== 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#94163357, turnover#94159868, days_hold#94163385] Arguments: [cap#94163357, turnover#94159868, days_hold#94163385] (2) InMemoryRelation Arguments: [cap#94163357, turnover#94159868, days_hold#94163385], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(3) Project [cap#94163357, turnover#94159868, (1.0 / cast(turnover#94159868 as double)) AS days_hold#94163385] +- *(3) Sort [cap_sort#94163262 ASC NULLS FIRST], true, 0 +- Exchange rangepartitioning(cap_sort#94163262 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7518013] +- *(2) Project [turnover#94159868, cap_description#94163261 AS cap#94163357, cap_sort#94163262] +- *(2) BroadcastHashJoin [knownfloatingpointnormalized(normalizenanandzero(cap#94159692))], [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94160394 as float)))], Inner, BuildLeft, false :- BroadcastExchange HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7518005] : +- *(1) Filter isnotnull(cap#94159692) : +- *(1) ColumnarToRow : +- InMemoryTableScan [cap#94159692, turnover#94159868], [isnotnull(cap#94159692)] : +- InMemoryRelation [cap#94159692, retIC#94159695, resretIC#94159759, numcos#94159761, numdates#94159775, annual_bmret#94159776, annual_ret#94159777, std_ret#94159778, Sharpe_ret#94159779, PctPos_ret#94159780, TR_ret#94159781, IR_ret#94159782, annual_resret#94159783, std_resret#94159784, Sharpe_resret#94159785, PctPos_resret#94159786, TR_resret#94159787, IR_resret#94159846, annual_retnet#94159849, std_retnet#94159853, Sharpe_retnet#94159856, PctPos_retnet#94159858, TR_retnet#94159861, IR_retnet#94159864, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas) : +- *(1) Project [CASE WHEN ((cap#94159542 = NA) OR (cap#94159542 = null)) THEN null ELSE cast(cap#94159542 as float) END AS cap#94159692, CASE WHEN ((retIC#94159543 = NA) OR (retIC#94159543 = null)) THEN null ELSE cast(retIC#94159543 as float) END AS retIC#94159695, CASE WHEN ((resretIC#94159544 = NA) OR (resretIC#94159544 = null)) THEN null ELSE cast(resretIC#94159544 as float) END AS resretIC#94159759, CASE WHEN ((numcos#94159545 = NA) OR (numcos#94159545 = null)) THEN null ELSE cast(numcos#94159545 as float) END AS numcos#94159761, CASE WHEN ((numdates#94159546 = NA) OR (numdates#94159546 = null)) THEN null ELSE cast(numdates#94159546 as int) END AS numdates#94159775, CASE WHEN ((annual_bmret#94159547 = NA) OR (annual_bmret#94159547 = null)) THEN null ELSE cast(annual_bmret#94159547 as float) END AS annual_bmret#94159776, CASE WHEN ((annual_ret#94159548 = NA) OR (annual_ret#94159548 = null)) THEN null ELSE cast(annual_ret#94159548 as float) END AS annual_ret#94159777, CASE WHEN ((std_ret#94159549 = NA) OR (std_ret#94159549 = null)) THEN null ELSE cast(std_ret#94159549 as float) END AS std_ret#94159778, CASE WHEN ((Sharpe_ret#94159550 = NA) OR (Sharpe_ret#94159550 = null)) THEN null ELSE cast(Sharpe_ret#94159550 as float) END AS Sharpe_ret#94159779, CASE WHEN ((PctPos_ret#94159551 = NA) OR (PctPos_ret#94159551 = null)) THEN null ELSE cast(PctPos_ret#94159551 as float) END AS PctPos_ret#94159780, CASE WHEN ((TR_ret#94159552 = NA) OR (TR_ret#94159552 = null)) THEN null ELSE cast(TR_ret#94159552 as float) END AS TR_ret#94159781, CASE WHEN ((IR_ret#94159553 = NA) OR (IR_ret#94159553 = null)) THEN null ELSE cast(IR_ret#94159553 as float) END AS IR_ret#94159782, CASE WHEN ((annual_resret#94159554 = NA) OR (annual_resret#94159554 = null)) THEN null ELSE cast(annual_resret#94159554 as float) END AS