PlusAMP App Middleware - Details for Query 227007

Submitted Time: 2025/08/02 15:05:36
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#94199303, turnover#94199406, days_hold#94199452]

Sort [year#94199303 ASC NULLS FIRST], true, 0

WholeStageCodegen (2)

Exchange rangepartitioning(year#94199303 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7520875]

Project [year#94199303, turnover#94199406, (1.0 / cast(turnover#94199406 as double)) AS days_hold#94199452]

Filter isnotnull(turnover#94199406)

ColumnarToRow

WholeStageCodegen (1)

InMemoryTableScan [turnover#94199406, year#94199303], [isnotnull(turnover#94199406)]

Project [CASE WHEN ((year#94199136 = NA) OR (year#94199136 = null)) THEN null ELSE cast(year#94199136 as int) END AS year#94199303, CASE WHEN ((retIC#94199137 = NA) OR (retIC#94199137 = null)) THEN null ELSE cast(retIC#94199137 as float) END AS retIC#94199304, CASE WHEN ((resretIC#94199138 = NA) OR (resretIC#94199138 = null)) THEN null ELSE cast(resretIC#94199138 as float) END AS resretIC#94199338, CASE WHEN ((numcos#94199139 = NA) OR (numcos#94199139 = null)) THEN null ELSE cast(numcos#94199139 as float) END AS numcos#94199339, CASE WHEN ((numdates#94199140 = NA) OR (numdates#94199140 = null)) THEN null ELSE cast(numdates#94199140 as int) END AS numdates#94199340, CASE WHEN ((annual_bmret#94199141 = NA) OR (annual_bmret#94199141 = null)) THEN null ELSE cast(annual_bmret#94199141 as float) END AS annual_bmret#94199341, CASE WHEN ((annual_ret#94199142 = NA) OR (annual_ret#94199142 = null)) THEN null ELSE cast(annual_ret#94199142 as float) END AS annual_ret#94199375, CASE WHEN ((std_ret#94199143 = NA) OR (std_ret#94199143 = null)) THEN null ELSE cast(std_ret#94199143 as float) END AS std_ret#94199376, CASE WHEN ((Sharpe_ret#94199144 = NA) OR (Sharpe_ret#94199144 = null)) THEN null ELSE cast(Sharpe_ret#94199144 as float) END AS Sharpe_ret#94199377, CASE WHEN ((PctPos_ret#94199145 = NA) OR (PctPos_ret#94199145 = null)) THEN null ELSE cast(PctPos_ret#94199145 as float) END AS PctPos_ret#94199378, CASE WHEN ((TR_ret#94199146 = NA) OR (TR_ret#94199146 = null)) THEN null ELSE cast(TR_ret#94199146 as float) END AS TR_ret#94199379, CASE WHEN ((IR_ret#94199147 = NA) OR (IR_ret#94199147 = null)) THEN null ELSE cast(IR_ret#94199147 as float) END AS IR_ret#94199380, CASE WHEN ((annual_resret#94199148 = NA) OR (annual_resret#94199148 = null)) THEN null ELSE cast(annual_resret#94199148 as float) END AS annual_resret#94199382, CASE WHEN ((std_resret#94199149 = NA) OR (std_resret#94199149 = null)) THEN null ELSE cast(std_resret#94199149 as float) END AS std_resret#94199384, CASE WHEN ((Sharpe_resret#94199150 = NA) OR (Sharpe_resret#94199150 = null)) THEN null ELSE cast(Sharpe_resret#94199150 as float) END AS Sharpe_resret#94199386, CASE WHEN ((PctPos_resret#94199151 = NA) OR (PctPos_resret#94199151 = null)) THEN null ELSE cast(PctPos_resret#94199151 as float) END AS PctPos_resret#94199389, CASE WHEN ((TR_resret#94199152 = NA) OR (TR_resret#94199152 = null)) THEN null ELSE cast(TR_resret#94199152 as float) END AS TR_resret#94199391, CASE WHEN ((IR_resret#94199153 = NA) OR (IR_resret#94199153 = null)) THEN null ELSE cast(IR_resret#94199153 as float) END AS IR_resret#94199393, CASE WHEN ((annual_retnet#94199154 = NA) OR (annual_retnet#94199154 = null)) THEN null ELSE cast(annual_retnet#94199154 as float) END AS annual_retnet#94199394, CASE WHEN ((std_retnet#94199155 = NA) OR (std_retnet#94199155 = null)) THEN null ELSE cast(std_retnet#94199155 as float) END AS std_retnet#94199396, CASE WHEN ((Sharpe_retnet#94199156 = NA) OR (Sharpe_retnet#94199156 = null)) THEN null ELSE cast(Sharpe_retnet#94199156 as float) END AS Sharpe_retnet#94199398, CASE WHEN ((PctPos_retnet#94199157 = NA) OR (PctPos_retnet#94199157 = null)) THEN null ELSE cast(PctPos_retnet#94199157 as float) END AS PctPos_retnet#94199400, CASE WHEN ((TR_retnet#94199158 = NA) OR (TR_retnet#94199158 = null)) THEN null ELSE cast(TR_retnet#94199158 as float) END AS TR_retnet#94199402, CASE WHEN ((IR_retnet#94199159 = NA) OR (IR_retnet#94199159 = null)) THEN null ELSE cast(IR_retnet#94199159 as float) END AS IR_retnet#94199404, CASE WHEN ((turnover#94199160 = NA) OR (turnover#94199160 = null)) THEN null ELSE cast(turnover#94199160 as float) END AS turnover#94199406]

