PlusAMP App Middleware - Details for Query 226693

Submitted Time: 2025/08/01 15:53:34
Duration: 5 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#94071392, turnover#94071440, days_hold#94071475]

Sort [year#94071392 ASC NULLS FIRST], true, 0

WholeStageCodegen (2)

Exchange rangepartitioning(year#94071392 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7510806]

Project [year#94071392, turnover#94071440, (1.0 / cast(turnover#94071440 as double)) AS days_hold#94071475]

Filter isnotnull(turnover#94071440)

ColumnarToRow

WholeStageCodegen (1)

InMemoryTableScan [turnover#94071440, year#94071392], [isnotnull(turnover#94071440)]

Project [CASE WHEN ((year#94071193 = NA) OR (year#94071193 = null)) THEN null ELSE cast(year#94071193 as int) END AS year#94071392, CASE WHEN ((retIC#94071194 = NA) OR (retIC#94071194 = null)) THEN null ELSE cast(retIC#94071194 as float) END AS retIC#94071394, CASE WHEN ((resretIC#94071195 = NA) OR (resretIC#94071195 = null)) THEN null ELSE cast(resretIC#94071195 as float) END AS resretIC#94071396, CASE WHEN ((numcos#94071196 = NA) OR (numcos#94071196 = null)) THEN null ELSE cast(numcos#94071196 as float) END AS numcos#94071398, CASE WHEN ((numdates#94071197 = NA) OR (numdates#94071197 = null)) THEN null ELSE cast(numdates#94071197 as int) END AS numdates#94071400, CASE WHEN ((annual_bmret#94071198 = NA) OR (annual_bmret#94071198 = null)) THEN null ELSE cast(annual_bmret#94071198 as float) END AS annual_bmret#94071402, CASE WHEN ((annual_ret#94071199 = NA) OR (annual_ret#94071199 = null)) THEN null ELSE cast(annual_ret#94071199 as float) END AS annual_ret#94071404, CASE WHEN ((std_ret#94071200 = NA) OR (std_ret#94071200 = null)) THEN null ELSE cast(std_ret#94071200 as float) END AS std_ret#94071406, CASE WHEN ((Sharpe_ret#94071201 = NA) OR (Sharpe_ret#94071201 = null)) THEN null ELSE cast(Sharpe_ret#94071201 as float) END AS Sharpe_ret#94071408, CASE WHEN ((PctPos_ret#94071202 = NA) OR (PctPos_ret#94071202 = null)) THEN null ELSE cast(PctPos_ret#94071202 as float) END AS PctPos_ret#94071410, CASE WHEN ((TR_ret#94071203 = NA) OR (TR_ret#94071203 = null)) THEN null ELSE cast(TR_ret#94071203 as float) END AS TR_ret#94071412, CASE WHEN ((IR_ret#94071204 = NA) OR (IR_ret#94071204 = null)) THEN null ELSE cast(IR_ret#94071204 as float) END AS IR_ret#94071414, CASE WHEN ((annual_resret#94071205 = NA) OR (annual_resret#94071205 = null)) THEN null ELSE cast(annual_resret#94071205 as float) END AS annual_resret#94071416, CASE WHEN ((std_resret#94071206 = NA) OR (std_resret#94071206 = null)) THEN null ELSE cast(std_resret#94071206 as float) END AS std_resret#94071418, CASE WHEN ((Sharpe_resret#94071207 = NA) OR (Sharpe_resret#94071207 = null)) THEN null ELSE cast(Sharpe_resret#94071207 as float) END AS Sharpe_resret#94071420, CASE WHEN ((PctPos_resret#94071208 = NA) OR (PctPos_resret#94071208 = null)) THEN null ELSE cast(PctPos_resret#94071208 as float) END AS PctPos_resret#94071422, CASE WHEN ((TR_resret#94071209 = NA) OR (TR_resret#94071209 = null)) THEN null ELSE cast(TR_resret#94071209 as float) END AS TR_resret#94071424, CASE WHEN ((IR_resret#94071210 = NA) OR (IR_resret#94071210 = null)) THEN null ELSE cast(IR_resret#94071210 as float) END AS IR_resret#94071426, CASE WHEN ((annual_retnet#94071211 = NA) OR (annual_retnet#94071211 = null)) THEN null ELSE cast(annual_retnet#94071211 as float) END AS annual_retnet#94071428, CASE WHEN ((std_retnet#94071212 = NA) OR (std_retnet#94071212 = null)) THEN null ELSE cast(std_retnet#94071212 as float) END AS std_retnet#94071430, CASE WHEN ((Sharpe_retnet#94071213 = NA) OR (Sharpe_retnet#94071213 = null)) THEN null ELSE cast(Sharpe_retnet#94071213 as float) END AS Sharpe_retnet#94071432, CASE WHEN ((PctPos_retnet#94071214 = NA) OR (PctPos_retnet#94071214 = null)) THEN null ELSE cast(PctPos_retnet#94071214 as float) END AS PctPos_retnet#94071434, CASE WHEN ((TR_retnet#94071215 = NA) OR (TR_retnet#94071215 = null)) THEN null ELSE cast(TR_retnet#94071215 as float) END AS TR_retnet#94071436, CASE WHEN ((IR_retnet#94071216 = NA) OR (IR_retnet#94071216 = null)) THEN null ELSE cast(IR_retnet#94071216 as float) END AS IR_retnet#94071438, CASE WHEN ((turnover#94071217 = NA) OR (turnover#94071217 = null)) THEN null ELSE cast(turnover#94071217 as float) END AS turnover#94071440]