annual_resret#94159783, CASE WHEN ((std_resret#94159555 = NA) OR (std_resret#94159555 = null)) THEN null ELSE cast(std_resret#94159555 as float) END AS std_resret#94159784, CASE WHEN ((Sharpe_resret#94159556 = NA) OR (Sharpe_resret#94159556 = null)) THEN null ELSE cast(Sharpe_resret#94159556 as float) END AS Sharpe_resret#94159785, CASE WHEN ((PctPos_resret#94159557 = NA) OR (PctPos_resret#94159557 = null)) THEN null ELSE cast(PctPos_resret#94159557 as float) END AS PctPos_resret#94159786, CASE WHEN ((TR_resret#94159558 = NA) OR (TR_resret#94159558 = null)) THEN null ELSE cast(TR_resret#94159558 as float) END AS TR_resret#94159787, CASE WHEN ((IR_resret#94159559 = NA) OR (IR_resret#94159559 = null)) THEN null ELSE cast(IR_resret#94159559 as float) END AS IR_resret#94159846, CASE WHEN ((annual_retnet#94159560 = NA) OR (annual_retnet#94159560 = null)) THEN null ELSE cast(annual_retnet#94159560 as float) END AS annual_retnet#94159849, CASE WHEN ((std_retnet#94159561 = NA) OR (std_retnet#94159561 = null)) THEN null ELSE cast(std_retnet#94159561 as float) END AS std_retnet#94159853, CASE WHEN ((Sharpe_retnet#94159562 = NA) OR (Sharpe_retnet#94159562 = null)) THEN null ELSE cast(Sharpe_retnet#94159562 as float) END AS Sharpe_retnet#94159856, CASE WHEN ((PctPos_retnet#94159563 = NA) OR (PctPos_retnet#94159563 = null)) THEN null ELSE cast(PctPos_retnet#94159563 as float) END AS PctPos_retnet#94159858, CASE WHEN ((TR_retnet#94159564 = NA) OR (TR_retnet#94159564 = null)) THEN null ELSE cast(TR_retnet#94159564 as float) END AS TR_retnet#94159861, CASE WHEN ((IR_retnet#94159565 = NA) OR (IR_retnet#94159565 = null)) THEN null ELSE cast(IR_retnet#94159565 as float) END AS IR_retnet#94159864, ... 2 more fields] : +- FileScan csv [cap#94159542,retIC#94159543,resretIC#94159544,numcos#94159545,numdates#94159546,annual_bmret#94159547,annual_ret#94159548,std_ret#94159549,Sharpe_ret#94159550,PctPos_ret#94159551,TR_ret#94159552,IR_ret#94159553,annual_resret#94159554,std_resret#94159555,Sharpe_resret#94159556,PctPos_resret#94159557,TR_resret#94159558,IR_resret#94159559,annual_retnet#94159560,std_retnet#94159561,Sharpe_retnet#94159562,PctPos_retnet#94159563,TR_retnet#94159564,IR_retnet#94159565,... 2 more fields] 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<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,... +- *(2) Project [cap#94160394, description#94160396 AS cap_description#94163261, sort#94160395 AS cap_sort#94163262] +- *(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#94163262 ASC NULLS FIRST] (3) InMemoryTableScan Output [2]: [cap#94159692, turnover#94159868] Arguments: [cap#94159692, turnover#94159868], [isnotnull(cap#94159692)] (4) InMemoryRelation Arguments: [cap#94159692, retIC#94159695, resretIC#94159759, numcos#94159761, numdates#94159775, annual_bmret#94159776, annual_ret#94159777, std_ret#94159778, Sharpe_ret#94159779, PctPos_ret#94159780, TR_ret#94159781, IR_ret#94159782, annual_resret#94159783, std_resret#94159784, Sharpe_resret#94159785, PctPos_resret#94159786, TR_resret#94159787, IR_resret#94159846, annual_retnet#94159849, std_retnet#94159853, Sharpe_retnet#94159856, PctPos_retnet#94159858, TR_retnet#94159861, IR_retnet#94159864, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94159542 = NA) OR (cap#94159542 = null)) THEN null ELSE cast(cap#94159542 as float) END AS cap#94159692, CASE WHEN ((retIC#94159543 = NA) OR (retIC#94159543 = null)) THEN null ELSE cast(retIC#94159543 as float) END AS retIC#94159695, CASE WHEN ((resretIC#94159544 = NA) OR (resretIC#94159544 = null)) THEN null ELSE cast(resretIC#94159544 as float) END AS resretIC#94159759, CASE WHEN ((numcos#94159545 = NA) OR (numcos#94159545 = null)) THEN null ELSE cast(numcos#94159545 as float) END AS numcos#94159761, CASE WHEN ((numdates#94159546 = NA) OR (numdates#94159546 = null)) THEN null ELSE cast(numdates#94159546 as int) END AS numdates#94159775, CASE WHEN ((annual_bmret#94159547 = NA) OR (annual_bmret#94159547 = null)) THEN null ELSE cast(annual_bmret#94159547 as float) END AS annual_bmret#94159776, CASE WHEN ((annual_ret#94159548 = NA) OR (annual_ret#94159548 = null)) THEN null ELSE cast(annual_ret#94159548 as float) END AS annual_ret#94159777, CASE WHEN ((std_ret#94159549 = NA) OR (std_ret#94159549 = null)) THEN null ELSE cast(std_ret#94159549 as float) END AS std_ret#94159778, CASE WHEN ((Sharpe_ret#94159550 = NA) OR (Sharpe_ret#94159550 = null)) THEN null ELSE cast(Sharpe_ret#94159550 as float) END AS Sharpe_ret#94159779, CASE WHEN ((PctPos_ret#94159551 = NA) OR (PctPos_ret#94159551 = null)) THEN null ELSE cast(PctPos_ret#94159551 as float) END AS PctPos_ret#94159780, CASE WHEN ((TR_ret#94159552 = NA) OR (TR_ret#94159552 = null)) THEN null ELSE cast(TR_ret#94159552 as float) END AS TR_ret#94159781, CASE WHEN ((IR_ret#94159553 = NA) OR (IR_ret#94159553 = null)) THEN null ELSE cast(IR_ret#94159553 as float) END AS IR_ret#94159782, CASE WHEN ((annual_resret#94159554 = NA) OR (annual_resret#94159554 = null)) THEN null ELSE cast(annual_resret#94159554 as float) END AS annual_resret#94159783, CASE WHEN ((std_resret#94159555 = NA) OR (std_resret#94159555 = null)) THEN null ELSE cast(std_resret#94159555 as float) END AS std_resret#94159784, CASE WHEN ((Sharpe_resret#94159556 = NA) OR (Sharpe_resret#94159556 = null)) THEN null ELSE cast(Sharpe_resret#94159556 as float) END AS Sharpe_resret#94159785, CASE WHEN ((PctPos_resret#94159557 = NA) OR (PctPos_resret#94159557 = null)) THEN null ELSE cast(PctPos_resret#94159557 as float) END AS PctPos_resret#94159786, CASE WHEN ((TR_resret#94159558 = NA) OR (TR_resret#94159558 = null)) THEN null ELSE cast(TR_resret#94159558 as float) END AS TR_resret#94159787, CASE WHEN ((IR_resret#94159559 = NA) OR (IR_resret#94159559 = null)) THEN null ELSE cast(IR_resret#94159559 as float) END AS IR_resret#94159846, CASE WHEN ((annual_retnet#94159560 = NA) OR (annual_retnet#94159560 = null)) THEN null ELSE cast(annual_retnet#94159560 as float) END AS annual_retnet#94159849, CASE WHEN ((std_retnet#94159561 = NA) OR (std_retnet#94159561 = null)) THEN null ELSE cast(std_retnet#94159561 as float) END AS std_retnet#94159853, CASE WHEN ((Sharpe_retnet#94159562 = NA) OR (Sharpe_retnet#94159562 = null)) THEN null ELSE cast(Sharpe_retnet#94159562 as float) END AS Sharpe_retnet#94159856, CASE WHEN ((PctPos_retnet#94159563 = NA) OR (PctPos_retnet#94159563 = null)) THEN null ELSE cast(PctPos_retnet#94159563 as float) END AS PctPos_retnet#94159858, CASE WHEN ((TR_retnet#94159564 = NA) OR (TR_retnet#94159564 = null)) THEN null ELSE cast(TR_retnet#94159564 as float) END AS TR_retnet#94159861, CASE WHEN ((IR_retnet#94159565 = NA) OR (IR_retnet#94159565 = null)) THEN null ELSE cast(IR_retnet#94159565 as float) END AS IR_retnet#94159864, ... 2 more fields] +- FileScan csv [cap#94159542,retIC#94159543,resretIC#94159544,numcos#94159545,numdates#94159546,annual_bmret#94159547,annual_ret#94159548,std_ret#94159549,Sharpe_ret#94159550,PctPos_ret#94159551,TR_ret#94159552,IR_ret#94159553,annual_resret#94159554,std_resret#94159555,Sharpe_resret#94159556,PctPos_resret#94159557,TR_resret#94159558,IR_resret#94159559,annual_retnet#94159560,std_retnet#94159561,Sharpe_retnet#94159562,PctPos_retnet#94159563,TR_retnet#94159564,IR_retnet#94159565,... 