PlusAMP App Middleware - Details for Query 226594

Submitted Time: 2025/08/01 15:48:23
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#94028363, turnover#94028408, days_hold#94028446]

Sort [year#94028363 ASC NULLS FIRST], true, 0

WholeStageCodegen (2)

Exchange rangepartitioning(year#94028363 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7507373]

Project [year#94028363, turnover#94028408, (1.0 / cast(turnover#94028408 as double)) AS days_hold#94028446]

Filter isnotnull(turnover#94028408)

ColumnarToRow

WholeStageCodegen (1)

InMemoryTableScan [turnover#94028408, year#94028363], [isnotnull(turnover#94028408)]

Project [CASE WHEN ((year#94028131 = NA) OR (year#94028131 = null)) THEN null ELSE cast(year#94028131 as int) END AS year#94028363, CASE WHEN ((retIC#94028132 = NA) OR (retIC#94028132 = null)) THEN null ELSE cast(retIC#94028132 as float) END AS retIC#94028364, CASE WHEN ((resretIC#94028133 = NA) OR (resretIC#94028133 = null)) THEN null ELSE cast(resretIC#94028133 as float) END AS resretIC#94028365, CASE WHEN ((numcos#94028134 = NA) OR (numcos#94028134 = null)) THEN null ELSE cast(numcos#94028134 as float) END AS numcos#94028366, CASE WHEN ((numdates#94028135 = NA) OR (numdates#94028135 = null)) THEN null ELSE cast(numdates#94028135 as int) END AS numdates#94028367, CASE WHEN ((annual_bmret#94028136 = NA) OR (annual_bmret#94028136 = null)) THEN null ELSE cast(annual_bmret#94028136 as float) END AS annual_bmret#94028369, CASE WHEN ((annual_ret#94028137 = NA) OR (annual_ret#94028137 = null)) THEN null ELSE cast(annual_ret#94028137 as float) END AS annual_ret#94028371, CASE WHEN ((std_ret#94028138 = NA) OR (std_ret#94028138 = null)) THEN null ELSE cast(std_ret#94028138 as float) END AS std_ret#94028373, CASE WHEN ((Sharpe_ret#94028139 = NA) OR (Sharpe_ret#94028139 = null)) THEN null ELSE cast(Sharpe_ret#94028139 as float) END AS Sharpe_ret#94028375, CASE WHEN ((PctPos_ret#94028140 = NA) OR (PctPos_ret#94028140 = null)) THEN null ELSE cast(PctPos_ret#94028140 as float) END AS PctPos_ret#94028377, CASE WHEN ((TR_ret#94028141 = NA) OR (TR_ret#94028141 = null)) THEN null ELSE cast(TR_ret#94028141 as float) END AS TR_ret#94028380, CASE WHEN ((IR_ret#94028142 = NA) OR (IR_ret#94028142 = null)) THEN null ELSE cast(IR_ret#94028142 as float) END AS IR_ret#94028381, CASE WHEN ((annual_resret#94028143 = NA) OR (annual_resret#94028143 = null)) THEN null ELSE cast(annual_resret#94028143 as float) END AS annual_resret#94028383, CASE WHEN ((std_resret#94028144 = NA) OR (std_resret#94028144 = null)) THEN null ELSE cast(std_resret#94028144 as float) END AS std_resret#94028385, CASE WHEN ((Sharpe_resret#94028145 = NA) OR (Sharpe_resret#94028145 = null)) THEN null ELSE cast(Sharpe_resret#94028145 as float) END AS Sharpe_resret#94028388, CASE WHEN ((PctPos_resret#94028146 = NA) OR (PctPos_resret#94028146 = null)) THEN null ELSE cast(PctPos_resret#94028146 as float) END AS PctPos_resret#94028390, CASE WHEN ((TR_resret#94028147 = NA) OR (TR_resret#94028147 = null)) THEN null ELSE cast(TR_resret#94028147 as float) END AS TR_resret#94028392, CASE WHEN ((IR_resret#94028148 = NA) OR (IR_resret#94028148 = null)) THEN null ELSE cast(IR_resret#94028148 as float) END AS IR_resret#94028394, CASE WHEN ((annual_retnet#94028149 = NA) OR (annual_retnet#94028149 = null)) THEN null ELSE cast(annual_retnet#94028149 as float) END AS annual_retnet#94028396, CASE WHEN ((std_retnet#94028150 = NA) OR (std_retnet#94028150 = null)) THEN null ELSE cast(std_retnet#94028150 as float) END AS std_retnet#94028398, CASE WHEN ((Sharpe_retnet#94028151 = NA) OR (Sharpe_retnet#94028151 = null)) THEN null ELSE cast(Sharpe_retnet#94028151 as float) END AS Sharpe_retnet#94028400, CASE WHEN ((PctPos_retnet#94028152 = NA) OR (PctPos_retnet#94028152 = null)) THEN null ELSE cast(PctPos_retnet#94028152 as float) END AS PctPos_retnet#94028401, CASE WHEN ((TR_retnet#94028153 = NA) OR (TR_retnet#94028153 = null)) THEN null ELSE cast(TR_retnet#94028153 as float) END AS TR_retnet#94028404, CASE WHEN ((IR_retnet#94028154 = NA) OR (IR_retnet#94028154 = null)) THEN null ELSE cast(IR_retnet#94028154 as float) END AS IR_retnet#94028406, CASE WHEN ((turnover#94028155 = NA) OR (turnover#94028155 = null)) THEN null ELSE cast(turnover#94028155 as float) END AS turnover#94028408]

