PlusAMP App Middleware - Details for Query 227028

Submitted Time: 2025/08/02 15:05:52
Duration: 79 ms
Succeeded Jobs: 330848 330849

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: 2 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: 16 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: 6.6 KiB"]; 14 [labelType="html" label="BroadcastExchange time to broadcast: 1 ms time to build: 5 ms time to collect: 18 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#94209087, size#94209089, value#94209090, growth#94209091, leverage#94209092, volatility#94209093, momentum#94209094, yield#94209095, ##94209096, min_date#94209097, max_date#94209098]

Sort [fractile#94209087 ASC NULLS FIRST], true, 0

WholeStageCodegen (3)

Exchange rangepartitioning(fractile#94209087 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7521676]

Project [fractile#94209087, size#94209089, value#94209090, growth#94209091, leverage#94209092, volatility#94209093, momentum#94209094, yield#94209095, ##94209096, min_date#94209097, max_date#94209098]

BroadcastHashJoin [cap_description#94209111], [description#94160396], Inner, BuildRight, false

Project [fractile#94209087, cap#94209088 AS cap_description#94209111, size#94209089, value#94209090, growth#94209091, leverage#94209092, volatility#94209093, momentum#94209094, yield#94209095, ##94209096, min_date#94209097, max_date#94209098]

Filter ((isnotnull(fractile#94209087) AND NOT (fractile#94209087 = -1)) AND isnotnull(cap#94209088))

WholeStageCodegen (2)

InMemoryTableScan [##94209096, cap#94209088, fractile#94209087, growth#94209091, leverage#94209092, max_date#94209098, min_date#94209097, momentum#94209094, size#94209089, value#94209090, volatility#94209093, yield#94209095], [isnotnull(fractile#94209087), NOT (fractile#94209087 = -1), isnotnull(cap#94209088)]

Project [CASE WHEN ((fractile#94209039 = NA) OR (fractile#94209039 = null)) THEN null ELSE cast(fractile#94209039 as int) END AS fractile#94209087, CASE WHEN (cap#94209040 = null) THEN null ELSE cap#94209040 END AS cap#94209088, CASE WHEN ((size#94209041 = NA) OR (size#94209041 = null)) THEN null ELSE cast(size#94209041 as float) END AS size#94209089, CASE WHEN ((value#94209042 = NA) OR (value#94209042 = null)) THEN null ELSE cast(value#94209042 as float) END AS value#94209090, CASE WHEN ((growth#94209043 = NA) OR (growth#94209043 = null)) THEN null ELSE cast(growth#94209043 as float) END AS growth#94209091, CASE WHEN ((leverage#94209044 = NA) OR (leverage#94209044 = null)) THEN null ELSE cast(leverage#94209044 as float) END AS leverage#94209092, CASE WHEN ((volatility#94209045 = NA) OR (volatility#94209045 = null)) THEN null ELSE cast(volatility#94209045 as float) END AS volatility#94209093, CASE WHEN ((momentum#94209046 = NA) OR (momentum#94209046 = null)) THEN null ELSE cast(momentum#94209046 as float) END AS momentum#94209094, CASE WHEN ((yield#94209047 = NA) OR (yield#94209047 = null)) THEN null ELSE cast(yield#94209047 as float) END AS yield#94209095, CASE WHEN ((##94209048 = NA) OR (##94209048 = null)) THEN null ELSE cast(##94209048 as float) END AS ##94209096, CASE WHEN (min_date#94209049 = null) THEN null ELSE cast(min_date#94209049 as date) END AS min_date#94209097, CASE WHEN (max_date#94209050 = null) THEN null ELSE cast(max_date#94209050 as date) END AS max_date#94209098]

WholeStageCodegen (1)

FileScan csv [fractile#94209039,cap#94209040,size#94209041,value#94209042,growth#94209043,leverage#94209044,volatility#94209045,momentum#94209046,yield#94209047,##94209048,min_date#94209049,max_date#94209050] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/size/REPO..., 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=#7521671]

