== 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#94313548, ret_small#94313578, differential#94313667]
Arguments: [ret_large#94313548, ret_small#94313578, differential#94313667]
(2) InMemoryRelation
Arguments: [ret_large#94313548, ret_small#94313578, differential#94313667], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Project [ret_large#94313548, ret_small#94313578, (ret_large#94313548 - ret_small#94313578) AS differential#94313667]
+- *(2) BroadcastNestedLoopJoin BuildRight, Cross
:- *(2) Project [annual_ret#94311020 AS ret_large#94313548]
: +- *(2) Filter (isnotnull(cap#94311010) AND (cap#94311010 = 1.0))
: +- *(2) ColumnarToRow
: +- InMemoryTableScan [annual_ret#94311020, cap#94311010], [isnotnull(cap#94311010), (cap#94311010 = 1.0)]
: +- InMemoryRelation [cap#94311010, retIC#94311011, resretIC#94311012, numcos#94311013, numdates#94311014, annual_bmret#94311019, annual_ret#94311020, std_ret#94311021, Sharpe_ret#94311037, PctPos_ret#94311038, TR_ret#94311039, IR_ret#94311052, annual_resret#94311053, std_resret#94311054, Sharpe_resret#94311055, PctPos_resret#94311056, TR_resret#94311057, IR_resret#94311058, annual_retnet#94311059, std_retnet#94311060, Sharpe_retnet#94311072, PctPos_retnet#94311073, TR_retnet#94311074, IR_retnet#94311078, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((cap#94310698 = NA) OR (cap#94310698 = null)) THEN null ELSE cast(cap#94310698 as float) END AS cap#94311010, CASE WHEN ((retIC#94310699 = NA) OR (retIC#94310699 = null)) THEN null ELSE cast(retIC#94310699 as float) END AS retIC#94311011, CASE WHEN ((resretIC#94310700 = NA) OR (resretIC#94310700 = null)) THEN null ELSE cast(resretIC#94310700 as float) END AS resretIC#94311012, CASE WHEN ((numcos#94310701 = NA) OR (numcos#94310701 = null)) THEN null ELSE cast(numcos#94310701 as float) END AS numcos#94311013, CASE WHEN ((numdates#94310702 = NA) OR (numdates#94310702 = null)) THEN null ELSE cast(numdates#94310702 as int) END AS numdates#94311014, CASE WHEN ((annual_bmret#94310703 = NA) OR (annual_bmret#94310703 = null)) THEN null ELSE cast(annual_bmret#94310703 as float) END AS annual_bmret#94311019, CASE WHEN ((annual_ret#94310704 = NA) OR (annual_ret#94310704 = null)) THEN null ELSE cast(annual_ret#94310704 as float) END AS annual_ret#94311020, CASE WHEN ((std_ret#94310705 = NA) OR (std_ret#94310705 = null)) THEN null ELSE cast(std_ret#94310705 as float) END AS std_ret#94311021, CASE WHEN ((Sharpe_ret#94310706 = NA) OR (Sharpe_ret#94310706 = null)) THEN null ELSE cast(Sharpe_ret#94310706 as float) END AS Sharpe_ret#94311037, CASE WHEN ((PctPos_ret#94310707 = NA) OR (PctPos_ret#94310707 = null)) THEN null ELSE cast(PctPos_ret#94310707 as float) END AS PctPos_ret#94311038, CASE WHEN ((TR_ret#94310708 = NA) OR (TR_ret#94310708 = null)) THEN null ELSE cast(TR_ret#94310708 as float) END AS TR_ret#94311039, CASE WHEN ((IR_ret#94310709 = NA) OR (IR_ret#94310709 = null)) THEN null ELSE cast(IR_ret#94310709 as float) END AS IR_ret#94311052, CASE WHEN ((annual_resret#94310710 = NA) OR (annual_resret#94310710 = null)) THEN null ELSE cast(annual_resret#94310710 as float) END AS annual_resret#94311053, CASE WHEN ((std_resret#94310711 = NA) OR (std_resret#94310711 = null)) THEN null ELSE cast(std_resret#94310711 as float) END AS std_resret#94311054, CASE WHEN ((Sharpe_resret#94310712 = NA) OR (Sharpe_resret#94310712 = null)) THEN null ELSE cast(Sharpe_resret#94310712 as float) END AS Sharpe_resret#94311055, CASE WHEN ((PctPos_resret#94310713 = NA) OR (PctPos_resret#94310713 = null)) THEN null ELSE cast(PctPos_resret#94310713 as float) END AS PctPos_resret#94311056, CASE WHEN ((TR_resret#94310714 = NA) OR (TR_resret#94310714 = null)) THEN null ELSE cast(TR_resret#94310714 as float) END AS TR_resret#94311057, CASE WHEN ((IR_resret#94310715 = NA) OR (IR_resret#94310715 = null)) THEN null ELSE cast(IR_resret#94310715 as float) END AS IR_resret#94311058, CASE WHEN ((annual_retnet#94310716 = NA) OR (annual_retnet#94310716 = null)) THEN null ELSE cast(annual_retnet#94310716 as float) END AS annual_retnet#94311059, CASE WHEN ((std_retnet#94310717 = NA) OR (std_retnet#94310717 = null)) THEN null ELSE cast(std_retnet#94310717 as float) END AS std_retnet#94311060, CASE WHEN ((Sharpe_retnet#94310718 = NA) OR (Sharpe_retnet#94310718 = null)) THEN null ELSE cast(Sharpe_retnet#94310718 as float) END AS Sharpe_retnet#94311072, CASE WHEN ((PctPos_retnet#94310719 = NA) OR (PctPos_retnet#94310719 = null)) THEN null ELSE cast(PctPos_retnet#94310719 as float) END AS PctPos_retnet#94311073, CASE WHEN ((TR_retnet#94310720 = NA) OR (TR_retnet#94310720 = null)) THEN null ELSE cast(TR_retnet#94310720 as float) END AS TR_retnet#94311074, CASE WHEN ((IR_retnet#94310721 = NA) OR (IR_retnet#94310721 = null)) THEN null ELSE cast(IR_retnet#94310721 as float) END AS IR_retnet#94311078, ... 2 more fields]
: +- FileScan csv [cap#94310698,retIC#94310699,resretIC#94310700,numcos#94310701,numdates#94310702,annual_bmret#94310703,annual_ret#94310704,std_ret#94310705,Sharpe_ret#94310706,PctPos_ret#94310707,TR_ret#94310708,IR_ret#94310709,annual_resret#94310710,std_resret#94310711,Sharpe_resret#94310712,PctPos_resret#94310713,TR_resret#94310714,IR_resret#94310715,annual_retnet#94310716,std_retnet#94310717,Sharpe_retnet#94310718,PctPos_retnet#94310719,TR_retnet#94310720,IR_retnet#94310721,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/estimize_signal_histor..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
+- BroadcastExchange IdentityBroadcastMode, [id=#7530330]
+- *(1) Project [annual_ret#94311020 AS ret_small#94313578]
+- *(1) Filter (isnotnull(cap#94311010) AND (cap#94311010 = 3.0))
+- *(1) ColumnarToRow
+- InMemoryTableScan [annual_ret#94311020, cap#94311010], [isnotnull(cap#94311010), (cap#94311010 = 3.0)]
+- InMemoryRelation [cap#94311010, retIC#94311011, resretIC#94311012, numcos#94311013, numdates#94311014, annual_bmret#94311019, annual_ret#94311020, std_ret#94311021, Sharpe_ret#94311037, PctPos_ret#94311038, TR_ret#94311039, IR_ret#94311052, annual_resret#94311053, std_resret#94311054, Sharpe_resret#94311055, PctPos_resret#94311056, TR_resret#94311057, IR_resret#94311058, annual_retnet#94311059, std_retnet#94311060, Sharpe_retnet#94311072, PctPos_retnet#94311073, TR_retnet#94311074, IR_retnet#94311078, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((cap#94310698 = NA) OR (cap#94310698 = null)) THEN null ELSE cast(cap#94310698 as float) END AS cap#94311010, CASE WHEN ((retIC#94310699 = NA) OR (retIC#94310699 = null)) THEN null ELSE cast(retIC#94310699 as float) END AS retIC#94311011, CASE WHEN ((resretIC#94310700 = NA) OR (resretIC#94310700 = null)) THEN null ELSE cast(resretIC#94310700 as float) END AS resretIC#94311012, CASE WHEN ((numcos#94310701 = NA) OR (numcos#94310701 = null)) THEN null ELSE cast(numcos#94310701 as float) END AS numcos#94311013, CASE WHEN ((numdates#94310702 = NA) OR (numdates#94310702 = null)) THEN null ELSE cast(numdates#94310702 as int) END AS numdates#94311014, CASE WHEN ((annual_bmret#94310703 = NA) OR (annual_bmret#94310703 = null)) THEN null ELSE cast(annual_bmret#94310703 as float) END AS annual_bmret#94311019, CASE WHEN ((annual_ret#94310704 = NA) OR (annual_ret#94310704 = null)) THEN null ELSE cast(annual_ret#94310704 as float) END AS annual_ret#94311020, CASE WHEN ((std_ret#94310705 = NA) OR (std_ret#94310705 = null)) THEN null ELSE cast(std_ret#94310705 as float) END AS std_ret#94311021, CASE WHEN ((Sharpe_ret#94310706 = NA) OR (Sharpe_ret#94310706 = null)) THEN null ELSE cast(Sharpe_ret#94310706 as float) END AS Sharpe_ret#94311037, CASE WHEN ((PctPos_ret#94310707 = NA) OR (PctPos_ret#94310707 = null)) THEN null ELSE cast(PctPos_ret#94310707 as float) END AS PctPos_ret#94311038, CASE WHEN ((TR_ret#94310708 = NA) OR (TR_ret#94310708 = null)) THEN null ELSE cast(TR_ret#94310708 as float) END AS TR_ret#94311039, CASE WHEN ((IR_ret#94310709 = NA) OR (IR_ret#94310709 = null)) THEN null ELSE cast(IR_ret#94310709 as float) END AS IR_ret#94311052, CASE WHEN ((annual_resret#94310710 = NA) OR (annual_resret#94310710 = null)) THEN null ELSE cast(annual_resret#94310710 as float) END AS annual_resret#94311053, CASE WHEN ((std_resret#94310711 = NA) OR (std_resret#94310711 = null)) THEN null ELSE cast(std_resret#94310711 as float) END AS std_resret#94311054, CASE WHEN ((Sharpe_resret#94310712 = NA) OR (Sharpe_resret#94310712 = null)) THEN null ELSE cast(Sharpe_resret#94310712 as float) END AS Sharpe_resret#94311055, CASE WHEN ((PctPos_resret#94310713 = NA) OR (PctPos_resret#94310713 = null)) THEN null ELSE cast(PctPos_resret#94310713 as float) END AS PctPos_resret#94311056, CASE WHEN ((TR_resret#94310714 = NA) OR (TR_resret#94310714 = null)) THEN null ELSE cast(TR_resret#94310714 as float) END AS TR_resret#94311057, CASE WHEN ((IR_resret#94310715 = NA) OR (IR_resret#94310715 = null)) THEN null ELSE cast(IR_resret#94310715 as float) END AS IR_resret#94311058, CASE WHEN ((annual_retnet#94310716 = NA) OR (annual_retnet#94310716 = null)) THEN null ELSE cast(annual_retnet#94310716 as float) END AS annual_retnet#94311059, CASE WHEN ((std_retnet#94310717 = NA) OR (std_retnet#94310717 = null)) THEN null ELSE cast(std_retnet#94310717 as float) END AS std_retnet#94311060, CASE WHEN ((Sharpe_retnet#94310718 = NA) OR (Sharpe_retnet#94310718 = null)) THEN null ELSE cast(Sharpe_retnet#94310718 as float) END AS Sharpe_retnet#94311072, CASE WHEN ((PctPos_retnet#94310719 = NA) OR (PctPos_retnet#94310719 = null)) THEN null ELSE cast(PctPos_retnet#94310719 as float) END AS PctPos_retnet#94311073, CASE WHEN ((TR_retnet#94310720 = NA) OR (TR_retnet#94310720 = null)) THEN null ELSE cast(TR_retnet#94310720 as float) END AS TR_retnet#94311074, CASE WHEN ((IR_retnet#94310721 = NA) OR (IR_retnet#94310721 = null)) THEN null ELSE cast(IR_retnet#94310721 as float) END AS IR_retnet#94311078, ... 2 more fields]