WholeStageCodegen (1)

FileScan csv [year#94028131,retIC#94028132,resretIC#94028133,numcos#94028134,numdates#94028135,annual_bmret#94028136,annual_ret#94028137,std_ret#94028138,Sharpe_ret#94028139,PctPos_ret#94028140,TR_ret#94028141,IR_ret#94028142,annual_resret#94028143,std_resret#94028144,Sharpe_resret#94028145,PctPos_resret#94028146,TR_resret#94028147,IR_resret#94028148,annual_retnet#94028149,std_retnet#94028150,Sharpe_retnet#94028151,PctPos_retnet#94028152,TR_retnet#94028153,IR_retnet#94028154,turnover#94028155] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/growth/st..., 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#94028363, turnover#94028408, days_hold#94028446]
Arguments: [year#94028363, turnover#94028408, days_hold#94028446]

(2) InMemoryRelation
Arguments: [year#94028363, turnover#94028408, days_hold#94028446], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Sort [year#94028363 ASC NULLS FIRST], true, 0
+- Exchange rangepartitioning(year#94028363 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7507373]
   +- *(1) Project [year#94028363, turnover#94028408, (1.0 / cast(turnover#94028408 as double)) AS days_hold#94028446]
      +- *(1) Filter isnotnull(turnover#94028408)
         +- *(1) ColumnarToRow
            +- InMemoryTableScan [turnover#94028408, year#94028363], [isnotnull(turnover#94028408)]
                  +- InMemoryRelation [year#94028363, retIC#94028364, resretIC#94028365, numcos#94028366, numdates#94028367, annual_bmret#94028369, annual_ret#94028371, std_ret#94028373, Sharpe_ret#94028375, PctPos_ret#94028377, TR_ret#94028380, IR_ret#94028381, annual_resret#94028383, std_resret#94028385, Sharpe_resret#94028388, PctPos_resret#94028390, TR_resret#94028392, IR_resret#94028394, annual_retnet#94028396, std_retnet#94028398, Sharpe_retnet#94028400, PctPos_retnet#94028401, TR_retnet#94028404, IR_retnet#94028406, turnover#94028408], StorageLevel(disk, memory, deserialized, 1 replicas)
                        +- *(1) Project [CASE WHEN ((year#94028131 = NA) OR (year#94028131 = null)) THEN null ELSE cast(year#94028131 as int) END AS year#94028363, CASE WHEN ((retIC#94028132 = NA) OR (retIC#94028132 = null)) THEN null ELSE cast(retIC#94028132 as float) END AS retIC#94028364, CASE WHEN ((resretIC#94028133 = NA) OR (resretIC#94028133 = null)) THEN null ELSE cast(resretIC#94028133 as float) END AS resretIC#94028365, CASE WHEN ((numcos#94028134 = NA) OR (numcos#94028134 = null)) THEN null ELSE cast(numcos#94028134 as float) END AS numcos#94028366, CASE WHEN ((numdates#94028135 = NA) OR (numdates#94028135 = null)) THEN null ELSE cast(numdates#94028135 as int) END AS numdates#94028367, CASE WHEN ((annual_bmret#94028136 = NA) OR (annual_bmret#94028136 = null)) THEN null ELSE cast(annual_bmret#94028136 as float) END AS annual_bmret#94028369, CASE WHEN ((annual_ret#94028137 = NA) OR (annual_ret#94028137 = null)) THEN null ELSE cast(annual_ret#94028137 as float) END AS annual_ret#94028371, CASE WHEN ((std_ret#94028138 = NA) OR (std_ret#94028138 = null)) THEN null ELSE cast(std_ret#94028138 as float) END AS std_ret#94028373, CASE WHEN ((Sharpe_ret#94028139 = NA) OR (Sharpe_ret#94028139 = null)) THEN null ELSE cast(Sharpe_ret#94028139 