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#94209087, size#94209089, value#94209090, growth#94209091, leverage#94209092, volatility#94209093, momentum#94209094, yield#94209095, ##94209096, min_date#94209097, max_date#94209098]
Arguments: [fractile#94209087, size#94209089, value#94209090, growth#94209091, leverage#94209092, volatility#94209093, momentum#94209094, yield#94209095, ##94209096, min_date#94209097, max_date#94209098]

(2) InMemoryRelation
Arguments: [fractile#94209087, size#94209089, value#94209090, growth#94209091, leverage#94209092, volatility#94209093, momentum#94209094, yield#94209095, ##94209096, min_date#94209097, max_date#94209098], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Sort [fractile#94209087 ASC NULLS FIRST], true, 0
+- Exchange rangepartitioning(fractile#94209087 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7521676]
   +- *(2) Project [fractile#94209087, size#94209089, value#94209090, growth#94209091, leverage#94209092, volatility#94209093, momentum#94209094, yield#94209095, ##94209096, min_date#94209097, max_date#94209098]
      +- *(2) BroadcastHashJoin [cap_description#94209111], [description#94160396], Inner, BuildRight, false
         :- *(2) Project [fractile#94209087, cap#94209088 AS cap_description#94209111, size#94209089, value#94209090, growth#94209091, leverage#94209092, volatility#94209093, momentum#94209094, yield#94209095, ##94209096, min_date#94209097, max_date#94209098]
         :  +- *(2) Filter ((isnotnull(fractile#94209087) AND NOT (fractile#94209087 = -1)) AND isnotnull(cap#94209088))
         :     +- InMemoryTableScan [##94209096, cap#94209088, fractile#94209087, growth#94209091, leverage#94209092, max_date#94209098, min_date#94209097, momentum#94209094, size#94209089, value#94209090, volatility#94209093, yield#94209095], [isnotnull(fractile#94209087), NOT (fractile#94209087 = -1), isnotnull(cap#94209088)]
         :           +- InMemoryRelation [fractile#94209087, cap#94209088, size#94209089, value#94209090, growth#94209091, leverage#94209092, volatility#94209093, momentum#94209094, yield#94209095, ##94209096, min_date#94209097, max_date#94209098], StorageLevel(disk, memory, deserialized, 1 replicas)
         :                 +- *(1) Project [CASE WHEN ((fractile#94209039 = NA) OR (fractile#94209039 = null)) THEN null ELSE cast(fractile#94209039 as int) END AS fractile#94209087, CASE WHEN (cap#94209040 = null) THEN null ELSE cap#94209040 END AS cap#94209088, CASE WHEN ((size#94209041 = NA) OR (size#94209041 = null)) THEN null ELSE cast(size#94209041 as float) END AS size#94209089, CASE WHEN ((value#94209042 = NA) OR (value#94209042 = null)) THEN null ELSE cast(value#94209042 as float) END AS value#94209090, CASE WHEN ((growth#94209043 = NA) OR (growth#94209043 = null)) THEN null ELSE cast(growth#94209043 as float) END AS growth#94209091, CASE WHEN ((leverage#94209044 = NA) OR (leverage#94209044 = null)) THEN null ELSE cast(leverage#94209044 as float) END AS leverage#94209092, CASE WHEN ((volatility#94209045 = NA) OR (volatility#94209045 = null)) THEN null ELSE cast(volatility#94209045 as float) END AS volatility#94209093, CASE WHEN ((momentum#94209046 = NA) OR (momentum#94209046 = null)) THEN null ELSE cast(momentum#94209046 as float) END AS momentum#94209094, CASE WHEN ((yield#94209047 = NA) OR (yield#94209047 = null)) THEN null ELSE cast(yield#94209047 as float) END AS yield#94209095, CASE WHEN ((##94209048 = NA) OR (##94209048 = null)) THEN null ELSE cast(##94209048 as float) END AS ##94209096, CASE WHEN (min_date#94209049 = null) THEN null ELSE cast(min_date#94209049 as date) END AS min_date#94209097, CASE WHEN (max_date#94209050 = null) THEN null ELSE cast(max_date#94209050 as date) END AS max_date#94209098]
         :                    +- FileScan csv [fractile#94209039,cap#94209040,size#94209041,value#94209042,growth#94209043,leverage#94209044,volatility#94209045,momentum#94209046,yield#94209047,##94209048,min_date#94209049,max_date#94209050] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/size/REPO..., 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=#7521671]
            +- *(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#94209087 ASC NULLS FIRST]

