PlusAMP App Middleware - Details for Query 227436

Submitted Time: 2025/08/02 15:24:16
Duration: 0.1 s
Succeeded Jobs: 331459

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 number of partitions: 26"]; subgraph cluster7 { isCluster="true"; label="WholeStageCodegen (1)\n \nduration: 9 ms"; 8 [labelType="html" label=" Project "]; 9 [labelType="html" label="Filter number of output rows: 26"]; 10 [labelType="html" label="ColumnarToRow number of output rows: 26 number of input batches: 1"]; } 11 [labelType="html" label="InMemoryTableScan number of output rows: 26"]; subgraph cluster12 { isCluster="true"; label="WholeStageCodegen (1)\n \nduration: 82 ms"; 13 [labelType="html" label=" Project "]; } 14 [labelType="html" label="Scan csv number of output rows: 26 number of files read: 1 metadata time: 0 ms size of files read: 12.0 KiB"]; 2->0; 3->2; 5->3; 6->5; 8->6; 9->8; 10->9; 11->10; 13->11; 14->13; }

CollectLimit 10000

ColumnarToRow

WholeStageCodegen (1)

InMemoryTableScan [year#94385518, turnover#94385573, days_hold#94385633]

Sort [year#94385518 ASC NULLS FIRST], true, 0

WholeStageCodegen (2)

Exchange rangepartitioning(year#94385518 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7535880]

Project [year#94385518, turnover#94385573, (1.0 / cast(turnover#94385573 as double)) AS days_hold#94385633]

Filter isnotnull(turnover#94385573)

ColumnarToRow

WholeStageCodegen (1)

InMemoryTableScan [turnover#94385573, year#94385518], [isnotnull(turnover#94385573)]

