== Physical Plan ==
CollectLimit (21)
+- InMemoryTableScan (1)
+- InMemoryRelation (2)
+- * Project (20)
+- * Sort (19)
+- Exchange (18)
+- * Project (17)
+- * BroadcastHashJoin Inner BuildLeft (16)
:- BroadcastExchange (9)
: +- * Filter (8)
: +- * ColumnarToRow (7)
: +- InMemoryTableScan (3)
: +- InMemoryRelation (4)
: +- * Project (6)
: +- Scan csv (5)
+- * Project (15)
+- * Filter (14)
+- InMemoryTableScan (10)
+- InMemoryRelation (11)
+- * Project (13)
+- Scan csv (12)
(1) InMemoryTableScan
Output [3]: [cap#94285281, turnover#94282853, days_hold#94285315]
Arguments: [cap#94285281, turnover#94282853, days_hold#94285315]
(2) InMemoryRelation
Arguments: [cap#94285281, turnover#94282853, days_hold#94285315], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Project [cap#94285281, turnover#94282853, (1.0 / cast(turnover#94282853 as double)) AS days_hold#94285315]
+- *(3) Sort [cap_sort#94285192 ASC NULLS FIRST], true, 0
+- Exchange rangepartitioning(cap_sort#94285192 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7527963]
+- *(2) Project [turnover#94282853, cap_description#94285191 AS cap#94285281, cap_sort#94285192]
+- *(2) BroadcastHashJoin [knownfloatingpointnormalized(normalizenanandzero(cap#94282654))], [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94160394 as float)))], Inner, BuildLeft, false
:- BroadcastExchange HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7527955]
: +- *(1) Filter isnotnull(cap#94282654)
: +- *(1) ColumnarToRow
: +- InMemoryTableScan [cap#94282654, turnover#94282853], [isnotnull(cap#94282654)]
: +- InMemoryRelation [cap#94282654, retIC#94282658, resretIC#94282659, numcos#94282663, numdates#94282669, annual_bmret#94282673, annual_ret#94282676, std_ret#94282681, Sharpe_ret#94282684, PctPos_ret#94282709, TR_ret#94282773, IR_ret#94282775, annual_resret#94282777, std_resret#94282790, Sharpe_resret#94282792, PctPos_resret#94282806, TR_resret#94282820, IR_resret#94282822, annual_retnet#94282823, std_retnet#94282836, Sharpe_retnet#94282837, PctPos_retnet#94282838, TR_retnet#94282851, IR_retnet#94282852, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((cap#94282446 = NA) OR (cap#94282446 = null)) THEN null ELSE cast(cap#94282446 as float) END AS cap#94282654, CASE WHEN ((retIC#94282447 = NA) OR (retIC#94282447 = null)) THEN null ELSE cast(retIC#94282447 as float) END AS retIC#94282658, CASE WHEN ((resretIC#94282448 = NA) OR (resretIC#94282448 = null)) THEN null ELSE cast(resretIC#94282448 as float) END AS resretIC#94282659, CASE WHEN ((numcos#94282449 = NA) OR (numcos#94282449 = null)) THEN null ELSE cast(numcos#94282449 as float) END AS numcos#94282663, CASE WHEN ((numdates#94282450 = NA) OR (numdates#94282450 = null)) THEN null ELSE cast(numdates#94282450 as int) END AS numdates#94282669, CASE WHEN ((annual_bmret#94282451 = NA) OR (annual_bmret#94282451 = null)) THEN null ELSE cast(annual_bmret#94282451 as float) END AS annual_bmret#94282673, CASE WHEN ((annual_ret#94282452 = NA) OR (annual_ret#94282452 = null)) THEN null ELSE cast(annual_ret#94282452 as float) END AS annual_ret#94282676, CASE WHEN ((std_ret#94282453 = NA) OR (std_ret#94282453 = null)) THEN null ELSE cast(std_ret#94282453 as float) END AS std_ret#94282681, CASE WHEN ((Sharpe_ret#94282454 = NA) OR (Sharpe_ret#94282454 = null)) THEN null ELSE cast(Sharpe_ret#94282454 as float) END AS Sharpe_ret#94282684, CASE WHEN ((PctPos_ret#94282455 = NA) OR (PctPos_ret#94282455 = null)) THEN null ELSE cast(PctPos_ret#94282455 as