as float) END AS Sharpe_ret#94028375, CASE WHEN ((PctPos_ret#94028140 = NA) OR (PctPos_ret#94028140 = null)) THEN null ELSE cast(PctPos_ret#94028140 as float) END AS PctPos_ret#94028377, CASE WHEN ((TR_ret#94028141 = NA) OR (TR_ret#94028141 = null)) THEN null ELSE cast(TR_ret#94028141 as float) END AS TR_ret#94028380, CASE WHEN ((IR_ret#94028142 = NA) OR (IR_ret#94028142 = null)) THEN null ELSE cast(IR_ret#94028142 as float) END AS IR_ret#94028381, CASE WHEN ((annual_resret#94028143 = NA) OR (annual_resret#94028143 = null)) THEN null ELSE cast(annual_resret#94028143 as float) END AS annual_resret#94028383, CASE WHEN ((std_resret#94028144 = NA) OR (std_resret#94028144 = null)) THEN null ELSE cast(std_resret#94028144 as float) END AS std_resret#94028385, CASE WHEN ((Sharpe_resret#94028145 = NA) OR (Sharpe_resret#94028145 = null)) THEN null ELSE cast(Sharpe_resret#94028145 as float) END AS Sharpe_resret#94028388, CASE WHEN ((PctPos_resret#94028146 = NA) OR (PctPos_resret#94028146 = null)) THEN null ELSE cast(PctPos_resret#94028146 as float) END AS PctPos_resret#94028390, CASE WHEN ((TR_resret#94028147 = NA) OR (TR_resret#94028147 = null)) THEN null ELSE cast(TR_resret#94028147 as float) END AS TR_resret#94028392, CASE WHEN ((IR_resret#94028148 = NA) OR (IR_resret#94028148 = null)) THEN null ELSE cast(IR_resret#94028148 as float) END AS IR_resret#94028394, CASE WHEN ((annual_retnet#94028149 = NA) OR (annual_retnet#94028149 = null)) THEN null ELSE cast(annual_retnet#94028149 as float) END AS annual_retnet#94028396, CASE WHEN ((std_retnet#94028150 = NA) OR (std_retnet#94028150 = null)) THEN null ELSE cast(std_retnet#94028150 as float) END AS std_retnet#94028398, CASE WHEN ((Sharpe_retnet#94028151 = NA) OR (Sharpe_retnet#94028151 = null)) THEN null ELSE cast(Sharpe_retnet#94028151 as float) END AS Sharpe_retnet#94028400, CASE WHEN ((PctPos_retnet#94028152 = NA) OR (PctPos_retnet#94028152 = null)) THEN null ELSE cast(PctPos_retnet#94028152 as float) END AS PctPos_retnet#94028401, CASE WHEN ((TR_retnet#94028153 = NA) OR (TR_retnet#94028153 = null)) THEN null ELSE cast(TR_retnet#94028153 as float) END AS TR_retnet#94028404, CASE WHEN ((IR_retnet#94028154 = NA) OR (IR_retnet#94028154 = null)) THEN null ELSE cast(IR_retnet#94028154 as float) END AS IR_retnet#94028406, CASE WHEN ((turnover#94028155 = NA) OR (turnover#94028155 = null)) THEN null ELSE cast(turnover#94028155 as float) END AS turnover#94028408]
                           +- FileScan csv [year#94028131,retIC#94028132,resretIC#94028133,numcos#94028134,numdates#94028135,annual_bmret#94028136,annual_ret#94028137,std_ret#94028138,Sharpe_ret#94028139,PctPos_ret#94028140,TR_ret#94028141,IR_ret#94028142,annual_resret#94028143,std_resret#94028144,Sharpe_resret#94028145,PctPos_resret#94028146,TR_resret#94028147,IR_resret#94028148,annual_retnet#94028149,std_retnet#94028150,Sharpe_retnet#94028151,PctPos_retnet#94028152,TR_retnet#94028153,IR_retnet#94028154,turnover#94028155] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/growth/st..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<year:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string...
,None), [year#94028363 ASC NULLS FIRST]