Project [CASE WHEN ((year#94385350 = NA) OR (year#94385350 = null)) THEN null ELSE cast(year#94385350 as int) END AS year#94385518, CASE WHEN ((retIC#94385351 = NA) OR (retIC#94385351 = null)) THEN null ELSE cast(retIC#94385351 as float) END AS retIC#94385520, CASE WHEN ((resretIC#94385352 = NA) OR (resretIC#94385352 = null)) THEN null ELSE cast(resretIC#94385352 as float) END AS resretIC#94385523, CASE WHEN ((numcos#94385353 = NA) OR (numcos#94385353 = null)) THEN null ELSE cast(numcos#94385353 as float) END AS numcos#94385525, CASE WHEN ((numdates#94385354 = NA) OR (numdates#94385354 = null)) THEN null ELSE cast(numdates#94385354 as int) END AS numdates#94385527, CASE WHEN ((annual_bmret#94385355 = NA) OR (annual_bmret#94385355 = null)) THEN null ELSE cast(annual_bmret#94385355 as float) END AS annual_bmret#94385530, CASE WHEN ((annual_ret#94385356 = NA) OR (annual_ret#94385356 = null)) THEN null ELSE cast(annual_ret#94385356 as float) END AS annual_ret#94385532, CASE WHEN ((std_ret#94385357 = NA) OR (std_ret#94385357 = null)) THEN null ELSE cast(std_ret#94385357 as float) END AS std_ret#94385534, CASE WHEN ((Sharpe_ret#94385358 = NA) OR (Sharpe_ret#94385358 = null)) THEN null ELSE cast(Sharpe_ret#94385358 as float) END AS Sharpe_ret#94385536, CASE WHEN ((PctPos_ret#94385359 = NA) OR (PctPos_ret#94385359 = null)) THEN null ELSE cast(PctPos_ret#94385359 as float) END AS PctPos_ret#94385539, CASE WHEN ((TR_ret#94385360 = NA) OR (TR_ret#94385360 = null)) THEN null ELSE cast(TR_ret#94385360 as float) END AS TR_ret#94385541, CASE WHEN ((IR_ret#94385361 = NA) OR (IR_ret#94385361 = null)) THEN null ELSE cast(IR_ret#94385361 as float) END AS IR_ret#94385543, CASE WHEN ((annual_resret#94385362 = NA) OR (annual_resret#94385362 = null)) THEN null ELSE cast(annual_resret#94385362 as float) END AS annual_resret#94385545, CASE WHEN ((std_resret#94385363 = NA) OR (std_resret#94385363 = null)) THEN null ELSE cast(std_resret#94385363 as float) END AS std_resret#94385548, CASE WHEN ((Sharpe_resret#94385364 = NA) OR (Sharpe_resret#94385364 = null)) THEN null ELSE cast(Sharpe_resret#94385364 as float) END AS Sharpe_resret#94385550, CASE WHEN ((PctPos_resret#94385365 = NA) OR (PctPos_resret#94385365 = null)) THEN null ELSE cast(PctPos_resret#94385365 as float) END AS PctPos_resret#94385552, CASE WHEN ((TR_resret#94385366 = NA) OR (TR_resret#94385366 = null)) THEN null ELSE cast(TR_resret#94385366 as float) END AS TR_resret#94385555, CASE WHEN ((IR_resret#94385367 = NA) OR (IR_resret#94385367 = null)) THEN null ELSE cast(IR_resret#94385367 as float) END AS IR_resret#94385557, CASE WHEN ((annual_retnet#94385368 = NA) OR (annual_retnet#94385368 = null)) THEN null ELSE cast(annual_retnet#94385368 as float) END AS annual_retnet#94385559, CASE WHEN ((std_retnet#94385369 = NA) OR (std_retnet#94385369 = null)) THEN null ELSE cast(std_retnet#94385369 as float) END AS std_retnet#94385561, CASE WHEN ((Sharpe_retnet#94385370 = NA) OR (Sharpe_retnet#94385370 = null)) THEN null ELSE cast(Sharpe_retnet#94385370 as float) END AS Sharpe_retnet#94385563, CASE WHEN ((PctPos_retnet#94385371 = NA) OR (PctPos_retnet#94385371 = null)) THEN null ELSE cast(PctPos_retnet#94385371 as float) END AS PctPos_retnet#94385566, CASE WHEN ((TR_retnet#94385372 = NA) OR (TR_retnet#94385372 = null)) THEN null ELSE cast(TR_retnet#94385372 as float) END AS TR_retnet#94385568, CASE WHEN ((IR_retnet#94385373 = NA) OR (IR_retnet#94385373 = null)) THEN null ELSE cast(IR_retnet#94385373 as float) END AS IR_retnet#94385571, CASE WHEN ((turnover#94385374 = NA) OR (turnover#94385374 = null)) THEN null ELSE cast(turnover#94385374 as float) END AS turnover#94385573]

WholeStageCodegen (1)

FileScan csv [year#94385350,retIC#94385351,resretIC#94385352,numcos#94385353,numdates#94385354,annual_bmret#94385355,annual_ret#94385356,std_ret#94385357,Sharpe_ret#94385358,PctPos_ret#94385359,TR_ret#94385360,IR_ret#94385361,annual_resret#94385362,std_resret#94385363,Sharpe_resret#94385364,PctPos_resret#94385365,TR_resret#94385366,IR_resret#94385367,annual_retnet#94385368,std_retnet#94385369,Sharpe_retnet#94385370,PctPos_retnet#94385371,TR_retnet#94385372,IR_retnet#94385373,turnover#94385374] 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#94385518, turnover#94385573, days_hold#94385633]
Arguments: [year#94385518, turnover#94385573, days_hold#94385633]