WholeStageCodegen (1)

FileScan csv [year#94199136,retIC#94199137,resretIC#94199138,numcos#94199139,numdates#94199140,annual_bmret#94199141,annual_ret#94199142,std_ret#94199143,Sharpe_ret#94199144,PctPos_ret#94199145,TR_ret#94199146,IR_ret#94199147,annual_resret#94199148,std_resret#94199149,Sharpe_resret#94199150,PctPos_resret#94199151,TR_resret#94199152,IR_resret#94199153,annual_retnet#94199154,std_retnet#94199155,Sharpe_retnet#94199156,PctPos_retnet#94199157,TR_retnet#94199158,IR_retnet#94199159,turnover#94199160] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/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#94199303, turnover#94199406, days_hold#94199452]
Arguments: [year#94199303, turnover#94199406, days_hold#94199452]

(2) InMemoryRelation
Arguments: [year#94199303, turnover#94199406, days_hold#94199452], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Sort [year#94199303 ASC NULLS FIRST], true, 0
+- Exchange rangepartitioning(year#94199303 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7520875]
   +- *(1) Project [year#94199303, turnover#94199406, (1.0 / cast(turnover#94199406 as double)) AS days_hold#94199452]
      +- *(1) Filter isnotnull(turnover#94199406)
         +- *(1) ColumnarToRow
            +- InMemoryTableScan [turnover#94199406, year#94199303], [isnotnull(turnover#94199406)]
                  +- InMemoryRelation [year#94199303, retIC#94199304, resretIC#94199338, numcos#94199339, numdates#94199340, annual_bmret#94199341, annual_ret#94199375, std_ret#94199376, Sharpe_ret#94199377, PctPos_ret#94199378, TR_ret#94199379, IR_ret#94199380, annual_resret#94199382, std_resret#94199384, Sharpe_resret#94199386, PctPos_resret#94199389, TR_resret#94199391, IR_resret#94199393, annual_retnet#94199394, std_retnet#94199396, Sharpe_retnet#94199398, PctPos_retnet#94199400, TR_retnet#94199402, IR_retnet#94199404, turnover#94199406], StorageLevel(disk, memory, deserialized, 1 replicas)
                        +- *(1) Project [CASE WHEN ((year#94199136 = NA) OR (year#94199136 = null)) THEN null ELSE cast(year#94199136 as int) END AS year#94199303, CASE WHEN ((retIC#94199137 = NA) OR (retIC#94199137 = null)) THEN null ELSE cast(retIC#94199137 as float) END AS retIC#94199304, CASE WHEN ((resretIC#94199138 = NA) OR (resretIC#94199138 = null)) THEN null ELSE cast(resretIC#94199138 as float) END AS resretIC#94199338, CASE WHEN ((numcos#94199139 = NA) OR (numcos#94199139 = null)) THEN null ELSE cast(numcos#94199139 as float) END AS numcos#94199339, CASE WHEN ((numdates#94199140 = NA) OR (numdates#94199140 = null)) THEN null ELSE cast(numdates#94199140 as int) END AS numdates#94199340, CASE WHEN ((annual_bmret#94199141 = NA) OR (annual_bmret#94199141 = null)) THEN null ELSE cast(annual_bmret#94199141 as float) END AS annual_bmret#94199341, CASE WHEN ((annual_ret#94199142 = NA) OR (annual_ret#94199142 = null)) THEN null ELSE cast(annual_ret#94199142 as float) END AS annual_ret#94199375, CASE WHEN ((std_ret#94199143 = NA) OR (std_ret#94199143 = null)) THEN null ELSE cast(std_ret#94199143 as float) END AS std_ret#94199376, CASE WHEN ((Sharpe_ret#94199144 = NA) OR (Sharpe_ret#94199144 = null)) THEN null ELSE cast(Sharpe_ret#94199144 