PlusAMP App Middleware - Details for Query 226558

Submitted Time: 2025/08/01 15:46:29
Duration: 0.1 s
Succeeded Jobs: 330162 330165

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=" Project "]; 4 [labelType="html" label=" Sort "]; } 5 [labelType="html" label="Exchange number of partitions: 2"]; subgraph cluster6 { isCluster="true"; label="WholeStageCodegen (2)\n \nduration: 13 ms"; 7 [labelType="html" label=" Project "]; 8 [labelType="html" label="BroadcastHashJoin number of output rows: 3"]; 16 [labelType="html" label=" Project "]; 17 [labelType="html" label="Filter number of output rows: 4"]; } 9 [labelType="html" label="BroadcastExchange time to broadcast: 0 ms time to build: 10 ms time to collect: 43 ms number of output rows: 3 data size: 32.0 MiB"]; subgraph cluster10 { isCluster="true"; label="WholeStageCodegen (1)\n \nduration: 0 ms"; 11 [labelType="html" label="Filter number of output rows: 3"]; } 12 [labelType="html" label="InMemoryTableScan number of output rows: 3"]; subgraph cluster13 { isCluster="true"; label="WholeStageCodegen (1)\n \nduration: 0 ms"; 14 [labelType="html" label=" Project "]; } 15 [labelType="html" label="Scan csv number of output rows: 0"]; 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; 5->4; 7->5; 8->7; 9->8; 11->9; 12->11; 14->12; 15->14; 16->8; 17->16; 18->17; 20->18; 21->20; }

CollectLimit 10000

InMemoryTableScan [cap#94013946, turnover#94010724, days_hold#94013974]

Project [cap#94013946, turnover#94010724, (1.0 / cast(turnover#94010724 as double)) AS days_hold#94013974]

Sort [cap_sort#94013857 ASC NULLS FIRST], true, 0

WholeStageCodegen (3)

Exchange rangepartitioning(cap_sort#94013857 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7506325]

Project [turnover#94010724, cap_description#94013856 AS cap#94013946, cap_sort#94013857]

BroadcastHashJoin [knownfloatingpointnormalized(normalizenanandzero(cap#94010644))], [knownfloatingpointnormalized(normalizenanandzero(cast(cap#93880528 as float)))], Inner, BuildLeft, false

Project [cap#93880528, description#93880533 AS cap_description#94013856, sort#93880531 AS cap_sort#94013857]

Filter isnotnull(cap#93880528)

WholeStageCodegen (2)

BroadcastExchange HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7506317]

Filter isnotnull(cap#94010644)

WholeStageCodegen (1)

InMemoryTableScan [cap#94010644, turnover#94010724], [isnotnull(cap#94010644)]