(3) InMemoryTableScan
Output [2]: [turnover#94028408, year#94028363]
Arguments: [turnover#94028408, year#94028363], [isnotnull(turnover#94028408)]

(4) InMemoryRelation
Arguments: [year#94028363, retIC#94028364, resretIC#94028365, numcos#94028366, numdates#94028367, annual_bmret#94028369, annual_ret#94028371, std_ret#94028373, Sharpe_ret#94028375, PctPos_ret#94028377, TR_ret#94028380, IR_ret#94028381, annual_resret#94028383, std_resret#94028385, Sharpe_resret#94028388, PctPos_resret#94028390, TR_resret#94028392, IR_resret#94028394, annual_retnet#94028396, std_retnet#94028398, Sharpe_retnet#94028400, PctPos_retnet#94028401, TR_retnet#94028404, IR_retnet#94028406, turnover#94028408], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((year#94028131 = NA) OR (year#94028131 = null)) THEN null ELSE cast(year#94028131 as int) END AS year#94028363, CASE WHEN ((retIC#94028132 = NA) OR (retIC#94028132 = null)) THEN null ELSE cast(retIC#94028132 as float) END AS retIC#94028364, CASE WHEN ((resretIC#94028133 = NA) OR (resretIC#94028133 = null)) THEN null ELSE cast(resretIC#94028133 as float) END AS resretIC#94028365, CASE WHEN ((numcos#94028134 = NA) OR (numcos#94028134 = null)) THEN null ELSE cast(numcos#94028134 as float) END AS numcos#94028366, CASE WHEN ((numdates#94028135 = NA) OR (numdates#94028135 = null)) THEN null ELSE cast(numdates#94028135 as int) END AS numdates#94028367, CASE WHEN ((annual_bmret#94028136 = NA) OR (annual_bmret#94028136 = null)) THEN null ELSE cast(annual_bmret#94028136 as float) END AS annual_bmret#94028369, CASE WHEN ((annual_ret#94028137 = NA) OR (annual_ret#94028137 = null)) THEN null ELSE cast(annual_ret#94028137 as float) END AS annual_ret#94028371, CASE WHEN ((std_ret#94028138 = NA) OR (std_ret#94028138 = null)) THEN null ELSE cast(std_ret#94028138 as float) END AS std_ret#94028373, CASE WHEN ((Sharpe_ret#94028139 = NA) OR (Sharpe_ret#94028139 = null)) THEN null ELSE cast(Sharpe_ret#94028139 as float) END AS Sharpe_ret#94028375, CASE WHEN ((PctPos_ret#94028140 = NA) OR (PctPos_ret#94028140 = null)) THEN null ELSE cast(PctPos_ret#94028140 as float) END AS PctPos_ret#94028377, CASE WHEN ((TR_ret#94028141 = NA) OR (TR_ret#94028141 = null)) THEN null ELSE cast(TR_ret#94028141 as float) END AS TR_ret#94028380, CASE WHEN ((IR_ret#94028142 = NA) OR (IR_ret#94028142 = null)) THEN null ELSE cast(IR_ret#94028142 as float) END AS IR_ret#94028381, CASE WHEN ((annual_resret#94028143 = NA) OR (annual_resret#94028143 = null)) THEN null ELSE cast(annual_resret#94028143 as float) END AS