== 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#94180808, ret_small#94180810, differential#94180896]
Arguments: [ret_large#94180808, ret_small#94180810, differential#94180896]
(2) InMemoryRelation
Arguments: [ret_large#94180808, ret_small#94180810, differential#94180896], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Project [ret_large#94180808, ret_small#94180810, (ret_large#94180808 - ret_small#94180810) AS differential#94180896]
+- *(2) BroadcastNestedLoopJoin BuildRight, Cross
:- *(2) Project [annual_ret#94177947 AS ret_large#94180808]
: +- *(2) Filter (isnotnull(cap#94177927) AND (cap#94177927 = 1.0))
: +- *(2) ColumnarToRow
: +- InMemoryTableScan [annual_ret#94177947, cap#94177927], [isnotnull(cap#94177927), (cap#94177927 = 1.0)]
: +- InMemoryRelation [cap#94177927, retIC#94177940, resretIC#94177941, numcos#94177944, numdates#94177945, annual_bmret#94177946, annual_ret#94177947, std_ret#94177948, Sharpe_ret#94177961, PctPos_ret#94177962, TR_ret#94177963, IR_ret#94177964, annual_resret#94177965, std_resret#94177966, Sharpe_resret#94177967, PctPos_resret#94177968, TR_resret#94177969, IR_resret#94177970, annual_retnet#94177971, std_retnet#94177972, Sharpe_retnet#94177973, PctPos_retnet#94177974, TR_retnet#94177975, IR_retnet#94178031, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((cap#94177775 = NA) OR (cap#94177775 = null)) THEN null ELSE cast(cap#94177775 as float) END AS cap#94177927, CASE WHEN ((retIC#94177776 = NA) OR (retIC#94177776 = null)) THEN null ELSE cast(retIC#94177776 as float) END AS retIC#94177940, CASE WHEN ((resretIC#94177777 = NA) OR (resretIC#94177777 = null)) THEN null ELSE cast(resretIC#94177777 as float) END AS resretIC#94177941, CASE WHEN ((numcos#94177778 = NA) OR (numcos#94177778 = null)) THEN null ELSE cast(numcos#94177778 as float) END AS numcos#94177944, CASE WHEN ((numdates#94177779 = NA) OR (numdates#94177779 = null)) THEN null ELSE cast(numdates#94177779 as int) END AS numdates#94177945, CASE WHEN ((annual_bmret#94177780 = NA) OR (annual_bmret#94177780 = null)) THEN null ELSE cast(annual_bmret#94177780 as float) END AS annual_bmret#94177946, CASE WHEN ((annual_ret#94177781 = NA) OR (annual_ret#94177781 = null)) THEN null ELSE cast(annual_ret#94177781 as float) END AS annual_ret#94177947, CASE WHEN ((std_ret#94177782 = NA) OR (std_ret#94177782 = null)) THEN null ELSE cast(std_ret#94177782 as float) END AS std_ret#94177948, CASE WHEN ((Sharpe_ret#94177783 = NA) OR (Sharpe_ret#94177783 = null)) THEN null ELSE cast(Sharpe_ret#94177783 as float) END AS Sharpe_ret#94177961, CASE WHEN ((PctPos_ret#94177784 = NA) OR (PctPos_ret#94177784 = null)) THEN null ELSE cast(PctPos_ret#94177784 as float) END AS PctPos_ret#94177962, CASE WHEN ((TR_ret#94177785 = NA) OR (TR_ret#94177785 = null)) THEN null ELSE cast(TR_ret#94177785 as float) END AS TR_ret#94177963, CASE WHEN ((IR_ret#94177786 = NA) OR (IR_ret#94177786 = null)) THEN null ELSE cast(IR_ret#94177786 as float) END AS IR_ret#94177964, CASE WHEN ((annual_resret#94177787 = NA) OR (annual_resret#94177787 = null)) THEN null ELSE cast(annual_resret#94177787 as float) END AS annual_resret#94177965, CASE WHEN ((std_resret#94177788 = NA) OR (std_resret#94177788 = null)) THEN null ELSE cast(std_resret#94177788 as float) END AS std_resret#94177966, CASE WHEN ((Sharpe_resret#94177789 = NA) OR (Sharpe_resret#94177789 = null)) THEN null ELSE cast(Sharpe_resret#94177789 as float) END AS Sharpe_resret#94177967, CASE WHEN ((PctPos_resret#94177790 = NA) OR (PctPos_resret#94177790 = null)) THEN null ELSE cast(PctPos_resret#94177790 as float) END AS PctPos_resret#94177968, CASE WHEN ((TR_resret#94177791 = NA) OR (TR_resret#94177791 = null)) THEN null ELSE cast(TR_resret#94177791 as float) END AS TR_resret#94177969, CASE WHEN ((IR_resret#94177792 = NA) OR (IR_resret#94177792 = null)) THEN null ELSE cast(IR_resret#94177792 as float) END AS IR_resret#94177970, CASE WHEN ((annual_retnet#94177793 = NA) OR (annual_retnet#94177793 = null)) THEN null ELSE cast(annual_retnet#94177793 as float) END AS annual_retnet#94177971, CASE WHEN ((std_retnet#94177794 = NA) OR (std_retnet#94177794 = null)) THEN null ELSE cast(std_retnet#94177794 as float) END AS std_retnet#94177972, CASE WHEN ((Sharpe_retnet#94177795 = NA) OR (Sharpe_retnet#94177795 = null)) THEN null ELSE cast(Sharpe_retnet#94177795 as float) END AS Sharpe_retnet#94177973, CASE WHEN ((PctPos_retnet#94177796 = NA) OR (PctPos_retnet#94177796 = null)) THEN null ELSE cast(PctPos_retnet#94177796 as float) END AS PctPos_retnet#94177974, CASE WHEN ((TR_retnet#94177797 = NA) OR (TR_retnet#94177797 = null)) THEN null ELSE cast(TR_retnet#94177797 as float) END AS TR_retnet#94177975, CASE WHEN ((IR_retnet#94177798 = NA) OR (IR_retnet#94177798 = null)) THEN null ELSE cast(IR_retnet#94177798 as float) END AS IR_retnet#94178031, ... 2 more fields]
: +- FileScan csv [cap#94177775,retIC#94177776,resretIC#94177777,numcos#94177778,numdates#94177779,annual_bmret#94177780,annual_ret#94177781,std_ret#94177782,Sharpe_ret#94177783,PctPos_ret#94177784,TR_ret#94177785,IR_ret#94177786,annual_resret#94177787,std_resret#94177788,Sharpe_resret#94177789,PctPos_resret#94177790,TR_resret#94177791,IR_resret#94177792,annual_retnet#94177793,std_retnet#94177794,Sharpe_retnet#94177795,PctPos_retnet#94177796,TR_retnet#94177797,IR_retnet#94177798,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/volatilit..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
+- BroadcastExchange IdentityBroadcastMode, [id=#7519547]
+- *(1) Project [annual_ret#94177947 AS ret_small#94180810]
+- *(1) Filter (isnotnull(cap#94177927) AND (cap#94177927 = 3.0))
+- *(1) ColumnarToRow
+- InMemoryTableScan [annual_ret#94177947, cap#94177927], [isnotnull(cap#94177927), (cap#94177927 = 3.0)]
+- InMemoryRelation [cap#94177927, retIC#94177940, resretIC#94177941, numcos#94177944, numdates#94177945, annual_bmret#94177946, annual_ret#94177947, std_ret#94177948, Sharpe_ret#94177961, PctPos_ret#94177962, TR_ret#94177963, IR_ret#94177964, annual_resret#94177965, std_resret#94177966, Sharpe_resret#94177967, PctPos_resret#94177968, TR_resret#94177969, IR_resret#94177970, annual_retnet#94177971, std_retnet#94177972, Sharpe_retnet#94177973, PctPos_retnet#94177974, TR_retnet#94177975, IR_retnet#94178031, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((cap#94177775 = NA) OR (cap#94177775 = null)) THEN null ELSE cast(cap#94177775 as float) END AS cap#94177927, CASE WHEN ((retIC#94177776 = NA) OR (retIC#94177776 = null)) THEN null ELSE cast(retIC#94177776 as float) END AS retIC#94177940, CASE WHEN ((resretIC#94177777 = NA) OR (resretIC#94177777 = null)) THEN null ELSE cast(resretIC#94177777 as float) END AS resretIC#94177941, CASE WHEN ((numcos#94177778 = NA) OR (numcos#94177778 = null)) THEN null ELSE cast(numcos#94177778 as float) END AS numcos#94177944, CASE WHEN ((numdates#94177779 = NA) OR (numdates#94177779 = null)) THEN null ELSE cast(numdates#94177779 as int) END AS numdates#94177945, CASE WHEN ((annual_bmret#94177780 = NA) OR (annual_bmret#94177780 = null)) THEN null ELSE cast(annual_bmret#94177780 as float) END AS annual_bmret#94177946, CASE WHEN ((annual_ret#94177781 = NA) OR (annual_ret#94177781 = null)) THEN null ELSE cast(annual_ret#94177781 as float) END AS annual_ret#94177947, CASE WHEN ((std_ret#94177782 = NA) OR (std_ret#94177782 = null)) THEN null ELSE cast(std_ret#94177782 as float) END AS std_ret#94177948, CASE WHEN ((Sharpe_ret#94177783 = NA) OR (Sharpe_ret#94177783 = null)) THEN null ELSE cast(Sharpe_ret#94177783 as float) END AS Sharpe_ret#94177961, CASE WHEN ((PctPos_ret#94177784 = NA) OR (PctPos_ret#94177784 = null)) THEN null ELSE cast(PctPos_ret#94177784 as float) END AS PctPos_ret#94177962, CASE WHEN ((TR_ret#94177785 = NA) OR (TR_ret#94177785 = null)) THEN null ELSE cast(TR_ret#94177785 as float) END AS TR_ret#94177963, CASE WHEN ((IR_ret#94177786 = NA) OR (IR_ret#94177786 = null)) THEN null ELSE cast(IR_ret#94177786 as float) END AS IR_ret#94177964, CASE WHEN ((annual_resret#94177787 = NA) OR (annual_resret#94177787 = null)) THEN null ELSE cast(annual_resret#94177787 as float) END AS annual_resret#94177965, CASE WHEN ((std_resret#94177788 = NA) OR (std_resret#94177788 = null)) THEN null ELSE cast(std_resret#94177788 as float) END AS std_resret#94177966, CASE WHEN ((Sharpe_resret#94177789 = NA) OR (Sharpe_resret#94177789 = null)) THEN null ELSE cast(Sharpe_resret#94177789 as float) END AS Sharpe_resret#94177967, CASE WHEN ((PctPos_resret#94177790 = NA) OR (PctPos_resret#94177790 = null)) THEN null ELSE cast(PctPos_resret#94177790 as float) END AS PctPos_resret#94177968, CASE WHEN ((TR_resret#94177791 = NA) OR (TR_resret#94177791 = null)) THEN null ELSE cast(TR_resret#94177791 as float) END AS TR_resret#94177969, CASE WHEN ((IR_resret#94177792 = NA) OR (IR_resret#94177792 = null)) THEN null ELSE cast(IR_resret#94177792 as float) END AS IR_resret#94177970, CASE WHEN ((annual_retnet#94177793 = NA) OR (annual_retnet#94177793 = null)) THEN null ELSE cast(annual_retnet#94177793 as float) END AS annual_retnet#94177971, CASE WHEN ((std_retnet#94177794 = NA) OR (std_retnet#94177794 = null)) THEN null ELSE cast(std_retnet#94177794 as float) END AS std_retnet#94177972, CASE WHEN ((Sharpe_retnet#94177795 = NA) OR (Sharpe_retnet#94177795 = null)) THEN null ELSE cast(Sharpe_retnet#94177795 as float) END AS Sharpe_retnet#94177973, CASE WHEN ((PctPos_retnet#94177796 = NA) OR (PctPos_retnet#94177796 = null)) THEN null ELSE cast(PctPos_retnet#94177796 as float) END AS PctPos_retnet#94177974, CASE WHEN ((TR_retnet#94177797 = NA) OR (TR_retnet#94177797 = null)) THEN null ELSE cast(TR_retnet#94177797 as float) END AS TR_retnet#94177975, CASE WHEN ((IR_retnet#94177798 = NA) OR (IR_retnet#94177798 = null)) THEN null ELSE cast(IR_retnet#94177798 as float) END AS IR_retnet#94178031, ... 2 more fields]
