnotnull(cap#94160394) AND (cap#94160394 = 0)) AND isnotnull(description#94160396))

WholeStageCodegen (1)

InMemoryTableScan [cap#94160394, description#94160396], [isnotnull(cap#94160394), (cap#94160394 = 0), isnotnull(description#94160396)]

Project [CASE WHEN ((cap#94160377 = NA) OR (cap#94160377 = null)) THEN null ELSE cast(cap#94160377 as int) END AS cap#94160394, CASE WHEN (sort#94160378 = null) THEN null ELSE sort#94160378 END AS sort#94160395, CASE WHEN (description#94160379 = null) THEN null ELSE description#94160379 END AS description#94160396, CASE WHEN ((universe#94160380 = NA) OR (universe#94160380 = null)) THEN null ELSE cast(universe#94160380 as int) END AS universe#94160397]

WholeStageCodegen (1)

FileScan csv [cap#94160377,sort#94160378,description#94160379,universe#94160380] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/curate/curate_cap.csv], PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,sort:string,description:string,universe:string>

Details

== Physical Plan ==
CollectLimit (20)
+- InMemoryTableScan (1)
      +- InMemoryRelation (2)
            +- * Sort (19)
               +- Exchange (18)
                  +- * Project (17)
                     +- * BroadcastHashJoin Inner BuildRight (16)
                        :- * Project (8)
                        :  +- * Filter (7)
                        :     +- InMemoryTableScan (3)
                        :           +- InMemoryRelation (4)
                        :                 +- * Project (6)
                        :                    +- Scan csv  (5)
                        +- BroadcastExchange (15)
                           +- * Project (14)
                              +- * Filter (13)
                                 +- InMemoryTableScan (9)
                                       +- InMemoryRelation (10)
                                             +- * Project (12)
                                                +- Scan csv  (11)


(1) InMemoryTableScan
Output [11]: [fractile#94375202, size#94375204, value#94375205, growth#94375206, leverage#94375207, volatility#94375208, momentum#94375209, yield#94375210, ##94375211, min_date#94375212, max_date#94375213]
Arguments: [fractile#94375202, size#94375204, value#94375205, growth#94375206, leverage#94375207, volatility#94375208, momentum#94375209, yield#94375210, ##94375211, min_date#94375212, max_date#94375213]