(3) InMemoryTableScan
Output [12]: [##94209096, cap#94209088, fractile#94209087, growth#94209091, leverage#94209092, max_date#94209098, min_date#94209097, momentum#94209094, size#94209089, value#94209090, volatility#94209093, yield#94209095]
Arguments: [##94209096, cap#94209088, fractile#94209087, growth#94209091, leverage#94209092, max_date#94209098, min_date#94209097, momentum#94209094, size#94209089, value#94209090, volatility#94209093, yield#94209095], [isnotnull(fractile#94209087), NOT (fractile#94209087 = -1), isnotnull(cap#94209088)]

(4) InMemoryRelation
Arguments: [fractile#94209087, cap#94209088, size#94209089, value#94209090, growth#94209091, leverage#94209092, volatility#94209093, momentum#94209094, yield#94209095, ##94209096, min_date#94209097, max_date#94209098], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((fractile#94209039 = NA) OR (fractile#94209039 = null)) THEN null ELSE cast(fractile#94209039 as int) END AS fractile#94209087, CASE WHEN (cap#94209040 = null) THEN null ELSE cap#94209040 END AS cap#94209088, CASE WHEN ((size#94209041 = NA) OR (size#94209041 = null)) THEN null ELSE cast(size#94209041 as float) END AS size#94209089, CASE WHEN ((value#94209042 = NA) OR (value#94209042 = null)) THEN null ELSE cast(value#94209042 as float) END AS value#94209090, CASE WHEN ((growth#94209043 = NA) OR (growth#94209043 = null)) THEN null ELSE cast(growth#94209043 as float) END AS growth#94209091, CASE WHEN ((leverage#94209044 = NA) OR (leverage#94209044 = null)) THEN null ELSE cast(leverage#94209044 as float) END AS leverage#94209092, CASE WHEN ((volatility#94209045 = NA) OR (volatility#94209045 = null)) THEN null ELSE cast(volatility#94209045 as float) END AS volatility#94209093, CASE WHEN ((momentum#94209046 = NA) OR (momentum#94209046 = null)) THEN null ELSE cast(momentum#94209046 as float) END AS momentum#94209094, CASE WHEN ((yield#94209047 = NA) OR (yield#94209047 = null)) THEN null ELSE cast(yield#94209047 as float) END AS yield#94209095, CASE WHEN ((##94209048 = NA) OR (##94209048 = null)) THEN null ELSE cast(##94209048 as float) END AS ##94209096, CASE WHEN (min_date#94209049 = null) THEN null ELSE cast(min_date#94209049 as date) END AS min_date#94209097, CASE WHEN (max_date#94209050 = null) THEN null ELSE cast(max_date#94209050 as date) END AS max_date#94209098]
+- FileScan csv [fractile#94209039,cap#94209040,size#94209041,value#94209042,growth#94209043,leverage#94209044,volatility#94209045,momentum#94209046,yield#94209047,##94209048,min_date#94209049,max_date#94209050] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/size/REPO..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,cap:string,size:string,value:string,growth:string,leverage:string,volatili...
,None)