WholeStageCodegen (1)

FileScan csv [year#94071193,retIC#94071194,resretIC#94071195,numcos#94071196,numdates#94071197,annual_bmret#94071198,annual_ret#94071199,std_ret#94071200,Sharpe_ret#94071201,PctPos_ret#94071202,TR_ret#94071203,IR_ret#94071204,annual_resret#94071205,std_resret#94071206,Sharpe_resret#94071207,PctPos_resret#94071208,TR_resret#94071209,IR_resret#94071210,annual_retnet#94071211,std_retnet#94071212,Sharpe_retnet#94071213,PctPos_retnet#94071214,TR_retnet#94071215,IR_retnet#94071216,turnover#94071217] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/sta..., 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#94071392, turnover#94071440, days_hold#94071475]
Arguments: [year#94071392, turnover#94071440, days_hold#94071475]

(2) InMemoryRelation
Arguments: [year#94071392, turnover#94071440, days_hold#94071475], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Sort [year#94071392 ASC NULLS FIRST], true, 0
+- Exchange rangepartitioning(year#94071392 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7510806]
   +- *(1) Project [year#94071392, turnover#94071440, (1.0 / cast(turnover#94071440 as double)) AS days_hold#94071475]
      +- *(1) Filter isnotnull(turnover#94071440)
         +- *(1) ColumnarToRow
            +- InMemoryTableScan [turnover#94071440, year#94071392], [isnotnull(turnover#94071440)]
                  +- InMemoryRelation [year#94071392, retIC#94071394, resretIC#94071396, numcos#94071398, numdates#94071400, annual_bmret#94071402, annual_ret#94071404, std_ret#94071406, Sharpe_ret#94071408, PctPos_ret#94071410, TR_ret#94071412, IR_ret#94071414, annual_resret#94071416, std_resret#94071418, Sharpe_resret#94071420, PctPos_resret#94071422, TR_resret#94071424, IR_resret#94071426, annual_retnet#94071428, std_retnet#94071430, Sharpe_retnet#94071432, PctPos_retnet#94071434, TR_retnet#94071436, IR_retnet#94071438, turnover#94071440], StorageLevel(disk, memory, deserialized, 1 replicas)
                        +- *(1) Project [CASE WHEN ((year#94071193 = NA) OR (year#94071193 = null)) THEN null ELSE cast(year#94071193 as int) END AS year#94071392, CASE WHEN ((retIC#94071194 = NA) OR (retIC#94071194 = null)) THEN null ELSE cast(retIC#94071194 as float) END AS retIC#94071394, CASE WHEN ((resretIC#94071195 = NA) OR (resretIC#94071195 = null)) THEN null ELSE cast(resretIC#94071195 as float) END AS resretIC#94071396, CASE WHEN ((numcos#94071196 = NA) OR (numcos#94071196 = null)) THEN null ELSE cast(numcos#94071196 as float) END AS numcos#94071398, CASE WHEN ((numdates#94071197 = NA) OR (numdates#94071197 = null)) THEN null ELSE cast(numdates#94071197 as int) END AS numdates#94071400, CASE WHEN ((annual_bmret#94071198 = NA) OR (annual_bmret#94071198 = null)) THEN null ELSE cast(annual_bmret#94071198 as float) END AS annual_bmret#94071402, CASE WHEN ((annual_ret#94071199 = NA) OR (annual_ret#94071199 = null)) THEN null ELSE cast(annual_ret#94071199 as float) END AS annual_ret#94071404, CASE WHEN ((std_ret#94071200 = NA) OR (std_ret#94071200 = null)) THEN null ELSE cast(std_ret#94071200 as float) END AS std_ret#94071406, CASE WHEN ((Sharpe_ret#94071201 = NA) OR (Sharpe_ret#94071201 = null)) THEN null ELSE cast(Sharpe_ret#94071201 