(2) InMemoryRelation
Arguments: [fractile#94375202, size#94375204, value#94375205, growth#94375206, leverage#94375207, volatility#94375208, momentum#94375209, yield#94375210, ##94375211, min_date#94375212, max_date#94375213], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Sort [fractile#94375202 ASC NULLS FIRST], true, 0
+- Exchange rangepartitioning(fractile#94375202 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7535042]
   +- *(2) Project [fractile#94375202, size#94375204, value#94375205, growth#94375206, leverage#94375207, volatility#94375208, momentum#94375209, yield#94375210, ##94375211, min_date#94375212, max_date#94375213]
      +- *(2) BroadcastHashJoin [cap_description#94375226], [description#94160396], Inner, BuildRight, false
         :- *(2) Project [fractile#94375202, cap#94375203 AS cap_description#94375226, size#94375204, value#94375205, growth#94375206, leverage#94375207, volatility#94375208, momentum#94375209, yield#94375210, ##94375211, min_date#94375212, max_date#94375213]
         :  +- *(2) Filter ((isnotnull(fractile#94375202) AND NOT (fractile#94375202 = -1)) AND isnotnull(cap#94375203))
         :     +- InMemoryTableScan [##94375211, cap#94375203, fractile#94375202, growth#94375206, leverage#94375207, max_date#94375213, min_date#94375212, momentum#94375209, size#94375204, value#94375205, volatility#94375208, yield#94375210], [isnotnull(fractile#94375202), NOT (fractile#94375202 = -1), isnotnull(cap#94375203)]
         :           +- InMemoryRelation [fractile#94375202, cap#94375203, size#94375204, value#94375205, growth#94375206, leverage#94375207, volatility#94375208, momentum#94375209, yield#94375210, ##94375211, min_date#94375212, max_date#94375213], StorageLevel(disk, memory, deserialized, 1 replicas)
         :                 +- *(1) Project [CASE WHEN ((fractile#94375154 = NA) OR (fractile#94375154 = null)) THEN null ELSE cast(fractile#94375154 as int) END AS fractile#94375202, CASE WHEN (cap#94375155 = null) THEN null ELSE cap#94375155 END AS cap#94375203, CASE WHEN ((size#94375156 = NA) OR (size#94375156 = null)) THEN null ELSE cast(size#94375156 as float) END AS size#94375204, CASE WHEN ((value#94375157 = NA) OR (value#94375157 = null)) THEN null ELSE cast(value#94375157 as float) END AS value#94375205, CASE WHEN ((growth#94375158 = NA) OR (growth#94375158 = null)) THEN null ELSE cast(growth#94375158 as float) END AS growth#94375206, CASE WHEN ((leverage#94375159 = NA) OR (leverage#94375159 = null)) THEN null ELSE cast(leverage#94375159 as float) END AS leverage#94375207, CASE WHEN ((volatility#94375160 = NA) OR (volatility#94375160 = null)) THEN null ELSE cast(volatility#94375160 as float) END AS volatility#94375208, CASE WHEN ((momentum#94375161 = NA) OR (momentum#94375161 = null)) THEN null ELSE cast(momentum#94375161 as float) END AS momentum#94375209, CASE WHEN ((yield#94375162 = NA) OR (yield#94375162 = null)) THEN null ELSE cast(yield#94375162 as float) END AS yield#94375210, CASE WHEN ((##94375163 = NA) OR (##94375163 = null)) THEN null ELSE cast(##94375163 as float) END AS ##94375211, CASE WHEN (min_date#94375164 = null) THEN null ELSE cast(min_date#94375164 as date) END AS min_date#94375212, CASE WHEN (max_date#94375165 = null) THEN null ELSE cast(max_date#94375165 as date) END AS max_date#94375213]
         :                    +- FileScan csv [fractile#94375154,cap#94375155,size#94375156,value#94375157,growth#94375158,leverage#94375159,volatility#94375160,momentum#94375161,yield#94375162,##94375163,min_date#94375164,max_date#94375165] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/growth/RE..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,cap:string,size:string,value:string,growth:string,leverage:string,volatili...
         +- BroadcastExchange HashedRelationBroadcastMode(List(input[0, string, true]),false), [id=#7535037]
            +- *(1) Project [description#94160396]
               +- *(1) Filter ((isnotnull(cap#94160394) AND (cap#94160394 = 0)) AND isnotnull(description#94160396))
                  +- InMemoryTableScan [cap#94160394, description#94160396], [isnotnull(cap#94160394), (cap#94160394 = 0), isnotnull(description#94160396)]
                        +- InMemoryRelation [cap#94160394, sort#94160395, description#94160396, universe#94160397], StorageLevel(disk, memory, deserialized, 1 replicas)
                              +- *(1) Project [CASE WHEN ((cap#94160377 = NA) OR (cap#94160377 = null)) THEN null ELSE cast(cap#94160377 as int) END AS cap#94160394, CASE WHEN (sort#94160378 = null) THEN null ELSE sort#94160378 END AS sort#94160395, CASE WHEN (description#94160379 = null) THEN null ELSE description#94160379 END AS description#94160396, CASE WHEN ((universe#94160380 = NA) OR (universe#94160380 = null)) THEN null ELSE cast(universe#94160380 as int) END AS universe#94160397]
                                 +- FileScan csv [cap#94160377,sort#94160378,description#94160379,universe#94160380] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/curate/curate_cap.csv], PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,sort:string,description:string,universe:string>
,None), [fractile#94375202 ASC NULLS FIRST]

(3) InMemoryTableScan
Output [12]: [##94375211, cap#94375203, fractile#94375202, growth#94375206, leverage#94375207, max_date#94375213, min_date#94375212, momentum#94375209, size#94375204, value#94375205, volatility#94375208, yield#94375210]
Arguments: [##94375211, cap#94375203, fractile#94375202, growth#94375206, leverage#94375207, max_date#94375213, min_date#94375212, momentum#94375209, size#94375204, value#94375205, volatility#94375208, yield#94375210], [isnotnull(fractile#94375202), NOT (fractile#94375202 = -1), isnotnull(cap#94375203)]

