PlusAMP App Middleware - Details for Query 227214

Submitted Time: 2025/08/02 15:12:43
Duration: 0.1 s
Succeeded Jobs: 331126 331127

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: 3 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: 18 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: 7.9 KiB"]; 14 [labelType="html" label="BroadcastExchange time to broadcast: 1 ms time to build: 5 ms time to collect: 37 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#94289164, size#94289166, value#94289167, growth#94289168, leverage#94289169, volatility#94289170, momentum#94289171, yield#94289172, ##94289173, min_date#94289174, max_date#94289175]

Sort [fractile#94289164 ASC NULLS FIRST], true, 0

WholeStageCodegen (3)

Exchange rangepartitioning(fractile#94289164 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7528203]

Project [fractile#94289164, size#94289166, value#94289167, growth#94289168, leverage#94289169, volatility#94289170, momentum#94289171, yield#94289172, ##94289173, min_date#94289174, max_date#94289175]

BroadcastHashJoin [cap_description#94289188], [description#94160396], Inner, BuildRight, false

Project [fractile#94289164, cap#94289165 AS cap_description#94289188, size#94289166, value#94289167, growth#94289168, leverage#94289169, volatility#94289170, momentum#94289171, yield#94289172, ##94289173, min_date#94289174, max_date#94289175]

Filter ((isnotnull(fractile#94289164) AND NOT (fractile#94289164 = -1)) AND isnotnull(cap#94289165))

WholeStageCodegen (2)

InMemoryTableScan [##94289173, cap#94289165, fractile#94289164, growth#94289168, leverage#94289169, max_date#94289175, min_date#94289174, momentum#94289171, size#94289166, value#94289167, volatility#94289170, yield#94289172], [isnotnull(fractile#94289164), NOT (fractile#94289164 = -1), isnotnull(cap#94289165)]

Project [CASE WHEN ((fractile#94289116 = NA) OR (fractile#94289116 = null)) THEN null ELSE cast(fractile#94289116 as int) END AS fractile#94289164, CASE WHEN (cap#94289117 = null) THEN null ELSE cap#94289117 END AS cap#94289165, CASE WHEN ((size#94289118 = NA) OR (size#94289118 = null)) THEN null ELSE cast(size#94289118 as float) END AS size#94289166, CASE WHEN ((value#94289119 = NA) OR (value#94289119 = null)) THEN null ELSE cast(value#94289119 as float) END AS value#94289167, CASE WHEN ((growth#94289120 = NA) OR (growth#94289120 = null)) THEN null ELSE cast(growth#94289120 as float) END AS growth#94289168, CASE WHEN ((leverage#94289121 = NA) OR (leverage#94289121 = null)) THEN null ELSE cast(leverage#94289121 as float) END AS leverage#94289169, CASE WHEN ((volatility#94289122 = NA) OR (volatility#94289122 = null)) THEN null ELSE cast(volatility#94289122 as float) END AS volatility#94289170, CASE WHEN ((momentum#94289123 = NA) OR (momentum#94289123 = null)) THEN null ELSE cast(momentum#94289123 as float) END AS momentum#94289171, CASE WHEN ((yield#94289124 = NA) OR (yield#94289124 = null)) THEN null ELSE cast(yield#94289124 as float) END AS yield#94289172, CASE WHEN ((##94289125 = NA) OR (##94289125 = null)) THEN null ELSE cast(##94289125 as float) END AS ##94289173, CASE WHEN (min_date#94289126 = null) THEN null ELSE cast(min_date#94289126 as date) END AS min_date#94289174, CASE WHEN (max_date#94289127 = null) THEN null ELSE cast(max_date#94289127 as date) END AS max_date#94289175]

WholeStageCodegen (1)

FileScan csv [fractile#94289116,cap#94289117,size#94289118,value#94289119,growth#94289120,leverage#94289121,volatility#94289122,momentum#94289123,yield#94289124,##94289125,min_date#94289126,max_date#94289127] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/eps_truebeat/surprise_..., 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=#7528198]