+- FileScan csv [cap#94177775,retIC#94177776,resretIC#94177777,numcos#94177778,numdates#94177779,annual_bmret#94177780,annual_ret#94177781,std_ret#94177782,Sharpe_ret#94177783,PctPos_ret#94177784,TR_ret#94177785,IR_ret#94177786,annual_resret#94177787,std_resret#94177788,Sharpe_resret#94177789,PctPos_resret#94177790,TR_resret#94177791,IR_resret#94177792,annual_retnet#94177793,std_retnet#94177794,Sharpe_retnet#94177795,PctPos_retnet#94177796,TR_retnet#94177797,IR_retnet#94177798,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/volatilit..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(3) InMemoryTableScan
Output [2]: [annual_ret#94177947, cap#94177927]
Arguments: [annual_ret#94177947, cap#94177927], [isnotnull(cap#94177927), (cap#94177927 = 1.0)]
(4) InMemoryRelation
Arguments: [cap#94177927, retIC#94177940, resretIC#94177941, numcos#94177944, numdates#94177945, annual_bmret#94177946, annual_ret#94177947, std_ret#94177948, Sharpe_ret#94177961, PctPos_ret#94177962, TR_ret#94177963, IR_ret#94177964, annual_resret#94177965, std_resret#94177966, Sharpe_resret#94177967, PctPos_resret#94177968, TR_resret#94177969, IR_resret#94177970, annual_retnet#94177971, std_retnet#94177972, Sharpe_retnet#94177973, PctPos_retnet#94177974, TR_retnet#94177975, IR_retnet#94178031, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94177775 = NA) OR (cap#94177775 = null)) THEN null ELSE cast(cap#94177775 as float) END AS cap#94177927, CASE WHEN ((retIC#94177776 = NA) OR (retIC#94177776 = null)) THEN null ELSE cast(retIC#94177776 as float) END AS retIC#94177940, CASE WHEN ((resretIC#94177777 = NA) OR (resretIC#94177777 = null)) THEN null ELSE cast(resretIC#94177777 as float) END AS resretIC#94177941, CASE WHEN ((numcos#94177778 = NA) OR (numcos#94177778 = null)) THEN null ELSE cast(numcos#94177778 as float) END AS numcos#94177944, CASE WHEN ((numdates#94177779 = NA) OR (numdates#94177779 = null)) THEN null ELSE cast(numdates#94177779 as int) END AS numdates#94177945, CASE WHEN ((annual_bmret#94177780 = NA) OR (annual_bmret#94177780 = null)) THEN null ELSE cast(annual_bmret#94177780 as float) END AS annual_bmret#94177946, CASE WHEN ((annual_ret#94177781 = NA) OR (annual_ret#94177781 = null)) THEN null ELSE cast(annual_ret#94177781 as float) END AS annual_ret#94177947, CASE WHEN ((std_ret#94177782 = NA) OR (std_ret#94177782 = null)) THEN null ELSE cast(std_ret#94177782 as float) END AS std_ret#94177948, CASE WHEN ((Sharpe_ret#94177783 = NA) OR (Sharpe_ret#94177783 = null)) THEN null ELSE cast(Sharpe_ret#94177783 as float) END AS Sharpe_ret#94177961, CASE WHEN ((PctPos_ret#94177784 = NA) OR (PctPos_ret#94177784 = null)) THEN null ELSE cast(PctPos_ret#94177784 as float) END AS PctPos_ret#94177962, CASE WHEN ((TR_ret#94177785 = NA) OR (TR_ret#94177785 = null)) THEN null ELSE cast(TR_ret#94177785 as float) END AS TR_ret#94177963, CASE WHEN ((IR_ret#94177786 = NA) OR (IR_ret#94177786 = null)) THEN null ELSE cast(IR_ret#94177786 as float) END AS IR_ret#94177964, CASE WHEN ((annual_resret#94177787 = NA) OR (annual_resret#94177787 = null)) THEN null ELSE cast(annual_resret#94177787 as float) END AS annual_resret#94177965, CASE WHEN ((std_resret#94177788 = NA) OR (std_resret#94177788 = null)) THEN null ELSE cast(std_resret#94177788 as float) END AS std_resret#94177966, CASE WHEN ((Sharpe_resret#94177789 = NA) OR (Sharpe_resret#94177789 = null)) THEN null ELSE cast(Sharpe_resret#94177789 as float) END AS Sharpe_resret#94177967, CASE WHEN ((PctPos_resret#94177790 = NA) OR (PctPos_resret#94177790 = null)) THEN null ELSE cast(PctPos_resret#94177790 as float) END AS PctPos_resret#94177968, CASE WHEN ((TR_resret#94177791 = NA) OR (TR_resret#94177791 = null)) THEN null ELSE cast(TR_resret#94177791 as float) END AS TR_resret#94177969, CASE WHEN ((IR_resret#94177792 = NA) OR (IR_resret#94177792 = null)) THEN null ELSE cast(IR_resret#94177792 as float) END AS IR_resret#94177970, CASE WHEN ((annual_retnet#94177793 = NA) OR (annual_retnet#94177793 = null)) THEN null ELSE cast(annual_retnet#94177793 as float) END AS annual_retnet#94177971, CASE WHEN ((std_retnet#94177794 = NA) OR (std_retnet#94177794 = null)) THEN null ELSE cast(std_retnet#94177794 as float) END AS std_retnet#94177972, CASE WHEN ((Sharpe_retnet#94177795 = NA) OR (Sharpe_retnet#94177795 = null)) THEN null ELSE cast(Sharpe_retnet#94177795 as float) END AS Sharpe_retnet#94177973, CASE WHEN ((PctPos_retnet#94177796 = NA) OR (PctPos_retnet#94177796 = null)) THEN null ELSE cast(PctPos_retnet#94177796 as float) END AS PctPos_retnet#94177974, CASE WHEN ((TR_retnet#94177797 = NA) OR (TR_retnet#94177797 = null)) THEN null ELSE cast(TR_retnet#94177797 as float) END AS TR_retnet#94177975, CASE WHEN ((IR_retnet#94177798 = NA) OR (IR_retnet#94177798 = null)) THEN null ELSE cast(IR_retnet#94177798 as float) END AS IR_retnet#94178031, ... 2 more fields]
+- FileScan csv [cap#94177775,retIC#94177776,resretIC#94177777,numcos#94177778,numdates#94177779,annual_bmret#94177780,annual_ret#94177781,std_ret#94177782,Sharpe_ret#94177783,PctPos_ret#94177784,TR_ret#94177785,IR_ret#94177786,annual_resret#94177787,std_resret#94177788,Sharpe_resret#94177789,PctPos_resret#94177790,TR_resret#94177791,IR_resret#94177792,annual_retnet#94177793,std_retnet#94177794,Sharpe_retnet#94177795,PctPos_retnet#94177796,TR_retnet#94177797,IR_retnet#94177798,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/volatilit..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(5) Scan csv
Output [26]: [cap#94177775, retIC#94177776, resretIC#94177777, numcos#94177778, numdates#94177779, annual_bmret#94177780, annual_ret#94177781, std_ret#94177782, Sharpe_ret#94177783, PctPos_ret#94177784, TR_ret#94177785, IR_ret#94177786, annual_resret#94177787, std_resret#94177788, Sharpe_resret#94177789, PctPos_resret#94177790, TR_resret#94177791, IR_resret#94177792, annual_retnet#94177793, std_retnet#94177794, Sharpe_retnet#94177795, PctPos_retnet#94177796, TR_retnet#94177797, IR_retnet#94177798, turnover#94177799, coverage#94177800]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/risk_factors/volatility/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#94177775 = NA) OR (cap#94177775 = null)) THEN null ELSE cast(cap#94177775 as float) END AS cap#94177927, CASE WHEN ((retIC#94177776 = NA) OR (retIC#94177776 = null)) THEN null ELSE cast(retIC#94177776 as float) END AS retIC#94177940, CASE WHEN ((resretIC#94177777 = NA) OR (resretIC#94177777 = null)) THEN null ELSE cast(resretIC#94177777 as float) END AS resretIC#94177941, CASE WHEN ((numcos#94177778 = NA) OR (numcos#94177778 = null)) THEN null ELSE cast(numcos#94177778 as float) END AS numcos#94177944, CASE WHEN ((numdates#94177779 = NA) OR (numdates#94177779 = null)) THEN null ELSE cast(numdates#94177779 as int) END AS numdates#94177945, CASE WHEN ((annual_bmret#94177780 = NA) OR (annual_bmret#94177780 = null)) THEN null ELSE cast(annual_bmret#94177780 as float) END AS annual_bmret#94177946, CASE WHEN ((annual_ret#94177781 = NA) OR (annual_ret#94177781 = null)) THEN null ELSE cast(annual_ret#94177781 as float) END AS annual_ret#94177947, CASE WHEN ((std_ret#94177782 = NA) OR (std_ret#94177782 = null)) THEN null ELSE cast(std_ret#94177782 as float) END AS std_ret#94177948, CASE WHEN ((Sharpe_ret#94177783 = NA) OR (Sharpe_ret#94177783 = null)) THEN null ELSE cast(Sharpe_ret#94177783 as float) END AS Sharpe_ret#94177961, CASE WHEN ((PctPos_ret#94177784 = NA) OR (PctPos_ret#94177784 = null)) THEN null ELSE cast(PctPos_ret#94177784 as float) END AS PctPos_ret#94177962, CASE WHEN ((TR_ret#94177785 = NA) OR (TR_ret#94177785 = null)) THEN null ELSE cast(TR_ret#94177785 as float) END AS TR_ret#94177963, CASE WHEN ((IR_ret#94177786 = NA) OR (IR_ret#94177786 = null)) THEN null ELSE cast(IR_ret#94177786 as float) END AS IR_ret#94177964, CASE WHEN ((annual_resret#94177787 = NA) OR (annual_resret#94177787 = null)) THEN null ELSE cast(annual_resret#94177787 as float) END AS annual_resret#94177965, CASE WHEN ((std_resret#94177788 = NA) OR (std_resret#94177788 = null)) THEN null ELSE cast(std_resret#94177788 as float) END AS std_resret#94177966, CASE WHEN ((Sharpe_resret#94177789 = NA) OR (Sharpe_resret#94177789 = null)) THEN null ELSE cast(Sharpe_resret#94177789 as float) END AS Sharpe_resret#94177967, CASE WHEN ((PctPos_resret#94177790 = NA) OR (PctPos_resret#94177790 = null)) THEN null ELSE cast(PctPos_resret#94177790 as float) END AS PctPos_resret#94177968, CASE WHEN ((TR_resret#94177791 = NA) OR (TR_resret#94177791 = null)) THEN null ELSE cast(TR_resret#94177791 as float) END AS TR_resret#94177969, CASE WHEN ((IR_resret#94177792 = NA) OR (IR_resret#94177792 = null)) THEN null ELSE cast(IR_resret#94177792 as float) END AS IR_resret#94177970, CASE WHEN ((annual_retnet#94177793 = NA) OR (annual_retnet#94177793 = null)) THEN null ELSE cast(annual_retnet#94177793 as float) END AS annual_retnet#94177971, CASE WHEN ((std_retnet#94177794 = NA) OR (std_retnet#94177794 = null)) THEN null ELSE cast(std_retnet#94177794 as float) END AS std_retnet#94177972, CASE WHEN ((Sharpe_retnet#94177795 = NA) OR (Sharpe_retnet#94177795 = null)) THEN null ELSE cast(Sharpe_retnet#94177795 as float) END AS Sharpe_retnet#94177973, CASE WHEN ((PctPos_retnet#94177796 = NA) OR (PctPos_retnet#94177796 = null)) THEN null ELSE cast(PctPos_retnet#94177796 as float) END AS PctPos_retnet#94177974, CASE WHEN ((TR_retnet#94177797 = NA) OR (TR_retnet#94177797 = null)) THEN null ELSE cast(TR_retnet#94177797 as float) END AS TR_retnet#94177975, CASE WHEN ((IR_retnet#94177798 = NA) OR (IR_retnet#94177798 = null)) THEN null ELSE cast(IR_retnet#94177798 as float) END AS IR_retnet#94178031, CASE WHEN ((turnover#94177799 = NA) OR (turnover#94177799 = null)) THEN null ELSE cast(turnover#94177799 as float) END AS turnover#94178032, CASE WHEN ((coverage#94177800 = NA) OR (coverage#94177800 = null)) THEN null ELSE cast(coverage#94177800 as float) END AS coverage#94178033]