Project [CASE WHEN ((cap#94010439 = NA) OR (cap#94010439 = null)) THEN null ELSE cast(cap#94010439 as float) END AS cap#94010644, CASE WHEN ((retIC#94010440 = NA) OR (retIC#94010440 = null)) THEN null ELSE cast(retIC#94010440 as float) END AS retIC#94010648, CASE WHEN ((resretIC#94010441 = NA) OR (resretIC#94010441 = null)) THEN null ELSE cast(resretIC#94010441 as float) END AS resretIC#94010653, CASE WHEN ((numcos#94010442 = NA) OR (numcos#94010442 = null)) THEN null ELSE cast(numcos#94010442 as float) END AS numcos#94010657, CASE WHEN ((numdates#94010443 = NA) OR (numdates#94010443 = null)) THEN null ELSE cast(numdates#94010443 as int) END AS numdates#94010661, CASE WHEN (annual_bmret#94010444 = null) THEN null ELSE annual_bmret#94010444 END AS annual_bmret#94010666, CASE WHEN ((annual_ret#94010445 = NA) OR (annual_ret#94010445 = null)) THEN null ELSE cast(annual_ret#94010445 as float) END AS annual_ret#94010671, CASE WHEN ((std_ret#94010446 = NA) OR (std_ret#94010446 = null)) THEN null ELSE cast(std_ret#94010446 as float) END AS std_ret#94010676, CASE WHEN ((Sharpe_ret#94010447 = NA) OR (Sharpe_ret#94010447 = null)) THEN null ELSE cast(Sharpe_ret#94010447 as float) END AS Sharpe_ret#94010680, CASE WHEN ((PctPos_ret#94010448 = NA) OR (PctPos_ret#94010448 = null)) THEN null ELSE cast(PctPos_ret#94010448 as float) END AS PctPos_ret#94010684, CASE WHEN (TR_ret#94010449 = null) THEN null ELSE TR_ret#94010449 END AS TR_ret#94010696, CASE WHEN (IR_ret#94010450 = null) THEN null ELSE IR_ret#94010450 END AS IR_ret#94010697, CASE WHEN ((annual_resret#94010451 = NA) OR (annual_resret#94010451 = null)) THEN null ELSE cast(annual_resret#94010451 as float) END AS annual_resret#94010699, CASE WHEN ((std_resret#94010452 = NA) OR (std_resret#94010452 = null)) THEN null ELSE cast(std_resret#94010452 as float) END AS std_resret#94010700, CASE WHEN ((Sharpe_resret#94010453 = NA) OR (Sharpe_resret#94010453 = null)) THEN null ELSE cast(Sharpe_resret#94010453 as float) END AS Sharpe_resret#94010701, CASE WHEN ((PctPos_resret#94010454 = NA) OR (PctPos_resret#94010454 = null)) THEN null ELSE cast(PctPos_resret#94010454 as float) END AS PctPos_resret#94010702, CASE WHEN (TR_resret#94010455 = null) THEN null ELSE TR_resret#94010455 END AS TR_resret#94010703, CASE WHEN (IR_resret#94010456 = null) THEN null ELSE IR_resret#94010456 END AS IR_resret#94010704, CASE WHEN ((annual_retnet#94010457 = NA) OR (annual_retnet#94010457 = null)) THEN null ELSE cast(annual_retnet#94010457 as float) END AS annual_retnet#94010705, CASE WHEN ((std_retnet#94010458 = NA) OR (std_retnet#94010458 = null)) THEN null ELSE cast(std_retnet#94010458 as float) END AS std_retnet#94010706, CASE WHEN ((Sharpe_retnet#94010459 = NA) OR (Sharpe_retnet#94010459 = null)) THEN null ELSE cast(Sharpe_retnet#94010459 as float) END AS Sharpe_retnet#94010707, CASE WHEN ((PctPos_retnet#94010460 = NA) OR (PctPos_retnet#94010460 = null)) THEN null ELSE cast(PctPos_retnet#94010460 as float) END AS PctPos_retnet#94010720, CASE WHEN (TR_retnet#94010461 = null) THEN null ELSE TR_retnet#94010461 END AS TR_retnet#94010722, CASE WHEN (IR_retnet#94010462 = null) THEN null ELSE IR_retnet#94010462 END AS IR_retnet#94010723, ... 2 more fields]

WholeStageCodegen (1)

FileScan csv [cap#94010439,retIC#94010440,resretIC#94010441,numcos#94010442,numdates#94010443,annual_bmret#94010444,annual_ret#94010445,std_ret#94010446,Sharpe_ret#94010447,PctPos_ret#94010448,TR_ret#94010449,IR_ret#94010450,annual_resret#94010451,std_resret#94010452,Sharpe_resret#94010453,PctPos_resret#94010454,TR_resret#94010455,IR_resret#94010456,annual_retnet#94010457,std_retnet#94010458,Sharpe_retnet#94010459,PctPos_retnet#94010460,TR_retnet#94010461,IR_retnet#94010462,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/rankviews_history/rank..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...

InMemoryTableScan [cap#93880528, description#93880533, sort#93880531], [isnotnull(cap#93880528)]

Project [CASE WHEN ((cap#93880496 = NA) OR (cap#93880496 = null)) THEN null ELSE cast(cap#93880496 as int) END AS cap#93880528, CASE WHEN (sort#93880498 = null) THEN null ELSE sort#93880498 END AS sort#93880531, CASE WHEN (description#93880500 = null) THEN null ELSE description#93880500 END AS description#93880533, CASE WHEN ((universe#93880502 = NA) OR (universe#93880502 = null)) THEN null ELSE cast(universe#93880502 as int) END AS universe#93880535]

WholeStageCodegen (1)

FileScan csv [cap#93880496,sort#93880498,description#93880500,universe#93880502] 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)
            +- * Project (19)
               +- * Sort (18)
                  +- Exchange (17)
                     +- * Project (16)
                        +- * BroadcastHashJoin Inner BuildLeft (15)
                           :- BroadcastExchange (8)
                           :  +- * Filter (7)
                           :     +- InMemoryTableScan (3)
                           :           +- InMemoryRelation (4)
                           :                 +- * Project (unknown)
                           :                    +- Scan csv  (unknown)
                           +- * Project (14)
                              +- * Filter (13)
                                 +- InMemoryTableScan (9)
                                       +- InMemoryRelation (10)
                                             +- * Project (12)
                                                +- Scan csv  (11)