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#94289164, size#94289166, value#94289167, growth#94289168, leverage#94289169, volatility#94289170, momentum#94289171, yield#94289172, ##94289173, min_date#94289174, max_date#94289175]
Arguments: [fractile#94289164, size#94289166, value#94289167, growth#94289168, leverage#94289169, volatility#94289170, momentum#94289171, yield#94289172, ##94289173, min_date#94289174, max_date#94289175]

(2) InMemoryRelation
Arguments: [fractile#94289164, size#94289166, value#94289167, growth#94289168, leverage#94289169, volatility#94289170, momentum#94289171, yield#94289172, ##94289173, min_date#94289174, max_date#94289175], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Sort [fractile#94289164 ASC NULLS FIRST], true, 0
+- Exchange rangepartitioning(fractile#94289164 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7528203]
   +- *(2) Project [fractile#94289164, size#94289166, value#94289167, growth#94289168, leverage#94289169, volatility#94289170, momentum#94289171, yield#94289172, ##94289173, min_date#94289174, max_date#94289175]
      +- *(2) BroadcastHashJoin [cap_description#94289188], [description#94160396], Inner, BuildRight, false
         :- *(2) Project [fractile#94289164, cap#94289165 AS cap_description#94289188, size#94289166, value#94289167, growth#94289168, leverage#94289169, volatility#94289170, momentum#94289171, yield#94289172, ##94289173, min_date#94289174, max_date#94289175]
         :  +- *(2) Filter ((isnotnull(fractile#94289164) AND NOT (fractile#94289164 = -1)) AND isnotnull(cap#94289165))
         :     +- InMemoryTableScan [##94289173, cap#94289165, fractile#94289164, growth#94289168, leverage#94289169, max_date#94289175, min_date#94289174, momentum#94289171, size#94289166, value#94289167, volatility#94289170, yield#94289172], [isnotnull(fractile#94289164), NOT (fractile#94289164 = -1), isnotnull(cap#94289165)]
         :           +- InMemoryRelation [fractile#94289164, cap#94289165, size#94289166, value#94289167, growth#94289168, leverage#94289169, volatility#94289170, momentum#94289171, yield#94289172, ##94289173, min_date#94289174, max_date#94289175], StorageLevel(disk, memory, deserialized, 1 replicas)
         :                 +- *(1) Project [CASE WHEN ((fractile#94289116 = NA) OR (fractile#94289116 = null)) THEN null ELSE cast(fractile#94289116 as int) END AS fractile#94289164, CASE WHEN (cap#94289117 = null) THEN null ELSE cap#94289117 END AS cap#94289165, CASE WHEN ((size#94289118 = NA) OR (size#94289118 = null)) THEN null ELSE cast(size#94289118 as float) END AS size#94289166, CASE WHEN ((value#94289119 = NA) OR (value#94289119 = null)) THEN null ELSE cast(value#94289119 as float) END AS value#94289167, CASE WHEN ((growth#94289120 = NA) OR (growth#94289120 = null)) THEN null ELSE cast(growth#94289120 as float) END AS growth#94289168, CASE WHEN ((leverage#94289121 = NA) OR (leverage#94289121 = null)) THEN null ELSE cast(leverage#94289121 as float) END AS leverage#94289169, CASE WHEN ((volatility#94289122 = NA) OR (volatility#94289122 = null)) THEN null ELSE cast(volatility#94289122 as float) END AS volatility#94289170, CASE WHEN ((momentum#94289123 = NA) OR (momentum#94289123 = null)) THEN null ELSE cast(momentum#94289123 as float) END AS momentum#94289171, CASE WHEN ((yield#94289124 = NA) OR (yield#94289124 = null)) THEN null ELSE cast(yield#94289124 as float) END AS yield#94289172, CASE WHEN ((##94289125 = NA) OR (##94289125 = null)) THEN null ELSE cast(##94289125 as float) END AS ##94289173, CASE WHEN (min_date#94289126 = null) THEN null ELSE cast(min_date#94289126 as date) END AS min_date#94289174, CASE WHEN (max_date#94289127 = null) THEN null ELSE cast(max_date#94289127 as date) END AS max_date#94289175]
         :                    +- FileScan csv [fractile#94289116,cap#94289117,size#94289118,value#94289119,growth#94289120,leverage#94289121,volatility#94289122,momentum#94289123,yield#94289124,##94289125,min_date#94289126,max_date#94289127] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/eps_truebeat/surprise_..., 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=#7528198]
            +- *(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#94289164 ASC NULLS FIRST]