+- FileScan csv [cap#94310698,retIC#94310699,resretIC#94310700,numcos#94310701,numdates#94310702,annual_bmret#94310703,annual_ret#94310704,std_ret#94310705,Sharpe_ret#94310706,PctPos_ret#94310707,TR_ret#94310708,IR_ret#94310709,annual_resret#94310710,std_resret#94310711,Sharpe_resret#94310712,PctPos_resret#94310713,TR_resret#94310714,IR_resret#94310715,annual_retnet#94310716,std_retnet#94310717,Sharpe_retnet#94310718,PctPos_retnet#94310719,TR_retnet#94310720,IR_retnet#94310721,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/estimize_signal_histor..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(3) InMemoryTableScan
Output [2]: [annual_ret#94311020, cap#94311010]
Arguments: [annual_ret#94311020, cap#94311010], [isnotnull(cap#94311010), (cap#94311010 = 1.0)]
(4) InMemoryRelation
Arguments: [cap#94311010, retIC#94311011, resretIC#94311012, numcos#94311013, numdates#94311014, annual_bmret#94311019, annual_ret#94311020, std_ret#94311021, Sharpe_ret#94311037, PctPos_ret#94311038, TR_ret#94311039, IR_ret#94311052, annual_resret#94311053, std_resret#94311054, Sharpe_resret#94311055, PctPos_resret#94311056, TR_resret#94311057, IR_resret#94311058, annual_retnet#94311059, std_retnet#94311060, Sharpe_retnet#94311072, PctPos_retnet#94311073, TR_retnet#94311074, IR_retnet#94311078, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94310698 = NA) OR (cap#94310698 = null)) THEN null ELSE cast(cap#94310698 as float) END AS cap#94311010, CASE WHEN ((retIC#94310699 = NA) OR (retIC#94310699 = null)) THEN null ELSE cast(retIC#94310699 as float) END AS retIC#94311011, CASE WHEN ((resretIC#94310700 = NA) OR (resretIC#94310700 = null)) THEN null ELSE cast(resretIC#94310700 as float) END AS resretIC#94311012, CASE WHEN ((numcos#94310701 = NA) OR (numcos#94310701 = null)) THEN null ELSE cast(numcos#94310701 as float) END AS numcos#94311013, CASE WHEN ((numdates#94310702 = NA) OR (numdates#94310702 = null)) THEN null ELSE cast(numdates#94310702 as int) END AS numdates#94311014, CASE WHEN ((annual_bmret#94310703 = NA) OR (annual_bmret#94310703 = null)) THEN null ELSE cast(annual_bmret#94310703 as float) END AS annual_bmret#94311019, CASE WHEN ((annual_ret#94310704 = NA) OR (annual_ret#94310704 = null)) THEN null ELSE cast(annual_ret#94310704 as float) END AS annual_ret#94311020, CASE WHEN ((std_ret#94310705 = NA) OR (std_ret#94310705 = null)) THEN null ELSE cast(std_ret#94310705 as float) END AS std_ret#94311021, CASE WHEN ((Sharpe_ret#94310706 = NA) OR (Sharpe_ret#94310706 = null)) THEN null ELSE cast(Sharpe_ret#94310706 as float) END AS Sharpe_ret#94311037, CASE WHEN ((PctPos_ret#94310707 = NA) OR (PctPos_ret#94310707 = null)) THEN null ELSE cast(PctPos_ret#94310707 as float) END AS PctPos_ret#94311038, CASE WHEN ((TR_ret#94310708 = NA) OR (TR_ret#94310708 = null)) THEN null ELSE cast(TR_ret#94310708 as float) END AS TR_ret#94311039, CASE WHEN ((IR_ret#94310709 = NA) OR (IR_ret#94310709 = null)) THEN null ELSE cast(IR_ret#94310709 as float) END AS IR_ret#94311052, CASE WHEN ((annual_resret#94310710 = NA) OR (annual_resret#94310710 = null)) THEN null ELSE cast(annual_resret#94310710 as float) END AS annual_resret#94311053, CASE WHEN ((std_resret#94310711 = NA) OR (std_resret#94310711 = null)) THEN null ELSE cast(std_resret#94310711 as float) END AS std_resret#94311054, CASE WHEN ((Sharpe_resret#94310712 = NA) OR (Sharpe_resret#94310712 = null)) THEN null ELSE cast(Sharpe_resret#94310712 as float) END AS Sharpe_resret#94311055, CASE WHEN ((PctPos_resret#94310713 = NA) OR (PctPos_resret#94310713 = null)) THEN null ELSE cast(PctPos_resret#94310713 as float) END AS PctPos_resret#94311056, CASE WHEN ((TR_resret#94310714 = NA) OR (TR_resret#94310714 = null)) THEN null ELSE cast(TR_resret#94310714 as float) END AS TR_resret#94311057, CASE WHEN ((IR_resret#94310715 = NA) OR (IR_resret#94310715 = null)) THEN null ELSE cast(IR_resret#94310715 as float) END AS IR_resret#94311058, CASE WHEN ((annual_retnet#94310716 = NA) OR (annual_retnet#94310716 = null)) THEN null ELSE cast(annual_retnet#94310716 as float) END AS annual_retnet#94311059, CASE WHEN ((std_retnet#94310717 = NA) OR (std_retnet#94310717 = null)) THEN null ELSE cast(std_retnet#94310717 as float) END AS std_retnet#94311060, CASE WHEN ((Sharpe_retnet#94310718 = NA) OR (Sharpe_retnet#94310718 = null)) THEN null ELSE cast(Sharpe_retnet#94310718 as float) END AS Sharpe_retnet#94311072, CASE WHEN ((PctPos_retnet#94310719 = NA) OR (PctPos_retnet#94310719 = null)) THEN null ELSE cast(PctPos_retnet#94310719 as float) END AS PctPos_retnet#94311073, CASE WHEN ((TR_retnet#94310720 = NA) OR (TR_retnet#94310720 = null)) THEN null ELSE cast(TR_retnet#94310720 as float) END AS TR_retnet#94311074, CASE WHEN ((IR_retnet#94310721 = NA) OR (IR_retnet#94310721 = null)) THEN null ELSE cast(IR_retnet#94310721 as float) END AS IR_retnet#94311078, ... 2 more fields]
+- FileScan csv [cap#94310698,retIC#94310699,resretIC#94310700,numcos#94310701,numdates#94310702,annual_bmret#94310703,annual_ret#94310704,std_ret#94310705,Sharpe_ret#94310706,PctPos_ret#94310707,TR_ret#94310708,IR_ret#94310709,annual_resret#94310710,std_resret#94310711,Sharpe_resret#94310712,PctPos_resret#94310713,TR_resret#94310714,IR_resret#94310715,annual_retnet#94310716,std_retnet#94310717,Sharpe_retnet#94310718,PctPos_retnet#94310719,TR_retnet#94310720,IR_retnet#94310721,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/estimize_signal_histor..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(5) Scan csv
Output [26]: [cap#94310698, retIC#94310699, resretIC#94310700, numcos#94310701, numdates#94310702, annual_bmret#94310703, annual_ret#94310704, std_ret#94310705, Sharpe_ret#94310706, PctPos_ret#94310707, TR_ret#94310708, IR_ret#94310709, annual_resret#94310710, std_resret#94310711, Sharpe_resret#94310712, PctPos_resret#94310713, TR_resret#94310714, IR_resret#94310715, annual_retnet#94310716, std_retnet#94310717, Sharpe_retnet#94310718, PctPos_retnet#94310719, TR_retnet#94310720, IR_retnet#94310721, turnover#94310722, coverage#94310723]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/estimize_signal_history/estimizesignal/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#94310698 = NA) OR (cap#94310698 = null)) THEN null ELSE cast(cap#94310698 as float) END AS cap#94311010, CASE WHEN ((retIC#94310699 = NA) OR (retIC#94310699 = null)) THEN null ELSE cast(retIC#94310699 as float) END AS retIC#94311011, CASE WHEN ((resretIC#94310700 = NA) OR (resretIC#94310700 = null)) THEN null ELSE cast(resretIC#94310700 as float) END AS resretIC#94311012, CASE WHEN ((numcos#94310701 = NA) OR (numcos#94310701 = null)) THEN null ELSE cast(numcos#94310701 as float) END AS numcos#94311013, CASE