2 more fields] 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<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,... ,None) (5) Scan csv Output [26]: [cap#94159542, retIC#94159543, resretIC#94159544, numcos#94159545, numdates#94159546, annual_bmret#94159547, annual_ret#94159548, std_ret#94159549, Sharpe_ret#94159550, PctPos_ret#94159551, TR_ret#94159552, IR_ret#94159553, annual_resret#94159554, std_resret#94159555, Sharpe_resret#94159556, PctPos_resret#94159557, TR_resret#94159558, IR_resret#94159559, annual_retnet#94159560, std_retnet#94159561, Sharpe_retnet#94159562, PctPos_retnet#94159563, TR_retnet#94159564, IR_retnet#94159565, turnover#94159566, coverage#94159567] Batched: false Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/value/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#94159542 = NA) OR (cap#94159542 = null)) THEN null ELSE cast(cap#94159542 as float) END AS cap#94159692, CASE WHEN ((retIC#94159543 = NA) OR (retIC#94159543 = null)) THEN null ELSE cast(retIC#94159543 as float) END AS retIC#94159695, CASE WHEN ((resretIC#94159544 = NA) OR (resretIC#94159544 = null)) THEN null ELSE cast(resretIC#94159544 as float) END AS resretIC#94159759, CASE WHEN ((numcos#94159545 = NA) OR (numcos#94159545 = null)) THEN null ELSE cast(numcos#94159545 as float) END AS numcos#94159761, CASE WHEN ((numdates#94159546 = NA) OR (numdates#94159546 = null)) THEN null ELSE cast(numdates#94159546 as int) END AS numdates#94159775, CASE WHEN ((annual_bmret#94159547 = NA) OR (annual_bmret#94159547 = null)) THEN null ELSE cast(annual_bmret#94159547 as float) END AS annual_bmret#94159776, CASE WHEN ((annual_ret#94159548 = NA) OR (annual_ret#94159548 = null)) THEN null ELSE cast(annual_ret#94159548 as float) END AS annual_ret#94159777, CASE WHEN ((std_ret#94159549 = NA) OR (std_ret#94159549 = null)) THEN null ELSE cast(std_ret#94159549 as float) END AS std_ret#94159778, CASE WHEN ((Sharpe_ret#94159550 = NA) OR (Sharpe_ret#94159550 = null)) THEN null ELSE cast(Sharpe_ret#94159550 as float) END AS Sharpe_ret#94159779, CASE WHEN ((PctPos_ret#94159551 = NA) OR (PctPos_ret#94159551 = null)) THEN null ELSE cast(PctPos_ret#94159551 as float) END AS PctPos_ret#94159780, CASE WHEN ((TR_ret#94159552 = NA) OR (TR_ret#94159552 = null)) THEN null ELSE cast(TR_ret#94159552 as float) END AS TR_ret#94159781, CASE WHEN ((IR_ret#94159553 = NA) OR (IR_ret#94159553 = null)) THEN null ELSE cast(IR_ret#94159553 as float) END AS IR_ret#94159782, CASE WHEN ((annual_resret#94159554 = NA) OR (annual_resret#94159554 = null)) THEN null ELSE cast(annual_resret#94159554 as float) END AS annual_resret#94159783, CASE WHEN ((std_resret#94159555 = NA) OR (std_resret#94159555 = null)) THEN null ELSE cast(std_resret#94159555 as float) END AS std_resret#94159784, CASE WHEN ((Sharpe_resret#94159556 = NA) OR (Sharpe_resret#94159556 = null)) THEN null ELSE cast(Sharpe_resret#94159556 as float) END AS Sharpe_resret#94159785, CASE WHEN ((PctPos_resret#94159557 = NA) OR (PctPos_resret#94159557 = null)) THEN null ELSE cast(PctPos_resret#94159557 as float) END AS PctPos_resret#94159786, CASE WHEN ((TR_resret#94159558 = NA) OR (TR_resret#94159558 = null)) THEN null ELSE cast(TR_resret#94159558 as float) END AS TR_resret#94159787, CASE WHEN ((IR_resret#94159559 = NA) OR (IR_resret#94159559 = null)) THEN null ELSE cast(IR_resret#94159559 as float) END AS IR_resret#94159846, CASE WHEN ((annual_retnet#94159560 = NA) OR (annual_retnet#94159560 = null)) THEN null ELSE cast(annual_retnet#94159560 as float) END AS annual_retnet#94159849, CASE WHEN ((std_retnet#94159561 = NA) OR (std_retnet#94159561 = null)) THEN null ELSE cast(std_retnet#94159561 as float) END AS std_retnet#94159853, CASE WHEN ((Sharpe_retnet#94159562 = NA) OR (Sharpe_retnet#94159562 = null)) THEN null ELSE cast(Sharpe_retnet#94159562 as float) END AS Sharpe_retnet#94159856, CASE WHEN ((PctPos_retnet#94159563 = NA) OR (PctPos_retnet#94159563 = null)) THEN null ELSE cast(PctPos_retnet#94159563 as float) END AS PctPos_retnet#94159858, CASE WHEN ((TR_retnet#94159564 = NA) OR (TR_retnet#94159564 = null)) THEN null ELSE cast(TR_retnet#94159564 as float) END AS TR_retnet#94159861, CASE WHEN ((IR_retnet#94159565 = NA) OR (IR_retnet#94159565 = null)) THEN null ELSE cast(IR_retnet#94159565 as float) END AS IR_retnet#94159864, CASE WHEN ((turnover#94159566 = NA) OR (turnover#94159566 = null)) THEN null ELSE cast(turnover#94159566 as float) END AS turnover#94159868, CASE WHEN ((coverage#94159567 = NA) OR (coverage#94159567 = null)) THEN null ELSE cast(coverage#94159567 as float) END AS coverage#94159870] Input [26]: [cap#94159542, retIC#94159543, resretIC#94159544, numcos#94159545, numdates#94159546, annual_bmret#94159547, annual_ret#94159548, std_ret#94159549, Sharpe_ret#94159550, PctPos_ret#94159551, TR_ret#94159552, IR_ret#94159553, annual_resret#94159554, std_resret#94159555, Sharpe_resret#94159556, PctPos_resret#94159557, TR_resret#94159558, IR_resret#94159559, annual_retnet#94159560, std_retnet#94159561, Sharpe_retnet#94159562, PctPos_retnet#94159563, TR_retnet#94159564, IR_retnet#94159565, turnover#94159566, coverage#94159567] (7) ColumnarToRow [codegen id : 1] Input [2]: [cap#94159692, turnover#94159868] (8) Filter [codegen id : 1] Input [2]: [cap#94159692, turnover#94159868] Condition : isnotnull(cap#94159692) (9) BroadcastExchange Input [2]: [cap#94159692, turnover#94159868] Arguments: HashedRelationBroadcastMode(List(knownfloatingpointnormalized(normalizenanandzero(input[0, float, false]))),false), [id=#7518005] (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#94163261, sort#94160395 AS cap_sort#94163262] Input [3]: [cap#94160394, description#94160396, sort#94160395] (16) BroadcastHashJoin [codegen id : 2] Left keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cap#94159692))] Right keys [1]: [knownfloatingpointnormalized(normalizenanandzero(cast(cap#94160394 as float)))] Join condition: None (17) Project [codegen id : 2] Output [3]: [turnover#94159868, cap_description#94163261 AS cap#94163357, cap_sort#94163262] Input [5]: [cap#94159692, turnover#94159868, cap#94160394, cap_description#94163261, cap_sort#94163262] (18) Exchange Input [3]: [turnover#94159868, cap#94163357, cap_sort#94163262] Arguments: rangepartitioning(cap_sort#94163262 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [id=#7518013] (19) Sort [codegen id : 3] Input [3]: [turnover#94159868, cap#94163357, cap_sort#94163262] Arguments: [cap_sort#94163262 ASC NULLS FIRST], true, 0 (20) Project [codegen id : 3] Output [3]: [cap#94163357, turnover#94159868, (1.0 / cast(turnover#94159868 as double)) AS days_hold#94163385] Input [3]: [turnover#94159868, cap#94163357, cap_sort#94163262] (21) CollectLimit Input [3]: [cap#94163357, turnover#94159868, days_hold#94163385] Arguments: 1000000