float) END AS PctPos_ret#94282709, CASE WHEN ((TR_ret#94282456 = NA) OR (TR_ret#94282456 = null)) THEN null ELSE cast(TR_ret#94282456 as float) END AS TR_ret#94282773, CASE WHEN ((IR_ret#94282457 = NA) OR (IR_ret#94282457 = null)) THEN null ELSE cast(IR_ret#94282457 as float) END AS IR_ret#94282775, CASE WHEN ((annual_resret#94282458 = NA) OR (annual_resret#94282458 = null)) THEN null ELSE cast(annual_resret#94282458 as float) END AS annual_resret#94282777, CASE WHEN ((std_resret#94282459 = NA) OR (std_resret#94282459 = null)) THEN null ELSE cast(std_resret#94282459 as float) END AS std_resret#94282790, CASE WHEN ((Sharpe_resret#94282460 = NA) OR (Sharpe_resret#94282460 = null)) THEN null ELSE cast(Sharpe_resret#94282460 as float) END AS Sharpe_resret#94282792, CASE WHEN ((PctPos_resret#94282461 = NA) OR (PctPos_resret#94282461 = null)) THEN null ELSE cast(PctPos_resret#94282461 as float) END AS PctPos_resret#94282806, CASE WHEN ((TR_resret#94282462 = NA) OR (TR_resret#94282462 = null)) THEN null ELSE cast(TR_resret#94282462 as float) END AS TR_resret#94282820, CASE WHEN ((IR_resret#94282463 = NA) OR (IR_resret#94282463 = null)) THEN null ELSE cast(IR_resret#94282463 as float) END AS IR_resret#94282822, CASE WHEN ((annual_retnet#94282464 = NA) OR (annual_retnet#94282464 = null)) THEN null ELSE cast(annual_retnet#94282464 as float) END AS annual_retnet#94282823, CASE WHEN ((std_retnet#94282465 = NA) OR (std_retnet#94282465 = null)) THEN null ELSE cast(std_retnet#94282465 as float) END AS std_retnet#94282836, CASE WHEN ((Sharpe_retnet#94282466 = NA) OR (Sharpe_retnet#94282466 = null)) THEN null ELSE cast(Sharpe_retnet#94282466 as float) END AS Sharpe_retnet#94282837, CASE WHEN ((PctPos_retnet#94282467 = NA) OR (PctPos_retnet#94282467 = null)) THEN null ELSE cast(PctPos_retnet#94282467 as float) END AS PctPos_retnet#94282838, CASE WHEN ((TR_retnet#94282468 = NA) OR (TR_retnet#94282468 = null)) THEN null ELSE cast(TR_retnet#94282468 as float) END AS TR_retnet#94282851, CASE WHEN ((IR_retnet#94282469 = NA) OR (IR_retnet#94282469 = null)) THEN null ELSE cast(IR_retnet#94282469 as float) END AS IR_retnet#94282852, ... 2 more fields]
: +- FileScan csv [cap#94282446,retIC#94282447,resretIC#94282448,numcos#94282449,numdates#94282450,annual_bmret#94282451,annual_ret#94282452,std_ret#94282453,Sharpe_ret#94282454,PctPos_ret#94282455,TR_ret#94282456,IR_ret#94282457,annual_resret#94282458,std_resret#94282459,Sharpe_resret#94282460,PctPos_resret#94282461,TR_resret#94282462,IR_resret#94282463,annual_retnet#94282464,std_retnet#94282465,Sharpe_retnet#94282466,PctPos_retnet#94282467,TR_retnet#94282468,IR_retnet#94282469,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/eps_truebeat/surprise_..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
+- *(2) Project [cap#94160394, description#94160396 AS cap_description#94285191, sort#94160395 AS cap_sort#94285192]
+- *(2) Filter isnotnull(cap#94160394)
+- InMemoryTableScan [cap#94160394, description#94160396, sort#94160395], [isnotnull(cap#94160394)]
+- InMemoryRelation [cap#94160394, sort#94160395, description#94160396, universe#94160397], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((cap#94160377 = NA) OR (cap#94160377 = null)) THEN null ELSE cast(cap#94160377 as int) END AS cap#94160394, CASE WHEN (sort#94160378 = null) THEN null ELSE sort#94160378 END AS sort#94160395, CASE WHEN (description#94160379 = null) THEN null ELSE description#94160379 END AS description#94160396, CASE WHEN ((universe#94160380 = NA) OR (universe#94160380 = null)) THEN null ELSE cast(universe#94160380 as int) END AS universe#94160397]
