PlusAMP App Middleware - Details for Query 226627

Submitted Time: 2025/08/01 15:50:07
Duration: 6 ms

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

digraph G { 0 [labelType="html" label=" CollectLimit "]; subgraph cluster1 { isCluster="true"; label="WholeStageCodegen (1)"; 2 [labelType="html" label=" ColumnarToRow "]; } 3 [labelType="html" label=" InMemoryTableScan "]; subgraph cluster4 { isCluster="true"; label="WholeStageCodegen (2)"; 5 [labelType="html" label=" Sort "]; } 6 [labelType="html" label=" Exchange "]; subgraph cluster7 { isCluster="true"; label="WholeStageCodegen (1)"; 8 [labelType="html" label=" Project "]; 9 [labelType="html" label=" Filter "]; 10 [labelType="html" label=" ColumnarToRow "]; } 11 [labelType="html" label=" InMemoryTableScan "]; subgraph cluster12 { isCluster="true"; label="WholeStageCodegen (1)"; 13 [labelType="html" label=" Project "]; } 14 [labelType="html" label=" Scan csv "]; 2->0; 3->2; 5->3; 6->5; 8->6; 9->8; 10->9; 11->10; 13->11; 14->13; }

CollectLimit 1000000

ColumnarToRow

WholeStageCodegen (1)

InMemoryTableScan [year#94042677, turnover#94042749, days_hold#94042792]

Sort [year#94042677 ASC NULLS FIRST], true, 0

WholeStageCodegen (2)

Exchange rangepartitioning(year#94042677 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7508514]

Project [year#94042677, turnover#94042749, (1.0 / cast(turnover#94042749 as double)) AS days_hold#94042792]

Filter isnotnull(turnover#94042749)

ColumnarToRow

WholeStageCodegen (1)

InMemoryTableScan [turnover#94042749, year#94042677], [isnotnull(turnover#94042749)]

