== Physical Plan ==
CollectLimit (17)
+- * ColumnarToRow (16)
+- InMemoryTableScan (1)
+- InMemoryRelation (2)
+- * Project (15)
+- * BroadcastNestedLoopJoin Cross BuildRight (14)
:- * Project (7)
: +- * Filter (6)
: +- * ColumnarToRow (5)
: +- InMemoryTableScan (3)
: +- InMemoryRelation (4)
: +- * Project (6)
: +- Scan csv (5)
+- BroadcastExchange (13)
+- * Project (12)
+- * Filter (11)
+- * ColumnarToRow (10)
+- InMemoryTableScan (8)
+- InMemoryRelation (9)
+- * Project (6)
+- Scan csv (5)
(1) InMemoryTableScan
Output [3]: [ret_large#94257502, ret_small#94257560, differential#94257621]
Arguments: [ret_large#94257502, ret_small#94257560, differential#94257621]
(2) InMemoryRelation
Arguments: [ret_large#94257502, ret_small#94257560, differential#94257621], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(2) Project [ret_large#94257502, ret_small#94257560, (ret_large#94257502 - ret_small#94257560) AS differential#94257621]
+- *(2) BroadcastNestedLoopJoin BuildRight, Cross
:- *(2) Project [annual_ret#94255040 AS ret_large#94257502]
: +- *(2) Filter (isnotnull(cap#94254941) AND (cap#94254941 = 1.0))
: +- *(2) ColumnarToRow
: +- InMemoryTableScan [annual_ret#94255040, cap#94254941], [isnotnull(cap#94254941), (cap#94254941 = 1.0)]
: +- InMemoryRelation [cap#94254941, retIC#94254943, resretIC#94255036, numcos#94255037, numdates#94255038, annual_bmret#94255039, annual_ret#94255040, std_ret#94255041, Sharpe_ret#94255042, PctPos_ret#94255043, TR_ret#94255045, IR_ret#94255049, annual_resret#94255052, std_resret#94255055, Sharpe_resret#94255058, PctPos_resret#94255060, TR_resret#94255063, IR_resret#94255067, annual_retnet#94255069, std_retnet#94255072, Sharpe_retnet#94255073, PctPos_retnet#94255087, TR_retnet#94255091, IR_retnet#94255104, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
: +- *(1) Project [CASE WHEN ((cap#94254752 = NA) OR (cap#94254752 = null)) THEN null ELSE cast(cap#94254752 as float) END AS cap#94254941, CASE WHEN ((retIC#94254753 = NA) OR (retIC#94254753 = null)) THEN null ELSE cast(retIC#94254753 as float) END AS retIC#94254943, CASE WHEN ((resretIC#94254754 = NA) OR (resretIC#94254754 = null)) THEN null ELSE cast(resretIC#94254754 as float) END AS resretIC#94255036, CASE WHEN ((numcos#94254755 = NA) OR (numcos#94254755 = null)) THEN null ELSE cast(numcos#94254755 as float) END AS numcos#94255037, CASE WHEN ((numdates#94254756 = NA) OR (numdates#94254756 = null)) THEN null ELSE cast(numdates#94254756 as int) END AS numdates#94255038, CASE WHEN ((annual_bmret#94254757 = NA) OR (annual_bmret#94254757 = null)) THEN null ELSE cast(annual_bmret#94254757 as float) END AS annual_bmret#94255039, CASE WHEN ((annual_ret#94254758 = NA) OR (annual_ret#94254758 = null)) THEN null ELSE cast(annual_ret#94254758 as float) END AS annual_ret#94255040, CASE WHEN ((std_ret#94254759 = NA) OR (std_ret#94254759 = null)) THEN null ELSE cast(std_ret#94254759 as float) END AS std_ret#94255041, CASE WHEN ((Sharpe_ret#94254760 = NA) OR (Sharpe_ret#94254760 = null)) THEN null ELSE cast(Sharpe_ret#94254760 as float) END AS Sharpe_ret#94255042, CASE WHEN ((PctPos_ret#94254761 = NA) OR (PctPos_ret#94254761 = null)) THEN null ELSE cast(PctPos_ret#94254761 as float) END AS PctPos_ret#94255043, CASE WHEN ((TR_ret#94254762 = NA) OR (TR_ret#94254762 = null)) THEN null ELSE cast(TR_ret#94254762 as float) END AS TR_ret#94255045, CASE WHEN ((IR_ret#94254763 = NA) OR (IR_ret#94254763 = null)) THEN null ELSE cast(IR_ret#94254763 as float) END AS IR_ret#94255049, CASE WHEN ((annual_resret#94254764 = NA) OR (annual_resret#94254764 = null)) THEN null ELSE cast(annual_resret#94254764 as float) END AS annual_resret#94255052, CASE WHEN ((std_resret#94254765 = NA) OR (std_resret#94254765 = null)) THEN null ELSE cast(std_resret#94254765 as float) END AS std_resret#94255055, CASE WHEN ((Sharpe_resret#94254766 = NA) OR (Sharpe_resret#94254766 = null)) THEN null ELSE cast(Sharpe_resret#94254766 as float) END AS Sharpe_resret#94255058, CASE WHEN ((PctPos_resret#94254767 = NA) OR (PctPos_resret#94254767 = null)) THEN null ELSE cast(PctPos_resret#94254767 as float) END AS PctPos_resret#94255060, CASE WHEN ((TR_resret#94254768 = NA) OR (TR_resret#94254768 = null)) THEN null ELSE cast(TR_resret#94254768 as float) END AS TR_resret#94255063, CASE WHEN ((IR_resret#94254769 = NA) OR (IR_resret#94254769 = null)) THEN null ELSE cast(IR_resret#94254769 as float) END AS IR_resret#94255067, CASE WHEN ((annual_retnet#94254770 = NA) OR (annual_retnet#94254770 = null)) THEN null ELSE cast(annual_retnet#94254770 as float) END AS annual_retnet#94255069, CASE WHEN ((std_retnet#94254771 = NA) OR (std_retnet#94254771 = null)) THEN null ELSE cast(std_retnet#94254771 as float) END AS std_retnet#94255072, CASE WHEN ((Sharpe_retnet#94254772 = NA) OR (Sharpe_retnet#94254772 = null)) THEN null ELSE cast(Sharpe_retnet#94254772 as float) END AS Sharpe_retnet#94255073, CASE WHEN ((PctPos_retnet#94254773 = NA) OR (PctPos_retnet#94254773 = null)) THEN null ELSE cast(PctPos_retnet#94254773 as float) END AS PctPos_retnet#94255087, CASE WHEN ((TR_retnet#94254774 = NA) OR (TR_retnet#94254774 = null)) THEN null ELSE cast(TR_retnet#94254774 as float) END AS TR_retnet#94255091, CASE WHEN ((IR_retnet#94254775 = NA) OR (IR_retnet#94254775 = null)) THEN null ELSE cast(IR_retnet#94254775 as float) END AS IR_retnet#94255104, ... 2 more fields]
: +- FileScan csv [cap#94254752,retIC#94254753,resretIC#94254754,numcos#94254755,numdates#94254756,annual_bmret#94254757,annual_ret#94254758,std_ret#94254759,Sharpe_ret#94254760,PctPos_ret#94254761,TR_ret#94254762,IR_ret#94254763,annual_resret#94254764,std_resret#94254765,Sharpe_resret#94254766,PctPos_resret#94254767,TR_resret#94254768,IR_resret#94254769,annual_retnet#94254770,std_retnet#94254771,Sharpe_retnet#94254772,PctPos_retnet#94254773,TR_retnet#94254774,IR_retnet#94254775,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/cam1/cam1_score/stats_..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
+- BroadcastExchange IdentityBroadcastMode, [id=#7525743]
+- *(1) Project [annual_ret#94255040 AS ret_small#94257560]
+- *(1) Filter (isnotnull(cap#94254941) AND (cap#94254941 = 3.0))
+- *(1) ColumnarToRow
+- InMemoryTableScan [annual_ret#94255040, cap#94254941], [isnotnull(cap#94254941), (cap#94254941 = 3.0)]
+- InMemoryRelation [cap#94254941, retIC#94254943, resretIC#94255036, numcos#94255037, numdates#94255038, annual_bmret#94255039, annual_ret#94255040, std_ret#94255041, Sharpe_ret#94255042, PctPos_ret#94255043, TR_ret#94255045, IR_ret#94255049, annual_resret#94255052, std_resret#94255055, Sharpe_resret#94255058, PctPos_resret#94255060, TR_resret#94255063, IR_resret#94255067, annual_retnet#94255069, std_retnet#94255072, Sharpe_retnet#94255073, PctPos_retnet#94255087, TR_retnet#94255091, IR_retnet#94255104, ... 2 more fields], StorageLevel(disk, memory, deserialized, 1 replicas)