(1) InMemoryTableScan
Output [3]: [cap#94013946, turnover#94010724, days_hold#94013974]
Arguments: [cap#94013946, turnover#94010724, days_hold#94013974]

(2) InMemoryRelation
Arguments: [cap#94013946, turnover#94010724, days_hold#94013974], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Project [cap#94013946, turnover#94010724, (1.0 / cast(turnover#94010724 as double)) AS days_hold#94013974]
+- *(3) Sort [cap_sort#94013857 ASC NULLS FIRST], true, 0
   +- Exchange rangepartitioning(cap_sort#94013857 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7506325]
      +- *(2) Project [turnover#94010724, cap_description#94013856 AS cap#94013946, cap_sort#94013857]
         +- *(2) BroadcastHashJoin [knownfloatingpointnormalized(normalizenanandzero(cap#94010644))], [knownfloatingpointnormalized(normalizenanandzero(cast(cap#93880528 as float)))], Inner, BuildLeft, false
            :- BroadcastExchange HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7506317]
            :  +- *(1) Filter isnotnull(cap#94010644)
            :     +- InMemoryTableScan [cap#94010644, turnover#94010724], [isnotnull(cap#94010644)]
            :           +- InMemoryRelation [cap#94010644, retIC#94010648, resretIC#94010653, numcos#94010657, numdates#94010661, annual_bmret#94010666, annual_ret#94010671, std_ret#94010676, Sharpe_ret#94010680, PctPos_ret#94010684, TR_ret#94010696, IR_ret#94010697, annual_resret#94010699, std_resret#94010700, Sharpe_resret#94010701, PctPos_resret#94010702, TR_resret#94010703, IR_resret#94010704, annual_retnet#94010705, std_retnet#94010706, Sharpe_retnet#94010707, PctPos_retnet#94010720, TR_retnet#94010722, IR_retnet#94010723, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
            :                 +- *(1) Project [CASE WHEN ((cap#94010439 = NA) OR (cap#94010439 = null)) THEN null ELSE cast(cap#94010439 as float) END AS cap#94010644, CASE WHEN ((retIC#94010440 = NA) OR (retIC#94010440 = null)) THEN null ELSE cast(retIC#94010440 as float) END AS retIC#94010648, CASE WHEN ((resretIC#94010441 = NA) OR (resretIC#94010441 = null)) THEN null ELSE cast(resretIC#94010441 as float) END AS resretIC#94010653, CASE WHEN ((numcos#94010442 = NA) OR (numcos#94010442 = null)) THEN null ELSE cast(numcos#94010442 as float) END AS numcos#94010657, CASE WHEN ((numdates#94010443 = NA) OR (numdates#94010443 = null)) THEN null ELSE cast(numdates#94010443 as int) END AS numdates#94010661, CASE WHEN (annual_bmret#94010444 = null) THEN null ELSE annual_bmret#94010444 END AS annual_bmret#94010666, CASE WHEN ((annual_ret#94010445 = NA) OR (annual_ret#94010445 = null)) THEN null ELSE cast(annual_ret#94010445 as float) END AS annual_ret#94010671, CASE WHEN ((std_ret#94010446 = NA) OR (std_ret#94010446 = null)) THEN null ELSE cast(std_ret#94010446 as float) END AS std_ret#94010676, CASE WHEN ((Sharpe_ret#94010447 = NA) OR (Sharpe_ret#94010447 = null)) THEN null ELSE cast(Sharpe_ret#94010447 as float) END AS Sharpe_ret#94010680, CASE WHEN ((PctPos_ret#94010448 = NA) OR (PctPos_ret#94010448 = null)) THEN null ELSE cast(PctPos_ret#94010448 as float) END AS PctPos_ret#94010684, CASE WHEN (TR_ret#94010449 = null) THEN null ELSE TR_ret#94010449 END AS TR_ret#94010696, CASE WHEN (IR_ret#94010450 = null) THEN null ELSE IR_ret#94010450 END AS IR_ret#94010697, CASE WHEN ((annual_resret#94010451 = NA) OR (annual_resret#94010451 = null)) THEN null ELSE cast(annual_resret#94010451 as float) END AS annual_resret#94010699, CASE WHEN ((std_resret#94010452 = NA) OR (std_resret#94010452 = null)) THEN null ELSE cast(std_resret#94010452 as float) END AS std_resret#94010700, CASE WHEN ((Sharpe_resret#94010453 = NA) OR (Sharpe_resret#94010453 = null)) THEN null ELSE cast(Sharpe_resret#94010453 as float) END AS Sharpe_resret#94010701, CASE WHEN ((PctPos_resret#94010454 = NA) OR (PctPos_resret#94010454 = null)) THEN null ELSE cast(PctPos_resret#94010454 as float) END AS PctPos_resret#94010702, CASE WHEN (TR_resret#94010455 = null) THEN null ELSE TR_resret#94010455 END AS TR_resret#94010703, CASE WHEN (IR_resret#94010456 = null) THEN null ELSE IR_resret#94010456 END AS IR_resret#94010704, CASE WHEN ((annual_retnet#94010457 = NA) OR (annual_retnet#94010457 = null)) THEN null ELSE cast(annual_retnet#94010457 as float) END AS annual_retnet#94010705, CASE WHEN ((std_retnet#94010458 = NA) OR (std_retnet#94010458 = null)) THEN null ELSE cast(std_retnet#94010458 as float) END AS std_retnet#94010706, CASE WHEN ((Sharpe_retnet#94010459 = NA) OR (Sharpe_retnet#94010459 = null)) THEN null ELSE cast(Sharpe_retnet#94010459 as float) END AS Sharpe_retnet#94010707, CASE WHEN ((PctPos_retnet#94010460 = NA) OR (PctPos_retnet#94010460 = null)) THEN null ELSE cast(PctPos_retnet#94010460 as float) END AS PctPos_retnet#94010720, CASE WHEN (TR_retnet#94010461 = null) THEN null ELSE TR_retnet#94010461 END AS TR_retnet#94010722, CASE WHEN (IR_retnet#94010462 = null) THEN null ELSE IR_retnet#94010462 END AS IR_retnet#94010723, ... 2 more fields]
            :                    +- FileScan csv [cap#94010439,retIC#94010440,resretIC#94010441,numcos#94010442,numdates#94010443,annual_bmret#94010444,annual_ret#94010445,std_ret#94010446,Sharpe_ret#94010447,PctPos_ret#94010448,TR_ret#94010449,IR_ret#94010450,annual_resret#94010451,std_resret#94010452,Sharpe_resret#94010453,PctPos_resret#94010454,TR_resret#94010455,IR_resret#94010456,annual_retnet#94010457,std_retnet#94010458,Sharpe_retnet#94010459,PctPos_retnet#94010460,TR_retnet#94010461,IR_retnet#94010462,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/rankviews_history/rank..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
            +- *(2) Project [cap#93880528, description#93880533 AS cap_description#94013856, sort#93880531 AS cap_sort#94013857]
               +- *(2) Filter isnotnull(cap#93880528)
                  +- InMemoryTableScan [cap#93880528, description#93880533, sort#93880531], [isnotnull(cap#93880528)]
                        +- InMemoryRelation [cap#93880528, sort#93880531, description#93880533, universe#93880535], StorageLevel(disk, memory, deserialized, 1 replicas)
                              +- *(1) Project [CASE WHEN ((cap#93880496 = NA) OR (cap#93880496 = null)) THEN null ELSE cast(cap#93880496 as int) END AS cap#93880528, CASE WHEN (sort#93880498 = null) THEN null ELSE sort#93880498 END AS sort#93880531, CASE WHEN (description#93880500 = null) THEN null ELSE description#93880500 END AS description#93880533, CASE WHEN ((universe#93880502 = NA) OR (universe#93880502 = null)) THEN null ELSE cast(universe#93880502 as int) END AS universe#93880535]
                                 +- FileScan csv [cap#93880496,sort#93880498,description#93880500,universe#93880502] 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), [cap_sort#94013857 ASC NULLS FIRST]

(3) InMemoryTableScan
Output [2]: [cap#94010644, turnover#94010724]
Arguments: [cap#94010644, turnover#94010724], [isnotnull(cap#94010644)]