as float) END AS Sharpe_ret#94199377, CASE WHEN ((PctPos_ret#94199145 = NA) OR (PctPos_ret#94199145 = null)) THEN null ELSE cast(PctPos_ret#94199145 as float) END AS PctPos_ret#94199378, CASE WHEN ((TR_ret#94199146 = NA) OR (TR_ret#94199146 = null)) THEN null ELSE cast(TR_ret#94199146 as float) END AS TR_ret#94199379, CASE WHEN ((IR_ret#94199147 = NA) OR (IR_ret#94199147 = null)) THEN null ELSE cast(IR_ret#94199147 as float) END AS IR_ret#94199380, CASE WHEN ((annual_resret#94199148 = NA) OR (annual_resret#94199148 = null)) THEN null ELSE cast(annual_resret#94199148 as float) END AS annual_resret#94199382, CASE WHEN ((std_resret#94199149 = NA) OR (std_resret#94199149 = null)) THEN null ELSE cast(std_resret#94199149 as float) END AS std_resret#94199384, CASE WHEN ((Sharpe_resret#94199150 = NA) OR (Sharpe_resret#94199150 = null)) THEN null ELSE cast(Sharpe_resret#94199150 as float) END AS Sharpe_resret#94199386, CASE WHEN ((PctPos_resret#94199151 = NA) OR (PctPos_resret#94199151 = null)) THEN null ELSE cast(PctPos_resret#94199151 as float) END AS PctPos_resret#94199389, CASE WHEN ((TR_resret#94199152 = NA) OR (TR_resret#94199152 = null)) THEN null ELSE cast(TR_resret#94199152 as float) END AS TR_resret#94199391, CASE WHEN ((IR_resret#94199153 = NA) OR (IR_resret#94199153 = null)) THEN null ELSE cast(IR_resret#94199153 as float) END AS IR_resret#94199393, CASE WHEN ((annual_retnet#94199154 = NA) OR (annual_retnet#94199154 = null)) THEN null ELSE cast(annual_retnet#94199154 as float) END AS annual_retnet#94199394, CASE WHEN ((std_retnet#94199155 = NA) OR (std_retnet#94199155 = null)) THEN null ELSE cast(std_retnet#94199155 as float) END AS std_retnet#94199396, CASE WHEN ((Sharpe_retnet#94199156 = NA) OR (Sharpe_retnet#94199156 = null)) THEN null ELSE cast(Sharpe_retnet#94199156 as float) END AS Sharpe_retnet#94199398, CASE WHEN ((PctPos_retnet#94199157 = NA) OR (PctPos_retnet#94199157 = null)) THEN null ELSE cast(PctPos_retnet#94199157 as float) END AS PctPos_retnet#94199400, CASE WHEN ((TR_retnet#94199158 = NA) OR (TR_retnet#94199158 = null)) THEN null ELSE cast(TR_retnet#94199158 as float) END AS TR_retnet#94199402, CASE WHEN ((IR_retnet#94199159 = NA) OR (IR_retnet#94199159 = null)) THEN null ELSE cast(IR_retnet#94199159 as float) END AS IR_retnet#94199404, CASE WHEN ((turnover#94199160 = NA) OR (turnover#94199160 = null)) THEN null ELSE cast(turnover#94199160 as float) END AS turnover#94199406]
                           +- FileScan csv [year#94199136,retIC#94199137,resretIC#94199138,numcos#94199139,numdates#94199140,annual_bmret#94199141,annual_ret#94199142,std_ret#94199143,Sharpe_ret#94199144,PctPos_ret#94199145,TR_ret#94199146,IR_ret#94199147,annual_resret#94199148,std_resret#94199149,Sharpe_resret#94199150,PctPos_resret#94199151,TR_resret#94199152,IR_resret#94199153,annual_retnet#94199154,std_retnet#94199155,Sharpe_retnet#94199156,PctPos_retnet#94199157,TR_retnet#94199158,IR_retnet#94199159,turnover#94199160] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/sta..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<year:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string...
,None), [year#94199303 ASC NULLS FIRST]