+- *(1) Project [CASE WHEN ((cap#94254752 = NA) OR (cap#94254752 = null)) THEN null ELSE cast(cap#94254752 as float) END AS cap#94254941, CASE WHEN ((retIC#94254753 = NA) OR (retIC#94254753 = null)) THEN null ELSE cast(retIC#94254753 as float) END AS retIC#94254943, CASE WHEN ((resretIC#94254754 = NA) OR (resretIC#94254754 = null)) THEN null ELSE cast(resretIC#94254754 as float) END AS resretIC#94255036, CASE WHEN ((numcos#94254755 = NA) OR (numcos#94254755 = null)) THEN null ELSE cast(numcos#94254755 as float) END AS numcos#94255037, CASE WHEN ((numdates#94254756 = NA) OR (numdates#94254756 = null)) THEN null ELSE cast(numdates#94254756 as int) END AS numdates#94255038, CASE WHEN ((annual_bmret#94254757 = NA) OR (annual_bmret#94254757 = null)) THEN null ELSE cast(annual_bmret#94254757 as float) END AS annual_bmret#94255039, CASE WHEN ((annual_ret#94254758 = NA) OR (annual_ret#94254758 = null)) THEN null ELSE cast(annual_ret#94254758 as float) END AS annual_ret#94255040, CASE WHEN ((std_ret#94254759 = NA) OR (std_ret#94254759 = null)) THEN null ELSE cast(std_ret#94254759 as float) END AS std_ret#94255041, CASE WHEN ((Sharpe_ret#94254760 = NA) OR (Sharpe_ret#94254760 = null)) THEN null ELSE cast(Sharpe_ret#94254760 as float) END AS Sharpe_ret#94255042, CASE WHEN ((PctPos_ret#94254761 = NA) OR (PctPos_ret#94254761 = null)) THEN null ELSE cast(PctPos_ret#94254761 as float) END AS PctPos_ret#94255043, CASE WHEN ((TR_ret#94254762 = NA) OR (TR_ret#94254762 = null)) THEN null ELSE cast(TR_ret#94254762 as float) END AS TR_ret#94255045, CASE WHEN ((IR_ret#94254763 = NA) OR (IR_ret#94254763 = null)) THEN null ELSE cast(IR_ret#94254763 as float) END AS IR_ret#94255049, CASE WHEN ((annual_resret#94254764 = NA) OR (annual_resret#94254764 = null)) THEN null ELSE cast(annual_resret#94254764 as float) END AS annual_resret#94255052, CASE WHEN ((std_resret#94254765 = NA) OR (std_resret#94254765 = null)) THEN null ELSE cast(std_resret#94254765 as float) END AS std_resret#94255055, CASE WHEN ((Sharpe_resret#94254766 = NA) OR (Sharpe_resret#94254766 = null)) THEN null ELSE cast(Sharpe_resret#94254766 as float) END AS Sharpe_resret#94255058, CASE WHEN ((PctPos_resret#94254767 = NA) OR (PctPos_resret#94254767 = null)) THEN null ELSE cast(PctPos_resret#94254767 as float) END AS PctPos_resret#94255060, CASE WHEN ((TR_resret#94254768 = NA) OR (TR_resret#94254768 = null)) THEN null ELSE cast(TR_resret#94254768 as float) END AS TR_resret#94255063, CASE WHEN ((IR_resret#94254769 = NA) OR (IR_resret#94254769 = null)) THEN null ELSE cast(IR_resret#94254769 as float) END AS IR_resret#94255067, CASE WHEN ((annual_retnet#94254770 = NA) OR (annual_retnet#94254770 = null)) THEN null ELSE cast(annual_retnet#94254770 as float) END AS annual_retnet#94255069, CASE WHEN ((std_retnet#94254771 = NA) OR (std_retnet#94254771 = null)) THEN null ELSE cast(std_retnet#94254771 as float) END AS std_retnet#94255072, CASE WHEN ((Sharpe_retnet#94254772 = NA) OR (Sharpe_retnet#94254772 = null)) THEN null ELSE cast(Sharpe_retnet#94254772 as float) END AS Sharpe_retnet#94255073, CASE WHEN ((PctPos_retnet#94254773 = NA) OR (PctPos_retnet#94254773 = null)) THEN null ELSE cast(PctPos_retnet#94254773 as float) END AS PctPos_retnet#94255087, CASE WHEN ((TR_retnet#94254774 = NA) OR (TR_retnet#94254774 = null)) THEN null ELSE cast(TR_retnet#94254774 as float) END AS TR_retnet#94255091, CASE WHEN ((IR_retnet#94254775 = NA) OR (IR_retnet#94254775 = null)) THEN null ELSE cast(IR_retnet#94254775 as float) END AS IR_retnet#94255104, ... 2 more fields]