(4) InMemoryRelation
Arguments: [fractile#94375202, cap#94375203, size#94375204, value#94375205, growth#94375206, leverage#94375207, volatility#94375208, momentum#94375209, yield#94375210, ##94375211, min_date#94375212, max_date#94375213], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((fractile#94375154 = NA) OR (fractile#94375154 = null)) THEN null ELSE cast(fractile#94375154 as int) END AS fractile#94375202, CASE WHEN (cap#94375155 = null) THEN null ELSE cap#94375155 END AS cap#94375203, CASE WHEN ((size#94375156 = NA) OR (size#94375156 = null)) THEN null ELSE cast(size#94375156 as float) END AS size#94375204, CASE WHEN ((value#94375157 = NA) OR (value#94375157 = null)) THEN null ELSE cast(value#94375157 as float) END AS value#94375205, CASE WHEN ((growth#94375158 = NA) OR (growth#94375158 = null)) THEN null ELSE cast(growth#94375158 as float) END AS growth#94375206, CASE WHEN ((leverage#94375159 = NA) OR (leverage#94375159 = null)) THEN null ELSE cast(leverage#94375159 as float) END AS leverage#94375207, CASE WHEN ((volatility#94375160 = NA) OR (volatility#94375160 = null)) THEN null ELSE cast(volatility#94375160 as float) END AS volatility#94375208, CASE WHEN ((momentum#94375161 = NA) OR (momentum#94375161 = null)) THEN null ELSE cast(momentum#94375161 as float) END AS momentum#94375209, CASE WHEN ((yield#94375162 = NA) OR (yield#94375162 = null)) THEN null ELSE cast(yield#94375162 as float) END AS yield#94375210, CASE WHEN ((##94375163 = NA) OR (##94375163 = null)) THEN null ELSE cast(##94375163 as float) END AS ##94375211, CASE WHEN (min_date#94375164 = null) THEN null ELSE cast(min_date#94375164 as date) END AS min_date#94375212, CASE WHEN (max_date#94375165 = null) THEN null ELSE cast(max_date#94375165 as date) END AS max_date#94375213]
+- FileScan csv [fractile#94375154,cap#94375155,size#94375156,value#94375157,growth#94375158,leverage#94375159,volatility#94375160,momentum#94375161,yield#94375162,##94375163,min_date#94375164,max_date#94375165] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/growth/RE..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,cap:string,size:string,value:string,growth:string,leverage:string,volatili...
,None)

(5) Scan csv 
Output [12]: [fractile#94375154, cap#94375155, size#94375156, value#94375157, growth#94375158, leverage#94375159, volatility#94375160, momentum#94375161, yield#94375162, ##94375163, min_date#94375164, max_date#94375165]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/growth/REPORT_exposures.csv]
ReadSchema: struct<fractile:string,cap:string,size:string,value:string,growth:string,leverage:string,volatility:string,momentum:string,yield:string,#:string,min_date:string,max_date:string>

(6) Project [codegen id : 1]
Output [12]: [CASE WHEN ((fractile#94375154 = NA) OR (fractile#94375154 = null)) THEN null ELSE cast(fractile#94375154 as int) END AS fractile#94375202, CASE WHEN (cap#94375155 = null) THEN null ELSE cap#94375155 END AS cap#94375203, CASE WHEN ((size#94375156 = NA) OR (size#94375156 = null)) THEN null ELSE cast(size#94375156 as float) END AS size#94375204, CASE WHEN ((value#94375157 = NA) OR (value#94375157 = null)) THEN null ELSE cast(value#94375157 as float) END AS value#94375205, CASE WHEN ((growth#94375158 = NA) OR (growth#94375158 = null)) THEN null ELSE cast(growth#94375158 as float) END AS growth#94375206, CASE WHEN ((leverage#94375159 = NA) OR (leverage#94375159 = null)) THEN null ELSE cast(leverage#94375159 as float) END AS leverage#94375207, CASE WHEN ((volatility#94375160 = NA) OR (volatility#94375160 = null)) THEN null ELSE cast(volatility#94375160 as float) END AS volatility#94375208, CASE WHEN ((momentum#94375161 = NA) OR (momentum#94375161 = null)) THEN null ELSE cast(momentum#94375161 as float) END AS momentum#94375209, CASE WHEN ((yield#94375162 = NA) OR (yield#94375162 = null)) THEN null ELSE cast(yield#94375162 as float) END AS yield#94375210, CASE WHEN ((##94375163 = NA) OR (##94375163 = null)) THEN null ELSE cast(##94375163 as float) END AS ##94375211, CASE WHEN (min_date#94375164 = null) THEN null ELSE cast(min_date#94375164 as date) END AS min_date#94375212, CASE WHEN (max_date#94375165 = null) THEN null ELSE cast(max_date#94375165 as date) END AS max_date#94375213]
Input [12]: [fractile#94375154, cap#94375155, size#94375156, value#94375157, growth#94375158, leverage#94375159, volatility#94375160, momentum#94375161, yield#94375162, ##94375163, min_date#94375164, max_date#94375165]

(7) Filter [codegen id : 2]
Input [12]: [##94375211, cap#94375203, fractile#94375202, growth#94375206, leverage#94375207, max_date#94375213, min_date#94375212, momentum#94375209, size#94375204, value#94375205, volatility#94375208, yield#94375210]
Condition : ((isnotnull(fractile#94375202) AND NOT (fractile#94375202 = -1)) AND isnotnull(cap#94375203))