(5) Scan csv 
Output [12]: [fractile#94209039, cap#94209040, size#94209041, value#94209042, growth#94209043, leverage#94209044, volatility#94209045, momentum#94209046, yield#94209047, ##94209048, min_date#94209049, max_date#94209050]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/size/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#94209039 = NA) OR (fractile#94209039 = null)) THEN null ELSE cast(fractile#94209039 as int) END AS fractile#94209087, CASE WHEN (cap#94209040 = null) THEN null ELSE cap#94209040 END AS cap#94209088, CASE WHEN ((size#94209041 = NA) OR (size#94209041 = null)) THEN null ELSE cast(size#94209041 as float) END AS size#94209089, CASE WHEN ((value#94209042 = NA) OR (value#94209042 = null)) THEN null ELSE cast(value#94209042 as float) END AS value#94209090, CASE WHEN ((growth#94209043 = NA) OR (growth#94209043 = null)) THEN null ELSE cast(growth#94209043 as float) END AS growth#94209091, CASE WHEN ((leverage#94209044 = NA) OR (leverage#94209044 = null)) THEN null ELSE cast(leverage#94209044 as float) END AS leverage#94209092, CASE WHEN ((volatility#94209045 = NA) OR (volatility#94209045 = null)) THEN null ELSE cast(volatility#94209045 as float) END AS volatility#94209093, CASE WHEN ((momentum#94209046 = NA) OR (momentum#94209046 = null)) THEN null ELSE cast(momentum#94209046 as float) END AS momentum#94209094, CASE WHEN ((yield#94209047 = NA) OR (yield#94209047 = null)) THEN null ELSE cast(yield#94209047 as float) END AS yield#94209095, CASE WHEN ((##94209048 = NA) OR (##94209048 = null)) THEN null ELSE cast(##94209048 as float) END AS ##94209096, CASE WHEN (min_date#94209049 = null) THEN null ELSE cast(min_date#94209049 as date) END AS min_date#94209097, CASE WHEN (max_date#94209050 = null) THEN null ELSE cast(max_date#94209050 as date) END AS max_date#94209098]
Input [12]: [fractile#94209039, cap#94209040, size#94209041, value#94209042, growth#94209043, leverage#94209044, volatility#94209045, momentum#94209046, yield#94209047, ##94209048, min_date#94209049, max_date#94209050]

(7) Filter [codegen id : 2]
Input [12]: [##94209096, cap#94209088, fractile#94209087, growth#94209091, leverage#94209092, max_date#94209098, min_date#94209097, momentum#94209094, size#94209089, value#94209090, volatility#94209093, yield#94209095]
Condition : ((isnotnull(fractile#94209087) AND NOT (fractile#94209087 = -1)) AND isnotnull(cap#94209088))

(8) Project [codegen id : 2]
Output [12]: [fractile#94209087, cap#94209088 AS cap_description#94209111, size#94209089, value#94209090, growth#94209091, leverage#94209092, volatility#94209093, momentum#94209094, yield#94209095, ##94209096, min_date#94209097, max_date#94209098]
Input [12]: [##94209096, cap#94209088, fractile#94209087, growth#94209091, leverage#94209092, max_date#94209098, min_date#94209097, momentum#94209094, size#94209089, value#94209090, volatility#94209093, yield#94209095]

(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=#7521671]

(16) BroadcastHashJoin [codegen id : 2]
Left keys [1]: [cap_description#94209111]
Right keys [1]: [description#94160396]
Join condition: None

(17) Project [codegen id : 2]
Output [11]: [fractile#94209087, size#94209089, value#94209090, growth#94209091, leverage#94209092, volatility#94209093, momentum#94209094, yield#94209095, ##94209096, min_date#94209097, max_date#94209098]
Input [13]: [fractile#94209087, cap_description#94209111, size#94209089, value#94209090, growth#94209091, leverage#94209092, volatility#94209093, momentum#94209094, yield#94209095, ##94209096, min_date#94209097, max_date#94209098, description#94160396]

(18) Exchange
Input [11]: [fractile#94209087, size#94209089, value#94209090, growth#94209091, leverage#94209092, volatility#94209093, momentum#94209094, yield#94209095, ##94209096, min_date#94209097, max_date#94209098]
Arguments: rangepartitioning(fractile#94209087 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7521676]

(19) Sort [codegen id : 3]
Input [11]: [fractile#94209087, size#94209089, value#94209090, growth#94209091, leverage#94209092, volatility#94209093, momentum#94209094, yield#94209095, ##94209096, min_date#94209097, max_date#94209098]
Arguments: [fractile#94209087 ASC NULLS FIRST], true, 0

(20) CollectLimit
Input [11]: [fractile#94209087, size#94209089, value#94209090, growth#94209091, leverage#94209092, volatility#94209093, momentum#94209094, yield#94209095, ##94209096, min_date#94209097, max_date#94209098]
Arguments: 1000000