(3) InMemoryTableScan
Output [2]: [turnover#94199406, year#94199303]
Arguments: [turnover#94199406, year#94199303], [isnotnull(turnover#94199406)]

(4) InMemoryRelation
Arguments: [year#94199303, retIC#94199304, resretIC#94199338, numcos#94199339, numdates#94199340, annual_bmret#94199341, annual_ret#94199375, std_ret#94199376, Sharpe_ret#94199377, PctPos_ret#94199378, TR_ret#94199379, IR_ret#94199380, annual_resret#94199382, std_resret#94199384, Sharpe_resret#94199386, PctPos_resret#94199389, TR_resret#94199391, IR_resret#94199393, annual_retnet#94199394, std_retnet#94199396, Sharpe_retnet#94199398, PctPos_retnet#94199400, TR_retnet#94199402, IR_retnet#94199404, turnover#94199406], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((year#94199136 = NA) OR (year#94199136 = null)) THEN null ELSE cast(year#94199136 as int) END AS year#94199303, CASE WHEN ((retIC#94199137 = NA) OR (retIC#94199137 = null)) THEN null ELSE cast(retIC#94199137 as float) END AS retIC#94199304, CASE WHEN ((resretIC#94199138 = NA) OR (resretIC#94199138 = null)) THEN null ELSE cast(resretIC#94199138 as float) END AS resretIC#94199338, CASE WHEN ((numcos#94199139 = NA) OR (numcos#94199139 = null)) THEN null ELSE cast(numcos#94199139 as float) END AS numcos#94199339, CASE WHEN ((numdates#94199140 = NA) OR (numdates#94199140 = null)) THEN null ELSE cast(numdates#94199140 as int) END AS numdates#94199340, CASE WHEN ((annual_bmret#94199141 = NA) OR (annual_bmret#94199141 = null)) THEN null ELSE cast(annual_bmret#94199141 as float) END AS annual_bmret#94199341, CASE WHEN ((annual_ret#94199142 = NA) OR (annual_ret#94199142 = null)) THEN null ELSE cast(annual_ret#94199142 as float) END AS annual_ret#94199375, CASE WHEN ((std_ret#94199143 = NA) OR (std_ret#94199143 = null)) THEN null ELSE cast(std_ret#94199143 as float) END AS std_ret#94199376, CASE WHEN ((Sharpe_ret#94199144 = NA) OR (Sharpe_ret#94199144 = null)) THEN null ELSE cast(Sharpe_ret#94199144 as float) END AS Sharpe_ret#94199377, CASE WHEN ((PctPos_ret#94199145 = NA) OR (PctPos_ret#94199145 = null)) THEN null ELSE cast(PctPos_ret#94199145 as float) END AS PctPos_ret#94199378, CASE WHEN ((TR_ret#94199146 = NA) OR (TR_ret#94199146 = null)) THEN null ELSE cast(TR_ret#94199146 as float) END AS TR_ret#94199379, CASE WHEN ((IR_ret#94199147 = NA) OR (IR_ret#94199147 = null)) THEN null ELSE cast(IR_ret#94199147 as float) END AS IR_ret#94199380, CASE WHEN ((annual_resret#94199148 = NA) OR (annual_resret#94199148 = null)) THEN null ELSE cast(annual_resret#94199148 as float) END AS annual_resret#94199382, CASE WHEN ((std_resret#94199149 = NA) OR (std_resret#94199149 = null)) THEN null ELSE cast(std_resret#94199149 