+- FileScan csv [cap#94160377,sort#94160378,description#94160379,universe#94160380] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/curate/curate_cap.csv], PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,sort:string,description:string,universe:string>
,None), [cap_sort#94285192 ASC NULLS FIRST]
(3) InMemoryTableScan
Output [2]: [cap#94282654, turnover#94282853]
Arguments: [cap#94282654, turnover#94282853], [isnotnull(cap#94282654)]
(4) InMemoryRelation
Arguments: [cap#94282654, retIC#94282658, resretIC#94282659, numcos#94282663, numdates#94282669, annual_bmret#94282673, annual_ret#94282676, std_ret#94282681, Sharpe_ret#94282684, PctPos_ret#94282709, TR_ret#94282773, IR_ret#94282775, annual_resret#94282777, std_resret#94282790, Sharpe_resret#94282792, PctPos_resret#94282806, TR_resret#94282820, IR_resret#94282822, annual_retnet#94282823, std_retnet#94282836, Sharpe_retnet#94282837, PctPos_retnet#94282838, TR_retnet#94282851, IR_retnet#94282852, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94282446 = NA) OR (cap#94282446 = null)) THEN null ELSE cast(cap#94282446 as float) END AS cap#94282654, CASE WHEN ((retIC#94282447 = NA) OR (retIC#94282447 = null)) THEN null ELSE cast(retIC#94282447 as float) END AS retIC#94282658, CASE WHEN ((resretIC#94282448 = NA) OR (resretIC#94282448 = null)) THEN null ELSE cast(resretIC#94282448 as float) END AS resretIC#94282659, CASE WHEN ((numcos#94282449 = NA) OR (numcos#94282449 = null)) THEN null ELSE cast(numcos#94282449 as float) END AS numcos#94282663, CASE WHEN ((numdates#94282450 = NA) OR (numdates#94282450 = null)) THEN null ELSE cast(numdates#94282450 as int) END AS numdates#94282669, CASE WHEN ((annual_bmret#94282451 = NA) OR (annual_bmret#94282451 = null)) THEN null ELSE cast(annual_bmret#94282451 as float) END AS annual_bmret#94282673, CASE WHEN ((annual_ret#94282452 = NA) OR (annual_ret#94282452 = null)) THEN null ELSE cast(annual_ret#94282452 as float) END AS annual_ret#94282676, CASE WHEN ((std_ret#94282453 = NA) OR (std_ret#94282453 = null)) THEN null ELSE cast(std_ret#94282453 as float) END AS std_ret#94282681, CASE WHEN ((Sharpe_ret#94282454 = NA) OR (Sharpe_ret#94282454 = null)) THEN null ELSE cast(Sharpe_ret#94282454 as float) END AS Sharpe_ret#94282684, CASE WHEN ((PctPos_ret#94282455 = NA) OR (PctPos_ret#94282455 = null)) THEN null ELSE cast(PctPos_ret#94282455 as float) END AS PctPos_ret#94282709, CASE WHEN ((TR_ret#94282456 = NA) OR (TR_ret#94282456 = null)) THEN null ELSE cast(TR_ret#94282456 as float) END AS TR_ret#94282773, CASE WHEN ((IR_ret#94282457 = NA) OR (IR_ret#94282457 = null)) THEN null ELSE cast(IR_ret#94282457 as float) END AS IR_ret#94282775, CASE WHEN ((annual_resret#94282458 = NA) OR (annual_resret#94282458 = null)) THEN null ELSE cast(annual_resret#94282458 as float) END AS annual_resret#94282777, CASE WHEN ((std_resret#94282459 = NA) OR (std_resret#94282459 = null)) THEN null ELSE cast(std_resret#94282459 as float) END AS std_resret#94282790, CASE WHEN ((Sharpe_resret#94282460 = NA) OR (Sharpe_resret#94282460 = null)) THEN null ELSE cast(Sharpe_resret#94282460 as float) END AS Sharpe_resret#94282792, CASE WHEN ((PctPos_resret#94282461 = NA) OR (PctPos_resret#94282461 = null)) THEN null ELSE cast(PctPos_resret#94282461 as float) END AS PctPos_resret#94282806, CASE WHEN ((TR_resret#94282462 = NA) OR (TR_resret#94282462 = null)) THEN