WHEN ((numdates#94310702 = NA) OR (numdates#94310702 = null)) THEN null ELSE cast(numdates#94310702 as int) END AS numdates#94311014, CASE WHEN ((annual_bmret#94310703 = NA) OR (annual_bmret#94310703 = null)) THEN null ELSE cast(annual_bmret#94310703 as float) END AS annual_bmret#94311019, CASE WHEN ((annual_ret#94310704 = NA) OR (annual_ret#94310704 = null)) THEN null ELSE cast(annual_ret#94310704 as float) END AS annual_ret#94311020, CASE WHEN ((std_ret#94310705 = NA) OR (std_ret#94310705 = null)) THEN null ELSE cast(std_ret#94310705 as float) END AS std_ret#94311021, CASE WHEN ((Sharpe_ret#94310706 = NA) OR (Sharpe_ret#94310706 = null)) THEN null ELSE cast(Sharpe_ret#94310706 as float) END AS Sharpe_ret#94311037, CASE WHEN ((PctPos_ret#94310707 = NA) OR (PctPos_ret#94310707 = null)) THEN null ELSE cast(PctPos_ret#94310707 as float) END AS PctPos_ret#94311038, CASE WHEN ((TR_ret#94310708 = NA) OR (TR_ret#94310708 = null)) THEN null ELSE cast(TR_ret#94310708 as float) END AS TR_ret#94311039, CASE WHEN ((IR_ret#94310709 = NA) OR (IR_ret#94310709 = null)) THEN null ELSE cast(IR_ret#94310709 as float) END AS IR_ret#94311052, CASE WHEN ((annual_resret#94310710 = NA) OR (annual_resret#94310710 = null)) THEN null ELSE cast(annual_resret#94310710 as float) END AS annual_resret#94311053, CASE WHEN ((std_resret#94310711 = NA) OR (std_resret#94310711 = null)) THEN null ELSE cast(std_resret#94310711 as float) END AS std_resret#94311054, CASE WHEN ((Sharpe_resret#94310712 = NA) OR (Sharpe_resret#94310712 = null)) THEN null ELSE cast(Sharpe_resret#94310712 as float) END AS Sharpe_resret#94311055, CASE WHEN ((PctPos_resret#94310713 = NA) OR (PctPos_resret#94310713 = null)) THEN null ELSE cast(PctPos_resret#94310713 as float) END AS PctPos_resret#94311056, CASE WHEN ((TR_resret#94310714 = NA) OR (TR_resret#94310714 = null)) THEN null ELSE cast(TR_resret#94310714 as float) END AS TR_resret#94311057, CASE WHEN ((IR_resret#94310715 = NA) OR (IR_resret#94310715 = null)) THEN null ELSE cast(IR_resret#94310715 as float) END AS IR_resret#94311058, CASE WHEN ((annual_retnet#94310716 = NA) OR (annual_retnet#94310716 = null)) THEN null ELSE cast(annual_retnet#94310716 as float) END AS annual_retnet#94311059, CASE WHEN ((std_retnet#94310717 = NA) OR (std_retnet#94310717 = null)) THEN null ELSE cast(std_retnet#94310717 as float) END AS std_retnet#94311060, CASE WHEN ((Sharpe_retnet#94310718 = NA) OR (Sharpe_retnet#94310718 = null)) THEN null ELSE cast(Sharpe_retnet#94310718 as float) END AS Sharpe_retnet#94311072, CASE WHEN ((PctPos_retnet#94310719 = NA) OR (PctPos_retnet#94310719 = null)) THEN null ELSE cast(PctPos_retnet#94310719 as float) END AS PctPos_retnet#94311073, CASE WHEN ((TR_retnet#94310720 = NA) OR (TR_retnet#94310720 = null)) THEN null ELSE cast(TR_retnet#94310720 as float) END AS TR_retnet#94311074, CASE WHEN ((IR_retnet#94310721 = NA) OR (IR_retnet#94310721 = null)) THEN null ELSE cast(IR_retnet#94310721 as float) END AS IR_retnet#94311078, CASE WHEN ((turnover#94310722 = NA) OR (turnover#94310722 = null)) THEN null ELSE cast(turnover#94310722 as float) END AS turnover#94311079, CASE WHEN ((coverage#94310723 = NA) OR (coverage#94310723 = null)) THEN null ELSE cast(coverage#94310723 as float) END AS coverage#94311092]