+- FileScan csv [cap#94254752,retIC#94254753,resretIC#94254754,numcos#94254755,numdates#94254756,annual_bmret#94254757,annual_ret#94254758,std_ret#94254759,Sharpe_ret#94254760,PctPos_ret#94254761,TR_ret#94254762,IR_ret#94254763,annual_resret#94254764,std_resret#94254765,Sharpe_resret#94254766,PctPos_resret#94254767,TR_resret#94254768,IR_resret#94254769,annual_retnet#94254770,std_retnet#94254771,Sharpe_retnet#94254772,PctPos_retnet#94254773,TR_retnet#94254774,IR_retnet#94254775,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/cam1/cam1_score/stats_..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(3) InMemoryTableScan
Output [2]: [annual_ret#94255040, cap#94254941]
Arguments: [annual_ret#94255040, cap#94254941], [isnotnull(cap#94254941), (cap#94254941 = 1.0)]
(4) InMemoryRelation
Arguments: [cap#94254941, retIC#94254943, resretIC#94255036, numcos#94255037, numdates#94255038, annual_bmret#94255039, annual_ret#94255040, std_ret#94255041, Sharpe_ret#94255042, PctPos_ret#94255043, TR_ret#94255045, IR_ret#94255049, annual_resret#94255052, std_resret#94255055, Sharpe_resret#94255058, PctPos_resret#94255060, TR_resret#94255063, IR_resret#94255067, annual_retnet#94255069, std_retnet#94255072, Sharpe_retnet#94255073, PctPos_retnet#94255087, TR_retnet#94255091, IR_retnet#94255104, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94254752 = NA) OR (cap#94254752 = null)) THEN null ELSE cast(cap#94254752 as float) END AS cap#94254941, CASE WHEN ((retIC#94254753 = NA) OR (retIC#94254753 = null)) THEN null ELSE cast(retIC#94254753 as float) END AS retIC#94254943, CASE WHEN ((resretIC#94254754 = NA) OR (resretIC#94254754 = null)) THEN null ELSE cast(resretIC#94254754 as float) END AS resretIC#94255036, CASE WHEN ((numcos#94254755 = NA) OR (numcos#94254755 = null)) THEN null ELSE cast(numcos#94254755 as float) END AS numcos#94255037, CASE WHEN ((numdates#94254756 = NA) OR (numdates#94254756 = null)) THEN null ELSE cast(numdates#94254756 as int) END AS numdates#94255038, CASE WHEN ((annual_bmret#94254757 = NA) OR (annual_bmret#94254757 = null)) THEN null ELSE cast(annual_bmret#94254757 as float) END AS annual_bmret#94255039, CASE WHEN ((annual_ret#94254758 = NA) OR (annual_ret#94254758 = null)) THEN null ELSE cast(annual_ret#94254758 as float) END AS annual_ret#94255040, CASE WHEN ((std_ret#94254759 = NA) OR (std_ret#94254759 = null)) THEN null ELSE cast(std_ret#94254759 as float) END AS std_ret#94255041, CASE WHEN ((Sharpe_ret#94254760 = NA) OR (Sharpe_ret#94254760 = null)) THEN null ELSE cast(Sharpe_ret#94254760 as float) END AS Sharpe_ret#94255042, CASE WHEN ((PctPos_ret#94254761 = NA) OR (PctPos_ret#94254761 = null)) THEN null ELSE cast(PctPos_ret#94254761 as float) END AS PctPos_ret#94255043, CASE WHEN ((TR_ret#94254762 = NA) OR (TR_ret#94254762 = null)) THEN null ELSE cast(TR_ret#94254762 as float) END AS TR_ret#94255045, CASE WHEN ((IR_ret#94254763 = NA) OR (IR_ret#94254763 = null)) THEN null ELSE cast(IR_ret#94254763 as float) END AS IR_ret#94255049, CASE WHEN ((annual_resret#94254764 = NA) OR (annual_resret#94254764 = null)) THEN null ELSE cast(annual_resret#94254764 as float) END AS annual_resret#94255052, CASE WHEN ((std_resret#94254765 = NA) OR (std_resret#94254765 = null)) THEN null ELSE cast(std_resret#94254765 as float) END AS std_resret#94255055, CASE WHEN ((Sharpe_resret#94254766 = NA) OR (Sharpe_resret#94254766 = null)) THEN null ELSE cast(Sharpe_resret#94254766 as float) END AS Sharpe_resret#94255058, CASE WHEN ((PctPos_resret#94254767 = NA) OR (PctPos_resret#94254767 = null)) THEN null ELSE cast(PctPos_resret#94254767 as float) END AS PctPos_resret#94255060, CASE WHEN ((TR_resret#94254768 = NA) OR (TR_resret#94254768 = null)) THEN null ELSE cast(TR_resret#94254768 as float) END AS TR_resret#94255063, CASE WHEN ((IR_resret#94254769 = NA) OR (IR_resret#94254769 = null)) THEN null ELSE cast(IR_resret#94254769 as float) END AS IR_resret#94255067, CASE WHEN ((annual_retnet#94254770 = NA) OR (annual_retnet#94254770 = null)) THEN null ELSE cast(annual_retnet#94254770 as float) END AS annual_retnet#94255069, CASE WHEN ((std_retnet#94254771 = NA) OR (std_retnet#94254771 = null)) THEN null ELSE cast(std_retnet#94254771 as float) END AS std_retnet#94255072, CASE WHEN ((Sharpe_retnet#94254772 = NA) OR (Sharpe_retnet#94254772 = null)) THEN null ELSE cast(Sharpe_retnet#94254772 as float) END AS Sharpe_retnet#94255073, CASE WHEN ((PctPos_retnet#94254773 = NA) OR (PctPos_retnet#94254773 = null)) THEN null ELSE cast(PctPos_retnet#94254773 as float) END AS PctPos_retnet#94255087, CASE WHEN ((TR_retnet#94254774 = NA) OR (TR_retnet#94254774 = null)) THEN null ELSE cast(TR_retnet#94254774 as float) END AS TR_retnet#94255091, CASE WHEN ((IR_retnet#94254775 = NA) OR (IR_retnet#94254775 = null)) THEN null ELSE cast(IR_retnet#94254775 as float) END AS IR_retnet#94255104, ... 2 more fields]
+- FileScan csv [cap#94254752,retIC#94254753,resretIC#94254754,numcos#94254755,numdates#94254756,annual_bmret#94254757,annual_ret#94254758,std_ret#94254759,Sharpe_ret#94254760,PctPos_ret#94254761,TR_ret#94254762,IR_ret#94254763,annual_resret#94254764,std_resret#94254765,Sharpe_resret#94254766,PctPos_resret#94254767,TR_resret#94254768,IR_resret#94254769,annual_retnet#94254770,std_retnet#94254771,Sharpe_retnet#94254772,PctPos_retnet#94254773,TR_retnet#94254774,IR_retnet#94254775,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/cam1/cam1_score/stats_..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(unknown) Scan csv
Output [26]: [cap#94254752, retIC#94254753, resretIC#94254754, numcos#94254755, numdates#94254756, annual_bmret#94254757, annual_ret#94254758, std_ret#94254759, Sharpe_ret#94254760, PctPos_ret#94254761, TR_ret#94254762, IR_ret#94254763, annual_resret#94254764, std_resret#94254765, Sharpe_resret#94254766, PctPos_resret#94254767, TR_resret#94254768, IR_resret#94254769, annual_retnet#94254770, std_retnet#94254771, Sharpe_retnet#94254772, PctPos_retnet#94254773, TR_retnet#94254774, IR_retnet#94254775, turnover#94254776, coverage#94254777]
Batched: false
Location: InMemoryFileIndex [file:/srv/plusamp/data/default/ea-market/output/cam1/cam1_score/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>
(unknown) Project