(2) InMemoryRelation
Arguments: [year#94385518, turnover#94385573, days_hold#94385633], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Sort [year#94385518 ASC NULLS FIRST], true, 0
+- Exchange rangepartitioning(year#94385518 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7535880]
   +- *(1) Project [year#94385518, turnover#94385573, (1.0 / cast(turnover#94385573 as double)) AS days_hold#94385633]
      +- *(1) Filter isnotnull(turnover#94385573)
         +- *(1) ColumnarToRow
            +- InMemoryTableScan [turnover#94385573, year#94385518], [isnotnull(turnover#94385573)]
                  +- InMemoryRelation [year#94385518, retIC#94385520, resretIC#94385523, numcos#94385525, numdates#94385527, annual_bmret#94385530, annual_ret#94385532, std_ret#94385534, Sharpe_ret#94385536, PctPos_ret#94385539, TR_ret#94385541, IR_ret#94385543, annual_resret#94385545, std_resret#94385548, Sharpe_resret#94385550, PctPos_resret#94385552, TR_resret#94385555, IR_resret#94385557, annual_retnet#94385559, std_retnet#94385561, Sharpe_retnet#94385563, PctPos_retnet#94385566, TR_retnet#94385568, IR_retnet#94385571, turnover#94385573], StorageLevel(disk, memory, deserialized, 1 replicas)
                        +- *(1) Project [CASE WHEN ((year#94385350 = NA) OR (year#94385350 = null)) THEN null ELSE cast(year#94385350 as int) END AS year#94385518, CASE WHEN ((retIC#94385351 = NA) OR (retIC#94385351 = null)) THEN null ELSE cast(retIC#94385351 as float) END AS retIC#94385520, CASE WHEN ((resretIC#94385352 = NA) OR (resretIC#94385352 = null)) THEN null ELSE cast(resretIC#94385352 as float) END AS resretIC#94385523, CASE WHEN ((numcos#94385353 = NA) OR (numcos#94385353 = null)) THEN null ELSE cast(numcos#94385353 as float) END AS numcos#94385525, CASE WHEN ((numdates#94385354 = NA) OR (numdates#94385354 = null)) THEN null ELSE cast(numdates#94385354 as int) END AS numdates#94385527, CASE WHEN ((annual_bmret#94385355 = NA) OR (annual_bmret#94385355 = null)) THEN null ELSE cast(annual_bmret#94385355 as float) END AS annual_bmret#94385530, CASE WHEN ((annual_ret#94385356 = NA) OR (annual_ret#94385356 = null)) THEN null ELSE cast(annual_ret#94385356 as float) END AS annual_ret#94385532, CASE WHEN ((std_ret#94385357 = NA) OR (std_ret#94385357 = null)) THEN null ELSE cast(std_ret#94385357 as float) END AS std_ret#94385534, CASE WHEN ((Sharpe_ret#94385358 = NA) OR (Sharpe_ret#94385358 = null)) THEN null ELSE cast(Sharpe_ret#94385358 as float) END AS Sharpe_ret#94385536, CASE WHEN ((PctPos_ret#94385359 = NA) OR (PctPos_ret#94385359 = null)) THEN null ELSE cast(PctPos_ret#94385359 as float) END AS PctPos_ret#94385539, CASE WHEN ((TR_ret#94385360 = NA) OR (TR_ret#94385360 = null)) THEN null ELSE cast(TR_ret#94385360 as float) END