as float) END AS std_resret#94199384, CASE WHEN ((Sharpe_resret#94199150 = NA) OR (Sharpe_resret#94199150 = null)) THEN null ELSE cast(Sharpe_resret#94199150 as float) END AS Sharpe_resret#94199386, CASE WHEN ((PctPos_resret#94199151 = NA) OR (PctPos_resret#94199151 = null)) THEN null ELSE cast(PctPos_resret#94199151 as float) END AS PctPos_resret#94199389, CASE WHEN ((TR_resret#94199152 = NA) OR (TR_resret#94199152 = null)) THEN null ELSE cast(TR_resret#94199152 as float) END AS TR_resret#94199391, CASE WHEN ((IR_resret#94199153 = NA) OR (IR_resret#94199153 = null)) THEN null ELSE cast(IR_resret#94199153 as float) END AS IR_resret#94199393, CASE WHEN ((annual_retnet#94199154 = NA) OR (annual_retnet#94199154 = null)) THEN null ELSE cast(annual_retnet#94199154 as float) END AS annual_retnet#94199394, CASE WHEN ((std_retnet#94199155 = NA) OR (std_retnet#94199155 = null)) THEN null ELSE cast(std_retnet#94199155 as float) END AS std_retnet#94199396, CASE WHEN ((Sharpe_retnet#94199156 = NA) OR (Sharpe_retnet#94199156 = null)) THEN null ELSE cast(Sharpe_retnet#94199156 as float) END AS Sharpe_retnet#94199398, CASE WHEN ((PctPos_retnet#94199157 = NA) OR (PctPos_retnet#94199157 = null)) THEN null ELSE cast(PctPos_retnet#94199157 as float) END AS PctPos_retnet#94199400, CASE WHEN ((TR_retnet#94199158 = NA) OR (TR_retnet#94199158 = null)) THEN null ELSE cast(TR_retnet#94199158 as float) END AS TR_retnet#94199402, CASE WHEN ((IR_retnet#94199159 = NA) OR (IR_retnet#94199159 = null)) THEN null ELSE cast(IR_retnet#94199159 as float) END AS IR_retnet#94199404, CASE WHEN ((turnover#94199160 = NA) OR (turnover#94199160 = null)) THEN null ELSE cast(turnover#94199160 as float) END AS turnover#94199406]
+- FileScan csv [year#94199136,retIC#94199137,resretIC#94199138,numcos#94199139,numdates#94199140,annual_bmret#94199141,annual_ret#94199142,std_ret#94199143,Sharpe_ret#94199144,PctPos_ret#94199145,TR_ret#94199146,IR_ret#94199147,annual_resret#94199148,std_resret#94199149,Sharpe_resret#94199150,PctPos_resret#94199151,TR_resret#94199152,IR_resret#94199153,annual_retnet#94199154,std_retnet#94199155,Sharpe_retnet#94199156,PctPos_retnet#94199157,TR_retnet#94199158,IR_retnet#94199159,turnover#94199160] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/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#94199136, retIC#94199137, resretIC#94199138, numcos#94199139, numdates#94199140, annual_bmret#94199141, annual_ret#94199142, std_ret#94199143, Sharpe_ret#94199144, PctPos_ret#94199145, TR_ret#94199146, IR_ret#94199147, annual_resret#94199148, std_resret#94199149, Sharpe_resret#94199150, PctPos_resret#94199151, TR_resret#94199152, IR_resret#94199153, annual_retnet#94199154, std_retnet#94199155, Sharpe_retnet#94199156, PctPos_retnet#94199157, TR_retnet#94199158, IR_retnet#94199159, turnover#94199160]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/yield/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#94199136 = NA) OR (year#94199136 = null)) THEN null ELSE cast(year#94199136 as int) END AS year#94199303, CASE WHEN ((retIC#94199137 = NA) OR (retIC#94199137 = null)) THEN null ELSE cast(retIC#94199137 as float) END AS retIC#94199304, CASE WHEN ((resretIC#94199138 = NA) OR (resretIC#94199138 = null)) THEN null ELSE cast(resretIC#94199138 as float) END AS resretIC#94199338, CASE WHEN ((numcos#94199139 = NA) OR (numcos#94199139 = null)) THEN null ELSE cast(numcos#94199139 as float) END AS numcos#94199339, CASE WHEN ((numdates#94199140 = NA) OR (numdates#94199140 = null)) THEN null ELSE cast(numdates#94199140 as int) END AS numdates#94199340, CASE WHEN ((annual_bmret#94199141 = NA) OR (annual_bmret#94199141 = null)) THEN null ELSE cast(annual_bmret#94199141 as float) END AS annual_bmret#94199341, CASE WHEN ((annual_ret#94199142 = NA) OR (annual_ret#94199142 = null)) THEN null ELSE cast(annual_ret#94199142 as float) END AS annual_ret#94199375, CASE WHEN ((std_ret#94199143 = NA) OR (std_ret#94199143 = null)) THEN null ELSE cast(std_ret#94199143 as float) END AS std_ret#94199376, CASE WHEN ((Sharpe_ret#94199144 = NA) OR (Sharpe_ret#94199144 = null)) THEN null ELSE cast(Sharpe_ret#94199144 as float) END AS Sharpe_ret#94199377, CASE WHEN ((PctPos_ret#94199145 = NA) OR (PctPos_ret#94199145 = null)) THEN null ELSE cast(PctPos_ret#94199145 as float) END AS PctPos_ret#94199378, CASE WHEN ((TR_ret#94199146 = NA) OR (TR_ret#94199146 = null)) THEN null ELSE cast(TR_ret#94199146 as float) END AS TR_ret#94199379, CASE WHEN ((IR_ret#94199147 = NA) OR (IR_ret#94199147 = null)) THEN null ELSE cast(IR_ret#94199147 as float) END AS IR_ret#94199380, CASE WHEN ((annual_resret#94199148 = NA) OR (annual_resret#94199148 = null)) THEN null ELSE cast(annual_resret#94199148 as float) END AS annual_resret#94199382, CASE WHEN ((std_resret#94199149 = NA) OR (std_resret#94199149 = null)) THEN null ELSE cast(std_resret#94199149 as float) END AS std_resret#94199384, CASE WHEN ((Sharpe_resret#94199150 = NA) OR (Sharpe_resret#94199150 = null)) THEN null ELSE cast(Sharpe_resret#94199150 as float) END AS Sharpe_resret#94199386, CASE WHEN ((PctPos_resret#94199151 = NA) OR (PctPos_resret#94199151 = null)) THEN null ELSE cast(PctPos_resret#94199151 as float) END AS PctPos_resret#94199389, CASE WHEN ((TR_resret#94199152 = NA) OR (TR_resret#94199152 = null)) THEN null ELSE cast(TR_resret#94199152 as float) END