Output [26]: [CASE WHEN ((cap#94254752 = NA) OR (cap#94254752 = null)) THEN null ELSE cast(cap#94254752 as float) END AS cap#94254941, CASE WHEN ((retIC#94254753 = NA) OR (retIC#94254753 = null)) THEN null ELSE cast(retIC#94254753 as float) END AS retIC#94254943, CASE WHEN ((resretIC#94254754 = NA) OR (resretIC#94254754 = null)) THEN null ELSE cast(resretIC#94254754 as float) END AS resretIC#94255036, CASE WHEN ((numcos#94254755 = NA) OR (numcos#94254755 = null)) THEN null ELSE cast(numcos#94254755 as float) END AS numcos#94255037, CASE WHEN ((numdates#94254756 = NA) OR (numdates#94254756 = null)) THEN null ELSE cast(numdates#94254756 as int) END AS numdates#94255038, CASE WHEN ((annual_bmret#94254757 = NA) OR (annual_bmret#94254757 = null)) THEN null ELSE cast(annual_bmret#94254757 as float) END AS annual_bmret#94255039, CASE WHEN ((annual_ret#94254758 = NA) OR (annual_ret#94254758 = null)) THEN null ELSE cast(annual_ret#94254758 as float) END AS annual_ret#94255040, CASE WHEN ((std_ret#94254759 = NA) OR (std_ret#94254759 = null)) THEN null ELSE cast(std_ret#94254759 as float) END AS std_ret#94255041, CASE WHEN ((Sharpe_ret#94254760 = NA) OR (Sharpe_ret#94254760 = null)) THEN null ELSE cast(Sharpe_ret#94254760 as float) END AS Sharpe_ret#94255042, CASE WHEN ((PctPos_ret#94254761 = NA) OR (PctPos_ret#94254761 = null)) THEN null ELSE cast(PctPos_ret#94254761 as float) END AS PctPos_ret#94255043, CASE WHEN ((TR_ret#94254762 = NA) OR (TR_ret#94254762 = null)) THEN null ELSE cast(TR_ret#94254762 as float) END AS TR_ret#94255045, CASE WHEN ((IR_ret#94254763 = NA) OR (IR_ret#94254763 = null)) THEN null ELSE cast(IR_ret#94254763 as float) END AS IR_ret#94255049, CASE WHEN ((annual_resret#94254764 = NA) OR (annual_resret#94254764 = null)) THEN null ELSE cast(annual_resret#94254764 as float) END AS annual_resret#94255052, CASE WHEN ((std_resret#94254765 = NA) OR (std_resret#94254765 = null)) THEN null ELSE cast(std_resret#94254765 as float) END AS std_resret#94255055, CASE WHEN ((Sharpe_resret#94254766 = NA) OR (Sharpe_resret#94254766 = null)) THEN null ELSE cast(Sharpe_resret#94254766 as float) END AS Sharpe_resret#94255058, CASE WHEN ((PctPos_resret#94254767 = NA) OR (PctPos_resret#94254767 = null)) THEN null ELSE cast(PctPos_resret#94254767 as float) END AS PctPos_resret#94255060, CASE WHEN ((TR_resret#94254768 = NA) OR (TR_resret#94254768 = null)) THEN null ELSE cast(TR_resret#94254768 as float) END AS TR_resret#94255063, CASE WHEN ((IR_resret#94254769 = NA) OR (IR_resret#94254769 = null)) THEN null ELSE cast(IR_resret#94254769 as float) END AS IR_resret#94255067, CASE WHEN ((annual_retnet#94254770 = NA) OR (annual_retnet#94254770 = null)) THEN null ELSE cast(annual_retnet#94254770 as float) END AS annual_retnet#94255069, CASE WHEN ((std_retnet#94254771 = NA) OR (std_retnet#94254771 = null)) THEN null ELSE cast(std_retnet#94254771 as float) END AS std_retnet#94255072, CASE WHEN ((Sharpe_retnet#94254772 = NA) OR (Sharpe_retnet#94254772 = null)) THEN null ELSE cast(Sharpe_retnet#94254772 as float) END AS Sharpe_retnet#94255073, CASE WHEN ((PctPos_retnet#94254773 = NA) OR (PctPos_retnet#94254773 = null)) THEN null ELSE cast(PctPos_retnet#94254773 as float) END AS PctPos_retnet#94255087, CASE WHEN ((TR_retnet#94254774 = NA) OR (TR_retnet#94254774 = null)) THEN null ELSE cast(TR_retnet#94254774 as float) END AS TR_retnet#94255091, CASE WHEN ((IR_retnet#94254775 = NA) OR (IR_retnet#94254775 = null)) THEN null ELSE cast(IR_retnet#94254775 as float) END AS IR_retnet#94255104, CASE WHEN ((turnover#94254776 = NA) OR (turnover#94254776 = null)) THEN null ELSE cast(turnover#94254776 as float) END AS turnover#94255118, CASE WHEN ((coverage#94254777 = NA) OR (coverage#94254777 = null)) THEN null ELSE cast(coverage#94254777 as float) END AS coverage#94255132]