as float) END AS Sharpe_ret#94071408, CASE WHEN ((PctPos_ret#94071202 = NA) OR (PctPos_ret#94071202 = null)) THEN null ELSE cast(PctPos_ret#94071202 as float) END AS PctPos_ret#94071410, CASE WHEN ((TR_ret#94071203 = NA) OR (TR_ret#94071203 = null)) THEN null ELSE cast(TR_ret#94071203 as float) END AS TR_ret#94071412, CASE WHEN ((IR_ret#94071204 = NA) OR (IR_ret#94071204 = null)) THEN null ELSE cast(IR_ret#94071204 as float) END AS IR_ret#94071414, CASE WHEN ((annual_resret#94071205 = NA) OR (annual_resret#94071205 = null)) THEN null ELSE cast(annual_resret#94071205 as float) END AS annual_resret#94071416, CASE WHEN ((std_resret#94071206 = NA) OR (std_resret#94071206 = null)) THEN null ELSE cast(std_resret#94071206 as float) END AS std_resret#94071418, CASE WHEN ((Sharpe_resret#94071207 = NA) OR (Sharpe_resret#94071207 = null)) THEN null ELSE cast(Sharpe_resret#94071207 as float) END AS Sharpe_resret#94071420, CASE WHEN ((PctPos_resret#94071208 = NA) OR (PctPos_resret#94071208 = null)) THEN null ELSE cast(PctPos_resret#94071208 as float) END AS PctPos_resret#94071422, CASE WHEN ((TR_resret#94071209 = NA) OR (TR_resret#94071209 = null)) THEN null ELSE cast(TR_resret#94071209 as float) END AS TR_resret#94071424, CASE WHEN ((IR_resret#94071210 = NA) OR (IR_resret#94071210 = null)) THEN null ELSE cast(IR_resret#94071210 as float) END AS IR_resret#94071426, CASE WHEN ((annual_retnet#94071211 = NA) OR (annual_retnet#94071211 = null)) THEN null ELSE cast(annual_retnet#94071211 as float) END AS annual_retnet#94071428, CASE WHEN ((std_retnet#94071212 = NA) OR (std_retnet#94071212 = null)) THEN null ELSE cast(std_retnet#94071212 as float) END AS std_retnet#94071430, CASE WHEN ((Sharpe_retnet#94071213 = NA) OR (Sharpe_retnet#94071213 = null)) THEN null ELSE cast(Sharpe_retnet#94071213 as float) END AS Sharpe_retnet#94071432, CASE WHEN ((PctPos_retnet#94071214 = NA) OR (PctPos_retnet#94071214 = null)) THEN null ELSE cast(PctPos_retnet#94071214 as float) END AS PctPos_retnet#94071434, CASE WHEN ((TR_retnet#94071215 = NA) OR (TR_retnet#94071215 = null)) THEN null ELSE cast(TR_retnet#94071215 as float) END AS TR_retnet#94071436, CASE WHEN ((IR_retnet#94071216 = NA) OR (IR_retnet#94071216 = null)) THEN null ELSE cast(IR_retnet#94071216 as float) END AS IR_retnet#94071438, CASE WHEN ((turnover#94071217 = NA) OR (turnover#94071217 = null)) THEN null ELSE cast(turnover#94071217 as float) END AS turnover#94071440]
                           +- FileScan csv [year#94071193,retIC#94071194,resretIC#94071195,numcos#94071196,numdates#94071197,annual_bmret#94071198,annual_ret#94071199,std_ret#94071200,Sharpe_ret#94071201,PctPos_ret#94071202,TR_ret#94071203,IR_ret#94071204,annual_resret#94071205,std_resret#94071206,Sharpe_resret#94071207,PctPos_resret#94071208,TR_resret#94071209,IR_resret#94071210,annual_retnet#94071211,std_retnet#94071212,Sharpe_retnet#94071213,PctPos_retnet#94071214,TR_retnet#94071215,IR_retnet#94071216,turnover#94071217] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/sta..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<year:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string...
,None), [year#94071392 ASC NULLS FIRST]