annual_resret#94028383, CASE WHEN ((std_resret#94028144 = NA) OR (std_resret#94028144 = null)) THEN null ELSE cast(std_resret#94028144 as float) END AS std_resret#94028385, CASE WHEN ((Sharpe_resret#94028145 = NA) OR (Sharpe_resret#94028145 = null)) THEN null ELSE cast(Sharpe_resret#94028145 as float) END AS Sharpe_resret#94028388, CASE WHEN ((PctPos_resret#94028146 = NA) OR (PctPos_resret#94028146 = null)) THEN null ELSE cast(PctPos_resret#94028146 as float) END AS PctPos_resret#94028390, CASE WHEN ((TR_resret#94028147 = NA) OR (TR_resret#94028147 = null)) THEN null ELSE cast(TR_resret#94028147 as float) END AS TR_resret#94028392, CASE WHEN ((IR_resret#94028148 = NA) OR (IR_resret#94028148 = null)) THEN null ELSE cast(IR_resret#94028148 as float) END AS IR_resret#94028394, CASE WHEN ((annual_retnet#94028149 = NA) OR (annual_retnet#94028149 = null)) THEN null ELSE cast(annual_retnet#94028149 as float) END AS annual_retnet#94028396, CASE WHEN ((std_retnet#94028150 = NA) OR (std_retnet#94028150 = null)) THEN null ELSE cast(std_retnet#94028150 as float) END AS std_retnet#94028398, CASE WHEN ((Sharpe_retnet#94028151 = NA) OR (Sharpe_retnet#94028151 = null)) THEN null ELSE cast(Sharpe_retnet#94028151 as float) END AS Sharpe_retnet#94028400, CASE WHEN ((PctPos_retnet#94028152 = NA) OR (PctPos_retnet#94028152 = null)) THEN null ELSE cast(PctPos_retnet#94028152 as float) END AS PctPos_retnet#94028401, CASE WHEN ((TR_retnet#94028153 = NA) OR (TR_retnet#94028153 = null)) THEN null ELSE cast(TR_retnet#94028153 as float) END AS TR_retnet#94028404, CASE WHEN ((IR_retnet#94028154 = NA) OR (IR_retnet#94028154 = null)) THEN null ELSE cast(IR_retnet#94028154 as float) END AS IR_retnet#94028406, CASE WHEN ((turnover#94028155 = NA) OR (turnover#94028155 = null)) THEN null ELSE cast(turnover#94028155 as float) END AS turnover#94028408]
+- FileScan csv [year#94028131,retIC#94028132,resretIC#94028133,numcos#94028134,numdates#94028135,annual_bmret#94028136,annual_ret#94028137,std_ret#94028138,Sharpe_ret#94028139,PctPos_ret#94028140,TR_ret#94028141,IR_ret#94028142,annual_resret#94028143,std_resret#94028144,Sharpe_resret#94028145,PctPos_resret#94028146,TR_resret#94028147,IR_resret#94028148,annual_retnet#94028149,std_retnet#94028150,Sharpe_retnet#94028151,PctPos_retnet#94028152,TR_retnet#94028153,IR_retnet#94028154,turnover#94028155] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/growth/st..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<year:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string...
,None)