Input [26]: [cap#94254752, retIC#94254753, resretIC#94254754, numcos#94254755, numdates#94254756, annual_bmret#94254757, annual_ret#94254758, std_ret#94254759, Sharpe_ret#94254760, PctPos_ret#94254761, TR_ret#94254762, IR_ret#94254763, annual_resret#94254764, std_resret#94254765, Sharpe_resret#94254766, PctPos_resret#94254767, TR_resret#94254768, IR_resret#94254769, annual_retnet#94254770, std_retnet#94254771, Sharpe_retnet#94254772, PctPos_retnet#94254773, TR_retnet#94254774, IR_retnet#94254775, turnover#94254776, coverage#94254777]
(7) Project [codegen id : 2]
Output [1]: [annual_ret#94255040 AS ret_large#94257502]
Input [2]: [annual_ret#94255040, cap#94254941]
(8) InMemoryTableScan
Output [2]: [annual_ret#94255040, cap#94254941]
Arguments: [annual_ret#94255040, cap#94254941], [isnotnull(cap#94254941), (cap#94254941 = 3.0)]
(9) InMemoryRelation
Arguments: [cap#94254941, retIC#94254943, resretIC#94255036, numcos#94255037, numdates#94255038, annual_bmret#94255039, annual_ret#94255040, std_ret#94255041, Sharpe_ret#94255042, PctPos_ret#94255043, TR_ret#94255045, IR_ret#94255049, annual_resret#94255052, std_resret#94255055, Sharpe_resret#94255058, PctPos_resret#94255060, TR_resret#94255063, IR_resret#94255067, annual_retnet#94255069, std_retnet#94255072, Sharpe_retnet#94255073, PctPos_retnet#94255087, TR_retnet#94255091, IR_retnet#94255104, ... 2 more fields], CachedRDDBuilder(org.apache.spark.sql.execution.columnar.DefaultCachedBatchSerializer@208e3fd9,StorageLevel(disk, memory, deserialized, 1 replicas),*(1) Project [CASE WHEN ((cap#94254752 = NA) OR (cap#94254752 = null)) THEN null ELSE cast(cap#94254752 as float) END AS cap#94254941, CASE WHEN ((retIC#94254753 = NA) OR (retIC#94254753 = null)) THEN null ELSE cast(retIC#94254753 as float) END AS retIC#94254943, CASE WHEN ((resretIC#94254754 = NA) OR (resretIC#94254754 = null)) THEN null ELSE cast(resretIC#94254754 as float) END AS resretIC#94255036, CASE WHEN ((numcos#94254755 = NA) OR (numcos#94254755 = null)) THEN null ELSE cast(numcos#94254755 as float) END AS numcos#94255037, CASE WHEN ((numdates#94254756 = NA) OR (numdates#94254756 = null)) THEN null ELSE cast(numdates#94254756 as int) END AS numdates#94255038, CASE WHEN ((annual_bmret#94254757 = NA) OR (annual_bmret#94254757 = null)) THEN null ELSE cast(annual_bmret#94254757 as float) END AS annual_bmret#94255039, CASE WHEN ((annual_ret#94254758 = NA) OR (annual_ret#94254758 = null)) THEN null ELSE cast(annual_ret#94254758 as float) END AS annual_ret#94255040, CASE WHEN ((std_ret#94254759 = NA) OR (std_ret#94254759 = null)) THEN null ELSE cast(std_ret#94254759 as float) END AS std_ret#94255041, CASE WHEN ((Sharpe_ret#94254760 = NA) OR (Sharpe_ret#94254760 = null)) THEN null ELSE cast(Sharpe_ret#94254760 as float) END AS Sharpe_ret#94255042, CASE WHEN ((PctPos_ret#94254761 = NA) OR (PctPos_ret#94254761 = null)) THEN null ELSE cast(PctPos_ret#94254761 as float) END AS PctPos_ret#94255043, CASE WHEN ((TR_ret#94254762 = NA) OR (TR_ret#94254762 = null)) THEN null ELSE cast(TR_ret#94254762 as float) END AS TR_ret#94255045, CASE WHEN ((IR_ret#94254763 = NA) OR (IR_ret#94254763 = null)) THEN null ELSE cast(IR_ret#94254763 as float) END AS IR_ret#94255049, CASE WHEN ((annual_resret#94254764 = NA) OR (annual_resret#94254764 = null)) THEN null ELSE cast(annual_resret#94254764 as float) END AS annual_resret#94255052, CASE WHEN ((std_resret#94254765 = NA) OR (std_resret#94254765 = null)) THEN null ELSE cast(std_resret#94254765 as float) END AS std_resret#94255055, CASE WHEN ((Sharpe_resret#94254766 = NA) OR (Sharpe_resret#94254766 = null)) THEN null ELSE cast(Sharpe_resret#94254766 as float) END AS Sharpe_resret#94255058, CASE WHEN ((PctPos_resret#94254767 = NA) OR (PctPos_resret#94254767 = null)) THEN null ELSE cast(PctPos_resret#94254767 as float) END AS PctPos_resret#94255060, CASE WHEN ((TR_resret#94254768 = NA) OR (TR_resret#94254768 = null)) THEN null ELSE cast(TR_resret#94254768 as float) END AS TR_resret#94255063, CASE WHEN ((IR_resret#94254769 = NA) OR (IR_resret#94254769 = null)) THEN null ELSE cast(IR_resret#94254769 as float) END AS IR_resret#94255067, CASE WHEN ((annual_retnet#94254770 = NA) OR (annual_retnet#94254770 = null)) THEN null ELSE cast(annual_retnet#94254770 as float) END AS annual_retnet#94255069, CASE WHEN ((std_retnet#94254771 = NA) OR (std_retnet#94254771 = null)) THEN null ELSE cast(std_retnet#94254771 as float) END AS std_retnet#94255072, CASE WHEN ((Sharpe_retnet#94254772 = NA) OR (Sharpe_retnet#94254772 = null)) THEN null ELSE cast(Sharpe_retnet#94254772 as float) END AS Sharpe_retnet#94255073, CASE WHEN ((PctPos_retnet#94254773 = NA) OR (PctPos_retnet#94254773 = null)) THEN null ELSE cast(PctPos_retnet#94254773 as float) END AS PctPos_retnet#94255087, CASE WHEN ((TR_retnet#94254774 = NA) OR (TR_retnet#94254774 = null)) THEN null ELSE cast(TR_retnet#94254774 as float) END AS TR_retnet#94255091, CASE WHEN ((IR_retnet#94254775 = NA) OR (IR_retnet#94254775 = null)) THEN null ELSE cast(IR_retnet#94254775 as float) END AS IR_retnet#94255104, ... 2 more fields]
+- FileScan csv [cap#94254752,retIC#94254753,resretIC#94254754,numcos#94254755,numdates#94254756,annual_bmret#94254757,annual_ret#94254758,std_ret#94254759,Sharpe_ret#94254760,PctPos_ret#94254761,TR_ret#94254762,IR_ret#94254763,annual_resret#94254764,std_resret#94254765,Sharpe_resret#94254766,PctPos_resret#94254767,TR_resret#94254768,IR_resret#94254769,annual_retnet#94254770,std_retnet#94254771,Sharpe_retnet#94254772,PctPos_retnet#94254773,TR_retnet#94254774,IR_retnet#94254775,... 2 more fields] Batched: false, DataFilters: [], Format: CSV, Location: InMemoryFileIndex(1 paths)[file:/srv/plusamp/data/default/ea-market/output/cam1/cam1_score/stats_..., PartitionFilters: [], PushedFilters: [], ReadSchema: struct<cap:string,retIC:string,resretIC:string,numcos:string,numdates:string,annual_bmret:string,...
,None)
(10) ColumnarToRow [codegen id : 1]
Input [2]: [annual_ret#94255040, cap#94254941]
(11) Filter [codegen id : 1]
Input [2]: [annual_ret#94255040, cap#94254941]
Condition : (isnotnull(cap#94254941) AND (cap#94254941 = 3.0))
(12) Project [codegen id : 1]
Output [1]: [annual_ret#94255040 AS ret_small#94257560]
Input [2]: [annual_ret#94255040, cap#94254941]
(13) BroadcastExchange
Input [1]: [ret_small#94257560]
Arguments: IdentityBroadcastMode, [id=#7525743]
(14) BroadcastNestedLoopJoin [codegen id : 2]
Join condition: None
(15) Project [codegen id : 2]
Output [3]: [ret_large#94257502, ret_small#94257560, (ret_large#94257502 - ret_small#94257560) AS differential#94257621]
Input [2]: [ret_large#94257502, ret_small#94257560]
(16) ColumnarToRow [codegen id : 1]
Input [3]: [ret_large#94257502, ret_small#94257560, differential#94257621]
(17) CollectLimit
Input [3]: [ret_large#94257502, ret_small#94257560, differential#94257621]
Arguments: 10000