null ELSE cast(TR_resret#94282462 as float) END AS TR_resret#94282820, CASE WHEN ((IR_resret#94282463 = NA) OR (IR_resret#94282463 = null)) THEN null ELSE cast(IR_resret#94282463 as float) END AS IR_resret#94282822, CASE WHEN ((annual_retnet#94282464 = NA) OR (annual_retnet#94282464 = null)) THEN null ELSE cast(annual_retnet#94282464 as float) END AS annual_retnet#94282823, CASE WHEN ((std_retnet#94282465 = NA) OR (std_retnet#94282465 = null)) THEN null ELSE cast(std_retnet#94282465 as float) END AS std_retnet#94282836, CASE WHEN ((Sharpe_retnet#94282466 = NA) OR (Sharpe_retnet#94282466 = null)) THEN null ELSE cast(Sharpe_retnet#94282466 as float) END AS Sharpe_retnet#94282837, CASE WHEN ((PctPos_retnet#94282467 = NA) OR (PctPos_retnet#94282467 = null)) THEN null ELSE cast(PctPos_retnet#94282467 as float) END AS PctPos_retnet#94282838, CASE WHEN ((TR_retnet#94282468 = NA) OR (TR_retnet#94282468 = null)) THEN null ELSE cast(TR_retnet#94282468 as float) END AS TR_retnet#94282851, CASE WHEN ((IR_retnet#94282469 = NA) OR (IR_retnet#94282469 = null)) THEN null ELSE cast(IR_retnet#94282469 as float) END AS IR_retnet#94282852, ... 2 more fields]
+- FileScan csv [cap#94282446,retIC#94282447,resretIC#94282448,numcos#94282449,numdates#94282450,annual_bmret#94282451,annual_ret#94282452,std_ret#94282453,Sharpe_ret#94282454,PctPos_ret#94282455,TR_ret#94282456,IR_ret#94282457,annual_resret#94282458,std_resret#94282459,Sharpe_resret#94282460,PctPos_resret#94282461,TR_resret#94282462,IR_resret#94282463,annual_retnet#94282464,std_retnet#94282465,Sharpe_retnet#94282466,PctPos_retnet#94282467,TR_retnet#94282468,IR_retnet#94282469,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/eps_truebeat/surprise_..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(5) Scan csv
Output [26]: [cap#94282446, retIC#94282447, resretIC#94282448, numcos#94282449, numdates#94282450, annual_bmret#94282451, annual_ret#94282452, std_ret#94282453, Sharpe_ret#94282454, PctPos_ret#94282455, TR_ret#94282456, IR_ret#94282457, annual_resret#94282458, std_resret#94282459, Sharpe_resret#94282460, PctPos_resret#94282461, TR_resret#94282462, IR_resret#94282463, annual_retnet#94282464, std_retnet#94282465, Sharpe_retnet#94282466, PctPos_retnet#94282467, TR_retnet#94282468, IR_retnet#94282469, turnover#94282470, coverage#94282471]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/eps_truebeat/surprise_prediction_eps_trunc/stats_cap.csv]
ReadSchema: struct<cap: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,coverage:string>
(6) Project [codegen id : 1]
Output [26]: [CASE WHEN ((cap#94282446 = NA) OR (cap#94282446 = null)) THEN null ELSE cast(cap#94282446 as float) END AS cap#94282654, CASE WHEN ((retIC#94282447 = NA) OR (retIC#94282447 = null)) THEN null ELSE cast(retIC#94282447 as float) END AS retIC#94282658, CASE WHEN ((resretIC#94282448 = NA) OR (resretIC#94282448 = null)) THEN null ELSE cast(resretIC#94282448 as float) END AS resretIC#94282659, CASE WHEN ((numcos#94282449 = NA) OR (numcos#94282449 = null)) THEN null ELSE cast(numcos#94282449 as float) END AS numcos#94282663, CASE WHEN ((numdates#94282450 = NA) OR (numdates#94282450 = null)) THEN null ELSE cast(numdates#94282450 as int) END AS numdates#94282669, CASE WHEN ((annual_bmret#94282451 = NA) OR (annual_bmret#94282451 = null)) THEN null ELSE cast(annual_bmret#94282451 as float) END AS annual_bmret#94282673, CASE WHEN ((annual_ret#94282452 = NA) OR (annual_ret#94282452 = null)) THEN null ELSE cast(annual_ret#94282452 