(5) Scan csv 
Output [25]: [year#94028131, retIC#94028132, resretIC#94028133, numcos#94028134, numdates#94028135, annual_bmret#94028136, annual_ret#94028137, std_ret#94028138, Sharpe_ret#94028139, PctPos_ret#94028140, TR_ret#94028141, IR_ret#94028142, annual_resret#94028143, std_resret#94028144, Sharpe_resret#94028145, PctPos_resret#94028146, TR_resret#94028147, IR_resret#94028148, annual_retnet#94028149, std_retnet#94028150, Sharpe_retnet#94028151, PctPos_retnet#94028152, TR_retnet#94028153, IR_retnet#94028154, turnover#94028155]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/growth/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#94028131 = NA) OR (year#94028131 = null)) THEN null ELSE cast(year#94028131 as int) END AS year#94028363, CASE WHEN ((retIC#94028132 = NA) OR (retIC#94028132 = null)) THEN null ELSE cast(retIC#94028132 as float) END AS retIC#94028364, CASE WHEN ((resretIC#94028133 = NA) OR (resretIC#94028133 = null)) THEN null ELSE cast(resretIC#94028133 as float) END AS resretIC#94028365, CASE WHEN ((numcos#94028134 = NA) OR (numcos#94028134 = null)) THEN null ELSE cast(numcos#94028134 as float) END AS numcos#94028366, CASE WHEN ((numdates#94028135 = NA) OR (numdates#94028135 = null)) THEN null ELSE cast(numdates#94028135 as int) END AS numdates#94028367, CASE WHEN ((annual_bmret#94028136 = NA) OR (annual_bmret#94028136 = null)) THEN null ELSE cast(annual_bmret#94028136 as float) END AS annual_bmret#94028369, CASE WHEN ((annual_ret#94028137 = NA) OR (annual_ret#94028137 = null)) THEN null ELSE cast(annual_ret#94028137 as float) END AS annual_ret#94028371, CASE WHEN ((std_ret#94028138 = NA) OR (std_ret#94028138 = null)) THEN null ELSE cast(std_ret#94028138 as float) END AS std_ret#94028373, CASE WHEN ((Sharpe_ret#94028139 = NA) OR (Sharpe_ret#94028139 = null)) THEN null ELSE cast(Sharpe_ret#94028139 as float) END AS Sharpe_ret#94028375, CASE WHEN ((PctPos_ret#94028140 = NA) OR (PctPos_ret#94028140 = null)) THEN null ELSE cast(PctPos_ret#94028140 as float) END AS PctPos_ret#94028377, CASE WHEN ((TR_ret#94028141 = NA) OR (TR_ret#94028141 = null)) THEN null ELSE cast(TR_ret#94028141 as float) END AS TR_ret#94028380, CASE WHEN ((IR_ret#94028142 = NA) OR (IR_ret#94028142 = null)) THEN null ELSE cast(IR_ret#94028142 as float) END AS IR_ret#94028381, CASE WHEN ((annual_resret#94028143 = NA) OR (annual_resret#94028143 = null)) THEN null ELSE cast(annual_resret#94028143 as float) END AS annual_resret#94028383, CASE WHEN ((std_resret#94028144 = NA) OR (std_resret#94028144 = null)) THEN null ELSE cast(std_resret#94028144 as float) END AS std_resret#94028385, CASE WHEN ((Sharpe_resret#94028145 = NA) OR (Sharpe_resret#94028145 = null)) THEN null ELSE cast(Sharpe_resret#94028145 as float) END AS Sharpe_resret#94028388, CASE WHEN ((PctPos_resret#94028146 = NA) OR (PctPos_resret#94028146 = null)) THEN null ELSE