AS TR_ret#94385541, CASE WHEN ((IR_ret#94385361 = NA) OR (IR_ret#94385361 = null)) THEN null ELSE cast(IR_ret#94385361 as float) END AS IR_ret#94385543, CASE WHEN ((annual_resret#94385362 = NA) OR (annual_resret#94385362 = null)) THEN null ELSE cast(annual_resret#94385362 as float) END AS annual_resret#94385545, CASE WHEN ((std_resret#94385363 = NA) OR (std_resret#94385363 = null)) THEN null ELSE cast(std_resret#94385363 as float) END AS std_resret#94385548, CASE WHEN ((Sharpe_resret#94385364 = NA) OR (Sharpe_resret#94385364 = null)) THEN null ELSE cast(Sharpe_resret#94385364 as float) END AS Sharpe_resret#94385550, CASE WHEN ((PctPos_resret#94385365 = NA) OR (PctPos_resret#94385365 = null)) THEN null ELSE cast(PctPos_resret#94385365 as float) END AS PctPos_resret#94385552, CASE WHEN ((TR_resret#94385366 = NA) OR (TR_resret#94385366 = null)) THEN null ELSE cast(TR_resret#94385366 as float) END AS TR_resret#94385555, CASE WHEN ((IR_resret#94385367 = NA) OR (IR_resret#94385367 = null)) THEN null ELSE cast(IR_resret#94385367 as float) END AS IR_resret#94385557, CASE WHEN ((annual_retnet#94385368 = NA) OR (annual_retnet#94385368 = null)) THEN null ELSE cast(annual_retnet#94385368 as float) END AS annual_retnet#94385559, CASE WHEN ((std_retnet#94385369 = NA) OR (std_retnet#94385369 = null)) THEN null ELSE cast(std_retnet#94385369 as float) END AS std_retnet#94385561, CASE WHEN ((Sharpe_retnet#94385370 = NA) OR (Sharpe_retnet#94385370 = null)) THEN null ELSE cast(Sharpe_retnet#94385370 as float) END AS Sharpe_retnet#94385563, CASE WHEN ((PctPos_retnet#94385371 = NA) OR (PctPos_retnet#94385371 = null)) THEN null ELSE cast(PctPos_retnet#94385371 as float) END AS PctPos_retnet#94385566, CASE WHEN ((TR_retnet#94385372 = NA) OR (TR_retnet#94385372 = null)) THEN null ELSE cast(TR_retnet#94385372 as float) END AS TR_retnet#94385568, CASE WHEN ((IR_retnet#94385373 = NA) OR (IR_retnet#94385373 = null)) THEN null ELSE cast(IR_retnet#94385373 as float) END AS IR_retnet#94385571, CASE WHEN ((turnover#94385374 = NA) OR (turnover#94385374 = null)) THEN null ELSE cast(turnover#94385374 as float) END AS turnover#94385573]
                           +- FileScan csv [year#94385350,retIC#94385351,resretIC#94385352,numcos#94385353,numdates#94385354,annual_bmret#94385355,annual_ret#94385356,std_ret#94385357,Sharpe_ret#94385358,PctPos_ret#94385359,TR_ret#94385360,IR_ret#94385361,annual_resret#94385362,std_resret#94385363,Sharpe_resret#94385364,PctPos_resret#94385365,TR_resret#94385366,IR_resret#94385367,annual_retnet#94385368,std_retnet#94385369,Sharpe_retnet#94385370,PctPos_retnet#94385371,TR_retnet#94385372,IR_retnet#94385373,turnover#94385374] 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#94385518 ASC NULLS FIRST]