(3) InMemoryTableScan
Output [2]: [turnover#94071440, year#94071392]
Arguments: [turnover#94071440, year#94071392], [isnotnull(turnover#94071440)]

(4) InMemoryRelation
Arguments: [year#94071392, retIC#94071394, resretIC#94071396, numcos#94071398, numdates#94071400, annual_bmret#94071402, annual_ret#94071404, std_ret#94071406, Sharpe_ret#94071408, PctPos_ret#94071410, TR_ret#94071412, IR_ret#94071414, annual_resret#94071416, std_resret#94071418, Sharpe_resret#94071420, PctPos_resret#94071422, TR_resret#94071424, IR_resret#94071426, annual_retnet#94071428, std_retnet#94071430, Sharpe_retnet#94071432, PctPos_retnet#94071434, TR_retnet#94071436, IR_retnet#94071438, turnover#94071440], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((year#94071193 = NA) OR (year#94071193 = null)) THEN null ELSE cast(year#94071193 as int) END AS year#94071392, CASE WHEN ((retIC#94071194 = NA) OR (retIC#94071194 = null)) THEN null ELSE cast(retIC#94071194 as float) END AS retIC#94071394, CASE WHEN ((resretIC#94071195 = NA) OR (resretIC#94071195 = null)) THEN null ELSE cast(resretIC#94071195 as float) END AS resretIC#94071396, CASE WHEN ((numcos#94071196 = NA) OR (numcos#94071196 = null)) THEN null ELSE cast(numcos#94071196 as float) END AS numcos#94071398, CASE WHEN ((numdates#94071197 = NA) OR (numdates#94071197 = null)) THEN null ELSE cast(numdates#94071197 as int) END AS numdates#94071400, CASE WHEN ((annual_bmret#94071198 = NA) OR (annual_bmret#94071198 = null)) THEN null ELSE cast(annual_bmret#94071198 as float) END AS annual_bmret#94071402, CASE WHEN ((annual_ret#94071199 = NA) OR (annual_ret#94071199 = null)) THEN null ELSE cast(annual_ret#94071199 as float) END AS annual_ret#94071404, CASE WHEN ((std_ret#94071200 = NA) OR (std_ret#94071200 = null)) THEN null ELSE cast(std_ret#94071200 as float) END AS std_ret#94071406, CASE WHEN ((Sharpe_ret#94071201 = NA) OR (Sharpe_ret#94071201 = null)) THEN null ELSE cast(Sharpe_ret#94071201 as float) END AS Sharpe_ret#94071408, CASE WHEN ((PctPos_ret#94071202 = NA) OR (PctPos_ret#94071202 = null)) THEN null ELSE cast(PctPos_ret#94071202 as float) END AS PctPos_ret#94071410, CASE WHEN ((TR_ret#94071203 = NA) OR (TR_ret#94071203 = null)) THEN null ELSE cast(TR_ret#94071203 as float) END AS TR_ret#94071412, CASE WHEN ((IR_ret#94071204 = NA) OR (IR_ret#94071204 = null)) THEN null ELSE cast(IR_ret#94071204 as float) END AS IR_ret#94071414, CASE WHEN ((annual_resret#94071205 = NA) OR (annual_resret#94071205 = null)) THEN null ELSE cast(annual_resret#94071205 as float) END