as float) END AS annual_ret#94282676, CASE WHEN ((std_ret#94282453 = NA) OR (std_ret#94282453 = null)) THEN null ELSE cast(std_ret#94282453 as float) END AS std_ret#94282681, CASE WHEN ((Sharpe_ret#94282454 = NA) OR (Sharpe_ret#94282454 = null)) THEN null ELSE cast(Sharpe_ret#94282454 as float) END AS Sharpe_ret#94282684, CASE WHEN ((PctPos_ret#94282455 = NA) OR (PctPos_ret#94282455 = null)) THEN null ELSE cast(PctPos_ret#94282455 as float) END AS PctPos_ret#94282709, CASE WHEN ((TR_ret#94282456 = NA) OR (TR_ret#94282456 = null)) THEN null ELSE cast(TR_ret#94282456 as float) END AS TR_ret#94282773, CASE WHEN ((IR_ret#94282457 = NA) OR (IR_ret#94282457 = null)) THEN null ELSE cast(IR_ret#94282457 as float) END AS IR_ret#94282775, CASE WHEN ((annual_resret#94282458 = NA) OR (annual_resret#94282458 = null)) THEN null ELSE cast(annual_resret#94282458 as float) END AS annual_resret#94282777, CASE WHEN ((std_resret#94282459 = NA) OR (std_resret#94282459 = null)) THEN null ELSE cast(std_resret#94282459 as float) END AS std_resret#94282790, CASE WHEN ((Sharpe_resret#94282460 = NA) OR (Sharpe_resret#94282460 = null)) THEN null ELSE cast(Sharpe_resret#94282460 as float) END AS Sharpe_resret#94282792, CASE WHEN ((PctPos_resret#94282461 = NA) OR (PctPos_resret#94282461 = null)) THEN null ELSE cast(PctPos_resret#94282461 as float) END AS PctPos_resret#94282806, CASE WHEN ((TR_resret#94282462 = NA) OR (TR_resret#94282462 = null)) THEN null ELSE cast(TR_resret#94282462 as float) END AS TR_resret#94282820, CASE WHEN ((IR_resret#94282463 = NA) OR (IR_resret#94282463 = null)) THEN null ELSE cast(IR_resret#94282463 as float) END AS IR_resret#94282822, CASE WHEN ((annual_retnet#94282464 = NA) OR (annual_retnet#94282464 = null)) THEN null ELSE cast(annual_retnet#94282464 as float) END AS annual_retnet#94282823, CASE WHEN ((std_retnet#94282465 = NA) OR (std_retnet#94282465 = null)) THEN null ELSE cast(std_retnet#94282465 as float) END AS std_retnet#94282836, CASE WHEN ((Sharpe_retnet#94282466 = NA) OR (Sharpe_retnet#94282466 = null)) THEN null ELSE cast(Sharpe_retnet#94282466 as float) END AS Sharpe_retnet#94282837, CASE WHEN ((PctPos_retnet#94282467 = NA) OR (PctPos_retnet#94282467 = null)) THEN null ELSE cast(PctPos_retnet#94282467 as float) END AS PctPos_retnet#94282838, CASE WHEN ((TR_retnet#94282468 = NA) OR (TR_retnet#94282468 = null)) THEN null ELSE cast(TR_retnet#94282468 as float) END AS TR_retnet#94282851, CASE WHEN ((IR_retnet#94282469 = NA) OR (IR_retnet#94282469 = null)) THEN null ELSE cast(IR_retnet#94282469 as float) END AS IR_retnet#94282852, CASE WHEN ((turnover#94282470 = NA) OR (turnover#94282470 = null)) THEN null ELSE cast(turnover#94282470 as float) END AS turnover#94282853, CASE WHEN ((coverage#94282471 = NA) OR (coverage#94282471 = null)) THEN null ELSE cast(coverage#94282471 as float) END AS coverage#94282921]
Input [26]: [cap#94282446, retIC#94282447, resretIC#94282448, numcos#94282449, numdates#94282450, annual_bmret#94282451, annual_ret#94282452, std_ret#94282453, Sharpe_ret#94282454, PctPos_ret#94282455, TR_ret#94282456, IR_ret#94282457, annual_resret#94282458, std_resret#94282459, Sharpe_resret#94282460, PctPos_resret#94282461, TR_resret#94282462, IR_resret#94282463, annual_retnet#94282464, std_retnet#94282465, Sharpe_retnet#94282466, PctPos_retnet#94282467, TR_retnet#94282468, IR_retnet#94282469, turnover#94282470, coverage#94282471]
(7) ColumnarToRow [codegen id : 1]
Input [2]: [cap#94282654, turnover#94282853]