(3) InMemoryTableScan
Output [12]: [##94289173, cap#94289165, fractile#94289164, growth#94289168, leverage#94289169, max_date#94289175, min_date#94289174, momentum#94289171, size#94289166, value#94289167, volatility#94289170, yield#94289172]
Arguments: [##94289173, cap#94289165, fractile#94289164, growth#94289168, leverage#94289169, max_date#94289175, min_date#94289174, momentum#94289171, size#94289166, value#94289167, volatility#94289170, yield#94289172], [isnotnull(fractile#94289164), NOT (fractile#94289164 = -1), isnotnull(cap#94289165)]

(4) InMemoryRelation
Arguments: [fractile#94289164, cap#94289165, size#94289166, value#94289167, growth#94289168, leverage#94289169, volatility#94289170, momentum#94289171, yield#94289172, ##94289173, min_date#94289174, max_date#94289175], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((fractile#94289116 = NA) OR (fractile#94289116 = null)) THEN null ELSE cast(fractile#94289116 as int) END AS fractile#94289164, CASE WHEN (cap#94289117 = null) THEN null ELSE cap#94289117 END AS cap#94289165, CASE WHEN ((size#94289118 = NA) OR (size#94289118 = null)) THEN null ELSE cast(size#94289118 as float) END AS size#94289166, CASE WHEN ((value#94289119 = NA) OR (value#94289119 = null)) THEN null ELSE cast(value#94289119 as float) END AS value#94289167, CASE WHEN ((growth#94289120 = NA) OR (growth#94289120 = null)) THEN null ELSE cast(growth#94289120 as float) END AS growth#94289168, CASE WHEN ((leverage#94289121 = NA) OR (leverage#94289121 = null)) THEN null ELSE cast(leverage#94289121 as float) END AS leverage#94289169, CASE WHEN ((volatility#94289122 = NA) OR (volatility#94289122 = null)) THEN null ELSE cast(volatility#94289122 as float) END AS volatility#94289170, CASE WHEN ((momentum#94289123 = NA) OR (momentum#94289123 = null)) THEN null ELSE cast(momentum#94289123 as float) END AS momentum#94289171, CASE WHEN ((yield#94289124 = NA) OR (yield#94289124 = null)) THEN null ELSE cast(yield#94289124 as float) END AS yield#94289172, CASE WHEN ((##94289125 = NA) OR (##94289125 = null)) THEN null ELSE cast(##94289125 as float) END AS ##94289173, CASE WHEN (min_date#94289126 = null) THEN null ELSE cast(min_date#94289126 as date) END AS min_date#94289174, CASE WHEN (max_date#94289127 = null) THEN null ELSE cast(max_date#94289127 as date) END AS max_date#94289175]
+- FileScan csv [fractile#94289116,cap#94289117,size#94289118,value#94289119,growth#94289120,leverage#94289121,volatility#94289122,momentum#94289123,yield#94289124,##94289125,min_date#94289126,max_date#94289127] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/eps_truebeat/surprise_..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<fractile:string,cap:string,size:string,value:string,growth:string,leverage:string,volatili...
,None)