AS annual_resret#94071416, CASE WHEN ((std_resret#94071206 = NA) OR (std_resret#94071206 = null)) THEN null ELSE cast(std_resret#94071206 as float) END AS std_resret#94071418, CASE WHEN ((Sharpe_resret#94071207 = NA) OR (Sharpe_resret#94071207 = null)) THEN null ELSE cast(Sharpe_resret#94071207 as float) END AS Sharpe_resret#94071420, CASE WHEN ((PctPos_resret#94071208 = NA) OR (PctPos_resret#94071208 = null)) THEN null ELSE cast(PctPos_resret#94071208 as float) END AS PctPos_resret#94071422, CASE WHEN ((TR_resret#94071209 = NA) OR (TR_resret#94071209 = null)) THEN null ELSE cast(TR_resret#94071209 as float) END AS TR_resret#94071424, CASE WHEN ((IR_resret#94071210 = NA) OR (IR_resret#94071210 = null)) THEN null ELSE cast(IR_resret#94071210 as float) END AS IR_resret#94071426, CASE WHEN ((annual_retnet#94071211 = NA) OR (annual_retnet#94071211 = null)) THEN null ELSE cast(annual_retnet#94071211 as float) END AS annual_retnet#94071428, CASE WHEN ((std_retnet#94071212 = NA) OR (std_retnet#94071212 = null)) THEN null ELSE cast(std_retnet#94071212 as float) END AS std_retnet#94071430, CASE WHEN ((Sharpe_retnet#94071213 = NA) OR (Sharpe_retnet#94071213 = null)) THEN null ELSE cast(Sharpe_retnet#94071213 as float) END AS Sharpe_retnet#94071432, CASE WHEN ((PctPos_retnet#94071214 = NA) OR (PctPos_retnet#94071214 = null)) THEN null ELSE cast(PctPos_retnet#94071214 as float) END AS PctPos_retnet#94071434, CASE WHEN ((TR_retnet#94071215 = NA) OR (TR_retnet#94071215 = null)) THEN null ELSE cast(TR_retnet#94071215 as float) END AS TR_retnet#94071436, CASE WHEN ((IR_retnet#94071216 = NA) OR (IR_retnet#94071216 = null)) THEN null ELSE cast(IR_retnet#94071216 as float) END AS IR_retnet#94071438, CASE WHEN ((turnover#94071217 = NA) OR (turnover#94071217 = null)) THEN null ELSE cast(turnover#94071217 as float) END AS turnover#94071440]
+- FileScan csv [year#94071193,retIC#94071194,resretIC#94071195,numcos#94071196,numdates#94071197,annual_bmret#94071198,annual_ret#94071199,std_ret#94071200,Sharpe_ret#94071201,PctPos_ret#94071202,TR_ret#94071203,IR_ret#94071204,annual_resret#94071205,std_resret#94071206,Sharpe_resret#94071207,PctPos_resret#94071208,TR_resret#94071209,IR_resret#94071210,annual_retnet#94071211,std_retnet#94071212,Sharpe_retnet#94071213,PctPos_retnet#94071214,TR_retnet#94071215,IR_retnet#94071216,turnover#94071217] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/sta..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<year:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string...
,None)