(8) Project [codegen id : 2]
Output [12]: [fractile#94375202, cap#94375203 AS cap_description#94375226, size#94375204, value#94375205, growth#94375206, leverage#94375207, volatility#94375208, momentum#94375209, yield#94375210, ##94375211, min_date#94375212, max_date#94375213]
Input [12]: [##94375211, cap#94375203, fractile#94375202, growth#94375206, leverage#94375207, max_date#94375213, min_date#94375212, momentum#94375209, size#94375204, value#94375205, volatility#94375208, yield#94375210]

(9) InMemoryTableScan
Output [2]: [cap#94160394, description#94160396]
Arguments: [cap#94160394, description#94160396], [isnotnull(cap#94160394), (cap#94160394 = 0), isnotnull(description#94160396)]

(10) InMemoryRelation
Arguments: [cap#94160394, sort#94160395, description#94160396, universe#94160397], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94160377 = NA) OR (cap#94160377 = null)) THEN null ELSE cast(cap#94160377 as int) END AS cap#94160394, CASE WHEN (sort#94160378 = null) THEN null ELSE sort#94160378 END AS sort#94160395, CASE WHEN (description#94160379 = null) THEN null ELSE description#94160379 END AS description#94160396, CASE WHEN ((universe#94160380 = NA) OR (universe#94160380 = null)) THEN null ELSE cast(universe#94160380 as int) END AS universe#94160397]
+- FileScan csv [cap#94160377,sort#94160378,description#94160379,universe#94160380] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/curate/curate_cap.csv], PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,sort:string,description:string,universe:string>
,None)

(11) Scan csv 
Output [4]: [cap#94160377, sort#94160378, description#94160379, universe#94160380]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/curate/curate_cap.csv]
ReadSchema: struct<cap:string,sort:string,description:string,universe:string>

(12) Project [codegen id : 1]
Output [4]: [CASE WHEN ((cap#94160377 = NA) OR (cap#94160377 = null)) THEN null ELSE cast(cap#94160377 as int) END AS cap#94160394, CASE WHEN (sort#94160378 = null) THEN null ELSE sort#94160378 END AS sort#94160395, CASE WHEN (description#94160379 = null) THEN null ELSE description#94160379 END AS description#94160396, CASE WHEN ((universe#94160380 = NA) OR (universe#94160380 = null)) THEN null ELSE cast(universe#94160380 as int) END AS universe#94160397]
Input [4]: [cap#94160377, sort#94160378, description#94160379, universe#94160380]

(13) Filter [codegen id : 1]
Input [2]: [cap#94160394, description#94160396]
Condition : ((isnotnull(cap#94160394) AND (cap#94160394 = 0)) AND isnotnull(description#94160396))

(14) Project [codegen id : 1]
Output [1]: [description#94160396]
Input [2]: [cap#94160394, description#94160396]

(15) BroadcastExchange
Input [1]: [description#94160396]
Arguments: HashedRelationBroadcastMode(List(input[0, string, true]),false), [id=#7535037]

(16) BroadcastHashJoin [codegen id : 2]
Left keys [1]: [cap_description#94375226]
Right keys [1]: [description#94160396]
Join condition: None

(17) Project [codegen id : 2]
Output [11]: [fractile#94375202, size#94375204, value#94375205, growth#94375206, leverage#94375207, volatility#94375208, momentum#94375209, yield#94375210, ##94375211, min_date#94375212, max_date#94375213]
Input [13]: [fractile#94375202, cap_description#94375226, size#94375204, value#94375205, growth#94375206, leverage#94375207, volatility#94375208, momentum#94375209, yield#94375210, ##94375211, min_date#94375212, max_date#94375213, description#94160396]

(18) Exchange
Input [11]: [fractile#94375202, size#94375204, value#94375205, growth#94375206, leverage#94375207, volatility#94375208, momentum#94375209, yield#94375210, ##94375211, min_date#94375212, max_date#94375213]
Arguments: rangepartitioning(fractile#94375202 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7535042]

(19) Sort [codegen id : 3]
Input [11]: [fractile#94375202, size#94375204, value#94375205, growth#94375206, leverage#94375207, volatility#94375208, momentum#94375209, yield#94375210, ##94375211, min_date#94375212, max_date#94375213]
Arguments: [fractile#94375202 ASC NULLS FIRST], true, 0

(20) CollectLimit
Input [11]: [fractile#94375202, size#94375204, value#94375205, growth#94375206, leverage#94375207, volatility#94375208, momentum#94375209, yield#94375210, ##94375211, min_date#94375212, max_date#94375213]
Arguments: 1000000