(5) Scan csv 
Output [12]: [fractile#94289116, cap#94289117, size#94289118, value#94289119, growth#94289120, leverage#94289121, volatility#94289122, momentum#94289123, yield#94289124, ##94289125, min_date#94289126, max_date#94289127]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/eps_truebeat/surprise_prediction_eps_trunc/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#94289116 = NA) OR (fractile#94289116 = null)) THEN null ELSE cast(fractile#94289116 as int) END AS fractile#94289164, CASE WHEN (cap#94289117 = null) THEN null ELSE cap#94289117 END AS cap#94289165, CASE WHEN ((size#94289118 = NA) OR (size#94289118 = null)) THEN null ELSE cast(size#94289118 as float) END AS size#94289166, CASE WHEN ((value#94289119 = NA) OR (value#94289119 = null)) THEN null ELSE cast(value#94289119 as float) END AS value#94289167, CASE WHEN ((growth#94289120 = NA) OR (growth#94289120 = null)) THEN null ELSE cast(growth#94289120 as float) END AS growth#94289168, CASE WHEN ((leverage#94289121 = NA) OR (leverage#94289121 = null)) THEN null ELSE cast(leverage#94289121 as float) END AS leverage#94289169, CASE WHEN ((volatility#94289122 = NA) OR (volatility#94289122 = null)) THEN null ELSE cast(volatility#94289122 as float) END AS volatility#94289170, CASE WHEN ((momentum#94289123 = NA) OR (momentum#94289123 = null)) THEN null ELSE cast(momentum#94289123 as float) END AS momentum#94289171, CASE WHEN ((yield#94289124 = NA) OR (yield#94289124 = null)) THEN null ELSE cast(yield#94289124 as float) END AS yield#94289172, CASE WHEN ((##94289125 = NA) OR (##94289125 = null)) THEN null ELSE cast(##94289125 as float) END AS ##94289173, CASE WHEN (min_date#94289126 = null) THEN null ELSE cast(min_date#94289126 as date) END AS min_date#94289174, CASE WHEN (max_date#94289127 = null) THEN null ELSE cast(max_date#94289127 as date) END AS max_date#94289175]
Input [12]: [fractile#94289116, cap#94289117, size#94289118, value#94289119, growth#94289120, leverage#94289121, volatility#94289122, momentum#94289123, yield#94289124, ##94289125, min_date#94289126, max_date#94289127]

(7) Filter [codegen id : 2]
Input [12]: [##94289173, cap#94289165, fractile#94289164, growth#94289168, leverage#94289169, max_date#94289175, min_date#94289174, momentum#94289171, size#94289166, value#94289167, volatility#94289170, yield#94289172]
Condition : ((isnotnull(fractile#94289164) AND NOT (fractile#94289164 = -1)) AND isnotnull(cap#94289165))

(8) Project [codegen id : 2]
Output [12]: [fractile#94289164, cap#94289165 AS cap_description#94289188, size#94289166, value#94289167, growth#94289168, leverage#94289169, volatility#94289170, momentum#94289171, yield#94289172, ##94289173, min_date#94289174, max_date#94289175]
Input [12]: [##94289173, cap#94289165, fractile#94289164, growth#94289168, leverage#94289169, max_date#94289175, min_date#94289174, momentum#94289171, size#94289166, value#94289167, volatility#94289170, yield#94289172]

(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=#7528198]

(16) BroadcastHashJoin [codegen id : 2]
Left keys [1]: [cap_description#94289188]
Right keys [1]: [description#94160396]
Join condition: None

(17) Project [codegen id : 2]
Output [11]: [fractile#94289164, size#94289166, value#94289167, growth#94289168, leverage#94289169, volatility#94289170, momentum#94289171, yield#94289172, ##94289173, min_date#94289174, max_date#94289175]
Input [13]: [fractile#94289164, cap_description#94289188, size#94289166, value#94289167, growth#94289168, leverage#94289169, volatility#94289170, momentum#94289171, yield#94289172, ##94289173, min_date#94289174, max_date#94289175, description#94160396]

(18) Exchange
Input [11]: [fractile#94289164, size#94289166, value#94289167, growth#94289168, leverage#94289169, volatility#94289170, momentum#94289171, yield#94289172, ##94289173, min_date#94289174, max_date#94289175]
Arguments: rangepartitioning(fractile#94289164 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7528203]

(19) Sort [codegen id : 3]
Input [11]: [fractile#94289164, size#94289166, value#94289167, growth#94289168, leverage#94289169, volatility#94289170, momentum#94289171, yield#94289172, ##94289173, min_date#94289174, max_date#94289175]
Arguments: [fractile#94289164 ASC NULLS FIRST], true, 0

(20) CollectLimit
Input [11]: [fractile#94289164, size#94289166, value#94289167, growth#94289168, leverage#94289169, volatility#94289170, momentum#94289171, yield#94289172, ##94289173, min_date#94289174, max_date#94289175]
Arguments: 1000000