Project [CASE WHEN ((year#94042478 = NA) OR (year#94042478 = null)) THEN null ELSE cast(year#94042478 as int) END AS year#94042677, CASE WHEN ((retIC#94042479 = NA) OR (retIC#94042479 = null)) THEN null ELSE cast(retIC#94042479 as float) END AS retIC#94042678, CASE WHEN ((resretIC#94042480 = NA) OR (resretIC#94042480 = null)) THEN null ELSE cast(resretIC#94042480 as float) END AS resretIC#94042712, CASE WHEN ((numcos#94042481 = NA) OR (numcos#94042481 = null)) THEN null ELSE cast(numcos#94042481 as float) END AS numcos#94042713, CASE WHEN ((numdates#94042482 = NA) OR (numdates#94042482 = null)) THEN null ELSE cast(numdates#94042482 as int) END AS numdates#94042714, CASE WHEN ((annual_bmret#94042483 = NA) OR (annual_bmret#94042483 = null)) THEN null ELSE cast(annual_bmret#94042483 as float) END AS annual_bmret#94042715, CASE WHEN ((annual_ret#94042484 = NA) OR (annual_ret#94042484 = null)) THEN null ELSE cast(annual_ret#94042484 as float) END AS annual_ret#94042716, CASE WHEN ((std_ret#94042485 = NA) OR (std_ret#94042485 = null)) THEN null ELSE cast(std_ret#94042485 as float) END AS std_ret#94042717, CASE WHEN ((Sharpe_ret#94042486 = NA) OR (Sharpe_ret#94042486 = null)) THEN null ELSE cast(Sharpe_ret#94042486 as float) END AS Sharpe_ret#94042719, CASE WHEN ((PctPos_ret#94042487 = NA) OR (PctPos_ret#94042487 = null)) THEN null ELSE cast(PctPos_ret#94042487 as float) END AS PctPos_ret#94042721, CASE WHEN ((TR_ret#94042488 = NA) OR (TR_ret#94042488 = null)) THEN null ELSE cast(TR_ret#94042488 as float) END AS TR_ret#94042723, CASE WHEN ((IR_ret#94042489 = NA) OR (IR_ret#94042489 = null)) THEN null ELSE cast(IR_ret#94042489 as float) END AS IR_ret#94042724, CASE WHEN ((annual_resret#94042490 = NA) OR (annual_resret#94042490 = null)) THEN null ELSE cast(annual_resret#94042490 as float) END AS annual_resret#94042726, CASE WHEN ((std_resret#94042491 = NA) OR (std_resret#94042491 = null)) THEN null ELSE cast(std_resret#94042491 as float) END AS std_resret#94042728, CASE WHEN ((Sharpe_resret#94042492 = NA) OR (Sharpe_resret#94042492 = null)) THEN null ELSE cast(Sharpe_resret#94042492 as float) END AS Sharpe_resret#94042730, CASE WHEN ((PctPos_resret#94042493 = NA) OR (PctPos_resret#94042493 = null)) THEN null ELSE cast(PctPos_resret#94042493 as float) END AS PctPos_resret#94042732, CASE WHEN ((TR_resret#94042494 = NA) OR (TR_resret#94042494 = null)) THEN null ELSE cast(TR_resret#94042494 as float) END AS TR_resret#94042733, CASE WHEN ((IR_resret#94042495 = NA) OR (IR_resret#94042495 = null)) THEN null ELSE cast(IR_resret#94042495 as float) END AS IR_resret#94042735, CASE WHEN ((annual_retnet#94042496 = NA) OR (annual_retnet#94042496 = null)) THEN null ELSE cast(annual_retnet#94042496 as float) END AS annual_retnet#94042737, CASE WHEN ((std_retnet#94042497 = NA) OR (std_retnet#94042497 = null)) THEN null ELSE cast(std_retnet#94042497 as float) END AS std_retnet#94042739, CASE WHEN ((Sharpe_retnet#94042498 = NA) OR (Sharpe_retnet#94042498 = null)) THEN null ELSE cast(Sharpe_retnet#94042498 as float) END AS Sharpe_retnet#94042741, CASE WHEN ((PctPos_retnet#94042499 = NA) OR (PctPos_retnet#94042499 = null)) THEN null ELSE cast(PctPos_retnet#94042499 as float) END AS PctPos_retnet#94042743, CASE WHEN ((TR_retnet#94042500 = NA) OR (TR_retnet#94042500 = null)) THEN null ELSE cast(TR_retnet#94042500 as float) END AS TR_retnet#94042744, CASE WHEN ((IR_retnet#94042501 = NA) OR (IR_retnet#94042501 = null)) THEN null ELSE cast(IR_retnet#94042501 as float) END AS IR_retnet#94042746, CASE WHEN ((turnover#94042502 = NA) OR (turnover#94042502 = null)) THEN null ELSE cast(turnover#94042502 as float) END AS turnover#94042749]

WholeStageCodegen (1)

FileScan csv [year#94042478,retIC#94042479,resretIC#94042480,numcos#94042481,numdates#94042482,annual_bmret#94042483,annual_ret#94042484,std_ret#94042485,Sharpe_ret#94042486,PctPos_ret#94042487,TR_ret#94042488,IR_ret#94042489,annual_resret#94042490,std_resret#94042491,Sharpe_resret#94042492,PctPos_resret#94042493,TR_resret#94042494,IR_resret#94042495,annual_retnet#94042496,std_retnet#94042497,Sharpe_retnet#94042498,PctPos_retnet#94042499,TR_retnet#94042500,IR_retnet#94042501,turnover#94042502] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<year:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string...

Details

== Physical Plan ==
CollectLimit (13)
+- * ColumnarToRow (12)
   +- InMemoryTableScan (1)
         +- InMemoryRelation (2)
               +- * Sort (11)
                  +- Exchange (10)
                     +- * Project (9)
                        +- * Filter (8)
                           +- * ColumnarToRow (7)
                              +- InMemoryTableScan (3)
                                    +- InMemoryRelation (4)
                                          +- * Project (6)
                                             +- Scan csv  (5)


(1) InMemoryTableScan
Output [3]: [year#94042677, turnover#94042749, days_hold#94042792]
Arguments: [year#94042677, turnover#94042749, days_hold#94042792]