cast(PctPos_resret#94028146 as float) END AS PctPos_resret#94028390, CASE WHEN ((TR_resret#94028147 = NA) OR (TR_resret#94028147 = null)) THEN null ELSE cast(TR_resret#94028147 as float) END AS TR_resret#94028392, CASE WHEN ((IR_resret#94028148 = NA) OR (IR_resret#94028148 = null)) THEN null ELSE cast(IR_resret#94028148 as float) END AS IR_resret#94028394, CASE WHEN ((annual_retnet#94028149 = NA) OR (annual_retnet#94028149 = null)) THEN null ELSE cast(annual_retnet#94028149 as float) END AS annual_retnet#94028396, CASE WHEN ((std_retnet#94028150 = NA) OR (std_retnet#94028150 = null)) THEN null ELSE cast(std_retnet#94028150 as float) END AS std_retnet#94028398, CASE WHEN ((Sharpe_retnet#94028151 = NA) OR (Sharpe_retnet#94028151 = null)) THEN null ELSE cast(Sharpe_retnet#94028151 as float) END AS Sharpe_retnet#94028400, CASE WHEN ((PctPos_retnet#94028152 = NA) OR (PctPos_retnet#94028152 = null)) THEN null ELSE cast(PctPos_retnet#94028152 as float) END AS PctPos_retnet#94028401, CASE WHEN ((TR_retnet#94028153 = NA) OR (TR_retnet#94028153 = null)) THEN null ELSE cast(TR_retnet#94028153 as float) END AS TR_retnet#94028404, CASE WHEN ((IR_retnet#94028154 = NA) OR (IR_retnet#94028154 = null)) THEN null ELSE cast(IR_retnet#94028154 as float) END AS IR_retnet#94028406, CASE WHEN ((turnover#94028155 = NA) OR (turnover#94028155 = null)) THEN null ELSE cast(turnover#94028155 as float) END AS turnover#94028408]
Input [25]: [year#94028131, retIC#94028132, resretIC#94028133, numcos#94028134, numdates#94028135, annual_bmret#94028136, annual_ret#94028137, std_ret#94028138, Sharpe_ret#94028139, PctPos_ret#94028140, TR_ret#94028141, IR_ret#94028142, annual_resret#94028143, std_resret#94028144, Sharpe_resret#94028145, PctPos_resret#94028146, TR_resret#94028147, IR_resret#94028148, annual_retnet#94028149, std_retnet#94028150, Sharpe_retnet#94028151, PctPos_retnet#94028152, TR_retnet#94028153, IR_retnet#94028154, turnover#94028155]

(7) ColumnarToRow [codegen id : 1]
Input [2]: [turnover#94028408, year#94028363]

(8) Filter [codegen id : 1]
Input [2]: [turnover#94028408, year#94028363]
Condition : isnotnull(turnover#94028408)

(9) Project [codegen id : 1]
Output [3]: [year#94028363, turnover#94028408, (1.0 / cast(turnover#94028408 as double)) AS days_hold#94028446]
Input [2]: [turnover#94028408, year#94028363]

(10) Exchange
Input [3]: [year#94028363, turnover#94028408, days_hold#94028446]
Arguments: rangepartitioning(year#94028363 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7507373]

(11) Sort [codegen id : 2]
Input [3]: [year#94028363, turnover#94028408, days_hold#94028446]
Arguments: [year#94028363 ASC NULLS FIRST], true, 0

(12) ColumnarToRow [codegen id : 1]
Input [3]: [year#94028363, turnover#94028408, days_hold#94028446]

(13) CollectLimit
Input [3]: [year#94028363, turnover#94028408, days_hold#94028446]
Arguments: 1000000