(3) InMemoryTableScan
Output [2]: [turnover#94385573, year#94385518]
Arguments: [turnover#94385573, year#94385518], [isnotnull(turnover#94385573)]

(4) InMemoryRelation
Arguments: [year#94385518, retIC#94385520, resretIC#94385523, numcos#94385525, numdates#94385527, annual_bmret#94385530, annual_ret#94385532, std_ret#94385534, Sharpe_ret#94385536, PctPos_ret#94385539, TR_ret#94385541, IR_ret#94385543, annual_resret#94385545, std_resret#94385548, Sharpe_resret#94385550, PctPos_resret#94385552, TR_resret#94385555, IR_resret#94385557, annual_retnet#94385559, std_retnet#94385561, Sharpe_retnet#94385563, PctPos_retnet#94385566, TR_retnet#94385568, IR_retnet#94385571, turnover#94385573], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((year#94385350 = NA) OR (year#94385350 = null)) THEN null ELSE cast(year#94385350 as int) END AS year#94385518, CASE WHEN ((retIC#94385351 = NA) OR (retIC#94385351 = null)) THEN null ELSE cast(retIC#94385351 as float) END AS retIC#94385520, CASE WHEN ((resretIC#94385352 = NA) OR (resretIC#94385352 = null)) THEN null ELSE cast(resretIC#94385352 as float) END AS resretIC#94385523, CASE WHEN ((numcos#94385353 = NA) OR (numcos#94385353 = null)) THEN null ELSE cast(numcos#94385353 as float) END AS numcos#94385525, CASE WHEN ((numdates#94385354 = NA) OR (numdates#94385354 = null)) THEN null ELSE cast(numdates#94385354 as int) END AS numdates#94385527, CASE WHEN ((annual_bmret#94385355 = NA) OR (annual_bmret#94385355 = null)) THEN null ELSE cast(annual_bmret#94385355 as float) END AS annual_bmret#94385530, CASE WHEN ((annual_ret#94385356 = NA) OR (annual_ret#94385356 = null)) THEN null ELSE cast(annual_ret#94385356 as float) END AS annual_ret#94385532, CASE WHEN ((std_ret#94385357 = NA) OR (std_ret#94385357 = null)) THEN null ELSE cast(std_ret#94385357 as float) END AS std_ret#94385534, CASE WHEN ((Sharpe_ret#94385358 = NA) OR (Sharpe_ret#94385358 = null)) THEN null ELSE cast(Sharpe_ret#94385358 as float) END AS Sharpe_ret#94385536, CASE WHEN ((PctPos_ret#94385359 = NA) OR (PctPos_ret#94385359 = null)) THEN null ELSE cast(PctPos_ret#94385359 as float) END AS PctPos_ret#94385539, CASE WHEN ((TR_ret#94385360 = NA) OR (TR_ret#94385360 = null)) THEN null ELSE cast(TR_ret#94385360 as float) END AS TR_ret#94385541, CASE WHEN ((IR_ret#94385361 = NA) OR (IR_ret#94385361 = null)) THEN null ELSE cast(IR_ret#94385361 as float) END AS IR_ret#94385543, CASE WHEN ((annual_resret#94385362 = NA) OR (annual_resret#94385362 = null)) THEN null ELSE cast(annual_resret#94385362 as float) END AS annual_resret#94385545, CASE WHEN ((std_resret#94385363 = NA) OR (std_resret#94385363 = null)) THEN null ELSE cast(std_resret#94385363 as float) END AS std_resret#94385548, CASE WHEN ((Sharpe_resret#94385364 = NA) OR (Sharpe_resret#94385364 = null)) THEN null ELSE cast(Sharpe_resret#94385364 as float) END AS Sharpe_resret#94385550, CASE WHEN ((PctPos_resret#94385365 = NA) OR (PctPos_resret#94385365 = null)) THEN null ELSE cast(PctPos_resret#94385365 as float) END AS PctPos_resret#94385552, CASE WHEN ((TR_resret#94385366 = NA) OR (TR_resret#94385366 = null)) THEN null ELSE cast(TR_resret#94385366 as float) END AS TR_resret#94385555, CASE WHEN ((IR_resret#94385367 = NA) OR (IR_resret#94385367 = null)) THEN null ELSE cast(IR_resret#94385367 as float) END AS IR_resret#94385557, CASE WHEN ((annual_retnet#94385368 = NA) OR (annual_retnet#94385368 = null)) THEN null ELSE cast(annual_retnet#94385368 as float) END AS annual_retnet#94385559, CASE WHEN ((std_retnet#94385369 = NA) OR (std_retnet#94385369 = null)) THEN null ELSE cast(std_retnet#94385369 as float) END AS std_retnet#94385561, CASE WHEN ((Sharpe_retnet#94385370 = NA) OR (Sharpe_retnet#94385370 = null)) THEN null ELSE cast(Sharpe_retnet#94385370 as float) END AS Sharpe_retnet#94385563, CASE WHEN ((PctPos_retnet#94385371 = NA) OR (PctPos_retnet#94385371 = null)) THEN null ELSE cast(PctPos_retnet#94385371 as float) END AS PctPos_retnet#94385566, CASE WHEN ((TR_retnet#94385372 = NA) OR (TR_retnet#94385372 = null)) THEN null ELSE cast(TR_retnet#94385372 as float) END AS TR_retnet#94385568, CASE WHEN ((IR_retnet#94385373 = NA) OR (IR_retnet#94385373 = null)) THEN null ELSE cast(IR_retnet#94385373 as float) END AS IR_retnet#94385571, CASE WHEN ((turnover#94385374 = NA) OR (turnover#94385374 = null)) THEN null ELSE cast(turnover#94385374 as float) END AS turnover#94385573]
+- FileScan csv [year#94385350,retIC#94385351,resretIC#94385352,numcos#94385353,numdates#94385354,annual_bmret#94385355,annual_ret#94385356,std_ret#94385357,Sharpe_ret#94385358,PctPos_ret#94385359,TR_ret#94385360,IR_ret#94385361,annual_resret#94385362,std_resret#94385363,Sharpe_resret#94385364,PctPos_resret#94385365,TR_resret#94385366,IR_resret#94385367,annual_retnet#94385368,std_retnet#94385369,Sharpe_retnet#94385370,PctPos_retnet#94385371,TR_retnet#94385372,IR_retnet#94385373,turnover#94385374] 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#94385350, retIC#94385351, resretIC#94385352, numcos#94385353, numdates#94385354, annual_bmret#94385355, annual_ret#94385356, std_ret#94385357, Sharpe_ret#94385358, PctPos_ret#94385359, TR_ret#94385360, IR_ret#94385361, annual_resret#94385362, std_resret#94385363, Sharpe_resret#94385364, PctPos_resret#94385365, TR_resret#94385366, IR_resret#94385367, annual_retnet#94385368, std_retnet#94385369, Sharpe_retnet#94385370, PctPos_retnet#94385371, TR_retnet#94385372, IR_retnet#94385373, turnover#94385374]
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#94385350 = NA) OR (year#94385350 = null)) THEN null ELSE cast(year#94385350 as int) END AS year#94385518, CASE WHEN ((retIC#94385351 = NA) OR (retIC#94385351 = null)) THEN null ELSE cast(retIC#94385351 as float) END AS retIC#94385520, CASE WHEN ((resretIC#94385352 = NA) OR (resretIC#94385352 = null)) THEN null ELSE cast(resretIC#94385352 as float) END AS resretIC#94385523, CASE WHEN ((numcos#94385353 = NA) OR (numcos#94385353 = null)) THEN null ELSE cast(numcos#94385353 as float) END AS numcos#94385525, CASE WHEN ((numdates#94385354 = NA) OR (numdates#94385354 = null)) THEN null ELSE cast(numdates#94385354 as int) END AS numdates#94385527, CASE WHEN ((annual_bmret#94385355 = NA) OR (annual_bmret#94385355 = null)) THEN null ELSE cast(annual_bmret#94385355 as float) END AS annual_bmret#94385530, CASE WHEN ((annual_ret#94385356 = NA) OR (annual_ret#94385356 = null)) THEN null ELSE cast(annual_ret#94385356 as float) END AS annual_ret#94385532, CASE WHEN ((std_ret#94385357 = NA) OR (std_ret#94385357 = null)) THEN null ELSE cast(std_ret#94385357 as float) END AS std_ret#94385534, CASE WHEN ((Sharpe_ret#94385358 = NA) OR (Sharpe_ret#94385358 = null)) THEN null ELSE cast(Sharpe_ret#94385358 as float) END AS Sharpe_ret#94385536, CASE WHEN ((PctPos_ret#94385359 = NA) OR (PctPos_ret#94385359 = null)) THEN null ELSE cast(PctPos_ret#94385359 as float) END AS PctPos_ret#94385539, CASE WHEN ((TR_ret#94385360 = NA) OR (TR_ret#94385360 = null)) THEN null ELSE cast(TR_ret#94385360 as float) END AS TR_ret#94385541, CASE WHEN ((IR_ret#94385361 = NA) OR (IR_ret#94385361 = null)) THEN null ELSE cast(IR_ret#94385361 as float) END AS IR_ret#94385543, CASE WHEN ((annual_resret#94385362 = NA) OR (annual_resret#94385362 = null)) THEN null ELSE cast(annual_resret#94385362 as float) END AS annual_resret#94385545, CASE WHEN ((std_resret#94385363 = NA) OR (std_resret#94385363 = null)) THEN null ELSE cast(std_resret#94385363 as float) END AS std_resret#94385548, CASE WHEN ((Sharpe_resret#94385364 = NA) OR (Sharpe_resret#94385364 = null)) THEN null ELSE cast(Sharpe_resret#94385364 as float) END AS Sharpe_resret#94385550, CASE WHEN ((PctPos_resret#94385365 = NA) OR (PctPos_resret#94385365 = null)) THEN null ELSE cast(PctPos_resret#94385365 as float) END AS PctPos_resret#94385552, CASE WHEN ((TR_resret#94385366 = NA) OR (TR_resret#94385366 = null)) THEN null ELSE cast(TR_resret#94385366 as float) END AS TR_resret#94385555, CASE WHEN ((IR_resret#94385367 = NA) OR (IR_resret#94385367 = null)) THEN null ELSE cast(IR_resret#94385367 as float) END AS IR_resret#94385557, CASE WHEN ((annual_retnet#94385368 = NA) OR (annual_retnet#94385368 = null)) THEN null ELSE cast(annual_retnet#94385368 as float) END AS annual_retnet#94385559, CASE WHEN ((std_retnet#94385369 = NA) OR (std_retnet#94385369 = null)) THEN null ELSE cast(std_retnet#94385369 as float) END AS std_retnet#94385561, CASE WHEN ((Sharpe_retnet#94385370 = NA) OR (Sharpe_retnet#94385370 = null)) THEN null ELSE cast(Sharpe_retnet#94385370 as float) END AS Sharpe_retnet#94385563, CASE WHEN ((PctPos_retnet#94385371 = NA) OR (PctPos_retnet#94385371 = null)) THEN null ELSE cast(PctPos_retnet#94385371 as float) END AS PctPos_retnet#94385566, CASE WHEN ((TR_retnet#94385372 = NA) OR (TR_retnet#94385372 = null)) THEN null ELSE cast(TR_retnet#94385372 as float) END AS TR_retnet#94385568, CASE WHEN ((IR_retnet#94385373 = NA) OR (IR_retnet#94385373 = null)) THEN null ELSE cast(IR_retnet#94385373 as float) END AS IR_retnet#94385571, CASE WHEN ((turnover#94385374 = NA) OR (turnover#94385374 = null)) THEN null ELSE cast(turnover#94385374 as float) END AS turnover#94385573]
Input [25]: [year#94385350, retIC#94385351, resretIC#94385352, numcos#94385353, numdates#94385354, annual_bmret#94385355, annual_ret#94385356, std_ret#94385357, Sharpe_ret#94385358, PctPos_ret#94385359, TR_ret#94385360, IR_ret#94385361, annual_resret#94385362, std_resret#94385363, Sharpe_resret#94385364, PctPos_resret#94385365, TR_resret#94385366, IR_resret#94385367, annual_retnet#94385368, std_retnet#94385369, Sharpe_retnet#94385370, PctPos_retnet#94385371, TR_retnet#94385372, IR_retnet#94385373, turnover#94385374]

(7) ColumnarToRow [codegen id : 1]
Input [2]: [turnover#94385573, year#94385518]

(8) Filter [codegen id : 1]
Input [2]: [turnover#94385573, year#94385518]
Condition : isnotnull(turnover#94385573)

(9) Project [codegen id : 1]
Output [3]: [year#94385518, turnover#94385573, (1.0 / cast(turnover#94385573 as double)) AS days_hold#94385633]
Input [2]: [turnover#94385573, year#94385518]

(10) Exchange
Input [3]: [year#94385518, turnover#94385573, days_hold#94385633]
Arguments: rangepartitioning(year#94385518 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7535880]

(11) Sort [codegen id : 2]
Input [3]: [year#94385518, turnover#94385573, days_hold#94385633]
Arguments: [year#94385518 ASC NULLS FIRST], true, 0

(12) ColumnarToRow [codegen id : 1]
Input [3]: [year#94385518, turnover#94385573, days_hold#94385633]

(13) CollectLimit
Input [3]: [year#94385518, turnover#94385573, days_hold#94385633]
Arguments: 10000