Input [26]: [cap#94177775, retIC#94177776, resretIC#94177777, numcos#94177778, numdates#94177779, annual_bmret#94177780, annual_ret#94177781, std_ret#94177782, Sharpe_ret#94177783, PctPos_ret#94177784, TR_ret#94177785, IR_ret#94177786, annual_resret#94177787, std_resret#94177788, Sharpe_resret#94177789, PctPos_resret#94177790, TR_resret#94177791, IR_resret#94177792, annual_retnet#94177793, std_retnet#94177794, Sharpe_retnet#94177795, PctPos_retnet#94177796, TR_retnet#94177797, IR_retnet#94177798, turnover#94177799, coverage#94177800]
(7) ColumnarToRow [codegen id : 2]
Input [2]: [annual_ret#94177947, cap#94177927]
(8) Filter [codegen id : 2]
Input [2]: [annual_ret#94177947, cap#94177927]
Condition : (isnotnull(cap#94177927) AND (cap#94177927 = 1.0))
(9) Project [codegen id : 2]
Output [1]: [annual_ret#94177947 AS ret_large#94180808]
Input [2]: [annual_ret#94177947, cap#94177927]
(10) InMemoryTableScan
Output [2]: [annual_ret#94177947, cap#94177927]
Arguments: [annual_ret#94177947, cap#94177927], [isnotnull(cap#94177927), (cap#94177927 = 3.0)]
(11) InMemoryRelation
Arguments: [cap#94177927, retIC#94177940, resretIC#94177941, numcos#94177944, numdates#94177945, annual_bmret#94177946, annual_ret#94177947, std_ret#94177948, Sharpe_ret#94177961, PctPos_ret#94177962, TR_ret#94177963, IR_ret#94177964, annual_resret#94177965, std_resret#94177966, Sharpe_resret#94177967, PctPos_resret#94177968, TR_resret#94177969, IR_resret#94177970, annual_retnet#94177971, std_retnet#94177972, Sharpe_retnet#94177973, PctPos_retnet#94177974, TR_retnet#94177975, IR_retnet#94178031, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94177775 = NA) OR (cap#94177775 = null)) THEN null ELSE cast(cap#94177775 as float) END AS cap#94177927, CASE WHEN ((retIC#94177776 = NA) OR (retIC#94177776 = null)) THEN null ELSE cast(retIC#94177776 as float) END AS retIC#94177940, CASE WHEN ((resretIC#94177777 = NA) OR (resretIC#94177777 = null)) THEN null ELSE cast(resretIC#94177777 as float) END AS resretIC#94177941, CASE WHEN ((numcos#94177778 = NA) OR (numcos#94177778 = null)) THEN null ELSE cast(numcos#94177778 as float) END AS numcos#94177944, CASE WHEN ((numdates#94177779 = NA) OR (numdates#94177779 = null)) THEN null ELSE cast(numdates#94177779 as int) END AS numdates#94177945, CASE WHEN ((annual_bmret#94177780 = NA) OR (annual_bmret#94177780 = null)) THEN null ELSE cast(annual_bmret#94177780 as float) END AS annual_bmret#94177946, CASE WHEN ((annual_ret#94177781 = NA) OR (annual_ret#94177781 = null)) THEN null ELSE cast(annual_ret#94177781 as float) END AS annual_ret#94177947, CASE WHEN ((std_ret#94177782 = NA) OR (std_ret#94177782 = null)) THEN null ELSE cast(std_ret#94177782 as float) END AS std_ret#94177948, CASE WHEN ((Sharpe_ret#94177783 = NA) OR (Sharpe_ret#94177783 = null)) THEN null ELSE cast(Sharpe_ret#94177783 as float) END AS Sharpe_ret#94177961, CASE WHEN ((PctPos_ret#94177784 = NA) OR (PctPos_ret#94177784 = null)) THEN null ELSE cast(PctPos_ret#94177784 as float) END AS PctPos_ret#94177962, CASE WHEN ((TR_ret#94177785 = NA) OR (TR_ret#94177785 = null)) THEN null ELSE cast(TR_ret#94177785 as float) END AS TR_ret#94177963, CASE WHEN ((IR_ret#94177786 = NA) OR (IR_ret#94177786 = null)) THEN null ELSE cast(IR_ret#94177786 as float) END AS IR_ret#94177964, CASE WHEN ((annual_resret#94177787 = NA) OR (annual_resret#94177787 = null)) THEN null ELSE cast(annual_resret#94177787 as float) END AS annual_resret#94177965, CASE WHEN ((std_resret#94177788 = NA) OR (std_resret#94177788 = null)) THEN null ELSE cast(std_resret#94177788 as float) END AS std_resret#94177966, CASE WHEN ((Sharpe_resret#94177789 = NA) OR (Sharpe_resret#94177789 = null)) THEN null ELSE cast(Sharpe_resret#94177789 as float) END AS Sharpe_resret#94177967, CASE WHEN ((PctPos_resret#94177790 = NA) OR (PctPos_resret#94177790 = null)) THEN null ELSE cast(PctPos_resret#94177790 as float) END AS PctPos_resret#94177968, CASE WHEN ((TR_resret#94177791 = NA) OR (TR_resret#94177791 = null)) THEN null ELSE cast(TR_resret#94177791 as float) END AS TR_resret#94177969, CASE WHEN ((IR_resret#94177792 = NA) OR (IR_resret#94177792 = null)) THEN null ELSE cast(IR_resret#94177792 as float) END AS IR_resret#94177970, CASE WHEN ((annual_retnet#94177793 = NA) OR (annual_retnet#94177793 = null)) THEN null ELSE cast(annual_retnet#94177793 as float) END AS annual_retnet#94177971, CASE WHEN ((std_retnet#94177794 = NA) OR (std_retnet#94177794 = null)) THEN null ELSE cast(std_retnet#94177794 as float) END AS std_retnet#94177972, CASE WHEN ((Sharpe_retnet#94177795 = NA) OR (Sharpe_retnet#94177795 = null)) THEN null ELSE cast(Sharpe_retnet#94177795 as float) END AS Sharpe_retnet#94177973, CASE WHEN ((PctPos_retnet#94177796 = NA) OR (PctPos_retnet#94177796 = null)) THEN null ELSE cast(PctPos_retnet#94177796 as float) END AS PctPos_retnet#94177974, CASE WHEN ((TR_retnet#94177797 = NA) OR (TR_retnet#94177797 = null)) THEN null ELSE cast(TR_retnet#94177797 as float) END AS TR_retnet#94177975, CASE WHEN ((IR_retnet#94177798 = NA) OR (IR_retnet#94177798 = null)) THEN null ELSE cast(IR_retnet#94177798 as float) END AS IR_retnet#94178031, ... 2 more fields]
+- FileScan csv [cap#94177775,retIC#94177776,resretIC#94177777,numcos#94177778,numdates#94177779,annual_bmret#94177780,annual_ret#94177781,std_ret#94177782,Sharpe_ret#94177783,PctPos_ret#94177784,TR_ret#94177785,IR_ret#94177786,annual_resret#94177787,std_resret#94177788,Sharpe_resret#94177789,PctPos_resret#94177790,TR_resret#94177791,IR_resret#94177792,annual_retnet#94177793,std_retnet#94177794,Sharpe_retnet#94177795,PctPos_retnet#94177796,TR_retnet#94177797,IR_retnet#94177798,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/risk_factors/volatilit..., 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#94177947, cap#94177927]
(13) Filter [codegen id : 1]
Input [2]: [annual_ret#94177947, cap#94177927]
Condition : (isnotnull(cap#94177927) AND (cap#94177927 = 3.0))
(14) Project [codegen id : 1]
Output [1]: [annual_ret#94177947 AS ret_small#94180810]
Input [2]: [annual_ret#94177947, cap#94177927]
(15) BroadcastExchange
Input [1]: [ret_small#94180810]
Arguments: IdentityBroadcastMode, [id=#7519547]
(16) BroadcastNestedLoopJoin [codegen id : 2]
Join condition: None
(17) Project [codegen id : 2]
Output [3]: [ret_large#94180808, ret_small#94180810, (ret_large#94180808 - ret_small#94180810) AS differential#94180896]
Input [2]: [ret_large#94180808, ret_small#94180810]
(18) ColumnarToRow [codegen id : 1]
Input [3]: [ret_large#94180808, ret_small#94180810, differential#94180896]
(19) CollectLimit
Input [3]: [ret_large#94180808, ret_small#94180810, differential#94180896]
Arguments: 1000000