(4) InMemoryRelation
Arguments: [cap#94010644, retIC#94010648, resretIC#94010653, numcos#94010657, numdates#94010661, annual_bmret#94010666, annual_ret#94010671, std_ret#94010676, Sharpe_ret#94010680, PctPos_ret#94010684, TR_ret#94010696, IR_ret#94010697, annual_resret#94010699, std_resret#94010700, Sharpe_resret#94010701, PctPos_resret#94010702, TR_resret#94010703, IR_resret#94010704, annual_retnet#94010705, std_retnet#94010706, Sharpe_retnet#94010707, PctPos_retnet#94010720, TR_retnet#94010722, IR_retnet#94010723, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94010439 = NA) OR (cap#94010439 = null)) THEN null ELSE cast(cap#94010439 as float) END AS cap#94010644, CASE WHEN ((retIC#94010440 = NA) OR (retIC#94010440 = null)) THEN null ELSE cast(retIC#94010440 as float) END AS retIC#94010648, CASE WHEN ((resretIC#94010441 = NA) OR (resretIC#94010441 = null)) THEN null ELSE cast(resretIC#94010441 as float) END AS resretIC#94010653, CASE WHEN ((numcos#94010442 = NA) OR (numcos#94010442 = null)) THEN null ELSE cast(numcos#94010442 as float) END AS numcos#94010657, CASE WHEN ((numdates#94010443 = NA) OR (numdates#94010443 = null)) THEN null ELSE cast(numdates#94010443 as int) END AS numdates#94010661, CASE WHEN (annual_bmret#94010444 = null) THEN null ELSE annual_bmret#94010444 END AS annual_bmret#94010666, CASE WHEN ((annual_ret#94010445 = NA) OR (annual_ret#94010445 = null)) THEN null ELSE cast(annual_ret#94010445 as float) END AS annual_ret#94010671, CASE WHEN ((std_ret#94010446 = NA) OR (std_ret#94010446 = null)) THEN null ELSE cast(std_ret#94010446 as float) END AS std_ret#94010676, CASE WHEN ((Sharpe_ret#94010447 = NA) OR (Sharpe_ret#94010447 = null)) THEN null ELSE cast(Sharpe_ret#94010447 as float) END AS Sharpe_ret#94010680, CASE WHEN ((PctPos_ret#94010448 = NA) OR (PctPos_ret#94010448 = null)) THEN null ELSE cast(PctPos_ret#94010448 as float) END AS PctPos_ret#94010684, CASE WHEN (TR_ret#94010449 = null) THEN null ELSE TR_ret#94010449 END AS TR_ret#94010696, CASE WHEN (IR_ret#94010450 = null) THEN null ELSE IR_ret#94010450 END AS IR_ret#94010697, CASE WHEN ((annual_resret#94010451 = NA) OR (annual_resret#94010451 = null)) THEN null ELSE cast(annual_resret#94010451 as float) END AS annual_resret#94010699, CASE WHEN ((std_resret#94010452 = NA) OR (std_resret#94010452 = null)) THEN null ELSE cast(std_resret#94010452 as float) END AS std_resret#94010700, CASE WHEN ((Sharpe_resret#94010453 = NA) OR (Sharpe_resret#94010453 = null)) THEN null ELSE cast(Sharpe_resret#94010453 as float) END AS Sharpe_resret#94010701, CASE WHEN ((PctPos_resret#94010454 = NA) OR (PctPos_resret#94010454 = null)) THEN null ELSE cast(PctPos_resret#94010454 as float) END AS PctPos_resret#94010702, CASE WHEN (TR_resret#94010455 = null) THEN null ELSE TR_resret#94010455 END AS TR_resret#94010703, CASE WHEN (IR_resret#94010456 = null) THEN null ELSE IR_resret#94010456 END AS IR_resret#94010704, CASE WHEN ((annual_retnet#94010457 = NA) OR (annual_retnet#94010457 = null)) THEN null ELSE cast(annual_retnet#94010457 as float) END AS annual_retnet#94010705, CASE WHEN ((std_retnet#94010458 = NA) OR (std_retnet#94010458 = null)) THEN null ELSE cast(std_retnet#94010458 as float) END AS std_retnet#94010706, CASE WHEN ((Sharpe_retnet#94010459 = NA) OR (Sharpe_retnet#94010459 = null)) THEN null ELSE cast(Sharpe_retnet#94010459 as float) END AS Sharpe_retnet#94010707, CASE WHEN ((PctPos_retnet#94010460 = NA) OR (PctPos_retnet#94010460 = null)) THEN null ELSE cast(PctPos_retnet#94010460 as float) END AS PctPos_retnet#94010720, CASE WHEN (TR_retnet#94010461 = null) THEN null ELSE TR_retnet#94010461 END AS TR_retnet#94010722, CASE WHEN (IR_retnet#94010462 = null) THEN null ELSE IR_retnet#94010462 END AS IR_retnet#94010723, ... 2 more fields]
+- FileScan csv [cap#94010439,retIC#94010440,resretIC#94010441,numcos#94010442,numdates#94010443,annual_bmret#94010444,annual_ret#94010445,std_ret#94010446,Sharpe_ret#94010447,PctPos_ret#94010448,TR_ret#94010449,IR_ret#94010450,annual_resret#94010451,std_resret#94010452,Sharpe_resret#94010453,PctPos_resret#94010454,TR_resret#94010455,IR_resret#94010456,annual_retnet#94010457,std_retnet#94010458,Sharpe_retnet#94010459,PctPos_retnet#94010460,TR_retnet#94010461,IR_retnet#94010462,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/rankviews_history/rank..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)

