== Physical Plan ==
CollectLimit (19)
+- * ColumnarToRow (18)
+- InMemoryTableScan (1)
+- InMemoryRelation (2)
+- * Project (17)
+- * BroadcastNestedLoopJoin Cross BuildRight (16)
:- * Project (9)
: +- * Filter (8)
: +- * ColumnarToRow (7)
: +- InMemoryTableScan (3)
: +- InMemoryRelation (4)
: +- * Project (6)
: +- Scan csv (5)
+- BroadcastExchange (15)
+- * Project (14)
+- * Filter (13)
+- * ColumnarToRow (12)
+- InMemoryTableScan (10)
+- InMemoryRelation (11)
+- * Project (6)
+- Scan csv (5)
(1) InMemoryTableScan
Output [3]: [ret_large#94163266, ret_small#94163268, differential#94163298]
Arguments: [ret_large#94163266, ret_small#94163268, differential#94163298]
(2) InMemoryRelation
Arguments: [ret_large#94163266, ret_small#94163268, differential#94163298], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Project [ret_large#94163266, ret_small#94163268, (ret_large#94163266 - ret_small#94163268) AS differential#94163298]
+- *(2) BroadcastNestedLoopJoin BuildRight, Cross
:- *(2) Project [annual_ret#94159777 AS ret_large#94163266]
: +- *(2) Filter (isnotnull(cap#94159692) AND (cap#94159692 = 1.0))
: +- *(2) ColumnarToRow
: +- InMemoryTableScan [annual_ret#94159777, cap#94159692], [isnotnull(cap#94159692), (cap#94159692 = 1.0)]
: +- 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,...
+- BroadcastExchange IdentityBroadcastMode, [id=#7518083]
+- *(1) Project [annual_ret#94159777 AS ret_small#94163268]
+- *(1) Filter (isnotnull(cap#94159692) AND (cap#94159692 = 3.0))
+- *(1) ColumnarToRow
+- InMemoryTableScan [annual_ret#94159777, cap#94159692], [isnotnull(cap#94159692), (cap#94159692 = 3.0)]
+- 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,...
,None)
(3) InMemoryTableScan
Output [2]: [annual_ret#94159777, cap#94159692]
Arguments: [annual_ret#94159777, cap#94159692], [isnotnull(cap#94159692), (cap#94159692 = 1.0)]
(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 : 2]
Input [2]: [annual_ret#94159777, cap#94159692]
(8) Filter [codegen id : 2]
Input [2]: [annual_ret#94159777, cap#94159692]
Condition : (isnotnull(cap#94159692) AND (cap#94159692 = 1.0))
(9) Project [codegen id : 2]
Output [1]: [annual_ret#94159777 AS ret_large#94163266]
Input [2]: [annual_ret#94159777, cap#94159692]
(10) InMemoryTableScan
Output [2]: [annual_ret#94159777, cap#94159692]
Arguments: [annual_ret#94159777, cap#94159692], [isnotnull(cap#94159692), (cap#94159692 = 3.0)]
(11) 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)
(12) ColumnarToRow [codegen id : 1]
Input [2]: [annual_ret#94159777, cap#94159692]
(13) Filter [codegen id : 1]
Input [2]: [annual_ret#94159777, cap#94159692]
Condition : (isnotnull(cap#94159692) AND (cap#94159692 = 3.0))
(14) Project [codegen id : 1]
Output [1]: [annual_ret#94159777 AS ret_small#94163268]
Input [2]: [annual_ret#94159777, cap#94159692]
(15) BroadcastExchange
Input [1]: [ret_small#94163268]
Arguments: IdentityBroadcastMode, [id=#7518083]
(16) BroadcastNestedLoopJoin [codegen id : 2]
Join condition: None
(17) Project [codegen id : 2]
Output [3]: [ret_large#94163266, ret_small#94163268, (ret_large#94163266 - ret_small#94163268) AS differential#94163298]
Input [2]: [ret_large#94163266, ret_small#94163268]
(18) ColumnarToRow [codegen id : 1]
Input [3]: [ret_large#94163266, ret_small#94163268, differential#94163298]
(19) CollectLimit
Input [3]: [ret_large#94163266, ret_small#94163268, differential#94163298]
Arguments: 1000000