(5) Scan csv 
Output [25]: [year#94071193, retIC#94071194, resretIC#94071195, numcos#94071196, numdates#94071197, annual_bmret#94071198, annual_ret#94071199, std_ret#94071200, Sharpe_ret#94071201, PctPos_ret#94071202, TR_ret#94071203, IR_ret#94071204, annual_resret#94071205, std_resret#94071206, Sharpe_resret#94071207, PctPos_resret#94071208, TR_resret#94071209, IR_resret#94071210, annual_retnet#94071211, std_retnet#94071212, Sharpe_retnet#94071213, PctPos_retnet#94071214, TR_retnet#94071215, IR_retnet#94071216, turnover#94071217]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/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#94071193 = NA) OR (year#94071193 = null)) THEN null ELSE cast(year#94071193 as int) END AS year#94071392, CASE WHEN ((retIC#94071194 = NA) OR (retIC#94071194 = null)) THEN null ELSE cast(retIC#94071194 as float) END AS retIC#94071394, CASE WHEN ((resretIC#94071195 = NA) OR (resretIC#94071195 = null)) THEN null ELSE cast(resretIC#94071195 as float) END AS resretIC#94071396, CASE WHEN ((numcos#94071196 = NA) OR (numcos#94071196 = null)) THEN null ELSE cast(numcos#94071196 as float) END AS numcos#94071398, CASE WHEN ((numdates#94071197 = NA) OR (numdates#94071197 = null)) THEN null ELSE cast(numdates#94071197 as int) END AS numdates#94071400, CASE WHEN ((annual_bmret#94071198 = NA) OR (annual_bmret#94071198 = null)) THEN null ELSE cast(annual_bmret#94071198 as float) END AS annual_bmret#94071402, CASE WHEN ((annual_ret#94071199 = NA) OR (annual_ret#94071199 = null)) THEN null ELSE cast(annual_ret#94071199 as float) END AS annual_ret#94071404, CASE WHEN ((std_ret#94071200 = NA) OR (std_ret#94071200 = null)) THEN null ELSE cast(std_ret#94071200 as float) END AS std_ret#94071406, CASE WHEN ((Sharpe_ret#94071201 = NA) OR (Sharpe_ret#94071201 = null)) THEN null ELSE cast(Sharpe_ret#94071201 as float) END AS Sharpe_ret#94071408, CASE WHEN ((PctPos_ret#94071202 = NA) OR (PctPos_ret#94071202 = null)) THEN null ELSE cast(PctPos_ret#94071202 as float) END AS PctPos_ret#94071410, CASE WHEN ((TR_ret#94071203 = NA) OR (TR_ret#94071203 = null)) THEN null ELSE cast(TR_ret#94071203 as float) END AS TR_ret#94071412, CASE WHEN ((IR_ret#94071204 = NA) OR (IR_ret#94071204 = null)) THEN null ELSE cast(IR_ret#94071204 as float) END AS IR_ret#94071414, CASE WHEN ((annual_resret#94071205 = NA) OR (annual_resret#94071205 = null)) THEN null ELSE cast(annual_resret#94071205 as float) END AS annual_resret#94071416, CASE WHEN ((std_resret#94071206 = NA) OR (std_resret#94071206 = null)) THEN null ELSE cast(std_resret#94071206 as float) END AS std_resret#94071418, CASE WHEN ((Sharpe_resret#94071207 = NA) OR (Sharpe_resret#94071207 = null)) THEN null ELSE cast(Sharpe_resret#94071207 as float) END AS Sharpe_resret#94071420, CASE WHEN ((PctPos_resret#94071208 = NA) OR (PctPos_resret#94071208 = null)) THEN null ELSE