(2) InMemoryRelation
Arguments: [year#94042677, turnover#94042749, days_hold#94042792], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Sort [year#94042677 ASC NULLS FIRST], true, 0
+- Exchange rangepartitioning(year#94042677 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7508514]
   +- *(1) Project [year#94042677, turnover#94042749, (1.0 / cast(turnover#94042749 as double)) AS days_hold#94042792]
      +- *(1) Filter isnotnull(turnover#94042749)
         +- *(1) ColumnarToRow
            +- InMemoryTableScan [turnover#94042749, year#94042677], [isnotnull(turnover#94042749)]
                  +- InMemoryRelation [year#94042677, retIC#94042678, resretIC#94042712, numcos#94042713, numdates#94042714, annual_bmret#94042715, annual_ret#94042716, std_ret#94042717, Sharpe_ret#94042719, PctPos_ret#94042721, TR_ret#94042723, IR_ret#94042724, annual_resret#94042726, std_resret#94042728, Sharpe_resret#94042730, PctPos_resret#94042732, TR_resret#94042733, IR_resret#94042735, annual_retnet#94042737, std_retnet#94042739, Sharpe_retnet#94042741, PctPos_retnet#94042743, TR_retnet#94042744, IR_retnet#94042746, turnover#94042749], StorageLevel(disk, memory, deserialized, 1 replicas)
                        +- *(1) Project [CASE WHEN ((year#94042478 = NA) OR (year#94042478 = null)) THEN null ELSE cast(year#94042478 as int) END AS year#94042677, CASE WHEN ((retIC#94042479 = NA) OR (retIC#94042479 = null)) THEN null ELSE cast(retIC#94042479 as float) END AS retIC#94042678, CASE WHEN ((resretIC#94042480 = NA) OR (resretIC#94042480 = null)) THEN null ELSE cast(resretIC#94042480 as float) END AS resretIC#94042712, CASE WHEN ((numcos#94042481 = NA) OR (numcos#94042481 = null)) THEN null ELSE cast(numcos#94042481 as float) END AS numcos#94042713, CASE WHEN ((numdates#94042482 = NA) OR (numdates#94042482 = null)) THEN null ELSE cast(numdates#94042482 as int) END AS numdates#94042714, CASE WHEN ((annual_bmret#94042483 = NA) OR (annual_bmret#94042483 = null)) THEN null ELSE cast(annual_bmret#94042483 as float) END AS annual_bmret#94042715, CASE WHEN ((annual_ret#94042484 = NA) OR (annual_ret#94042484 = null)) THEN null ELSE cast(annual_ret#94042484 as float) END AS annual_ret#94042716, CASE WHEN ((std_ret#94042485 = NA) OR (std_ret#94042485 = null)) THEN null ELSE cast(std_ret#94042485 as float) END AS std_ret#94042717, CASE WHEN ((Sharpe_ret#94042486 = NA) OR (Sharpe_ret#94042486 = null)) THEN null ELSE cast(Sharpe_ret#94042486 as float) END AS Sharpe_ret#94042719, CASE WHEN ((PctPos_ret#94042487 = NA) OR (PctPos_ret#94042487 = null)) THEN null ELSE cast(PctPos_ret#94042487 as float) END AS PctPos_ret#94042721, CASE WHEN ((TR_ret#94042488 = NA) OR (TR_ret#94042488 = null)) THEN null ELSE cast(TR_ret#94042488 as float) END AS TR_ret#94042723, CASE WHEN ((IR_ret#94042489 = NA) OR (IR_ret#94042489 = null)) THEN null ELSE cast(IR_ret#94042489 as float) END AS IR_ret#94042724, CASE WHEN ((annual_resret#94042490 = NA) OR (annual_resret#94042490 = null)) THEN null ELSE cast(annual_resret#94042490 as float) END AS annual_resret#94042726, CASE WHEN ((std_resret#94042491 = NA) OR (std_resret#94042491 = null)) THEN null ELSE cast(std_resret#94042491 as float) END AS std_resret#94042728, CASE WHEN ((Sharpe_resret#94042492 = NA) OR (Sharpe_resret#94042492 = null)) THEN null ELSE cast(Sharpe_resret#94042492 as float) END AS Sharpe_resret#94042730, CASE WHEN ((PctPos_resret#94042493 = NA) OR (PctPos_resret#94042493 = null)) THEN null ELSE cast(PctPos_resret#94042493 as float) END AS PctPos_resret#94042732, CASE WHEN ((TR_resret#94042494 = NA) OR (TR_resret#94042494 = null)) THEN null ELSE cast(TR_resret#94042494 as float) END AS TR_resret#94042733, CASE WHEN ((IR_resret#94042495 = NA) OR (IR_resret#94042495 = null)) THEN null ELSE cast(IR_resret#94042495 as float) END AS IR_resret#94042735, CASE WHEN ((annual_retnet#94042496 = NA) OR (annual_retnet#94042496 = null)) THEN null ELSE cast(annual_retnet#94042496 as float) END AS annual_retnet#94042737, CASE WHEN ((std_retnet#94042497 = NA) OR (std_retnet#94042497 = null)) THEN null ELSE cast(std_retnet#94042497 as float) END AS std_retnet#94042739, CASE WHEN ((Sharpe_retnet#94042498 = NA) OR (Sharpe_retnet#94042498 = null)) THEN null ELSE cast(Sharpe_retnet#94042498 as float) END AS Sharpe_retnet#94042741, CASE WHEN ((PctPos_retnet#94042499 = NA) OR (PctPos_retnet#94042499 = null)) THEN null ELSE cast(PctPos_retnet#94042499 as float) END AS PctPos_retnet#94042743, CASE WHEN ((TR_retnet#94042500 = NA) OR (TR_retnet#94042500 = null)) THEN null ELSE cast(TR_retnet#94042500 as float) END AS TR_retnet#94042744, CASE WHEN ((IR_retnet#94042501 = NA) OR (IR_retnet#94042501 = null)) THEN null ELSE cast(IR_retnet#94042501 as float) END AS IR_retnet#94042746, CASE WHEN ((turnover#94042502 = NA) OR (turnover#94042502 = null)) THEN null ELSE cast(turnover#94042502 as float) END AS turnover#94042749]
                           +- FileScan csv [year#94042478,retIC#94042479,resretIC#94042480,numcos#94042481,numdates#94042482,annual_bmret#94042483,annual_ret#94042484,std_ret#94042485,Sharpe_ret#94042486,PctPos_ret#94042487,TR_ret#94042488,IR_ret#94042489,annual_resret#94042490,std_resret#94042491,Sharpe_resret#94042492,PctPos_resret#94042493,TR_resret#94042494,IR_resret#94042495,annual_retnet#94042496,std_retnet#94042497,Sharpe_retnet#94042498,PctPos_retnet#94042499,TR_retnet#94042500,IR_retnet#94042501,turnover#94042502] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<year:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string...
,None), [year#94042677 ASC NULLS FIRST]