Input [26]: [cap#94310698, retIC#94310699, resretIC#94310700, numcos#94310701, numdates#94310702, annual_bmret#94310703, annual_ret#94310704, std_ret#94310705, Sharpe_ret#94310706, PctPos_ret#94310707, TR_ret#94310708, IR_ret#94310709, annual_resret#94310710, std_resret#94310711, Sharpe_resret#94310712, PctPos_resret#94310713, TR_resret#94310714, IR_resret#94310715, annual_retnet#94310716, std_retnet#94310717, Sharpe_retnet#94310718, PctPos_retnet#94310719, TR_retnet#94310720, IR_retnet#94310721, turnover#94310722, coverage#94310723]
(7) ColumnarToRow [codegen id : 2]
Input [2]: [annual_ret#94311020, cap#94311010]
(8) Filter [codegen id : 2]
Input [2]: [annual_ret#94311020, cap#94311010]
Condition : (isnotnull(cap#94311010) AND (cap#94311010 = 1.0))
(9) Project [codegen id : 2]
Output [1]: [annual_ret#94311020 AS ret_large#94313548]
Input [2]: [annual_ret#94311020, cap#94311010]
(10) InMemoryTableScan
Output [2]: [annual_ret#94311020, cap#94311010]
Arguments: [annual_ret#94311020, cap#94311010], [isnotnull(cap#94311010), (cap#94311010 = 3.0)]
(11) InMemoryRelation
Arguments: [cap#94311010, retIC#94311011, resretIC#94311012, numcos#94311013, numdates#94311014, annual_bmret#94311019, annual_ret#94311020, std_ret#94311021, Sharpe_ret#94311037, PctPos_ret#94311038, TR_ret#94311039, IR_ret#94311052, annual_resret#94311053, std_resret#94311054, Sharpe_resret#94311055, PctPos_resret#94311056, TR_resret#94311057, IR_resret#94311058, annual_retnet#94311059, std_retnet#94311060, Sharpe_retnet#94311072, PctPos_retnet#94311073, TR_retnet#94311074, IR_retnet#94311078, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94310698 = NA) OR (cap#94310698 = null)) THEN null ELSE cast(cap#94310698 as float) END AS cap#94311010, CASE WHEN ((retIC#94310699 = NA) OR (retIC#94310699 = null)) THEN null ELSE cast(retIC#94310699 as float) END AS retIC#94311011, CASE WHEN ((resretIC#94310700 = NA) OR (resretIC#94310700 = null)) THEN null ELSE cast(resretIC#94310700 as float) END AS resretIC#94311012, CASE WHEN ((numcos#94310701 = NA) OR (numcos#94310701 = null)) THEN null ELSE cast(numcos#94310701 as float) END AS numcos#94311013, CASE WHEN ((numdates#94310702 = NA) OR (numdates#94310702 = null)) THEN null ELSE cast(numdates#94310702 as int) END AS numdates#94311014, CASE WHEN ((annual_bmret#94310703 = NA) OR (annual_bmret#94310703 = null)) THEN null ELSE cast(annual_bmret#94310703 as float) END AS annual_bmret#94311019, CASE WHEN ((annual_ret#94310704 = NA) OR (annual_ret#94310704 = null)) THEN null ELSE cast(annual_ret#94310704 as float) END AS annual_ret#94311020, CASE WHEN ((std_ret#94310705 = NA) OR (std_ret#94310705 = null)) THEN null ELSE cast(std_ret#94310705 as float) END AS std_ret#94311021, CASE WHEN ((Sharpe_ret#94310706 = NA) OR (Sharpe_ret#94310706 = null)) THEN null ELSE cast(Sharpe_ret#94310706 as float) END AS Sharpe_ret#94311037, CASE WHEN ((PctPos_ret#94310707 = NA) OR (PctPos_ret#94310707 = null)) THEN null ELSE cast(PctPos_ret#94310707 as float) END AS PctPos_ret#94311038, CASE WHEN ((TR_ret#94310708 = NA) OR (TR_ret#94310708 = null)) THEN null ELSE cast(TR_ret#94310708 as float) END AS TR_ret#94311039, CASE WHEN ((IR_ret#94310709 = NA) OR (IR_ret#94310709 = null)) THEN null ELSE cast(IR_ret#94310709 as float) END AS IR_ret#94311052, CASE WHEN ((annual_resret#94310710 = NA) OR (annual_resret#94310710 = null)) THEN null ELSE cast(annual_resret#94310710 as float) END AS annual_resret#94311053, CASE WHEN ((std_resret#94310711 = NA) OR (std_resret#94310711 = null)) THEN null ELSE cast(std_resret#94310711 as float) END AS std_resret#94311054, CASE WHEN ((Sharpe_resret#94310712 = NA) OR (Sharpe_resret#94310712 = null)) THEN null ELSE cast(Sharpe_resret#94310712 as float) END AS Sharpe_resret#94311055, CASE WHEN ((PctPos_resret#94310713 = NA) OR (PctPos_resret#94310713 = null)) THEN null ELSE cast(PctPos_resret#94310713 as float) END AS PctPos_resret#94311056, CASE WHEN ((TR_resret#94310714 = NA) OR (TR_resret#94310714 = null)) THEN null ELSE cast(TR_resret#94310714 as float) END AS TR_resret#94311057, CASE WHEN ((IR_resret#94310715 = NA) OR (IR_resret#94310715 = null)) THEN null ELSE cast(IR_resret#94310715 as float) END AS IR_resret#94311058, CASE WHEN ((annual_retnet#94310716 = NA) OR (annual_retnet#94310716 = null)) THEN null ELSE cast(annual_retnet#94310716 as float) END AS annual_retnet#94311059, CASE WHEN ((std_retnet#94310717 = NA) OR (std_retnet#94310717 = null)) THEN null ELSE cast(std_retnet#94310717 as float) END AS std_retnet#94311060, CASE WHEN ((Sharpe_retnet#94310718 = NA) OR (Sharpe_retnet#94310718 = null)) THEN null ELSE cast(Sharpe_retnet#94310718 as float) END AS Sharpe_retnet#94311072, CASE WHEN ((PctPos_retnet#94310719 = NA) OR (PctPos_retnet#94310719 = null)) THEN null ELSE cast(PctPos_retnet#94310719 as float) END AS PctPos_retnet#94311073, CASE WHEN ((TR_retnet#94310720 = NA) OR (TR_retnet#94310720 = null)) THEN null ELSE cast(TR_retnet#94310720 as float) END AS TR_retnet#94311074, CASE WHEN ((IR_retnet#94310721 = NA) OR (IR_retnet#94310721 = null)) THEN null ELSE cast(IR_retnet#94310721 as float) END AS IR_retnet#94311078, ... 2 more fields]
+- FileScan csv [cap#94310698,retIC#94310699,resretIC#94310700,numcos#94310701,numdates#94310702,annual_bmret#94310703,annual_ret#94310704,std_ret#94310705,Sharpe_ret#94310706,PctPos_ret#94310707,TR_ret#94310708,IR_ret#94310709,annual_resret#94310710,std_resret#94310711,Sharpe_resret#94310712,PctPos_resret#94310713,TR_resret#94310714,IR_resret#94310715,annual_retnet#94310716,std_retnet#94310717,Sharpe_retnet#94310718,PctPos_retnet#94310719,TR_retnet#94310720,IR_retnet#94310721,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/estimize_signal_histor..., 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#94311020, cap#94311010]
(13) Filter [codegen id : 1]
Input [2]: [annual_ret#94311020, cap#94311010]
Condition : (isnotnull(cap#94311010) AND (cap#94311010 = 3.0))
(14) Project [codegen id : 1]
Output [1]: [annual_ret#94311020 AS ret_small#94313578]
Input [2]: [annual_ret#94311020, cap#94311010]
(15) BroadcastExchange
Input [1]: [ret_small#94313578]
Arguments: IdentityBroadcastMode, [id=#7530330]
(16) BroadcastNestedLoopJoin [codegen id : 2]
Join condition: None
(17) Project [codegen id : 2]
Output [3]: [ret_large#94313548, ret_small#94313578, (ret_large#94313548 - ret_small#94313578) AS differential#94313667]
Input [2]: [ret_large#94313548, ret_small#94313578]
(18) ColumnarToRow [codegen id : 1]
Input [3]: [ret_large#94313548, ret_small#94313578, differential#94313667]
(19) CollectLimit
Input [3]: [ret_large#94313548, ret_small#94313578, differential#94313667]
Arguments: 1000000