(8) Filter [codegen id : 1]
Input [2]: [cap#94282654, turnover#94282853]
Condition : isnotnull(cap#94282654)
(9) BroadcastExchange
Input [2]: [cap#94282654, turnover#94282853]
Arguments: HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7527955]
(10) InMemoryTableScan
Output [3]: [cap#94160394, description#94160396, sort#94160395]
Arguments: [cap#94160394, description#94160396, sort#94160395], [isnotnull(cap#94160394)]
(11) InMemoryRelation
Arguments: [cap#94160394, sort#94160395, description#94160396, universe#94160397], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94160377 = NA) OR (cap#94160377 = null)) THEN null ELSE cast(cap#94160377 as int) END AS cap#94160394, CASE WHEN (sort#94160378 = null) THEN null ELSE sort#94160378 END AS sort#94160395, CASE WHEN (description#94160379 = null) THEN null ELSE description#94160379 END AS description#94160396, CASE WHEN ((universe#94160380 = NA) OR (universe#94160380 = null)) THEN null ELSE cast(universe#94160380 as int) END AS universe#94160397]
+- FileScan csv [cap#94160377,sort#94160378,description#94160379,universe#94160380] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/curate/curate_cap.csv], PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,sort:string,description:string,universe:string>
,None)
(12) Scan csv
Output [4]: [cap#94160377, sort#94160378, description#94160379, universe#94160380]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/curate/curate_cap.csv]
ReadSchema: struct<cap:string,sort:string,description:string,universe:string>
(13) Project [codegen id : 1]
Output [4]: [CASE WHEN ((cap#94160377 = NA) OR (cap#94160377 = null)) THEN null ELSE cast(cap#94160377 as int) END AS cap#94160394, CASE WHEN (sort#94160378 = null) THEN null ELSE sort#94160378 END AS sort#94160395, CASE WHEN (description#94160379 = null) THEN null ELSE description#94160379 END AS description#94160396, CASE WHEN ((universe#94160380 = NA) OR (universe#94160380 = null)) THEN null ELSE cast(universe#94160380 as int) END AS universe#94160397]
Input [4]: [cap#94160377, sort#94160378, description#94160379, universe#94160380]
(14) Filter
Input [3]: [cap#94160394, description#94160396, sort#94160395]
Condition : isnotnull(cap#94160394)
(15) Project
Output [3]: [cap#94160394, description#94160396 AS cap_description#94285191, sort#94160395 AS cap_sort#94285192]
Input [3]: [cap#94160394, description#94160396, sort#94160395]
(16) BroadcastHashJoin [codegen id : 2]
Left keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cap#94282654))]
Right keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94160394 as float)))]
Join condition: None
(17) Project [codegen id : 2]
Output [3]: [turnover#94282853, cap_description#94285191 AS cap#94285281, cap_sort#94285192]
Input [5]: [cap#94282654, turnover#94282853, cap#94160394, cap_description#94285191, cap_sort#94285192]
(18) Exchange
Input [3]: [turnover#94282853, cap#94285281, cap_sort#94285192]
Arguments: rangepartitioning(cap_sort#94285192 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7527963]
(19) Sort [codegen id : 3]
Input [3]: [turnover#94282853, cap#94285281, cap_sort#94285192]
Arguments: [cap_sort#94285192 ASC NULLS FIRST], true, 0
(20) Project [codegen id : 3]
Output [3]: [cap#94285281, turnover#94282853, (1.0 / cast(turnover#94282853 as double)) AS days_hold#94285315]
Input [3]: [turnover#94282853, cap#94285281, cap_sort#94285192]
(21) CollectLimit
Input [3]: [cap#94285281, turnover#94282853, days_hold#94285315]
Arguments: 10000