(3) InMemoryTableScan
Output [2]: [turnover#94042749, year#94042677]
Arguments: [turnover#94042749, year#94042677], [isnotnull(turnover#94042749)]

(4) InMemoryRelation
Arguments: [year#94042677, retIC#94042678, resretIC#94042712, numcos#94042713, numdates#94042714, annual_bmret#94042715, annual_ret#94042716, std_ret#94042717, Sharpe_ret#94042719, PctPos_ret#94042721, TR_ret#94042723, IR_ret#94042724, annual_resret#94042726, std_resret#94042728, Sharpe_resret#94042730, PctPos_resret#94042732, TR_resret#94042733, IR_resret#94042735, annual_retnet#94042737, std_retnet#94042739, Sharpe_retnet#94042741, PctPos_retnet#94042743, TR_retnet#94042744, IR_retnet#94042746, turnover#94042749], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((year#94042478 = NA) OR (year#94042478 = null)) THEN null ELSE cast(year#94042478 as int) END AS year#94042677, CASE WHEN ((retIC#94042479 = NA) OR (retIC#94042479 = null)) THEN null ELSE cast(retIC#94042479 as float) END AS retIC#94042678, CASE WHEN ((resretIC#94042480 = NA) OR (resretIC#94042480 = null)) THEN null ELSE cast(resretIC#94042480 as float) END AS resretIC#94042712, CASE WHEN ((numcos#94042481 = NA) OR (numcos#94042481 = null)) THEN null ELSE cast(numcos#94042481 as float) END AS numcos#94042713, CASE WHEN ((numdates#94042482 = NA) OR (numdates#94042482 = null)) THEN null ELSE cast(numdates#94042482 as int) END AS numdates#94042714, CASE WHEN ((annual_bmret#94042483 = NA) OR (annual_bmret#94042483 = null)) THEN null ELSE cast(annual_bmret#94042483 as float) END AS annual_bmret#94042715, CASE WHEN ((annual_ret#94042484 = NA) OR (annual_ret#94042484 = null)) THEN null ELSE cast(annual_ret#94042484 as float) END AS annual_ret#94042716, CASE WHEN ((std_ret#94042485 = NA) OR (std_ret#94042485 = null)) THEN null ELSE cast(std_ret#94042485 as float) END AS std_ret#94042717, CASE WHEN ((Sharpe_ret#94042486 = NA) OR (Sharpe_ret#94042486 = null)) THEN null ELSE cast(Sharpe_ret#94042486 as float) END AS Sharpe_ret#94042719, CASE WHEN ((PctPos_ret#94042487 = NA) OR (PctPos_ret#94042487 = null)) THEN null ELSE cast(PctPos_ret#94042487 as float) END AS PctPos_ret#94042721, CASE WHEN ((TR_ret#94042488 = NA) OR (TR_ret#94042488 = null)) THEN null ELSE cast(TR_ret#94042488 as float) END AS TR_ret#94042723, CASE WHEN ((IR_ret#94042489 = NA) OR (IR_ret#94042489 = null)) THEN null ELSE cast(IR_ret#94042489 as float) END AS IR_ret#94042724, CASE WHEN ((annual_resret#94042490 = NA) OR (annual_resret#94042490 = null)) THEN null ELSE cast(annual_resret#94042490 as float) END AS annual_resret#94042726, CASE WHEN ((std_resret#94042491 = NA) OR (std_resret#94042491 = null)) THEN null ELSE cast(std_resret#94042491 as float) END AS std_resret#94042728, CASE WHEN ((Sharpe_resret#94042492 = NA) OR (Sharpe_resret#94042492 = null)) THEN null ELSE cast(Sharpe_resret#94042492 as float) END AS Sharpe_resret#94042730, CASE WHEN ((PctPos_resret#94042493 = NA) OR (PctPos_resret#94042493 = null)) THEN null ELSE cast(PctPos_resret#94042493 as float) END AS PctPos_resret#94042732, CASE WHEN ((TR_resret#94042494 = NA) OR (TR_resret#94042494 = null)) THEN null ELSE cast(TR_resret#94042494 as float) END AS TR_resret#94042733, CASE WHEN ((IR_resret#94042495 = NA) OR (IR_resret#94042495 = null)) THEN null ELSE cast(IR_resret#94042495 as float) END AS IR_resret#94042735, CASE WHEN ((annual_retnet#94042496 = NA) OR (annual_retnet#94042496 = null)) THEN null ELSE cast(annual_retnet#94042496 as float) END AS annual_retnet#94042737, CASE WHEN ((std_retnet#94042497 = NA) OR (std_retnet#94042497 = null)) THEN null ELSE cast(std_retnet#94042497 as float) END AS std_retnet#94042739, CASE WHEN ((Sharpe_retnet#94042498 = NA) OR (Sharpe_retnet#94042498 = null)) THEN null ELSE cast(Sharpe_retnet#94042498 as float) END AS Sharpe_retnet#94042741, CASE WHEN ((PctPos_retnet#94042499 = NA) OR (PctPos_retnet#94042499 = null)) THEN null ELSE cast(PctPos_retnet#94042499 as float) END AS PctPos_retnet#94042743, CASE WHEN ((TR_retnet#94042500 = NA) OR (TR_retnet#94042500 = null)) THEN null ELSE cast(TR_retnet#94042500 as float) END AS TR_retnet#94042744, CASE WHEN ((IR_retnet#94042501 = NA) OR (IR_retnet#94042501 = null)) THEN null ELSE cast(IR_retnet#94042501 as float) END AS IR_retnet#94042746, CASE WHEN ((turnover#94042502 = NA) OR (turnover#94042502 = null)) THEN null ELSE cast(turnover#94042502 as float) END AS turnover#94042749]
+- FileScan csv [year#94042478,retIC#94042479,resretIC#94042480,numcos#94042481,numdates#94042482,annual_bmret#94042483,annual_ret#94042484,std_ret#94042485,Sharpe_ret#94042486,PctPos_ret#94042487,TR_ret#94042488,IR_ret#94042489,annual_resret#94042490,std_resret#94042491,Sharpe_resret#94042492,PctPos_resret#94042493,TR_resret#94042494,IR_resret#94042495,annual_retnet#94042496,std_retnet#94042497,Sharpe_retnet#94042498,PctPos_retnet#94042499,TR_retnet#94042500,IR_retnet#94042501,turnover#94042502] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<year:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string...
,None)