AS TR_resret#94199391, CASE WHEN ((IR_resret#94199153 = NA) OR (IR_resret#94199153 = null)) THEN null ELSE cast(IR_resret#94199153 as float) END AS IR_resret#94199393, CASE WHEN ((annual_retnet#94199154 = NA) OR (annual_retnet#94199154 = null)) THEN null ELSE cast(annual_retnet#94199154 as float) END AS annual_retnet#94199394, CASE WHEN ((std_retnet#94199155 = NA) OR (std_retnet#94199155 = null)) THEN null ELSE cast(std_retnet#94199155 as float) END AS std_retnet#94199396, CASE WHEN ((Sharpe_retnet#94199156 = NA) OR (Sharpe_retnet#94199156 = null)) THEN null ELSE cast(Sharpe_retnet#94199156 as float) END AS Sharpe_retnet#94199398, CASE WHEN ((PctPos_retnet#94199157 = NA) OR (PctPos_retnet#94199157 = null)) THEN null ELSE cast(PctPos_retnet#94199157 as float) END AS PctPos_retnet#94199400, CASE WHEN ((TR_retnet#94199158 = NA) OR (TR_retnet#94199158 = null)) THEN null ELSE cast(TR_retnet#94199158 as float) END AS TR_retnet#94199402, CASE WHEN ((IR_retnet#94199159 = NA) OR (IR_retnet#94199159 = null)) THEN null ELSE cast(IR_retnet#94199159 as float) END AS IR_retnet#94199404, CASE WHEN ((turnover#94199160 = NA) OR (turnover#94199160 = null)) THEN null ELSE cast(turnover#94199160 as float) END AS turnover#94199406]
Input [25]: [year#94199136, retIC#94199137, resretIC#94199138, numcos#94199139, numdates#94199140, annual_bmret#94199141, annual_ret#94199142, std_ret#94199143, Sharpe_ret#94199144, PctPos_ret#94199145, TR_ret#94199146, IR_ret#94199147, annual_resret#94199148, std_resret#94199149, Sharpe_resret#94199150, PctPos_resret#94199151, TR_resret#94199152, IR_resret#94199153, annual_retnet#94199154, std_retnet#94199155, Sharpe_retnet#94199156, PctPos_retnet#94199157, TR_retnet#94199158, IR_retnet#94199159, turnover#94199160]

(7) ColumnarToRow [codegen id : 1]
Input [2]: [turnover#94199406, year#94199303]

(8) Filter [codegen id : 1]
Input [2]: [turnover#94199406, year#94199303]
Condition : isnotnull(turnover#94199406)

(9) Project [codegen id : 1]
Output [3]: [year#94199303, turnover#94199406, (1.0 / cast(turnover#94199406 as double)) AS days_hold#94199452]
Input [2]: [turnover#94199406, year#94199303]

(10) Exchange
Input [3]: [year#94199303, turnover#94199406, days_hold#94199452]
Arguments: rangepartitioning(year#94199303 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7520875]

(11) Sort [codegen id : 2]
Input [3]: [year#94199303, turnover#94199406, days_hold#94199452]
Arguments: [year#94199303 ASC NULLS FIRST], true, 0

(12) ColumnarToRow [codegen id : 1]
Input [3]: [year#94199303, turnover#94199406, days_hold#94199452]

(13) CollectLimit
Input [3]: [year#94199303, turnover#94199406, days_hold#94199452]
Arguments: 1000000