(7) Filter [codegen id : 1]
Input [2]: [cap#94010644, turnover#94010724]
Condition : isnotnull(cap#94010644)

(8) BroadcastExchange
Input [2]: [cap#94010644, turnover#94010724]
Arguments: HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7506317]

(9) InMemoryTableScan
Output [3]: [cap#93880528, description#93880533, sort#93880531]
Arguments: [cap#93880528, description#93880533, sort#93880531], [isnotnull(cap#93880528)]

(10) InMemoryRelation
Arguments: [cap#93880528, sort#93880531, description#93880533, universe#93880535], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#93880496 = NA) OR (cap#93880496 = null)) THEN null ELSE cast(cap#93880496 as int) END AS cap#93880528, CASE WHEN (sort#93880498 = null) THEN null ELSE sort#93880498 END AS sort#93880531, CASE WHEN (description#93880500 = null) THEN null ELSE description#93880500 END AS description#93880533, CASE WHEN ((universe#93880502 = NA) OR (universe#93880502 = null)) THEN null ELSE cast(universe#93880502 as int) END AS universe#93880535]
+- FileScan csv [cap#93880496,sort#93880498,description#93880500,universe#93880502] 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#93880496, sort#93880498, description#93880500, universe#93880502]
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#93880496 = NA) OR (cap#93880496 = null)) THEN null ELSE cast(cap#93880496 as int) END AS cap#93880528, CASE WHEN (sort#93880498 = null) THEN null ELSE sort#93880498 END AS sort#93880531, CASE WHEN (description#93880500 = null) THEN null ELSE description#93880500 END AS description#93880533, CASE WHEN ((universe#93880502 = NA) OR (universe#93880502 = null)) THEN null ELSE cast(universe#93880502 as int) END AS universe#93880535]
Input [4]: [cap#93880496, sort#93880498, description#93880500, universe#93880502]

(13) Filter
Input [3]: [cap#93880528, description#93880533, sort#93880531]
Condition : isnotnull(cap#93880528)

(14) Project
Output [3]: [cap#93880528, description#93880533 AS cap_description#94013856, sort#93880531 AS cap_sort#94013857]
Input [3]: [cap#93880528, description#93880533, sort#93880531]

(15) BroadcastHashJoin [codegen id : 2]
Left keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cap#94010644))]
Right keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cast(cap#93880528 as float)))]
Join condition: None

(16) Project [codegen id : 2]
Output [3]: [turnover#94010724, cap_description#94013856 AS cap#94013946, cap_sort#94013857]
Input [5]: [cap#94010644, turnover#94010724, cap#93880528, cap_description#94013856, cap_sort#94013857]

(17) Exchange
Input [3]: [turnover#94010724, cap#94013946, cap_sort#94013857]
Arguments: rangepartitioning(cap_sort#94013857 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7506325]

(18) Sort [codegen id : 3]
Input [3]: [turnover#94010724, cap#94013946, cap_sort#94013857]
Arguments: [cap_sort#94013857 ASC NULLS FIRST], true, 0

(19) Project [codegen id : 3]
Output [3]: [cap#94013946, turnover#94010724, (1.0 / cast(turnover#94010724 as double)) AS days_hold#94013974]
Input [3]: [turnover#94010724, cap#94013946, cap_sort#94013857]

(20) CollectLimit
Input [3]: [cap#94013946, turnover#94010724, days_hold#94013974]
Arguments: 10000