(5) Scan csv 
Output [25]: [year#94042478, retIC#94042479, resretIC#94042480, numcos#94042481, numdates#94042482, annual_bmret#94042483, annual_ret#94042484, std_ret#94042485, Sharpe_ret#94042486, PctPos_ret#94042487, TR_ret#94042488, IR_ret#94042489, annual_resret#94042490, std_resret#94042491, Sharpe_resret#94042492, PctPos_resret#94042493, TR_resret#94042494, IR_resret#94042495, annual_retnet#94042496, std_retnet#94042497, Sharpe_retnet#94042498, PctPos_retnet#94042499, TR_retnet#94042500, IR_retnet#94042501, turnover#94042502]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/leverage/stats_year.csv]
ReadSchema: struct<year:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,annual_ret:string,std_ret:string,Sharpe_ret:string,PctPos_ret:string,TR_ret:string,IR_ret:string,annual_resret:string,std_resret:string,Sharpe_resret:string,PctPos_resret:string,TR_resret:string,IR_resret:string,annual_retnet:string,std_retnet:string,Sharpe_retnet:string,PctPos_retnet:string,TR_retnet:string,IR_retnet:string,turnover:string>

(6) Project [codegen id : 1]
Output [25]: [CASE WHEN ((year#94042478 = NA) OR (year#94042478 = null)) THEN null ELSE cast(year#94042478 as int) END AS year#94042677, CASE WHEN ((retIC#94042479 = NA) OR (retIC#94042479 = null)) THEN null ELSE cast(retIC#94042479 as float) END AS retIC#94042678, CASE WHEN ((resretIC#94042480 = NA) OR (resretIC#94042480 = null)) THEN null ELSE cast(resretIC#94042480 as float) END AS resretIC#94042712, CASE WHEN ((numcos#94042481 = NA) OR (numcos#94042481 = null)) THEN null ELSE cast(numcos#94042481 as float) END AS numcos#94042713, CASE WHEN ((numdates#94042482 = NA) OR (numdates#94042482 = null)) THEN null ELSE cast(numdates#94042482 as int) END AS numdates#94042714, CASE WHEN ((annual_bmret#94042483 = NA) OR (annual_bmret#94042483 = null)) THEN null ELSE cast(annual_bmret#94042483 as float) END AS annual_bmret#94042715, CASE WHEN ((annual_ret#94042484 = NA) OR (annual_ret#94042484 = null)) THEN null ELSE cast(annual_ret#94042484 as float) END AS annual_ret#94042716, CASE WHEN ((std_ret#94042485 = NA) OR (std_ret#94042485 = null)) THEN null ELSE cast(std_ret#94042485 as float) END AS std_ret#94042717, CASE WHEN ((Sharpe_ret#94042486 = NA) OR (Sharpe_ret#94042486 = null)) THEN null ELSE cast(Sharpe_ret#94042486 as float) END AS Sharpe_ret#94042719, CASE WHEN ((PctPos_ret#94042487 = NA) OR (PctPos_ret#94042487 = null)) THEN null ELSE cast(PctPos_ret#94042487 as float) END AS PctPos_ret#94042721, CASE WHEN ((TR_ret#94042488 = NA) OR (TR_ret#94042488 = null)) THEN null ELSE cast(TR_ret#94042488 as float) END AS TR_ret#94042723, CASE WHEN ((IR_ret#94042489 = NA) OR (IR_ret#94042489 = null)) THEN null ELSE cast(IR_ret#94042489 as float) END AS IR_ret#94042724, CASE WHEN ((annual_resret#94042490 = NA) OR (annual_resret#94042490 = null)) THEN null ELSE cast(annual_resret#94042490 as float) END AS annual_resret#94042726, CASE WHEN ((std_resret#94042491 = NA) OR (std_resret#94042491 = null)) THEN null ELSE cast(std_resret#94042491 as float) END AS std_resret#94042728, CASE WHEN ((Sharpe_resret#94042492 = NA) OR (Sharpe_resret#94042492 = null)) THEN null ELSE cast(Sharpe_resret#94042492 as float) END AS Sharpe_resret#94042730, CASE WHEN ((PctPos_resret#94042493 = NA) OR (PctPos_resret#94042493 = null)) THEN null ELSE cast(PctPos_resret#94042493 as float) END AS PctPos_resret#94042732, CASE WHEN ((TR_resret#94042494 = NA) OR (TR_resret#94042494 = null)) THEN null ELSE cast(TR_resret#94042494 as float) END AS TR_resret#94042733, CASE WHEN ((IR_resret#94042495 = NA) OR (IR_resret#94042495 = null)) THEN null ELSE cast(IR_resret#94042495 as float) END AS IR_resret#94042735, CASE WHEN ((annual_retnet#94042496 = NA) OR (annual_retnet#94042496 = null)) THEN null ELSE cast(annual_retnet#94042496 as float) END AS annual_retnet#94042737, CASE WHEN ((std_retnet#94042497 = NA) OR (std_retnet#94042497 = null)) THEN null ELSE cast(std_retnet#94042497 as float) END AS std_retnet#94042739, CASE WHEN ((Sharpe_retnet#94042498 = NA) OR (Sharpe_retnet#94042498 = null)) THEN null ELSE cast(Sharpe_retnet#94042498 as float) END AS Sharpe_retnet#94042741, CASE WHEN ((PctPos_retnet#94042499 = NA) OR (PctPos_retnet#94042499 = null)) THEN null ELSE cast(PctPos_retnet#94042499 as float) END AS PctPos_retnet#94042743, CASE WHEN ((TR_retnet#94042500 = NA) OR (TR_retnet#94042500 = null)) THEN null ELSE cast(TR_retnet#94042500 as float) END AS TR_retnet#94042744, CASE WHEN ((IR_retnet#94042501 = NA) OR (IR_retnet#94042501 = null)) THEN null ELSE cast(IR_retnet#94042501 as float) END AS IR_retnet#94042746, CASE WHEN ((turnover#94042502 = NA) OR (turnover#94042502 = null)) THEN null ELSE cast(turnover#94042502 as float) END AS turnover#94042749]
Input [25]: [year#94042478, retIC#94042479, resretIC#94042480, numcos#94042481, numdates#94042482, annual_bmret#94042483, annual_ret#94042484, std_ret#94042485, Sharpe_ret#94042486, PctPos_ret#94042487, TR_ret#94042488, IR_ret#94042489, annual_resret#94042490, std_resret#94042491, Sharpe_resret#94042492, PctPos_resret#94042493, TR_resret#94042494, IR_resret#94042495, annual_retnet#94042496, std_retnet#94042497, Sharpe_retnet#94042498, PctPos_retnet#94042499, TR_retnet#94042500, IR_retnet#94042501, turnover#94042502]

(7) ColumnarToRow [codegen id : 1]
Input [2]: [turnover#94042749, year#94042677]

(8) Filter [codegen id : 1]
Input [2]: [turnover#94042749, year#94042677]
Condition : isnotnull(turnover#94042749)

(9) Project [codegen id : 1]
Output [3]: [year#94042677, turnover#94042749, (1.0 / cast(turnover#94042749 as double)) AS days_hold#94042792]
Input [2]: [turnover#94042749, year#94042677]

(10) Exchange
Input [3]: [year#94042677, turnover#94042749, days_hold#94042792]
Arguments: rangepartitioning(year#94042677 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7508514]

(11) Sort [codegen id : 2]
Input [3]: [year#94042677, turnover#94042749, days_hold#94042792]
Arguments: [year#94042677 ASC NULLS FIRST], true, 0

(12) ColumnarToRow [codegen id : 1]
Input [3]: [year#94042677, turnover#94042749, days_hold#94042792]

(13) CollectLimit
Input [3]: [year#94042677, turnover#94042749, days_hold#94042792]
Arguments: 1000000