cast(PctPos_resret#94071208 as float) END AS PctPos_resret#94071422, CASE WHEN ((TR_resret#94071209 = NA) OR (TR_resret#94071209 = null)) THEN null ELSE cast(TR_resret#94071209 as float) END AS TR_resret#94071424, CASE WHEN ((IR_resret#94071210 = NA) OR (IR_resret#94071210 = null)) THEN null ELSE cast(IR_resret#94071210 as float) END AS IR_resret#94071426, CASE WHEN ((annual_retnet#94071211 = NA) OR (annual_retnet#94071211 = null)) THEN null ELSE cast(annual_retnet#94071211 as float) END AS annual_retnet#94071428, CASE WHEN ((std_retnet#94071212 = NA) OR (std_retnet#94071212 = null)) THEN null ELSE cast(std_retnet#94071212 as float) END AS std_retnet#94071430, CASE WHEN ((Sharpe_retnet#94071213 = NA) OR (Sharpe_retnet#94071213 = null)) THEN null ELSE cast(Sharpe_retnet#94071213 as float) END AS Sharpe_retnet#94071432, CASE WHEN ((PctPos_retnet#94071214 = NA) OR (PctPos_retnet#94071214 = null)) THEN null ELSE cast(PctPos_retnet#94071214 as float) END AS PctPos_retnet#94071434, CASE WHEN ((TR_retnet#94071215 = NA) OR (TR_retnet#94071215 = null)) THEN null ELSE cast(TR_retnet#94071215 as float) END AS TR_retnet#94071436, CASE WHEN ((IR_retnet#94071216 = NA) OR (IR_retnet#94071216 = null)) THEN null ELSE cast(IR_retnet#94071216 as float) END AS IR_retnet#94071438, CASE WHEN ((turnover#94071217 = NA) OR (turnover#94071217 = null)) THEN null ELSE cast(turnover#94071217 as float) END AS turnover#94071440]
Input [25]: [year#94071193, retIC#94071194, resretIC#94071195, numcos#94071196, numdates#94071197, annual_bmret#94071198, annual_ret#94071199, std_ret#94071200, Sharpe_ret#94071201, PctPos_ret#94071202, TR_ret#94071203, IR_ret#94071204, annual_resret#94071205, std_resret#94071206, Sharpe_resret#94071207, PctPos_resret#94071208, TR_resret#94071209, IR_resret#94071210, annual_retnet#94071211, std_retnet#94071212, Sharpe_retnet#94071213, PctPos_retnet#94071214, TR_retnet#94071215, IR_retnet#94071216, turnover#94071217]

(7) ColumnarToRow [codegen id : 1]
Input [2]: [turnover#94071440, year#94071392]

(8) Filter [codegen id : 1]
Input [2]: [turnover#94071440, year#94071392]
Condition : isnotnull(turnover#94071440)

(9) Project [codegen id : 1]
Output [3]: [year#94071392, turnover#94071440, (1.0 / cast(turnover#94071440 as double)) AS days_hold#94071475]
Input [2]: [turnover#94071440, year#94071392]

(10) Exchange
Input [3]: [year#94071392, turnover#94071440, days_hold#94071475]
Arguments: rangepartitioning(year#94071392 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7510806]

(11) Sort [codegen id : 2]
Input [3]: [year#94071392, turnover#94071440, days_hold#94071475]
Arguments: [year#94071392 ASC NULLS FIRST], true, 0

(12) ColumnarToRow [codegen id : 1]
Input [3]: [year#94071392, turnover#94071440, days_hold#94071475]

(13) CollectLimit
Input [3]: [year#94071392, turnover#94071440, days_hold#94071475]
Arguments: 1000000